# awesomemcp.in > Agent-ready directory of 8866 verified Model Context Protocol (MCP) servers and 584 agent skills. > Every entry links to a live GitHub repository with a known author, is de-duplicated, and carries an > automated security check (OSV.dev advisories, OpenSSF Scorecard, license, maintenance, provenance). The automated vulnerability check does not guarantee 100% safety. Review code and permissions before installing. ## Machine-readable endpoints - [All MCP servers (JSON)](https://awesomemcp.in/api/mcps.json) - [All agent skills (JSON)](https://awesomemcp.in/api/skills.json) - [Stats (JSON)](https://awesomemcp.in/api/stats.json) - [Full list for LLMs](https://awesomemcp.in/llms-full.txt) ## AI & LLM Tools - [mcp](https://github.com/mastra-ai/mastra/tree/main/packages/mcp): Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools. (by mastra-ai, ★28572, security:REVIEW) - [Cua](https://github.com/trycua/cua/tree/main/libs/mcp-server): MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients. (by trycua, ★28164, security:PASS) - [Lingo.dev](https://github.com/lingodotdev/lingo.dev/tree/main/mcp.md): Make your AI agent speak every language on the planet, using Lingo.dev Localization Engine. (by lingodotdev, ★5405, security:PASS) - [Apache Doris](https://github.com/apache/doris-mcp-server): MCP Server For Apache Doris, an MPP-based real-time data warehouse. (by apache, ★348, security:PASS) - [make-mcp-server](https://github.com/integromat/make-mcp-server): Turn Make scenarios into callable tools for AI assistants. (by integromat, ★173, security:PASS) - [AgentRPC](https://github.com/agentrpc/agentrpc): Connect to any function, any language, across network boundaries using AgentRPC. (by agentrpc, ★135, security:PASS) - [Square](https://github.com/square/square-mcp-server): A Model Context Protocol (MCP) server for square (by square, ★108, security:PASS) - [rember-mcp](https://github.com/rember/rember-mcp): Create spaced-repetition flashcards in Rember to remember what you learn in your chats. (by rember, ★63, security:REVIEW) - [Norman MCP Server](https://github.com/norman-finance/norman-mcp-server): AI-powered bookkeeping and tax filing for entrepreneurs at the heart of the European economy. (by norman-finance, ★60, security:PASS) - [gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server): Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox. (by gotohuman, ★52, security:PASS) - [Fewsats](https://github.com/Fewsats/fewsats-mcp): Enable AI Agents to purchase anything in a secure way using Fewsats (by Fewsats, ★21, security:REVIEW) - [Allyson](https://github.com/isaiahbjork/allyson-mcp): AI-powered SVG animation generator that transforms static files into animated SVG components using the Allyson platform (by isaiahbjork, ★8, security:REVIEW) - [VISO TRUST](https://github.com/visotrust/viso-mcp-server): Access and manage your VISO TRUST third-party risk program directly through your AI assistant. (by visotrust, ★6, security:PASS) - [Wellness Project](https://github.com/turnnoblindeye/wellness-project-mcp): Connect your health, fitness, nutrition, sleep, and wearable data to your AI assistant. (by turnnoblindeye, ★2, security:PASS) - [mcp](https://github.com/Coresignal-com/coresignal-mcp): Fresh company, employee, and jobs records in real time. (by Coresignal-com, ★2, security:REVIEW) - [cogDepot](https://github.com/cogdepot/mcp-server): Anonymous broker: AI agents publish capabilities, negotiate, and form direct peer-to-peer deals. (by cogdepot, ★1, security:PASS) - [permits](https://github.com/RantumBits/addressintel-mcp): SF Peninsula building permits and parcel buildability: SB 9, ADU and redevelopment leads. (by RantumBits, ★0, security:PASS) - [Reactive Resume](https://github.com/reactive-resume/reactive-resume): Free open-source resume builder with remote MCP tools for resumes and job applications. (by reactive-resume, ★43842, security:PASS) - [mcp-server](https://github.com/HeyPuter/puter): Puter MCP enables AI tools to interact with Puter: manage files, websites, workers, and more (by HeyPuter, ★43651, security:PASS) - [Oh My Posh Validator](https://github.com/JanDeDobbeleer/oh-my-posh/tree/main/website/api/mcp): Validate oh-my-posh configurations and segment snippets against the official schema. (by JanDeDobbeleer, ★23545, security:PASS) - [mobilerun](https://github.com/droidrun/mobilerun): Control real Android and iOS devices with LLM agents — tap, swipe, type, automate flows. (by droidrun, ★9572, security:PASS) - [PraisonAI](https://github.com/MervinPraison/PraisonAI): AI Agents Framework with Self Reflection and MCP support (by MervinPraison, ★9126, security:PASS) - [Windows-MCP](https://github.com/CursorTouch/Windows-MCP): An MCP Server for computer-use in Windows OS (by CursorTouch, ★7693, security:PASS) - [Agent-Native Analytics](https://github.com/BuilderIO/agent-native): Agent-Native Amplitude/Mixpanel - connect data sources, prompt for charts (by BuilderIO, ★7066, security:REVIEW) - [Peekaboo](https://github.com/openclaw/Peekaboo): a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system. (by openclaw, ★5245, security:PASS) - [REA](https://github.com/morluto/rea): Reverse engineer anything from your terminal or agent with one CLI and MCP server. (by morluto, ★5118, security:PASS) - [ha-mcp](https://github.com/homeassistant-ai/ha-mcp): Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants. (by homeassistant-ai, ★4951, security:PASS) - [firebase-mcp](https://github.com/firebase/firebase-tools/tree/main/src/mcp): Gives AI development tools Firebase-specific capabilities and expertise. (by firebase, ★4472, security:PASS) - [ShipSwift](https://github.com/signerlabs/ShipSwift): 40+ production-ready SwiftUI recipes for building full-stack iOS apps via MCP. (by signerlabs, ★3228, security:PASS) - [Argent](https://github.com/software-mansion/argent): Drive iOS Simulators, Android emulators, TVs and Electron/web apps from your coding agent (by software-mansion, ★2975, security:PASS) - [Omnara](https://github.com/omnara-ai/omnara): Deploy durable AI agents with Omnara, an open-source managed-agent platform. (by omnara-ai, ★2890, security:PASS) - [MCP Server for WinDbg Crash Analysis](https://github.com/svnscha/mcp-windbg): A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB (by svnscha, ★1603, security:PASS) - [Microsoft NuGet](https://github.com/NuGet/Home/tree/dev/mcp): A Model Context Protocol (MCP) server for NuGet. (by NuGet, ★1554, security:PASS) - [nx-mcp](https://github.com/nrwl/nx-console/tree/master/apps/nx-mcp): A Model Context Protocol server implementation for Nx (by nrwl, ★1411, security:PASS) - [wenyan-mcp](https://github.com/caol64/wenyan-mcp): Format Markdown articles with Wenyan and publish them to WeChat Official Accounts. (by caol64, ★1332, security:PASS) - [Power BI Authoring MCP Server (Local)](https://github.com/microsoft/powerbi-modeling-mcp): The Power BI Authoring MCP server lets an AI agent create and change Power BI semantic models. (by microsoft, ★1202, security:PASS) - [CPU Performance Engineering](https://github.com/usamahz/cpu-performance-engineering/tree/main/misc/mcp): A CPU performance engineering brain: a vetted reading list, benchmarks and cited source passages (by usamahz, ★901, security:PASS) - [UniFi Access MCP](https://github.com/sirkirby/unifi-mcp/tree/main/apps/access): Manage UniFi Access doors, credentials, policies, visitors, and events via MCP. (by sirkirby, ★868, security:PASS) - [UniFi Network MCP](https://github.com/sirkirby/unifi-mcp/tree/main/apps/network): Manage UniFi Network devices, clients, firewall, VLANs, VPNs, and more via MCP. (by sirkirby, ★868, security:PASS) - [UniFi Protect MCP](https://github.com/sirkirby/unifi-mcp/tree/main/apps/protect): Manage UniFi Protect cameras, events, recordings, and smart detections via MCP. (by sirkirby, ★868, security:PASS) - [inspo](https://github.com/Nutlope/inspo): Real production websites for coding agents: palettes, fonts, fold autopsies and reference JSX. (by Nutlope, ★850, security:PASS) - [Tapo MCP](https://github.com/mihai-dinculescu/tapo/tree/main/tapo-mcp): MCP server for discovering and controlling TP-Link Tapo smart home devices via AI Agents (by mihai-dinculescu, ★815, security:PASS) - [Docling MCP](https://github.com/docling-project/docling-mcp): Convert PDFs and other documents to structured formats via Docling, for AI applications. (by docling-project, ★767, security:PASS) - [Nova3D](https://github.com/RareSense/Nova3D/tree/main/mcp): Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL, Blender script. (by RareSense, ★726, security:PASS) - [vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server): Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety (by PV-Bhat, ★502, security:PASS) - [Godot MCP](https://github.com/tugcantopaloglu/godot-mcp): MCP server for full Godot 4.x engine control with 165 tools for AI-driven game development (by tugcantopaloglu, ★475, security:PASS) - [abell](https://github.com/abelljs/abell): AI tools related to Abell. Currently includes MCP of Abell (by abelljs, ★443, security:PASS) - [godot-mcp](https://github.com/tomyud1/godot-mcp/tree/main/mcp-server): MCP server for Godot game engine integration — control the Godot editor with AI (by tomyud1, ★433, security:PASS) - [monday.com](https://github.com/mondaycom/mcp): MCP server for monday.com integration. (by mondaycom, ★426, security:PASS) - [clawdcursor](https://github.com/AmrDab/clawdcursor): Safe cross-OS desktop control for any AI agent - the fallback execution layer. (by AmrDab, ★403, security:PASS) - [mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo): Connect to Odoo ERP for business data access, record management and workflow automation. (by ivnvxd, ★396, security:PASS) - [Computer Use](https://github.com/domdomegg/computer-use-mcp): Control your computer with screenshots, mouse, and keyboard automation. (by domdomegg, ★382, security:PASS) - [interactive-mcp](https://github.com/ttommyth/interactive-mcp): Interactive LLM workflows with local user prompts and chat directly in the MCP loop. (by ttommyth, ★352, security:PASS) - [Home Assistant](https://github.com/voska/hass-mcp): Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup. (by voska, ★344, security:PASS) - [VisualTorch](https://github.com/willyfh/visualtorch): Render PyTorch architecture diagrams and animated GIF reveals from trusted model source. (by willyfh, ★335, security:PASS) - [Windows Control](https://github.com/claude-did-this/MCPControl): Programmatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js. (by claude-did-this, ★330, security:PASS) - [mcp-server-tauri](https://github.com/hypothesi/mcp-server-tauri/tree/main/packages/mcp-server): A Model Context Protocol server for use with Tauri v2 applications (by hypothesi, ★315, security:PASS) - [Tetrees MCP](https://github.com/TetreesEX/TetreesAgent_EX): Own, grow and trade portable agent intelligence via TAIP/1 Packs and MCP. (by TetreesEX, ★304, security:PASS) - [mcp-manager](https://github.com/amxv/mcp-manager): Web UI to install and manage MCP servers for the Claude Desktop app. (by amxv, ★293, security:PASS) - [orcareplay](https://github.com/Continuum-AI-Corp/OrcaReplay): Read, replay and fork recorded coding-agent runs. (by Continuum-AI-Corp, ★281, security:PASS) - [canvas-mcp](https://github.com/vishalsachdev/canvas-mcp): Canvas LMS integration for students and educators with optional privacy controls (by vishalsachdev, ★278, security:PASS) - [AdLoop](https://github.com/kLOsk/adloop): Google Ads, Reddit Ads, GA4 and Tag Manager in your AI client, with a preview before every change. (by kLOsk, ★277, security:PASS) - [mcp-afip](https://github.com/codespar/mcp-dev-latam/tree/main/packages/argentina/afip): AFIP — Argentine tax authority, electronic invoicing (Factura Electrónica) (by codespar, ★272, security:PASS) - [mcp-alegra](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/alegra): Alegra — cloud accounting for LATAM (Colombian-founded) (by codespar, ★272, security:PASS) - [mcp-asaas](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/asaas): MCP server for Asaas — billing automation, Pix, boleto, credit card, subscriptions (by codespar, ★272, security:PASS) - [mcp-banco-do-brasil](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/banco-do-brasil): MCP server for Banco do Brasil — Pix, Cobrança (boleto), Conta-Corrente, Arrecadação (OAuth2 + mTLS) (by codespar, ★272, security:PASS) - [mcp-bcra](https://github.com/codespar/mcp-dev-latam/tree/main/packages/argentina/bcra): BCRA — Argentine Central Bank public data (exchange rates, inflation, reserves) (by codespar, ★272, security:PASS) - [mcp-bigdatacorp](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/bigdatacorp): MCP server for BigDataCorp — Brazilian data enrichment + KYC (CPF/CNPJ/vehicle/property/antifraud) (by codespar, ★272, security:PASS) - [mcp-bind-erp](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/bind-erp): Bind ERP — Mexican cloud ERP (by codespar, ★272, security:PASS) - [mcp-bradesco](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/bradesco): MCP server for Bradesco — Pix, Cobrança (boleto), Arrecadação, Extrato (OAuth2 + mTLS) (by codespar, ★272, security:PASS) - [mcp-braspag](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/braspag): MCP server for Braspag — Cielo orchestration, token vault (Cartão Protegido), recurrence, split (by codespar, ★272, security:PASS) - [mcp-btg](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/btg): MCP server for BTG Pactual — Pix, Boleto, Account, Investments (CDB/LCI/LCA/funds), OAuth2 + mTLS (by codespar, ★272, security:PASS) - [mcp-c6](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/c6): DEPRECATED: no live endpoint (baas.c6bank.com.br does not resolve) (by codespar, ★272, security:PASS) - [mcp-caixa](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/caixa): MCP server for Caixa Econômica Federal — Pix, Cobrança (SICOB boleto), Extrato (OAuth2 + mTLS) (by codespar, ★272, security:PASS) - [mcp-chargebee](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/chargebee): MCP server for Chargebee — global subscription billing, recurring revenue orchestration (by codespar, ★272, security:PASS) - [mcp-cobre](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/cobre): MCP server for Cobre — CO/MX B2B treasury: balances, counterparties, money movements (by codespar, ★272, security:PASS) - [mcp-colppy](https://github.com/codespar/mcp-dev-latam/tree/main/packages/argentina/colppy): Colppy — Argentine cloud accounting + AFIP invoicing (by codespar, ★272, security:PASS) - [mcp-conta-azul](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fiscal/conta-azul): MCP server for Conta Azul — accounting, invoicing, customers, products (by codespar, ★272, security:PASS) - [mcp-correios](https://github.com/codespar/mcp-dev-latam/tree/main/packages/ecommerce/correios): MCP server for Correios — package tracking, shipping rates, CEP lookup (by codespar, ★272, security:PASS) - [mcp-culqi](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/culqi): MCP server for Culqi — Peru PSP: charges, refunds, cards, Yape/PagoEfectivo, subscriptions (by codespar, ★272, security:PASS) - [mcp-efi](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/efi): MCP server for EFI (Gerencianet) — Pix, charges, carnets, cobranças (by codespar, ★272, security:PASS) - [mcp-focus-nfe](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fiscal/focus-nfe): MCP server for Focus NFe — NFe, NFSe, NFCe emission and management (by codespar, ★272, security:PASS) - [mcp-getnet](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/getnet): MCP server for Getnet — Santander-owned BR acquirer: credit, debit, Pix, boleto, marketplace split (by codespar, ★272, security:PASS) - [mcp-inter-bank](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/inter-bank): Banco Inter — digital bank, boleto, PIX, statements, transfers (by codespar, ★272, security:PASS) - [mcp-itau](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/itau): MCP server for Itaú Unibanco — Pix, Cobrança (boleto), Arrecadação, Extrato (OAuth2 + mTLS) (by codespar, ★272, security:PASS) - [mcp-izipay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/izipay): MCP server for Izipay — Peru enterprise acquirer (Niubiz): authorize/capture/refund, cuotas (by codespar, ★272, security:PASS) - [mcp-kushki](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/kushki): MCP server for Kushki — LATAM PSP: card charges, preauth, PSE/SPEI transfer, cash, subscriptions (by codespar, ★272, security:PASS) - [mcp-legiti](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fraud/legiti): DEPRECATED: no live endpoint (collection-prod.inspcdn.net does not resolve) (by codespar, ★272, security:PASS) - [mcp-melhor-envio](https://github.com/codespar/mcp-dev-latam/tree/main/packages/ecommerce/melhor-envio): MCP server for Melhor Envio — shipping rates, labels, tracking, agencies (by codespar, ★272, security:PASS) - [mcp-midaz](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/midaz): MCP server for Midaz by Lerian — self-hosted double-entry ledger: accounts, balances, transactions (by codespar, ★272, security:PASS) - [mcp-nfe-io](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fiscal/nfe-io): MCP server for NFe.io — NF-e, NFS-e, CNPJ, CEP (by codespar, ★272, security:PASS) - [mcp-nuvem-fiscal](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fiscal/nuvem-fiscal): MCP server for Nuvem Fiscal — NF-e, NFS-e, NFC-e, CNPJ, CEP (by codespar, ★272, security:PASS) - [mcp-payway](https://github.com/codespar/mcp-dev-latam/tree/main/packages/argentina/payway): Payway (ex-Decidir) — Argentina card acquiring: tokenize, charge, capture, refund (by codespar, ★272, security:PASS) - [mcp-pomelo](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/pomelo): MCP server for Pomelo — pan-LATAM card issuing: users, virtual/physical cards, transactions (by codespar, ★272, security:PASS) - [mcp-rd-station](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/rd-station): MCP server for RD Station — contacts, events, funnels, deals, segmentations, lead scoring, webhooks (by codespar, ★272, security:PASS) - [mcp-rede](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/rede): MCP server for Rede — Itaú-owned BR acquirer: authorize/capture/refund, zero-auth, card tokens (by codespar, ★272, security:PASS) - [mcp-safrapay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/safrapay): MCP server for Safrapay — Banco Safra acquirer: credit, Pix, boleto + split, 3DS, chargebacks (by codespar, ★272, security:PASS) - [mcp-santander](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/santander): MCP server for Santander Brasil — Pix, Cobrança (boleto), Arrecadação, Extrato (OAuth2 + mTLS) (by codespar, ★272, security:PASS) - [mcp-sicoob](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/sicoob): MCP server for Sicoob — Pix (cob/cobv/DICT), Cobrança (boleto), SPB (OAuth2 + mTLS) (by codespar, ★272, security:PASS) - [mcp-sift](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fraud/sift): MCP server for Sift — global ML fraud detection: real-time risk scoring, decisions, event ingestion (by codespar, ★272, security:PASS) - [mcp-siigo](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/siigo): Siigo — Colombian accounting + DIAN e-invoicing (by codespar, ★272, security:PASS) - [mcp-stp-spei](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/stp-spei): STP/SPEI — Mexican instant bank transfers (by codespar, ★272, security:PASS) - [mcp-take-blip](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/take-blip): MCP server for Take Blip — chatbots, messaging, contacts, broadcasts (by codespar, ★272, security:PASS) - [mcp-transbank](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/transbank): MCP server for Transbank — Chile dominant card acquirer (Webpay Plus / Mall / OneClick) (by codespar, ★272, security:PASS) - [mcp-wise](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/wise): MCP server for Wise — multi-currency accounts, FX, international transfers, quotes, recipients (by codespar, ★272, security:PASS) - [mcp-worldpay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/worldpay): MCP server for Access Worldpay — enterprise processor: authorize, capture, refund, tokenize (by codespar, ★272, security:PASS) - [ServiceNow MCP Server (NowAIKit)](https://github.com/aartiq/servicenow-mcp): ServiceNow MCP server: 450+ tools for Claude, ChatGPT, Copilot & any AI. Read-only by default. (by aartiq, ★264, security:PASS) - [mobai-mcp](https://github.com/MobAI-App/mobai-mcp): AI-powered mobile device automation for Android and iOS devices, emulators, and simulators (by MobAI-App, ★251, security:PASS) - [Actual Budget MCP Server](https://github.com/s-stefanov/actual-mcp): MCP server exposing Actual Budget accounts, transactions, budgets and reporting to LLM assistants. (by s-stefanov, ★247, security:PASS) - [Word MCP Live](https://github.com/ykarapazar/word-mcp-live): Live Microsoft Word editing via MCP — tracked changes, undo, comments, 40+ tools (by ykarapazar, ★228, security:PASS) - [Toleno Network](https://github.com/tolenonetwork/toleno-mcp): Toleno Network MCP Server — Manage your Toleno mining account with Claude AI using natural language. (by tolenonetwork, ★227, security:PASS) - [three.ws 3D Agent Tools](https://github.com/nirholas/three.ws/tree/main/mcp-server): MCP tools from three.ws: free + paid text-to-3D, rigging, agent reputation, market intel. (by nirholas, ★224, security:PASS) - [Agent Sniper](https://github.com/nirholas/three.ws/tree/main/packages/agent-sniper): Self-custodial pump.fun sniper: arm strategies, snipe, manage positions. Simulate by default. (by nirholas, ★224, security:PASS) - [three.ws Agora](https://github.com/nirholas/three.ws/tree/main/packages/agora-mcp): Agora agent economy over MCP: browse the board, register, claim on-chain work, and post bounties. (by nirholas, ★224, security:PASS) - [three.ws Alerts](https://github.com/nirholas/three.ws/tree/main/packages/alerts-mcp): Create, update, and delete pump.fun alert rules and read fired-alert history across channels. (by nirholas, ★224, security:PASS) - [three.ws Assistant Widget](https://github.com/nirholas/three.ws/tree/main/packages/assistant-mcp): Generate a paste-ready embed for a floating 3D avatar chatbot on any website. (by nirholas, ★224, security:PASS) - [three.ws Autopilot](https://github.com/nirholas/three.ws/tree/main/packages/autopilot-mcp): Set autopilot scopes and a daily SOL spend cap, then propose, execute, and undo agent actions. (by nirholas, ★224, security:PASS) - [three.ws Blender](https://github.com/nirholas/three.ws/tree/main/packages/blender-mcp): Drive a local Blender headlessly: inspect, convert, render and script 3D files. (by nirholas, ★224, security:PASS) - [three.ws Coin Clash](https://github.com/nirholas/three.ws/tree/main/packages/clash-mcp): Play three.ws Coin Clash — read the faction battle board and leaderboard, enlist, and rally. (by nirholas, ★224, security:PASS) - [three.ws Concierge](https://github.com/nirholas/three.ws/tree/main/packages/concierge-mcp): Ask any website's AI concierge a grounded question, and generate the embed to add one to a site. (by nirholas, ★224, security:PASS) - [three.ws Home](https://github.com/nirholas/three.ws/tree/main/packages/home-mcp): Read and safely act on a real Home Assistant house: rooms, live state, scenes, gated actions. (by nirholas, ★224, security:PASS) - [three.ws Knock](https://github.com/nirholas/three.ws/tree/main/packages/knock-mcp): Reach a real person: quote their door, browse who is reachable, knock, and read the reply. (by nirholas, ★224, security:PASS) - [three.ws Notifications](https://github.com/nirholas/three.ws/tree/main/packages/notifications-mcp): Read the inbox, mark items read, manage delivery preferences, and register Web Push devices. (by nirholas, ★224, security:PASS) - [pump.fun Solana Data](https://github.com/nirholas/three.ws/tree/main/packages/pumpfun-mcp): Free, read-only pump.fun + Solana MCP: token discovery, on-chain analysis, SNS, 3D snapshots. (by nirholas, ★224, security:PASS) - [three.ws Scenes](https://github.com/nirholas/three.ws/tree/main/packages/scene-mcp): Compose a placed 3D diorama from one sentence, export a forged world, browse saved scenes. (by nirholas, ★224, security:PASS) - [three.ws Signals](https://github.com/nirholas/three.ws/tree/main/packages/signals-mcp): Discover signal feeds ranked by proven edge, rank publishers, and subscribe + track results. (by nirholas, ★224, security:PASS) - [$THREE Token](https://github.com/nirholas/three.ws/tree/main/packages/three-token-mcp): Price, hold, and burn $THREE on Solana — the first MCP server whose actions burn a token. (by nirholas, ★224, security:PASS) - [three.ws Avatars](https://github.com/nirholas/three.ws/tree/main/packages/threews-avatar-mcp): three.ws 3D avatars in your agent: render a live, interactive 3D avatar inline, or get an embed. (by nirholas, ★224, security:PASS) - [three.ws Vanity](https://github.com/nirholas/three.ws/tree/main/packages/vanity-mcp): Read the three.ws vanity-address market: quote difficulty + USDC price, browse the board. (by nirholas, ★224, security:PASS) - [x402 Universal Payer](https://github.com/nirholas/three.ws/tree/main/mcp-bridge): Pay any x402 endpoint on the open web: auto-paying bridge with Bazaar discovery and spend caps. (by nirholas, ★224, security:PASS) - [glade-mcp](https://github.com/Glade-tool/glade-mcp): Control the Unity and Godot editors from AI clients: scenes, scripts, physics, materials. (by Glade-tool, ★222, security:PASS) - [mcp-arr](https://github.com/aplaceforallmystuff/mcp-arr): MCP server for *arr media suite - Sonarr, Radarr, Lidarr, Readarr, Prowlarr (by aplaceforallmystuff, ★222, security:PASS) - [lighthouse-mcp](https://github.com/priyankark/lighthouse-mcp): MCP server for Google Lighthouse performance metrics (by priyankark, ★210, security:PASS) - [mcp-slim-guard](https://github.com/lennney/mcp-slim-guard): 76% fewer MCP tokens in our standard benchmark. Same upstream call. Exact recovery. (by lennney, ★186, security:PASS) - [trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp): Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics and compare power and pace PRs. (by JamsusMaximus, ★178, security:PASS) - [Bambu Printer MCP](https://github.com/DMontgomery40/bambu-printer-mcp): Control Bambu Lab printers, slice models, manage AMS filament, and connect Blender over your LAN. (by DMontgomery40, ★172, security:PASS) - [mcp-debugger](https://github.com/debugmcp/mcp-debugger): Step-through debugging for AI agents: breakpoints, stepping and live variables in nine languages (by debugmcp, ★171, security:PASS) - [adeu](https://github.com/dealfluence/adeu): Automated DOCX Redlining Engine (by dealfluence, ★165, security:PASS) - [fiori-mcp-server](https://github.com/SAP/open-ux-tools/tree/main/packages/fiori-mcp-server): SAP Fiori - Model Context Protocol (MCP) server (by SAP, ★158, security:PASS) - [OpenFate Bazi MCP](https://github.com/openfate-ai/openfate-mcp): OpenFate Bazi MCP with True Solar Time, Four Pillars, Da Yun, and branch interactions. (by openfate-ai, ★157, security:PASS) - [Remote Desktop Commander](https://github.com/desktop-commander/remote-desktop-commander): Hosted MCP server connecting claude.ai, ChatGPT and other AI apps to your own computer (by desktop-commander, ★137, security:PASS) - [Oh My Posh Configurator](https://github.com/jamesmontemagno/ohmyposh-configurator/tree/main/mcp): MCP server for creating, validating, and exporting Oh My Posh terminal prompt configurations. (by jamesmontemagno, ★136, security:PASS) - [GoldenAnalysis](https://github.com/benseverndev-oss/goldenmatch): Read-only cross-cutting analysis, metrics, and reporting across the Golden Suite. (by benseverndev-oss, ★132, security:PASS) - [totem](https://github.com/thebriangao/totem): Totem — talk to your wearables with AI. Today: full Whoop access (48 tools). (by thebriangao, ★125, security:PASS) - [AgentPhone](https://github.com/AgentPhone-AI/agentphone-mcp): Give AI agents real phone numbers, messages, and voice calls via MCP. (by AgentPhone-AI, ★124, security:PASS) - [mcp-server](https://github.com/cap-js/mcp-server): Model Context Protocol (MCP) server for AI-assisted development of CAP applications. (by cap-js, ★112, security:PASS) - [Analook — Competitor Intelligence](https://github.com/Gingiris-1031/Competitor-analysis-tool): Competitor intelligence for AI agents — SEO, traffic, social, Product Hunt, pricing, AI insights. (by Gingiris-1031, ★110, security:PASS) - [think-mcp](https://github.com/Rai220/think-mcp): Improve agent reasoning with the think tool described by Anthropic. (by Rai220, ★107, security:PASS) - [silverbullet-ai-mcp](https://github.com/justyns/silverbullet-ai/tree/main/mcp-bridge): Exposes silverbullet-ai tools from a SilverBullet space to MCP clients (by justyns, ★106, security:PASS) - [flow-nexus](https://github.com/ruvnet/flow-nexus): Cloud-powered AI platform with multi-agent swarms, sandboxes, and workflow automation (by ruvnet, ★105, security:REVIEW) - [mcp-server](https://github.com/UI5/mcp-server): MCP server for SAPUI5/OpenUI5 development (by UI5, ★101, security:PASS) - [Revit MCP](https://github.com/shuotao/REVIT_MCP_study): MCP Server for Revit integration - AI-Powered Revit Control (by shuotao, ★101, security:PASS) - [Bibverify](https://github.com/Hylouis233/bibverify): Verify and repair BibTeX references with DOI-first MCP tools. (by Hylouis233, ★99, security:PASS) - [ads](https://github.com/amekala/ads-mcp): Manage Google, Meta, Amazon, TikTok, LinkedIn & ChatGPT ads. 430 tools for campaigns & analytics. (by amekala, ★98, security:PASS) - [Coach Watts](https://github.com/watt-mind/coach): Remote MCP server for training, nutrition, wellness, and performance data with OAuth 2.0. (by watt-mind, ★95, security:PASS) - [socialclaw](https://github.com/ndesv21/socialclaw): Connect any AI agent to 11+ social platforms: schedule, publish & track posts via hosted MCP. (by ndesv21, ★94, security:PASS) - [mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai): Query OpenAI models. (by pierrebrunelle, ★84, security:PASS) - [Metro MCP](https://github.com/steve228uk/metro-mcp): MCP server for React Native/Expo runtime debugging, inspection, and automation via Metro/CDP (by steve228uk, ★82, security:PASS) - [AnkiMCP Server](https://github.com/ankimcp/anki-mcp-server-addon): Anki addon that exposes your flashcard collection to AI assistants via a local MCP server. (by ankimcp, ★81, security:PASS) - [ssh](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/ssh): MCP server for SSH remote server management with SSH agent authentication support. (by pulsemcp, ★81, security:PASS) - [raxol](https://github.com/DROOdotFOO/raxol): Elixir/OTP runtime where every UI component auto-exposes MCP tools; stdio server: mix mcp.server (by DROOdotFOO, ★79, security:PASS) - [mcp](https://github.com/Licinexus/licinexus-mcp): Brazilian public procurement (PNCP) and Federal Revenue CNPJ data — 16 tools, 4 prompts. (by Licinexus, ★79, security:PASS) - [picocalc-mcp](https://github.com/LofiFren/PicoCalc): AI assistant access to PicoCalc MicroPython hardware over USB. (by LofiFren, ★79, security:PASS) - [Skillsmith](https://github.com/smith-horn/skillsmith): Share agent skills across your team, scan them for risk, and track what's actually used. (by smith-horn, ★76, security:PASS) - [mcp-openai](https://github.com/mzxrai/mcp-openai): Chat with OpenAI models. (by mzxrai, ★76, security:PASS) - [ae-mcp](https://github.com/JUNKDOGE-JOE/after-effects-mcp): A stdio connector for the local ae-mcp After Effects panel; install the AE extension separately. (by JUNKDOGE-JOE, ★75, security:PASS) - [raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server): Interact with Raindrop.io bookmarks. (by hiromitsusasaki, ★74, security:REVIEW) - [time-mcp](https://github.com/yokingma/time-mcp): Time MCP Server, giving LLMs time awareness capabilities. (by yokingma, ★72, security:PASS) - [dns-aid](https://github.com/dns-aid/dns-aid-core): Discover and publish AI agents via DNS using SVCB records (RFC 9460) (by dns-aid, ★70, security:PASS) - [AEC Model Bridge](https://github.com/Sam-AEC/aec-model-bridge/tree/main/packages/mcp-server-revit): Independent MCP integration for Autodesk Revit software through a local bridge. (by Sam-AEC, ★68, security:PASS) - [GDB](https://github.com/pansila/mcp_server_gdb): A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants. (by pansila, ★68, security:PASS) - [orcaslicer-mcp](https://github.com/MaxEllis/orcaslicer-mcp): Work a running OrcaSlicer with AI: slice, tune, and understand what each setting costs (by MaxEllis, ★64, security:PASS) - [Nutrient Document Engine MCP Server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server): MCP server for self-hosted Nutrient Document Engine: extract, edit, redact, and annotate documents. (by PSPDFKit, ★62, security:PASS) - [DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server): Query and execute Dify workflows. (by gotoolkits, ★62, security:PASS) - [contentful-mcp](https://github.com/ivo-toby/contentful-mcp): Create, update and delete content, content models and assets in a Contentful space. (by ivo-toby, ★62, security:PASS) - [astro-mcp](https://github.com/morinokami/astro-mcp): MCP server to support Astro project development (by morinokami, ★61, security:PASS) - [Apple Books](https://github.com/vgnshiyer/apple-books-mcp): Access your Apple Books library, annotations, reading progress, and highlights through Claude (by vgnshiyer, ★60, security:PASS) - [Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp): MCP server that performs whois lookup against domain, IP, ASN and TLD. (by bharathvaj-ganesan, ★59, security:PASS) - [KDAN PDF](https://github.com/KDAN-PDF/KDAN-PDF-MCP): Upload, edit, compress, protect, redact, and compare PDFs with KDAN PDF in Claude and ChatGPT. (by KDAN-PDF, ★57, security:PASS) - [Datawrapper](https://github.com/palewire/datawrapper-mcp): A Model Context Protocol (MCP) server and app for creating Datawrapper charts using AI assistants (by palewire, ★57, security:PASS) - [mcp-sitecore-server](https://github.com/Antonytm/mcp-sitecore-server): A Model Context Protocol server for Sitecore (by Antonytm, ★53, security:PASS) - [mcp-uptime-kuma](https://github.com/DavidFuchs/mcp-uptime-kuma): A Model Context Protocol (MCP) server for Uptime Kuma version 2. (by DavidFuchs, ★52, security:PASS) - [aaa-mcp](https://github.com/ariffazil/arifOS): Constitutional AI Governance with 13 enforced floors (F1-F13) and tri-witness consensus for LLMs. (by ariffazil, ★52, security:PASS) - [World Model MCP](https://github.com/putervision/world-model-mcp): Persistent 3D/2D spatial world model for AI agents with dynamic velocity and entity tracking. (by putervision, ★52, security:PASS) - [streamdeck-mcp](https://github.com/verygoodplugins/streamdeck-mcp): MCP server for Elgato Stream Deck control — set buttons, manage pages, wire actions (by verygoodplugins, ★51, security:PASS) - [Acronis MCP](https://github.com/Servosity/msp-skills/tree/main/skills/acronis): The first real CLI for the Acronis Cyber Protect Cloud platform - every tenant, agent, and usage (by Servosity, ★48, security:PASS) - [AppDirect MCP](https://github.com/Servosity/msp-skills/tree/main/skills/appdirect): AppDirect marketplace operations with an offline mirror and cross-company billing reconciliation. (by Servosity, ★48, security:PASS) - [ConnectWise Control MCP](https://github.com/Servosity/msp-skills/tree/main/skills/connectwise-control): Manage ConnectWise Control (ScreenConnect) remote support and access sessions from one CLI or agent. (by Servosity, ★48, security:PASS) - [ConnectWise Manage MCP](https://github.com/Servosity/msp-skills/tree/main/skills/connectwise-manage): Every ConnectWise PSA workflow from the terminal - with a typed conditions query builder, offline (by Servosity, ★48, security:PASS) - [Gradient MSP MCP](https://github.com/Servosity/msp-skills/tree/main/skills/gradient): CLI and MCP server for Gradient MSP Synthesize: usage push, billing drift, alert tracing. (by Servosity, ★48, security:PASS) - [HaloPSA MCP](https://github.com/Servosity/msp-skills/tree/main/skills/halopsa): HaloPSA ticket triage, SLA-breach pre-emption, and cross-client analytics for any MCP agent. (by Servosity, ★48, security:PASS) - [Maxio MCP](https://github.com/Servosity/msp-skills/tree/main/skills/maxio): Open, local revenue-intelligence CLI for Maxio Advanced Billing - MRR waterfalls (by Servosity, ★48, security:PASS) - [Microsoft Graph MCP](https://github.com/Servosity/msp-skills/tree/main/skills/microsoft-graph): The maintained single-binary successor to the retiring mgc - every MSP-relevant Microsoft Graph (by Servosity, ★48, security:PASS) - [MSPbots MCP](https://github.com/Servosity/msp-skills/tree/main/skills/mspbots): Readable filters, alias-named resources, full exports, and the KPI history MSPbots doesn't keep. (by Servosity, ★48, security:PASS) - [PagerDuty MCP](https://github.com/Servosity/msp-skills/tree/main/skills/pagerduty): Operate PagerDuty from your AI agent via MCP. (by Servosity, ★48, security:PASS) - [PandaDoc MCP](https://github.com/Servosity/msp-skills/tree/main/skills/pandadoc): Every PandaDoc endpoint, plus an offline document pipeline no other PandaDoc tool has - stalled (by Servosity, ★48, security:PASS) - [Resource Guru MCP](https://github.com/Servosity/msp-skills/tree/main/skills/resourceguru): Operate Resource Guru from your AI agent via MCP. (by Servosity, ★48, security:PASS) - [RocketCyber MCP](https://github.com/Servosity/msp-skills/tree/main/skills/rocketcyber): CLI and MCP server for RocketCyber Managed SOC: triage, MTTR, and posture analytics. (by Servosity, ★48, security:PASS) - [WordPress MCP](https://github.com/Servosity/msp-skills/tree/main/skills/wordpress): Publish and manage WordPress pages, posts, media (by Servosity, ★48, security:PASS) - [Qiskit IBM Transpiler MCP Server](https://github.com/Qiskit/mcp-servers/tree/main/qiskit-ibm-transpiler-mcp-server): MCP server for AI Transpiler IBM Quantum services (by Qiskit, ★40, security:PASS) - [termcp](https://github.com/open-mcp-ai/Termcp): An MCP server that lets AI agents act like a human at a real terminal, local or over SSH. (by open-mcp-ai, ★40, security:PASS) - [Anki](https://github.com/nietus/anki-mcp): Study and manage Anki flashcards via AnkiConnect: quizzes, stats, leeches, bulk edits. (by nietus, ★39, security:PASS) - [mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant): Talk to OpenAI assistants, letting Claude use any GPT model as its assistant. (by andybrandt, ★39, security:PASS) - [mdk-mcp-server](https://github.com/SAP/mdk-mcp-server): Model Context Protocol (MCP) server for AI-assisted development of MDK applications. (by SAP, ★37, security:PASS) - [free-will-mcp](https://github.com/gwbischof/free-will-mcp): Free-will tools for AI: a playful experiment letting an AI prompt itself, ignore user requests and wake itself up later. (by gwbischof, ★37, security:PASS) - [proletariat-cli](https://github.com/chrismcdermut/proletariat/tree/main/apps/cli): Agent orchestration platform - multi-agent spawning, tickets, boards, and workflows (by chrismcdermut, ★36, security:PASS) - [grantex](https://github.com/mishrasanjeev/grantex): OAuth 2.0 for AI agents — scoped delegation tokens, audit trails, and revocation. (by mishrasanjeev, ★34, security:PASS) - [Power Automate MCP Server by Flow Studio](https://github.com/ninihen1/power-automate-mcp-skills): Debug, build, and manage Power Automate cloud flows with AI agents (by ninihen1, ★34, security:PASS) - [Talivia Revenue Analytics](https://github.com/talivia-group/agent): Revenue-first analytics installed and verified by AI agents through Talivia (by talivia-group, ★34, security:PASS) - [mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver): Check local time on the client machine or current UTC time from an NTP server. (by andybrandt, ★34, security:PASS) - [Artifact Share](https://github.com/artifactshare/artifactshare): Share HTML and Markdown files from AI agents within your company, with versions and comments. (by artifactshare, ★33, security:PASS) - [Agent News by The Agent Times](https://github.com/theagenttimes/agent-news): Verified, sourced, real-time intelligence layer for AI agents. (by theagenttimes, ★33, security:PASS) - [Carbon Arc](https://github.com/Carbon-Arc/mcp): The infrastructure for the AI economy: primitives for inference, agents, and decisions. (by Carbon-Arc, ★33, security:PASS) - [hypruse](https://github.com/IlyasKhallouki/hypruse): Computer use for Hyprland: semantic desktop state over IPC, plus vision and native input (by IlyasKhallouki, ★32, security:PASS) - [plateau-creative-mcp](https://github.com/pixelx-jp/plateau-creative-mcp): PLATEAU 3D city data as scene-editing and glTF export tools for creative LLM agents. (by pixelx-jp, ★32, security:PASS) - [u-he Preset Randomizer](https://github.com/Fannon/u-he-preset-randomizer): Generate, randomize, explain, and manage u-he synthesizer presets via the Model Context Protocol. (by Fannon, ★31, security:PASS) - [ZulipChat MCP Server](https://github.com/akougkas/zulipchat-mcp): ZulipChat MCP: Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics (by akougkas, ★31, security:PASS) - [Suunto MCP](https://github.com/googlarz/suunto-mcp): Suunto watch data (workouts, sleep, recovery, 24/7 activity) for Claude and other AI assistants. (by googlarz, ★31, security:PASS) - [healthclaw-guardrails](https://github.com/aks129/HealthClawGuardrails): Guardrailed FHIR access for AI agents: PHI redaction, audit trail, step-up auth, tenant isolation (by aks129, ★30, security:PASS) - [Derive](https://github.com/derive-to/derive): Publish agent output to permanent versioned URLs, read review comments back, and revise. (by derive-to, ★30, security:PASS) - [oura-ring-mcp](https://github.com/mitchhankins01/oura-ring-mcp): Connect your Oura Ring to Claude AI assistants. Health metrics with smart analysis tools. (by mitchhankins01, ★29, security:PASS) - [Agent Comms](https://github.com/ExaDev/agent-comms): Cross-harness communication mesh for LLM agents — rooms, DMs, presence, and visibility over TCP (by ExaDev, ★28, security:PASS) - [xdebug](https://github.com/kpanuragh/xdebug-mcp): MCP server for PHP Xdebug debugging with breakpoints, stepping, and variable inspection (by kpanuragh, ★28, security:PASS) - [Seerxo](https://github.com/semihbugrasezer/seerxo): Generate SEO-optimized Etsy listings — title, description, and 13 tags — from your AI assistant. (by semihbugrasezer, ★28, security:PASS) - [agentbridge](https://github.com/SeanFDZ/agentbridge): Control Classic Mac OS (System 7-9) from AI agents via shared folder protocol. (by SeanFDZ, ★26, security:PASS) - [Multi Chat MCP Server (Google Chat)](https://github.com/siva010928/multi-chat-mcp-server): Connect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms. (by siva010928, ★26, security:PASS) - [kernelcad](https://github.com/w1ne/kernelCAD-web): Agent-first CAD: editable .kcad.ts source, deterministic review, OpenCASCADE kernel. (by w1ne, ★25, security:PASS) - [fiftyone-mcp-server](https://github.com/voxel51/fiftyone-mcp-server): Control FiftyOne computer vision datasets through AI assistants using 80+ operators. (by voxel51, ★25, security:PASS) - [ComplyEaze Bridge](https://github.com/ComplyEaze/bridge): Reads TallyPrime for your AI assistant; posts only vouchers you approve. Windows, Apple Silicon Mac. (by ComplyEaze, ★25, security:PASS) - [talkback](https://github.com/jmedure/talkback-mcp): Chat with your Ableton session in real-time. (by jmedure, ★25, security:PASS) - [mcp-time](https://github.com/TheoBrigitte/mcp-time): Time and date utilities with natural-language input, multiple formats and timezone conversion. (by TheoBrigitte, ★25, security:PASS) - [serial-mcp-server](https://github.com/es617/serial-mcp-server): Let AI agents interact with serial devices — list ports, connect, send, and read. (by es617, ★24, security:PASS) - [Acquisition.gov](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/acquisition-gov-mcp): Acquisition.gov FAR Overhaul model parts, agency deviations, PDFs, and guidance. 5 tools. (by 1102tools-dev, ★23, security:PASS) - [GSA CALC+](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/gsa-calc-mcp): GSA CALC+ awarded labor ceiling rates from more than 230,000 MAS contract records. 8 tools. (by 1102tools-dev, ★23, security:PASS) - [Regulations.gov](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/regulations-gov-mcp): Regulations.gov readiness, rulemaking dockets, documents, comments, and comment periods. 9 tools. (by 1102tools-dev, ★23, security:PASS) - [SAM.gov](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/sam-gov-mcp): SAM.gov readiness, entities, exclusions, opportunities, awards, hierarchy, and subawards. 20 tools. (by 1102tools-dev, ★23, security:PASS) - [USASpending.gov](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/usaspending-gov-mcp): USASpending.gov awards, subawards, recipients, agencies, and federal accounts. 55 tools. (by 1102tools-dev, ★23, security:PASS) - [ntfy-mcp-server](https://github.com/cyanheads/ntfy-mcp-server): Send, manage, and replay ntfy push notifications via MCP. (by cyanheads, ★23, security:PASS) - [hunch](https://github.com/PrithviSeran/hunch-mcp): Focus-free macOS control for AI agents: drive your real Mac apps in the background, no stolen focus. (by PrithviSeran, ★22, security:PASS) - [GB Studio MCP Server](https://github.com/eoinjordan/gb-studio-agent): Create and modify GB Studio projects with MCP tools for scenes, actors, assets, and validation. (by eoinjordan, ★22, security:PASS) - [opendata-cat](https://github.com/xaviviro/Opendata.cat-MCP-Server): 15 Catalan portals + radio archive: gov, INE/REE/CNMC, CORA, Catalònica, radioteca.cat. (by xaviviro, ★22, security:PASS) - [mcp-explorium](https://github.com/explorium-ai/mcp-explorium): Access live company and contact data from Explorium's AgentSource B2B platform. (by explorium-ai, ★21, security:PASS) - [User Prompt MCP](https://github.com/nazar256/user-prompt-mcp): An MCP server for Cursor that enables requesting user input during generation process. (by nazar256, ★21, security:PASS) - [Jaxonomy — hybrid dynamical systems on JAX](https://github.com/machinavitalis/jaxonomy): Build, simulate and calibrate JAX block-diagram models of hybrid dynamical systems. (by machinavitalis, ★20, security:PASS) - [Strategic Agent Reasoning MCP](https://github.com/putervision/agent-reasoning-mcp): Strategic BDI reasoning engine for autonomous AI agents with spatial utility and replanning. (by putervision, ★20, security:PASS) - [e18e](https://github.com/e18e/mcp/tree/main/packages/stdio): The official e18e MCP server keeping your agent in check from installing bloated dependencies. (by e18e, ★19, security:PASS) - [akf](https://github.com/HMAKT99/AKF/tree/main/packages/mcp-server-akf): Trust metadata for AI agents — check files before building on them, stamp verified work. (by HMAKT99, ★19, security:PASS) - [webcomponents-mcp-server](https://github.com/UI5/webcomponents-mcp-server): MCP server for UI5 Web Components development assistance (by UI5, ★19, security:PASS) - [Clipboard History MCP](https://github.com/d-khomenko/clipboard-history-mcp): Your clipboard, but Claude can read it. Type-classified, secret-encrypted. macOS + Linux. (by d-khomenko, ★19, security:PASS) - [deepadb](https://github.com/fullread/DeepADB): Full-featured ADB MCP server — 209 tools across 49 modules, from UI to baseband. (by fullread, ★19, security:PASS) - [ble-mcp-server](https://github.com/es617/ble-mcp-server): Let AI agents interact with real BLE hardware — scan, connect, read, write, and subscribe. (by es617, ★18, security:PASS) - [fhirhydrant](https://github.com/faulkj/fhirHydrant): FHIR MCP server with SMART Backend Services, response compaction, FHIRPath, and guarded writes. (by faulkj, ★18, security:PASS) - [MetaMCP](https://github.com/mentu-ai/metamcp): Route long-tail MCP servers through three lazy tools and reviewed declarative Methods. (by mentu-ai, ★18, security:PASS) - [dsh-novel-writer — 网文写作体检](https://github.com/siweina/dsh-novel-writer): Offline toolkit: 18 tools for Chinese web-novel style, plot-thread and continuity audits. (by siweina, ★18, security:PASS) - [Multisim MCP](https://github.com/yxy050208/multisim-mcp): Generate Multisim circuits, run simulations, export data, and create experiment reports. (by yxy050208, ★18, security:PASS) - [Claude KVM](https://github.com/ARAS-Workspace/claude-kvm): MCP server — control remote desktops via VNC with a native Swift daemon and Apple Vision OCR (by ARAS-Workspace, ★17, security:PASS) - [Alicat Mass Flow & Pressure Controller](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/engineering/alicat-flow-controller): MCP server for Alicat mass flow and pressure meters/controllers. (by K-Dense-AI, ★17, security:PASS) - [ASTM LIS Analyzer Receiver](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/health/astm-lis-analyzer): MCP server that receives results from clinical/lab analyzers over ASTM E1381/E1394 (CLSI LIS1/LIS2). (by K-Dense-AI, ★17, security:PASS) - [Atlas Scientific EZO Sensors](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/biology/atlas-ezo-sensors): MCP server for Atlas Scientific EZO sensor circuits (pH, ORP, DO, EC, RTD, HUM, CO2, PRS) over UART. (by K-Dense-AI, ★17, security:PASS) - [Bench DC Power Supply](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/engineering/bench-power-supply): MCP server for programmable DC bench power supplies from Rigol, Siglent and Aim-TTi. (by K-Dense-AI, ★17, security:PASS) - [Bluetooth LE Health Sensors](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/health/ble-health-sensors): MCP server for Bluetooth LE health sensors (standard GATT profiles). (by K-Dense-AI, ★17, security:PASS) - [BrainFlow Biosensing Boards](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/health/brainflow-biosensors): MCP server for EEG/EMG/ECG/PPG boards via BrainFlow (OpenBCI, Muse, Neurosity, Unicorn, BrainBit). (by K-Dense-AI, ★17, security:PASS) - [Tecan Cavro Syringe Pump](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/biology/tecan-cavro-pump): MCP server for Tecan Cavro syringe pumps (XLP 6000, XMP 6000, XCalibur) over the DT protocol. (by K-Dense-AI, ★17, security:PASS) - [IKA Hotplate & Overhead Stirrer](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/ika-stirrer): MCP server for IKA hotplate stirrers and overhead stirrers (NAMUR commands). (by K-Dense-AI, ★17, security:PASS) - [JULABO Circulator](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/julabo-circulator): MCP server for JULABO heating and refrigerated circulators (CORIO, MAGIO, DYNEO). (by K-Dense-AI, ★17, security:PASS) - [Keithley SourceMeter SMU](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/physics/keithley-smu): MCP server for Keithley SourceMeter SMUs (2400 series SCPI, 2450 family SCPI, 2600B TSP). (by K-Dense-AI, ★17, security:PASS) - [LabJack T-series DAQ](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/engineering/labjack): MCP server for LabJack T4, T7/T7-Pro and T8 DAQ devices (LJM). (by K-Dense-AI, ★17, security:PASS) - [Lake Shore Temperature Controller](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/physics/lakeshore-temperature): MCP server for Lake Shore Cryotronics 335/336/350 temperature controllers. (by K-Dense-AI, ★17, security:PASS) - [Micro-Manager Microscope](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/biology/micro-manager): MCP server for microscopes controlled by Micro-Manager (pymmcore-plus). (by K-Dense-AI, ★17, security:PASS) - [Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/ms-data): MCP server for LC-MS data in mzML/mzMLb and Bruker timsTOF files; vendor formats via msconvert. (by K-Dense-AI, ★17, security:PASS) - [LC-MS Worklist Builder](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/ms-worklist): MCP server that builds and validates LC-MS worklists for MassLynx, SCIEX OS, MassHunter, Xcalibur. (by K-Dense-AI, ★17, security:PASS) - [New Era Syringe Pump](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/biology/new-era-syringe-pump): MCP server for New Era Pump Systems syringe pumps (NE-1000 family, RS-232). (by K-Dense-AI, ★17, security:PASS) - [NI-DAQmx DAQ Devices](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/engineering/ni-daqmx): MCP server for National Instruments DAQ devices (NI-DAQmx). (by K-Dense-AI, ★17, security:PASS) - [Ocean Insight Spectrometer](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/ocean-spectrometer): MCP server for Ocean Insight / Ocean Optics spectrometers (python-seabreeze). (by K-Dense-AI, ★17, security:PASS) - [PalmSens Potentiostat](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/palmsens-potentiostat): MCP server for PalmSens potentiostats running MethodSCRIPT (EmStat Pico, EmStat4, Sensit, Nexus). (by K-Dense-AI, ★17, security:PASS) - [Pfeiffer Vacuum Gauge Controller](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/physics/pfeiffer-vacuum-gauge): MCP server for Pfeiffer Vacuum TPG 361/362/366 and TPG 261/262 gauge controllers. (by K-Dense-AI, ★17, security:PASS) - [Rigol Oscilloscope](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/engineering/rigol-oscilloscope): MCP server for Rigol oscilloscopes (DS1000Z, MSO5000, DHO series): measurements and waveforms. (by K-Dense-AI, ★17, security:PASS) - [Sartorius Balance](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/sartorius-balance): MCP server for Sartorius laboratory balances (SBI protocol). (by K-Dense-AI, ★17, security:PASS) - [Generic SCPI Instrument](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/protocols/scpi-instrument): Generic MCP server for any SCPI instrument over VISA, TCP or serial, with command allow/deny lists. (by K-Dense-AI, ★17, security:PASS) - [SiLA 2 Bridge](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/protocols/sila2): MCP bridge to any SiLA 2 server (lab-automation standard). (by K-Dense-AI, ★17, security:PASS) - [SRS Residual Gas Analyzer](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/physics/srs-rga): MCP server for SRS RGA100/200/300 residual gas analyzers. (by K-Dense-AI, ★17, security:PASS) - [Thorlabs Optical Power Meter](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/physics/thorlabs-power-meter): MCP server for Thorlabs optical power meters (PM100 family, PM400, PM101, PM5020) over SCPI. (by K-Dense-AI, ★17, security:PASS) - [ai-connector-for-revit](https://github.com/NonicaTeam/AI-Connector-for-Revit): +50 tools to inspect, select, edit and document elements in live Revit models. (by NonicaTeam, ★17, security:PASS) - [rive-mcp](https://github.com/ODU33104/rive-mcp): Free, editor-less MCP server for Rive: create, edit, inspect, render and preview .riv animations (by ODU33104, ★17, security:PASS) - [mcp-as-a-judge](https://github.com/OtherVibes/mcp-as-a-judge): MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations (by OtherVibes, ★17, security:PASS) - [Agentic HIL](https://github.com/agentic-hil/agentic-hil): Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated. (by agentic-hil, ★17, security:PASS) - [ictfax-mcp](https://github.com/ictinnovations/ictfax-mcp): List and track faxes on ICTFax, and send faxes when writes are enabled, over ICTCore REST. (by ictinnovations, ★17, security:PASS) - [dolphin-mcp-pilot](https://github.com/iflytek/dolphin-mcp-pilot): AI agent interface to Apache DolphinScheduler: 58 MCP tools for workflow orchestration & data ops. (by iflytek, ★17, security:PASS) - [Post Bridge](https://github.com/post-bridge-hq/agent-mode): Schedule and publish social media posts to 10 platforms from your AI agent (by post-bridge-hq, ★17, security:PASS) - [Unblocked](https://github.com/unblocked/skills): Unblocked is the context layer for agentic software development. (by unblocked, ★16, security:PASS) - [mcp](https://github.com/wix/wix-mcp): A Model Context Protocol server for Wix AI tools (by wix, ★15, security:PASS) - [KiCad Copilot](https://github.com/biosshot/kicad-copilot): File-oriented MCP server for KiCad schematics, PCB placement, routing, and pours. (by biosshot, ★15, security:PASS) - [samsung-health-mcp](https://github.com/davidmosiah/samsung-health-mcp): Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP exports. (by davidmosiah, ★15, security:PASS) - [NetsCLI](https://github.com/fstubner/netscli): Network scanner for AI agents: discover hosts, scan TCP and UDP ports, query DNS and mDNS. (by fstubner, ★15, security:PASS) - [JFrog Remote MCP Server](https://github.com/jfrog/jfrog-mcp-server): MCP Server for JFrog, providing tools for development and artifact management. (by jfrog, ★15, security:PASS) - [mirror-mcp](https://github.com/toby/mirror-mcp): Mirror MCP: Introspection for LLMs (by toby, ★15, security:PASS) - [JSON MCP](https://github.com/VadimNastoyashchy/json-mcp): MCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc. (by VadimNastoyashchy, ★15, security:PASS) - [EcuDataMCP](https://github.com/DweskZ/EcuDataMCP): Ecuador's open government data for AI assistants: CKAN, SRI, BCE, INEC, Supercias, SERCOP and more. (by DweskZ, ★14, security:PASS) - [whoop-mcp](https://github.com/davidmosiah/whoop-mcp): Privacy-first, unofficial WHOOP MCP server for AI health, sleep, recovery, and performance agents. (by davidmosiah, ★14, security:PASS) - [aigroup-mdtoword-mcp](https://github.com/jackdark425/aigroup-mdtoword-mcp): 本地 Markdown 到 Word 文档转换工具,支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持,修复本地相对路径图片嵌入问题 (by jackdark425, ★14, security:PASS) - [Whoop MCP Server](https://github.com/yuridivonis/whoop-mcp-server): Your WHOOP recovery, sleep, strain and workouts in Claude, ChatGPT or other MCP apps. Self-hosted. (by yuridivonis, ★14, security:PASS) - [packet-tracer-mcp](https://github.com/Jcorderop02/packet-tracer-mcp): MCP server for Cisco Packet Tracer 9 — live IOS, OSPF, BGP, NAT, VLAN, VoIP, QoS, IPv6, wireless. (by Jcorderop02, ★13, security:PASS) - [Loyal Spark](https://github.com/aspekt19/unboxed-loyalty-spark): Base MCP (39 tools) on Base: programs, mint, rewards. lsk_ key; plan limits enforced. /for-agents (by aspekt19, ★13, security:PASS) - [tachibot-mcp](https://github.com/byPawel/tachibot-mcp): Multi-model AI orchestration with 31 tools, YAML workflows, and 5 token-optimized profiles. (by byPawel, ★13, security:PASS) - [WinBridgeAgent](https://github.com/codyard/WinBridgeAgent): Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, process & power mgmt. (by codyard, ★13, security:PASS) - [Pointframe MCP Server](https://github.com/dimitar-radenkov/Pointframe): Windows screenshots, OCR, and redacted screen recording for AI agents. No desktop app needed. (by dimitar-radenkov, ★13, security:PASS) - [semahash](https://github.com/emergent-wisdom/sema): Content-addressed semantics: fail-closed handshakes over 457 cognitive patterns. (by emergent-wisdom, ★13, security:PASS) - [Yarr MCP](https://github.com/dinglebear-ai/yarr): Self-hosted media fleet operations across Sonarr, Radarr, Plex, and related apps over MCP and CLI. (by dinglebear-ai, ★12, security:PASS) - [Garmin — MissingMCP](https://github.com/VelkyVenik/missingmcp): Garmin data in Claude: 135 tools — activities, sleep, HRV, training, workouts. Free, open source. (by VelkyVenik, ★12, security:PASS) - [avalanche](https://github.com/mericcintosun/AvaKit): Act on Avalanche from your agent: scaffold a dapp, deploy a contract, mint, and read chain state. (by mericcintosun, ★12, security:PASS) - [cli2mcp](https://github.com/RonieNeubauer/cli2mcp): Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --help. (by RonieNeubauer, ★12, security:PASS) - [Bestax](https://github.com/allxsmith/bestax/tree/main/bestax-mcp): Props, examples, CSS variables and Agent Skills for bestax-bulma React components (Bulma v1) (by allxsmith, ★12, security:PASS) - [Türk Hukuku İçtihat](https://github.com/aydincan/turk-hukuku-ictihat-mcp): Türk yargı kararlarını (Yargıtay, Danıştay, AYM) resmî kaynaklardan yapay zekâya açan MCP sunucusu. (by aydincan, ★12, security:PASS) - [RDL MCP Server](https://github.com/bethmaloney/rdl-mcp): Edit SSRS reports using AI - simple tools to read and modify RDL files (by bethmaloney, ★12, security:PASS) - [Datris](https://github.com/datris/datris-platform-oss): The data control plane for AI agents — acquire, validate, land, and query data over MCP. (by datris, ★12, security:PASS) - [garminmcp](https://github.com/davidmosiah/garmin-mcp): Privacy-first unofficial Garmin Connect MCP for AI health, sleep, activity & recovery agents. (by davidmosiah, ★12, security:PASS) - [Kagan](https://github.com/kagan-sh/kagan): AI-powered Kanban TUI for autonomous development workflows with agent orchestration (by kagan-sh, ★12, security:PASS) - [mcp-osascript](https://github.com/m0rvayne/mcp-osascript): macOS automation: 17 typed tools for windows, menus, keyboard, clipboard, tabs, screenshots (by m0rvayne, ★12, security:PASS) - [Fathom](https://github.com/mindstone/mcp-servers/tree/main/connectors/fathom): Fathom AI meeting transcription MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Freshdesk](https://github.com/mindstone/mcp-servers/tree/main/connectors/freshdesk): Freshdesk Support MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Gamma](https://github.com/mindstone/mcp-servers/tree/main/connectors/gamma): Gamma AI presentation generation MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Humaans](https://github.com/mindstone/mcp-servers/tree/main/connectors/humaans): Humaans HR platform MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Napkin](https://github.com/mindstone/mcp-servers/tree/main/connectors/napkin): Napkin AI visual generation MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [PandaDoc](https://github.com/mindstone/mcp-servers/tree/main/connectors/pandadoc): PandaDoc document automation MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Retell AI](https://github.com/mindstone/mcp-servers/tree/main/connectors/retell-ai): Retell AI MCP server: voice agent phone calls, agent management, LLMs, and voice discovery (by mindstone, ★12, security:PASS) - [ServiceNow](https://github.com/mindstone/mcp-servers/tree/main/connectors/servicenow): ServiceNow ITSM MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Wise](https://github.com/mindstone/mcp-servers/tree/main/connectors/wise): Wise (formerly TransferWise) MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Workday](https://github.com/mindstone/mcp-servers/tree/main/connectors/workday): Workday HCM MCP server for Model Context Protocol hosts — workers, profiles, organizations (by mindstone, ★12, security:PASS) - [Zendesk](https://github.com/mindstone/mcp-servers/tree/main/connectors/zendesk): Zendesk MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [smart-terminal](https://github.com/pungggi/smart-terminal-mcp): MCP PTY server providing AI agents with real interactive terminal access (by pungggi, ★12, security:PASS) - [SuprSend](https://github.com/suprsend/cli): Manage SuprSend entities — workflows, templates, users, objects, tenants — from your AI assistant. (by suprsend, ★12, security:PASS) - [mcp-document-converter](https://github.com/xt765/mcp-document-converter): Convert PDF, DOCX, HTML, Markdown, and Text for AI assistant context injection. (by xt765, ★12, security:PASS) - [TeamCity](https://github.com/itcaat/teamcity-mcp): MCP server for TeamCity, integrates with Claude Desktop and Cursor. (by itcaat, ★12, security:PASS) - [transcription](https://github.com/SparkleOfficial/scriptivox-mcp-server): AI transcription from URLs or files. 119 languages, diarization, SRT/VTT/text export. (by SparkleOfficial, ★11, security:PASS) - [mcacp](https://github.com/Oortonaut/mcacp): MCP-to-ACP bridge — let any MCP client drive ACP coding agents (by Oortonaut, ★11, security:PASS) - [mup](https://github.com/Ricky610329/mup): MCP server that turns HTML MUP panels into interactive UI tools for LLMs. (by Ricky610329, ★11, security:PASS) - [glassbox-framework](https://github.com/TheBarmaEffect/glassbox): Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits. (by TheBarmaEffect, ★11, security:PASS) - [anki-mcp](https://github.com/arielbk/anki-mcp): MCP server for integrating with Anki flashcards through conversational AI (by arielbk, ★11, security:PASS) - [autocarver](https://github.com/mdefrance/AutoCarver): Qualify dataset columns and process them against a target with AutoCarver, fully on your machine. (by mdefrance, ★11, security:PASS) - [agenticorg](https://github.com/mishrasanjeev/agentic-org): AgenticOrg MCP server for AI agents, A2A discovery, SOP deploy, and MCP tool listing. (by mishrasanjeev, ★11, security:PASS) - [cristianoaredes-mcp-dadosbr](https://github.com/cristianoaredes/mcp-dadosbr): # MCP DadosBR Servidor MCP focado em dados públicos do Brasil. Oferece duas ferramentas simples e… (by cristianoaredes, ★10, security:PASS) - [HasData Redfin](https://github.com/HasData/redfin-mcp): Redfin for-sale, for-rent and sold listings plus full property pages, as structured JSON. (by HasData, ★10, security:PASS) - [HasData Zillow](https://github.com/HasData/zillow-mcp): Zillow for-sale, for-rent and sold listings, and full property details, as structured JSON. (by HasData, ★10, security:PASS) - [Prism](https://github.com/Shailesh200/prism): Local-first repo intelligence for agents: DNA, health, blast radius, and Dispatch jobs. (by Shailesh200, ★10, security:PASS) - [Ultralytics Platform MCP](https://github.com/amanharshx/ultralytics-mcp): MCP server for Ultralytics Platform projects, datasets, training, prediction, exports, and models. (by amanharshx, ★10, security:PASS) - [pixoo-mcp-server](https://github.com/cyanheads/pixoo-mcp-server): Render and push styled pixel art, text, dashboards, and animations to Divoom Pixoo LED displays. (by cyanheads, ★10, security:PASS) - [secedgar-mcp-server](https://github.com/cyanheads/secedgar-mcp-server): Query SEC EDGAR filings, XBRL financials, and company data through MCP. STDIO & Streamable HTTP. (by cyanheads, ★10, security:PASS) - [Clipboard MCP](https://github.com/mnardit/clipboard-mcp): Cross-platform MCP server for system clipboard access (read, write, watch) (by mnardit, ★10, security:PASS) - [1F3D9 City Life for AI Agents](https://github.com/onetapstudiogames/1f3d9): A persistent AI world where agents walk, build, own things, talk, and make agreements. (by onetapstudiogames, ★10, security:PASS) - [WordPress MCP Server](https://github.com/rnaga/wp-mcp): MCP server for WordPress. Manage posts, users, comments, terms, metadata, and settings. (by rnaga, ★10, security:PASS) - [nba_mcp_server](https://github.com/labeveryday/nba-stats-mcp): Live and historical NBA statistics: player stats, game scores, team data and advanced analytics. (by labeveryday, ★10, security:PASS) - [Steep](https://github.com/SteepHq/steep-mcp): Query metrics, targets, entities, and team data in your Steep workspace via MCP. (by SteepHq, ★9, security:PASS) - [noddle draw](https://github.com/noddle-dev/noddle-draw/tree/main/mcp): Read, create and edit open-source noddle draw diagram boards, browse versions and comment. (by noddle-dev, ★9, security:PASS) - [jupyter-mcp-server](https://github.com/ChengJiale150/jupyter-mcp-server): A powerful MCP server for AI-driven Jupyter Notebook management and execution (by ChengJiale150, ★9, security:PASS) - [patreon-mcp-server](https://github.com/KyuRish/patreon-mcp-server): Access your Patreon creator data - campaigns, patrons, tiers, and posts. (by KyuRish, ★9, security:PASS) - [Pitwall — F1 Data for Claude](https://github.com/darshjoshi/pitwall): F1 race engineer for Claude — 79 tools for live timing, telemetry, strategy, and 75 years of history (by darshjoshi, ★9, security:PASS) - [Sophon](https://github.com/lacausecrypto/mcp-sophon): Honest token economics for MCP agents. 68% tokens saved, zero-ML Rust binary. (by lacausecrypto, ★9, security:PASS) - [Cities2 MCP and Modding Toolkit](https://github.com/mayor-modder/Cities2-MCP): Cities: Skylines II wiki, encyclopedia, and mod workflow tools for AI agents. (by mayor-modder, ★9, security:PASS) - [maccabi-health](https://github.com/orenyomtov/maccabi-health): Read your own Maccabi Healthcare records: labs, prescriptions, visits, referrals, PDFs. (by orenyomtov, ★9, security:PASS) - [kaiord](https://github.com/pablo-albaladejo/kaiord): Convert, validate, and inspect workout files (FIT, TCX, ZWO, Garmin Connect) for AI agents. (by pablo-albaladejo, ★9, security:PASS) - [Serial MCP](https://github.com/qarnet/serial-mcp): MCP server for serial port communication. 25 tools, resources, prompts, and stdio/HTTP transports. (by qarnet, ★9, security:PASS) - [mcp-server](https://github.com/tago-io/mcp-server): Model Context Protocol server for TagoIO data and analytics (by tago-io, ★9, security:PASS) - [Vivid MCP](https://github.com/vivid-money/vivid-mcp): Open a Vivid Business account from your AI chat via MCP. (by vivid-money, ★9, security:PASS) - [speech.sh](https://github.com/j3k0/speech.sh): Let the agent speak out loud and notify you with a quick summary when it finishes working. (by j3k0, ★9, security:PASS) - [Homey](https://github.com/pigmej/python-homey-mcp): Interact with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs. (by pigmej, ★9, security:REVIEW) - [dossier](https://github.com/imboard-ai/ai-dossier): MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers (by imboard-ai, ★8, security:PASS) - [weckr](https://github.com/Ghiles3232/weckr-sdks/tree/main/mcp): Ask which of your customers cost more in LLM calls than they pay, per user and per feature. (by Ghiles3232, ★8, security:PASS) - [AIMEAT](https://github.com/miikkij/aimeat-protocol): AIMEAT - the Linux of AI. An open, federated, self-hosted AI operating system you own. MIT. (by miikkij, ★8, security:PASS) - [clawcall](https://github.com/ClawCall-Dev/ClawCall/tree/master/mcp): Real US phone calls for AI agents: navigates phone menus, waits on hold, returns transcripts. (by ClawCall-Dev, ★8, security:PASS) - [servicenow-mcp-ai](https://github.com/IvanBBaev/servicenow-mcp-ai): ServiceNow MCP server — 67 tools over the full REST surface, every auth method, flows, diagrams. (by IvanBBaev, ★8, security:PASS) - [metrillm](https://github.com/MetriLLM/metrillm/tree/main/mcp): Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client (by MetriLLM, ★8, security:PASS) - [ascript-mcp](https://github.com/ascript-cn/ascript-mcp): Control Android/iOS/Windows devices from Claude, Cursor, and other AI tools. iOS without jailbreak. (by ascript-cn, ★8, security:PASS) - [PushEngage](https://github.com/awesomemotive/pushengage-mcp): Send push notifications, build audiences, and view campaign analytics from PushEngage. (by awesomemotive, ★8, security:PASS) - [canvas-lms-mcp](https://github.com/bruchris/canvas-lms-mcp): TypeScript MCP server for Canvas LMS — 167 tools across 42 domains. (by bruchris, ★8, security:PASS) - [MCP Office Excel](https://github.com/dosev-ai/mcp-office): 65-tool Excel MCP server. Read, write, format, and export .xlsx files. Windows-first. (by dosev-ai, ★8, security:PASS) - [thask](https://github.com/kimgh06/Thask): Dependency-graph MCP server. Tells Claude/Cursor what breaks if you change X. Provenance guards. (by kimgh06, ★8, security:PASS) - [swiss-transport-mcp](https://github.com/malkreide/swiss-transport-mcp): OJP 2.0 journey planning, SIRI-SX disruptions, occupancy, fares, train formation (by malkreide, ★8, security:PASS) - [fs-mcp-rs](https://github.com/nihmadev/fs-mcp-rs): A fast, configurable filesystem server for the Model Context Protocol (MCP), written in Rust. (by nihmadev, ★8, security:PASS) - [Deskwright](https://github.com/tristanmuzzu/deskwright): Agents use real GNOME/Wayland apps: on your screen, or an invisible second desktop you never see (by tristanmuzzu, ★8, security:PASS) - [ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server): Retrieve ONES Wiki content and convert it to AI-friendly text. (by brianxiadong, ★8, security:REVIEW) - [storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server): Manage Storyblok headless CMS stories, components, assets, workflows, releases and more. (by hypescale, ★8, security:PASS) - [Affiliate Networks MCP](https://github.com/bobberrisford/affiliatemcp): Affiliate network reporting in your AI client. Bring your own keys. Most adapters experimental. (by bobberrisford, ★7, security:PASS) - [EasyBits](https://github.com/blissito/easybits): Persistent Linux microVMs for agents: root, internet, sub-second resume and a public URL. (by blissito, ★7, security:PASS) - [opentalk2html-notmd](https://github.com/Aimino-Tech/OpenTalk2HTML-NotMD): MCP server for HTML generation from AI agents (by Aimino-Tech, ★7, security:PASS) - [genpark-financial-audit](https://github.com/Alpha-Park/genpark-complex-financial-formula-audit-validator-skill): Arithmetic consistency checks for supplied financial statement data. (by Alpha-Park, ★7, security:PASS) - [convalytics](https://github.com/Dan-Cleary/convalytics): Read-only analytics for Convex apps, queryable via MCP from Claude, Cursor, and other clients. (by Dan-Cleary, ★7, security:PASS) - [kvm-pilot](https://github.com/DustinTrap/kvm-pilot): Smart hands for your AI agents - write-capable KVM+BMC+SSH MCP server: gated, verified, audited. (by DustinTrap, ★7, security:PASS) - [dyslex.ia](https://github.com/Firou91/dyslex.ai): Accessibility MCP server and Agent Skills for AI agents. Requires Superpowers. (by Firou91, ★7, security:PASS) - [divlens](https://github.com/Lohithry/divlens-mcp): Real-time system diagnostics for AI agents — CPU, RAM, disk, network, hardware health. 17 tools. (by Lohithry, ★7, security:PASS) - [omnidim-mcp-server](https://github.com/Omnidim/omnidim-mcp-server): Official MCP server for OmniDimension. Drive voice agents, dispatch calls, and run bulk campaigns. (by Omnidim, ★7, security:PASS) - [self-inspect-mcp](https://github.com/ejentum/self-inspect-mcp): Send a thought, get one metathought that makes your agent inspect its own assumptions. Keyless. (by ejentum, ★7, security:PASS) - [Nonobench](https://github.com/mauricekleine/nonobench): An open-source benchmark of how well LLMs solve nonogram puzzles, from 5x5 to 20x20. (by mauricekleine, ★7, security:PASS) - [qseow-mcp](https://github.com/rmterenzi/qseow-mcp): Agent tools for Qlik Sense Enterprise on Windows: troubleshoot, govern, query and build. (by rmterenzi, ★7, security:PASS) - [rachio-mcp](https://github.com/rwestergren/rachio-mcp): MCP server for Rachio sprinkler controllers — schedules, zones, and live watering control (by rwestergren, ★7, security:PASS) - [snapstate](https://github.com/timbassler88/SnapState): Persistent state for AI agent workflows. Save, resume, and replay multi-step workflows. (by timbassler88, ★7, security:PASS) - [inflow](https://github.com/inflowpayai/inflow-mcp): MCP Server for agents to onboard, pay, and provision services autonomously with InFlow (by inflowpayai, ★6, security:PASS) - [Outlit](https://github.com/OutlitAI/outlit-sdk): Outlit gives agents real-time understanding of customers to automate support and revenue workflows. (by OutlitAI, ★6, security:PASS) - [Zooza MCP Server](https://github.com/zooza-dev/zooza-mcp-server): MCP server for Zooza — class scheduling, attendance, and booking for activity businesses. (by zooza-dev, ★6, security:PASS) - [adis](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/adis): Czech VAT-payer reliability (ADIS / nespolehlivý plátce DPH) + registered bank accounts by DIČ. (by martinhavel, ★6, security:PASS) - [dd](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/dd): Czech & EU due diligence in one call — facts, insolvency, sanctions, VAT, risk score, UBO chain. (by martinhavel, ★6, security:PASS) - [isir](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/isir): Czech insolvency register (ISIR) — active/historical insolvency & bankruptcy by IČO or person. (by martinhavel, ★6, security:PASS) - [sanctions](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/sanctions): Sanctions screening for KYC/AML — EU FSF + OFAC SDN checks for Czech companies & individuals. (by martinhavel, ★6, security:PASS) - [Lovable](https://github.com/lovablelabs/mcp): Official MCP server for Lovable, the AI-powered full-stack app builder. (by lovablelabs, ★6, security:PASS) - [Xahau MCP](https://github.com/Hugegreencandle/xahau-mcp): MCP server for the Xahau network — offline Hook WASM VM + static analyzer, read-only ledger tools. (by Hugegreencandle, ★6, security:PASS) - [dsh-cua - Windows Computer Use](https://github.com/Hutusion/dsh-cua): Windows computer-use MCP server for dsh (DeepSeek Harness), client-neutral, 19 tools. (by Hutusion, ★6, security:PASS) - [gut](https://github.com/Kungie/gut): Judgment calls on small, cheap models: is this spam, which team, how urgent. YES, NO or UNSURE. (by Kungie, ★6, security:PASS) - [btp-sap-odata-to-mcp-server-optimized](https://github.com/Raistlin82/btp-sap-odata-to-mcp-server-optimized): Enterprise SAP OData to MCP Server with AI capabilities and Cloud Foundry integration (by Raistlin82, ★6, security:PASS) - [mac-use-mcp](https://github.com/antbotlab/mac-use-mcp): Zero-dependency macOS desktop automation for AI agents. 18 tools via MCP. macOS 13+. (by antbotlab, ★6, security:PASS) - [rpt-mcp (SAP Crystal Reports)](https://github.com/ashafizullah/rpt-mcp): Inspect and edit SAP Crystal Reports .rpt files (Windows; needs the Crystal runtime). (by ashafizullah, ★6, security:PASS) - [Kshana PNT-resilience simulator](https://github.com/ashfordeOU/kshana/tree/main/mcp/kshana-mcp): Run the validated Kshana PNT-resilience simulator (orbits, frames, GNSS, fusion) from an AI agent. (by ashfordeOU, ★6, security:PASS) - [aX](https://github.com/ax-platform/ax-platform-mcp): Agent-native collaboration network: orchestrate a team of long-running agents from any MCP client. (by ax-platform, ★6, security:PASS) - [token-tool](https://github.com/bitbond/token-tool-mcp): Deploy compliant ERC-20 tokens from any AI agent. 17 tools, 10 networks, CertiK-audited. (by bitbond, ★6, security:PASS) - [2D Assets MCP](https://github.com/crony-io/2d-assets-mcp): MCP server for generating advanced mock 2D PNG assets for game prototypes. (by crony-io, ★6, security:PASS) - [protein-mcp-server](https://github.com/cyanheads/protein-mcp-server): MCP Server for 3D protein structural data retrieval & analysis from RCSB PDB, PDBe, and UniProt. (by cyanheads, ★6, security:PASS) - [polarmcp](https://github.com/davidmosiah/polar-mcp): Privacy-first unofficial Polar AccessLink v4 MCP server for AI health, sleep and training agents. (by davidmosiah, ★6, security:PASS) - [payanagent](https://github.com/derNif/payanagent/tree/master/packages/mcp): Buy any of 24,000+ live x402 services with USDC on Base — the open marketplace for the agent economy (by derNif, ★6, security:PASS) - [ChainWeaver](https://github.com/dgenio/ChainWeaver): Expose deterministic ChainWeaver flows as MCP tools without LLM calls between steps. (by dgenio, ★6, security:PASS) - [marrow](https://github.com/getmarrow/marrow-mcp): Runtime governance, proof, outcome closure, and fleet intelligence for MCP-compatible AI agents. (by getmarrow, ★6, security:PASS) - [pbirb-mcp](https://github.com/mafaq229/pbirb-mcp): MCP server for editing Power BI Report Builder paginated reports (RDL) (by mafaq229, ★6, security:PASS) - [Linux MCP daemon (mcpd)](https://github.com/nucleusv/linux-mcp-daemon): AI agent access to Linux servers without SSH: scoped tools, per-call isolation, root only if granted (by nucleusv, ★6, security:PASS) - [godot-mcp](https://github.com/sandraschi/godot-mcp): Godot MCP server - Godot 4.x engine control via TCP bridge, STL/GLB/OBJ import, GPU particles, an... (by sandraschi, ★6, security:PASS) - [xlsx-for-ai](https://github.com/senoff/xlsx-for-ai): 50 spreadsheet tools for .xlsx: recalc formulas, repair broken refs, read/write, diff, audit. (by senoff, ★6, security:PASS) - [call4me](https://github.com/skeptrunedev/call4me): An AI agent that makes phone calls for you: bookings, appointments, cancellations. (by skeptrunedev, ★6, security:PASS) - [hilan-mcp](https://github.com/udah1/hilan-mcp): Pull Hilan (Hilanet / חילן, חילנט) payslips and Form 106 into any AI assistant. (by udah1, ★6, security:PASS) - [Webcake Landing](https://github.com/vuluu2k/webcake-landing-mcp): Build, validate, and persist Webcake landing-page source JSON: element schemas plus AI usage hints. (by vuluu2k, ★6, security:PASS) - [Sociality.io MCP](https://github.com/socialityio/sociality-mcp): Social media analytics, post insights, and competitor benchmarking for AI agents. (by socialityio, ★6, security:PASS) - [Parlay](https://github.com/parlay-run/parlay-mcp): Read-only MCP server for live Polymarket, Kalshi, Limitless odds; Manifold sentiment. (by parlay-run, ★6, security:PASS) - [SpriteCook](https://github.com/SpriteCook/spritecook-mcp): Generate game assets with AI for 2D games, including sprites, tilesets, and animations. (by SpriteCook, ★5, security:PASS) - [mcp](https://github.com/megberts/mcp-websitepublisher-ai): Build and publish websites through AI conversation. (by megberts, ★5, security:PASS) - [mcp-server](https://github.com/socialneuron/mcp-server): 52 MCP tools for AI social media: create, distribute, analyze, and optimize content. (by socialneuron, ★5, security:PASS) - [Bridge MCP](https://github.com/BarhamAgha1/Bridge-MCP): Visual Desktop Bridge - Give any AI full control over Windows to automate apps and inputs. (by BarhamAgha1, ★5, security:PASS) - [Aura UI](https://github.com/BlueStarSystem/aura-ui): Discover and install Aura UI Blade components for Laravel, Livewire and Tailwind CSS 4. (by BlueStarSystem, ★5, security:PASS) - [talkthru](https://github.com/EdonZo/talkthru): Talk while using your app — your coding agent gets each sentence aligned to the frame. Fully local. (by EdonZo, ★5, security:PASS) - [materialmodel](https://github.com/MaterialModel/materialmodel-integrations): Explore discoveries, ask questions, share findings, and build collaborations with other agents. (by MaterialModel, ★5, security:PASS) - [FileSystem MCP Server](https://github.com/Oncorporation/filesystem_server): Secure filesystem access for AI agents with configurable directory and file type restrictions (by Oncorporation, ★5, security:PASS) - [AIppocampus](https://github.com/Sapientropic/AIppocampus): Local-first, source-backed continuity for AI agents via stdio MCP. (by Sapientropic, ★5, security:PASS) - [Builderforce](https://github.com/SeanHogg/Builderforce.ai): Run tickets, boards, OKRs and cloud coding agents in your Builderforce workspace (by SeanHogg, ★5, security:PASS) - [godot-mcp-bridge](https://github.com/TomasLucasUTN/godot-mcp-bridge/tree/main/mcp-server): MCP server for Godot game engine integration — control the Godot editor with AI (by TomasLucasUTN, ★5, security:PASS) - [Rigol DHO824 Oscilloscope](https://github.com/aimoda/rigol-dho824-mcp): Control and query Rigol DHO824 oscilloscope for waveform capture and measurements (by aimoda, ★5, security:PASS) - [Long Run Hybrid Coach](https://github.com/atomchung/long-run-hybrid-coach): Adaptive running and strength coaching for the long run. (by atomchung, ★5, security:PASS) - [excalidraw-mcp](https://github.com/cmd8/excalidraw-mcp): Model Context Protocol server for Excalidraw diagrams. (by cmd8, ★5, security:PASS) - [Procm](https://github.com/coder-ka/procm-mcp): A Model Context Protocol (MCP) server for process management. (by coder-ka, ★5, security:PASS) - [schelling-protocol](https://github.com/codyz123/schelling-protocol/tree/main/packages/mcp-server): Universal coordination protocol for AI agents. Discovery, matching, and negotiation. (by codyz123, ★5, security:PASS) - [DAQiFi](https://github.com/daqifi/daqifi-core/tree/main/src/Daqifi.Mcp): Discover, configure and read DAQiFi Nyquist data-acquisition hardware from an AI agent (by daqifi, ★5, security:PASS) - [eight-sleep-mcp](https://github.com/davidmosiah/eight-sleep-mcp): Unofficial Eight Sleep MCP server: read sleep trends, temperature, alarms; gated pod control. (by davidmosiah, ★5, security:PASS) - [withingsmcp](https://github.com/davidmosiah/withings-mcp): Privacy-first, unofficial Withings MCP server for AI health, sleep, activity and heart-rate agents. (by davidmosiah, ★5, security:PASS) - [Starling Bank](https://github.com/domdomegg/starling-bank-mcp): Allow AI systems to view and control your Starling Bank account via MCP. (by domdomegg, ★5, security:PASS) - [Open Legal Chile](https://github.com/elpabloultron/open-legal-chile): Suite de Inteligencia Jurídica y 55 herramientas MCP para Chile: BCN, PJUD, doctrina y OCR. (by elpabloultron, ★5, security:PASS) - [Aspicio](https://github.com/frontsail-ai/aspicio): DXF and PDF/X-4 for AI agents: structured facts, PNG renders, an interactive in-chat viewer. (by frontsail-ai, ★5, security:PASS) - [inn-check-ru](https://github.com/ilyautov/inn-check-ru): Проверка контрагента РФ по ИНН: светофор риска по реестрам, финансы и санкции кодом. (by ilyautov, ★5, security:PASS) - [leakferret](https://github.com/leakferrethq/leakferret): Context-aware secret scanner: lets an AI agent scan, verify, and rewrite secrets before committing. (by leakferrethq, ★5, security:PASS) - [Advanced Zebrunner MCP Server](https://github.com/maksimsarychau/mcp-zebrunner): Advanced analytics, reporting, and safe mutations for Zebrunner. 64 tools, 14 resources, 17 prompts. (by maksimsarychau, ★5, security:PASS) - [Instagram](https://github.com/mcp-dir/instagram-mcp): Instagram for AI agents: publish, read comments and DMs, insights, and engage from your account. (by mcp-dir, ★5, security:PASS) - [Unity MCP Server](https://github.com/rachitkumarrastogi/unity-mcp-server): MCP server for Unity: 130+ tools, Unity 6 skills, AI/ML discovery. No Editor. (by rachitkumarrastogi, ★5, security:PASS) - [Warrant](https://github.com/s0fractal/warrant/tree/master/integrations/mcp-server): Record an agent's decisions with reasons anyone can re-execute offline — verify recomputes them. (by s0fractal, ★5, security:PASS) - [Agentic SSH](https://github.com/sandbanks/agentic_ssh): High-performance (Rust), token-efficient, and asynchronous SSH orchestrations for AI agents. (by sandbanks, ★5, security:PASS) - [sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp): AI sports betting picks, odds, injuries & line movement. 1,353+ picks, 59.6% win rate. (by seang1121, ★5, security:PASS) - [Tokenrip](https://github.com/tokenrip/cli): Collaboration layer for AI agents. Publish assets, send messages, manage threads and contacts. (by tokenrip, ★5, security:PASS) - [OeBB (Austrian Railways)](https://github.com/slettmayer/oebb-mcp-server): OeBB (Austrian Railways) train data: stations, departures, connections, service alerts. (by slettmayer, ★5, security:PASS) - [styx-mcp-server](https://github.com/timmx7/styx/tree/main/styx-mcp-server): MCP server for Styx — intelligent AI routing across OpenAI, Anthropic, Google, and Mistral. (by timmx7, ★5, security:PASS) - [readhn](https://github.com/xodn348/readhn): AI-native HackerNews MCP Server. Find HN content that matters with explainable quality signals. (by xodn348, ★5, security:PASS) - [drawio-mcp](https://github.com/yohasacura/drawio-mcp): MCP server for creating and editing draw.io / diagrams.net XML files programmatically. (by yohasacura, ★5, security:PASS) - [xert-mcp](https://github.com/Milofax/xert-mcp): XERT cycling analytics: fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics and MPA analysis. (by Milofax, ★5, security:PASS) - [alphago2580-naramarketmcp](https://github.com/alphago2580/naramarketmcp): Access Korea’s G2B procurement and Nara Market data for bid notices, awards, contracts, statistics… (by alphago2580, ★4, security:PASS) - [Celigo](https://github.com/celigo/ai): Manage your Celigo integrator.io account: integrations, flows, connections, errors, and jobs. (by celigo, ★4, security:PASS) - [EXTRA - Native Computer Use](https://github.com/AIYantra/extra): Flashless macOS & Windows native computer-use engine for AI vision, mouse & keyboard automation (by AIYantra, ★4, security:PASS) - [OT AIops](https://github.com/industrial-aiops/industrial-aiops): Governed OT tap (57 tools): OPC-UA/Modbus/S7/MC/MTConnect/MQTT/EtherNet-IP/EtherCAT. (by industrial-aiops, ★4, security:PASS) - [debugium](https://github.com/Algiras/debugium): AI-driven live debugger with MCP bridge for Python, JS, TS, Rust, Java, C/C++ (by Algiras, ★4, security:PASS) - [Composio](https://github.com/ComposioHQ/GHMCP): Connect AI agents to 1000+ apps with managed authentication and tool-calling. (by ComposioHQ, ★4, security:PASS) - [raycast](https://github.com/ExpertVagabond/raycast-mcp-server): Raycast workflow automation MCP server with 9 tools (by ExpertVagabond, ★4, security:PASS) - [Microsoft Project](https://github.com/HorizunGroup/horizun-msproject-mcp): Audit, reschedule and author Microsoft Project schedules. No Java, no Project install. (by HorizunGroup, ★4, security:PASS) - [termada](https://github.com/Islomzoda/termada): Persistent, policy-controlled missions for AI agents operating local and SSH environments. (by Islomzoda, ★4, security:PASS) - [Onplana](https://github.com/Onplana/onplana-mcp-server): Project portfolio management for PMOs. Alternative to Microsoft Project Online. OAuth + PAT. (by Onplana, ★4, security:PASS) - [printr](https://github.com/PrintrFi/printr-mcp): Let AI agents create, discover, and track tokens across chains via Printr. (by PrintrFi, ★4, security:PASS) - [lystbot](https://github.com/TourAround/LystBot/tree/main/cli): Smart lists and reminders your AI can use. Manage lists, categories, and reminders via MCP. (by TourAround, ★4, security:PASS) - [projscan](https://github.com/abhiyoheswaran1/projscan): Agent-first MCP. 11 AST adapters, 12 named languages, 51 tools, mission outcomes. Local. (by abhiyoheswaran1, ★4, security:PASS) - [parkour-mcp](https://github.com/blightbow/parkour-mcp): A content exploration toolkit that helps LLMs surface high signal, unsummarized web content. (by blightbow, ★4, security:PASS) - [BugBug](https://github.com/bugbug-io/agent-plugin): BugBug workflows for AI agents workflows for AI agents (by bugbug-io, ★4, security:PASS) - [Last EHR — Medplum](https://github.com/cbetz/last-ehr/tree/main/packages/mcp): FHIR chart tools for MCP: read-only by default, with elicitation-gated, human-approved writes. (by cbetz, ★4, security:PASS) - [infinitecampus-mcp](https://github.com/chrischall/infinitecampus-mcp): Infinite Campus (Campus Parent) for Claude — grades, attendance, assignments, messages (by chrischall, ★4, security:PASS) - [cookie-mcp](https://github.com/cookiechain/cookie-mcp): Cookie Chain tools for AI agents: swap, launch, liquidity, staking, NFTs, and a Solana bridge. (by cookiechain, ★4, security:PASS) - [clickup-mcp](https://github.com/cvrt-jh/clickup-mcp): Lightweight ClickUp MCP server - 37 tools, token-optimized (95% smaller responses) (by cvrt-jh, ★4, security:PASS) - [openfda-mcp-server](https://github.com/cyanheads/openfda-mcp-server): Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP. (by cyanheads, ★4, security:PASS) - [survey-mcp-server](https://github.com/cyanheads/survey-mcp-server): MCP server for conducting dynamic, conversational surveys with structured data collection. (by cyanheads, ★4, security:PASS) - [usaspending-mcp-server](https://github.com/cyanheads/usaspending-mcp-server): Access US federal award, recipient, agency, and spending analytics data from USAspending.gov. (by cyanheads, ★4, security:PASS) - [fitbitmcp](https://github.com/davidmosiah/fitbit-mcp): Privacy-first, unofficial Fitbit MCP server for AI health, sleep, activity and heart-rate agents. (by davidmosiah, ★4, security:PASS) - [google-ads-mcp](https://github.com/davidmosiah/google-ads-mcp-unofficial): Unofficial Google Ads MCP for campaigns, keywords, budgets, and gated mutations. (by davidmosiah, ★4, security:PASS) - [ouramcp](https://github.com/davidmosiah/oura-mcp): Privacy-first, unofficial Oura MCP server for AI health, sleep, activity and heart-rate agents. (by davidmosiah, ★4, security:PASS) - [capsule](https://github.com/dawitlabs/capsule): Compact, source-linked context packs that reduce token waste for coding agents. (by dawitlabs, ★4, security:PASS) - [igpsport-mcp](https://github.com/dengxuhui/igpsport-mcp): iGPSport cycling data with training metrics (NP/IF/TSS/CTL/ATL/TSB) and workout generation (by dengxuhui, ★4, security:PASS) - [vardoger](https://github.com/dstrupl/vardoger): Personalize AI coding assistants by analyzing local conversation history. Runs on your machine. (by dstrupl, ★4, security:PASS) - [aem-mcp-server](https://github.com/easingthemes/aem-mcp-server): AEM MCP server. Chat with your AEM instance for content, component, and asset operations. (by easingthemes, ★4, security:PASS) - [droidsight](https://github.com/edgecasehuman/droidsight): Drives a real Android device over ADB and attaches the resulting screen to every action. (by edgecasehuman, ★4, security:PASS) - [grist-mcp-server](https://github.com/gwhthompson/grist-mcp-server): 11 tools for managing Grist documents with AI (by gwhthompson, ★4, security:PASS) - [eve-mentor-mcp](https://github.com/henryjrobinson/eve-mentor-mcp): AI mentor for new & returning EVE Online players: losses, skills, fits, ISK, routes, and more. (by henryjrobinson, ★4, security:PASS) - [SolidWorks](https://github.com/hjbaard/SolidWorks-MCP): Model, measure and verify parametric parts and assemblies in a running SolidWorks (Windows). (by hjbaard, ★4, security:PASS) - [iterminal](https://github.com/iTophua/iterminal): MCP Server for iTerminal SSH Connection Manager - Control SSH servers through Claude. (by iTophua, ★4, security:PASS) - [fast-mcp-ssh](https://github.com/klNuno/fast-mcp-ssh): SSH, SFTP, PTY shells, host-to-host copies and remote screenshots for AI agents. One Rust binary. (by klNuno, ★4, security:PASS) - [nervous-system](https://github.com/levelsofself/mcp-nervous-system): Governance for LLM agents: 7 enforced rules + read-only reference tools. Safe in any MCP client. (by levelsofself, ★4, security:PASS) - [de-eli-mcp](https://github.com/matematicsolutions/de-eli-mcp): German law MCP: legislation (NeuRIS), case law (RII, Open Legal Data), Bundestag DIP documents. (by matematicsolutions, ★4, security:PASS) - [PrismHR MCP](https://github.com/nikulk2992-jpg/prismhr-mcp): Open-source MCP server for PrismHR. PEO workflow tools + Microsoft 365 connectors. (by nikulk2992-jpg, ★4, security:PASS) - [Parseable](https://github.com/parseablehq/parseable-mcp-server): Model Context Protocol server for Parseable. Lets LLMs discover and query Parseable. (by parseablehq, ★4, security:PASS) - [ardupilot-mavlink-mcp](https://github.com/rmeadomavic/ardupilot-mcp): Live ArduPilot control over MAVLink: state, params, modes, prearm diagnosis, gated arm. SITL-first. (by rmeadomavic, ★4, security:PASS) - [Proxmox MCP is an opinionated MCP server](https://github.com/sergelogvinov/proxmox-mcp): Proxmox MCP is an opinionated MCP server (by sergelogvinov, ★4, security:PASS) - [Learning Model Context Protocol](https://github.com/yarnabrina/learn-model-context-protocol): MCP server that can perform basic arithmetic operations and parse/evaluate arithmetic expressions. (by yarnabrina, ★4, security:PASS) - [Tessera MCP Server](https://github.com/tessera-llm/mcp-server/tree/main/node): MCP server for Tessera's LLM cost-optimization layer: anchored spend, drift, recommendations. (by tessera-llm, ★4, security:PASS) - [PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot): Tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training. (by SPL-BGU, ★4, security:PASS) - [SaC — Software as Content](https://github.com/dynsoft-lab/software-as-content-sdk): Give your AI agent the ability to respond with live, interactive apps that evolve. (by dynsoft-lab, ★3, security:PASS) - [alex-llm-attack-mcp-server](https://github.com/alex-llm/attAck-mcp-server): Query and retrieve information about various adversarial tactics and techniques used in cyber atta… (by alex-llm, ★3, security:REVIEW) - [causely](https://github.com/causely-oss/causely-client): Causal reasoning for reliability: root cause, blast radius, and service health for agents. (by causely-oss, ★3, security:PASS) - [agentdomain-mcp](https://github.com/MarsHeer/agentdomain-mcp): Register and manage internet domains for AI agents via AgentDomain (by MarsHeer, ★3, security:PASS) - [Flash](https://github.com/flash-cards/flash): Spaced-repetition flashcards your AI writes, quizzes you on by voice, and schedules with FSRS. (by flash-cards, ★3, security:PASS) - [US compliance and books health](https://github.com/median-labs/median-compliance-skill): US company filing obligations, plus a 25-check bookkeeping diagnostic. Sourced, dated, no signup. (by median-labs, ★3, security:PASS) - [odoo](https://github.com/oconsole/odoo-mcp-server): Odoo ERP for AI agents: hosted OAuth endpoint, gated writes, one endpoint for every instance. (by oconsole, ★3, security:PASS) - [Promptibus MCP](https://github.com/promptibus/mcp): Model intelligence for AI agents — syntax, params, pricing for 67+ generative AI models. (by promptibus, ★3, security:PASS) - [Gemot Deliberation Server](https://github.com/justinstimatze/gemot): Deliberation primitive for multi-agent coordination: cruxes, vote clustering, consensus. (by justinstimatze, ★3, security:PASS) - [Proxmox AIops](https://github.com/AIops-tools/Proxmox-AIops): Governed Proxmox VE VM/container ops — 43 MCP tools with audit, budget, undo & risk-tier guards. (by AIops-tools, ★3, security:PASS) - [jev](https://github.com/Aitejiu/jev-harness-lab): Jev judgments for agents: injection scanning, shell risk gating, ranking (by Aitejiu, ★3, security:PASS) - [iso-27001-ai-mcp](https://github.com/CSOAI-ORG/iso-27001-ai-mcp): Iso 27001 Ai MCP Server by MEOK AI Labs (by CSOAI-ORG, ★3, security:PASS) - [Ara — audits d'accessibilité RGAA](https://github.com/DavidPivert/ara-rgaa-mcp): Piloter des audits RGAA 4.1 sur Ara, référentiel embarqué. Non officiel. (by DavidPivert, ★3, security:PASS) - [SSH LICCO MCP Server](https://github.com/Echoqili/ssh-licco): SSH Model Context Protocol Server - Enable SSH functionality for AI models (by Echoqili, ★3, security:PASS) - [MAL MCP Server](https://github.com/Grinv/mal-mcp): MyAnimeList MCP server: Tenrai-powered reads plus official MAL personal-list management. (by Grinv, ★3, security:PASS) - [labmate-mcp](https://github.com/JonasRackl/labmate-mcp): 81 chemistry tools — literature, calculations, retrosynthesis (by JonasRackl, ★3, security:PASS) - [temporal-mcp](https://github.com/MirrorEthic/temporal-mcp): Wall-clock awareness for LLM agents. Two tools: elapsed-time-between-turns + day rollover detection. (by MirrorEthic, ★3, security:PASS) - [SiteHelm](https://github.com/Mrshahidali420/SiteHelm): Let an AI agent run your WordPress site: every write previewed, verified and reversible. (by Mrshahidali420, ★3, security:PASS) - [WAKE Protocol](https://github.com/Omodaka9375/wake/tree/main/wake-mcp-server): A post-mortem succession protocol for AI agents. Black Box, handoff, time-locks. (by Omodaka9375, ★3, security:PASS) - [OpenAdapt Agent (openadapt-flow bridge)](https://github.com/OpenAdaptAI/openadapt-agent): Local Beta bridge for governed openadapt-flow workflows and attended actions. (by OpenAdaptAI, ★3, security:PASS) - [PaidSync.ai](https://github.com/PaidSync/paidsync-mcp): Run ads on Google, Meta, LinkedIn, TikTok and more from AI. 610+ tools across 14 platforms. (by PaidSync, ★3, security:PASS) - [tactus](https://github.com/ProjectAILiberation/tactus): Content-agnostic control layer for intimate hardware; forwards Buttplug/Intiface commands only. (by ProjectAILiberation, ★3, security:PASS) - [Interminal](https://github.com/QiuwenZheng/interminal): Lightweight MCP server providing terminal access (SSH & local shells) for AI assistants. (by QiuwenZheng, ★3, security:PASS) - [Awesome Copilot MCP Server](https://github.com/RbBtSn0w/awesome-copilot-mcp): Model Context Protocol server for awesome-copilot agents and collections (by RbBtSn0w, ★3, security:PASS) - [agent-audit-mcp](https://github.com/Rumblingb/agent-audit-mcp): Immutable audit trail for agent-to-agent interactions (by Rumblingb, ★3, security:PASS) - [Screen Control](https://github.com/Xeakaes/computer-use-for-all-agents): Safety-gated computer use for AI agents: screen OCR and vision, mouse, keyboard, window control. (by Xeakaes, ★3, security:PASS) - [Keyblind](https://github.com/aarifmms/keyblind): Encrypted secrets vault for AI agents — secrets resolved at runtime, never seen by LLMs. (by aarifmms, ★3, security:PASS) - [dir-mcp](https://github.com/agntcy/dir-mcp): MCP server for working with OASF agent records in the Agntcy Directory. (by agntcy, ★3, security:PASS) - [datos.gob.do-MCP-server](https://github.com/alcastaro/datos.gob.do-MCP-server): MCP server for datos.gob.do — Dominican Republic open government data (CKAN 2.11). (by alcastaro, ★3, security:PASS) - [zoogent](https://github.com/bepunk/zoogent): AI agent orchestrator with Architect AI. Multi-team, web dashboard, 35+ MCP tools. (by bepunk, ★3, security:PASS) - [aegis-mcp](https://github.com/cleburn/aegis-mcp): Runtime governance enforcement for AI agents. Zero token overhead. (by cleburn, ★3, security:PASS) - [astronomy-mcp-server](https://github.com/cyanheads/astronomy-mcp-server): Offline observational astronomy: positions, rise/set, moon phases, eclipses, and seasons. (by cyanheads, ★3, security:PASS) - [gutenberg-mcp-server](https://github.com/cyanheads/gutenberg-mcp-server): MCP server for Project Gutenberg — 75,000+ public-domain ebooks with full plain-text retrieval. (by cyanheads, ★3, security:PASS) - [worldbank-mcp-server](https://github.com/cyanheads/worldbank-mcp-server): Query 29,500+ World Bank development indicators for 200+ countries across 60+ years. (by cyanheads, ★3, security:PASS) - [strava-mcp](https://github.com/davidmosiah/strava-mcp): Privacy-first MCP server for Strava activities, streams, routes and training. (by davidmosiah, ★3, security:PASS) - [Sanction](https://github.com/ericlovold/sanction): Approval and budget checks before agent spending or tool use. Cooperative MCP; host must ask. (by ericlovold, ★3, security:PASS) - [File AI](https://github.com/flyfish-dev/file-ai): Agent-ready local document context with stable anchors. (by flyfish-dev, ★3, security:PASS) - [Lotor](https://github.com/githubscum/lotor): A local receipt and approval gate for AI agent sessions. The agent can act, but it cannot sign. (by githubscum, ★3, security:PASS) - [ihalent](https://github.com/gulmezeren2-byte/ihalent): Turkish public-tender (EKAP) award intelligence: firm histories, discounts, competition, red flags (by gulmezeren2-byte, ★3, security:PASS) - [unlocalhost](https://github.com/info-arnav/unlocalhost): Deploy localhost to a private, authenticated link from your AI coding agent. (by info-arnav, ★3, security:PASS) - [signet-eval](https://github.com/wandercom/signet-eval): Deterministic policy enforcement and MCP management for AI agent tool calls. (by wandercom, ★3, security:PASS) - [L10n.dev - AI Localization Agent](https://github.com/l10n-dev/ai-l10n/tree/main/mcp): MCP Server that turns your AI agent into a localization expert with token-efficient i18n translation (by l10n-dev, ★3, security:PASS) - [Pomera AI Commander](https://github.com/matbanik/Pomera-AI-Commander): Desktop text workbench + MCP server: 22+ text processing tools for AI assistants (by matbanik, ★3, security:PASS) - [prawo-pl-mcp](https://github.com/matematicsolutions/prawo-pl-mcp): One MCP server for Polish legal data - courts, legislation, KRS, tax, KIO, UODO via 4 unified tools (by matematicsolutions, ★3, security:PASS) - [canonic](https://github.com/mischuh/canonic): The Open Context Layer for Data Agents (by mischuh, ★3, security:PASS) - [Capture Screen MCP](https://github.com/ochtum/CaptureScreenMCP): Windows screen capture MCP server with display, region, and active-window capture tools. (by ochtum, ★3, security:PASS) - [tracebug](https://github.com/prashantsinghmangat/TraceBug-ai): AI agents read TraceBug bug reports (console, network, replay, repro timeline) from local disk. (by prashantsinghmangat, ★3, security:PASS) - [qcqx-project-manage-mcp](https://github.com/qxchuckle/qcqx-project-manage/tree/master/packages/mcp): qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent(Cursor、Claude Desktop 等) (by qxchuckle, ★3, security:PASS) - [pynet-mcp-bridge](https://github.com/RAEN-DT/PyNetBridge): MCP implementation to connect AI agents with the PyNet Platform for BIM/Engineering automation. (by RAEN-DT, ★3, security:PASS) - [tyrekick](https://github.com/richardofortune/tyrekick): Read and resolve human feedback pinned on your live prototype, straight from your coding agent. (by richardofortune, ★3, security:PASS) - [wallabag MCP](https://github.com/rusty4444/wallabag-mcp): MCP server for wallabag read-it-later entries, tags, and annotations. (by rusty4444, ★3, security:PASS) - [TacticalRMM](https://github.com/shin2344234/trmm-mcp): Read your TacticalRMM fleet; run commands only after per-command human approval. (by shin2344234, ★3, security:PASS) - [MateMCP](https://github.com/vrassouli/MateMCP): Your agent hit a limit? Keep working. MateMCP securely connects AI chats to your computer via MCP. (by vrassouli, ★3, security:PASS) - [mcp](https://github.com/wireboard/mcp): Official MCP server for WireBoard. Lets LLM agents query your analytics in conversation. (by wireboard, ★3, security:PASS) - [marrow](https://github.com/skeletonarmytech/marrow-mcp): Read-only MCP access to your own Apple Health data, mirrored from the Marrow iOS app. (by skeletonarmytech, ★3, security:PASS) - [nash-arena](https://github.com/yyyhy/nash-arena): Chess and card game arena where LLM agents compete. (by yyyhy, ★3, security:PASS) - [OpenSwitchboard](https://github.com/openswitchboard-ai/server): Your AI posts what you want or have. You are introduced anonymously to whoever has the other half. (by openswitchboard-ai, ★2, security:PASS) - [Elasticflow](https://github.com/elasticflowapp/elasticflow-mcp): AI-native team workspace — tables, documents, workflow automation, live dashboards & analytics (by elasticflowapp, ★2, security:PASS) - [Dock AI](https://github.com/dock-ai/mcp): Discover MCP endpoints for real-world entities by resolving business domains. (by dock-ai, ★2, security:PASS) - [Appendix](https://github.com/appendixhealth/mcp-server): Physician-reviewed medical opinions and prescriptions for AI agents. (by appendixhealth, ★2, security:PASS) - [IFTTT MCP server](https://github.com/IFTTT/ifttt-plugins): Automate 1,000+ services from any MCP-compatible AI agent: build Applets, run actions and queries. (by IFTTT, ★2, security:PASS) - [Social Champ](https://github.com/SocialChamp/socialchamp-mcp): Connect AI agents to Social Champ: manage channels, posts, AI content, queue, and approvals. (by SocialChamp, ★2, security:PASS) - [glbforge](https://github.com/glbforge/glbforge): Make AI-generated 3D assets web-ready: budgets, SSIM-verified optimization, STL/USDZ export. (by glbforge, ★2, security:PASS) - [BankSync](https://github.com/banksynchq/banksync-mcp): Connect AI agents to bank accounts, transactions, balances, and investments. (by banksynchq, ★2, security:PASS) - [escrow](https://github.com/0xdirectping/app): Agent-to-agent escrow on Base. Post quests with ETH/USDC bounties and settle on-chain. (by 0xdirectping, ★2, security:PASS) - [adsmcp](https://github.com/Adgentek/adsmcp): MCP-native ad server. Monetize AI chatbots and agents with conversational ads. (by Adgentek, ★2, security:PASS) - [CAST Imaging MCP Server](https://github.com/CAST-Extend/CAST-Imaging-Mcp): MCP server exposing CAST Imaging software architecture insights to AI agents (by CAST-Extend, ★2, security:PASS) - [DFX Real Estate Intelligence](https://github.com/Capital-W-Holdings/us-property-parcel-real-estate-debt): Free, no key. US commercial real estate: FHA/CMBS maturities, LIHTC/HUD expiries, bank CRE exposure. (by Capital-W-Holdings, ★2, security:PASS) - [mcp-debugger](https://github.com/Digital-Defiance/mcp-debugger-server): Node.js and TypeScript debugging with 25+ tools for AI agents (by Digital-Defiance, ★2, security:PASS) - [mcp-screenshot](https://github.com/Digital-Defiance/mcp-screenshot): Screenshot capture with PII masking and cross-platform support for AI agents (by Digital-Defiance, ★2, security:PASS) - [astrodynamics-mcp](https://github.com/astro-tools/astrodynamics-mcp): Astrodynamics MCP server: TLE/SGP4, Lambert, access windows, porkchop, B-plane targeting. (by astro-tools, ★2, security:PASS) - [Bult](https://github.com/bultcloud/mcp-server): Deploy and manage Bult apps from AI coding agents. (by bultcloud, ★2, security:PASS) - [disclosures](https://github.com/carrotly-ai/disclosures): Corporate disclosures from 26 official sources across 21 jurisdiction routes via ten tools. (by carrotly-ai, ★2, security:PASS) - [statecli](https://github.com/statecli/mcp-server): State replay and self-debugging for AI agents. Track, replay, undo, checkpoint. (by statecli, ★2, security:PASS) - [Chipzen](https://github.com/chipzen-ai/chipzen-sdk/tree/main/packages/mcp): AI poker arena for agents. Play rated poker on chipzen.ai against LLM bots and human-built bots. (by chipzen-ai, ★2, security:PASS) - [Amendor](https://github.com/deslay1/amendor-mcp): Pull change requests from your Amendor board into your coding agent to build and open PRs. (by deslay1, ★2, security:PASS) - [ellmos Blender Use](https://github.com/ellmos-ai/ellmos-blender-use-mcp): Headless Blender asset QA over MCP: background script runs and FBX reimport verification. (by ellmos-ai, ★2, security:PASS) - [cvx](https://github.com/hrtips/cvx): Create, validate, and render CV PDFs from plain YAML — fully local, no accounts. (by hrtips, ★2, security:PASS) - [IPinfo](https://github.com/ipinfo/mcp): Official IPinfo MCP Server - IP intelligence tools for AI assistants (by ipinfo, ★2, security:PASS) - [mcp-christensen](https://github.com/m2ai-mcp-servers/mcp-christensen): Clayton Christensen persona agent for strategic advisory using disruption theory (by m2ai-mcp-servers, ★2, security:PASS) - [fr-eli-mcp](https://github.com/matematicsolutions/fr-eli-mcp): MCP server for French Legifrance (PISTE): legislation and case law with citations and ECLI. (by matematicsolutions, ★2, security:PASS) - [kio-orzeczenia-mcp](https://github.com/matematicsolutions/kio-orzeczenia-mcp): MCP server for Krajowa Izba Odwolawcza (KIO) rulings from orzeczenia.uzp.gov.pl. (by matematicsolutions, ★2, security:PASS) - [Nimbus BCI](https://github.com/nimbusbci/nimbus-mcp): AI agents build, train, and analyze BCI/EEG pipelines: data, models, experiments, live sessions. (by nimbusbci, ★2, security:PASS) - [OPC UA Modeler](https://github.com/node-opcua/node-opcua-modeler-mcp-server): OPC UA companion spec types, namespace dependencies, and engineering units for AI agents (by node-opcua, ★2, security:PASS) - [spec-score-mcp](https://github.com/openpoem/spec-score-mcp): Score your specs before feeding them to an LLM. MCP server with radar chart visualization. (by openpoem, ★2, security:PASS) - [Czso Cz](https://github.com/pipeworx-io/mcp-czso-cz): Czech Statistical Office (Český statistický úřad, ČSÚ) open-data MCP. (by pipeworx-io, ★2, security:PASS) - [Football Data](https://github.com/pipeworx-io/mcp-football-data): Football-Data.org MCP — soccer competitions, matches, standings (by pipeworx-io, ★2, security:PASS) - [Harvard Art](https://github.com/pipeworx-io/mcp-harvard-art): Harvard Art Museums MCP. (by pipeworx-io, ★2, security:PASS) - [Imf Portwatch](https://github.com/pipeworx-io/mcp-imf-portwatch): IMF PortWatch MCP — global maritime trade & chokepoint signals (free, no auth) (by pipeworx-io, ★2, security:PASS) - [Libretranslate](https://github.com/pipeworx-io/mcp-libretranslate): LibreTranslate MCP — open-source machine translation (BYO endpoint) (by pipeworx-io, ★2, security:PASS) - [Va Museum](https://github.com/pipeworx-io/mcp-va-museum): Victoria and Albert Museum (V&A) Collections MCP. (by pipeworx-io, ★2, security:PASS) - [pota-mcp](https://github.com/qso-graph/pota-mcp): Parks on the Air MCP server. Park lookup, activator and hunter stats, live spots. (by qso-graph, ★2, security:PASS) - [whoop-mcp](https://github.com/rajdeepmondaldotcom/whoop-mcp-server): WHOOP recovery, sleep, strain, and workouts for any AI. Analysis tools, demo mode, fast setup. (by rajdeepmondaldotcom, ★2, security:PASS) - [power-automate-mcp-server](https://github.com/sapientsai/power-automate-mcp-server): Inspect, operate, and author Microsoft Power Automate cloud flows from an agent context. (by sapientsai, ★2, security:PASS) - [odoo-surface-mcp](https://github.com/solutionsunity/odoo-surface-mcp): Full Odoo access for AI agents via MCP: CRUD, website, translations, attachments, workflows. (by solutionsunity, ★2, security:PASS) - [veriswarm-mcp](https://github.com/veriswarm/veriswarm-sdk): VeriSwarm MCP Server — Trust infrastructure for AI agents via Model Context Protocol (by veriswarm, ★2, security:PASS) - [thoth-mcp](https://github.com/gethibiki/mcp): MCP server for Thoth with multi-platform AI content generation (by gethibiki, ★2, security:PASS) - [DeepLedger — AI staff accountant for QuickBooks](https://github.com/DeepLedger/deepledger-plugin): AI staff accountant for QuickBooks: transactions, reports, receivables, payables, month-end close (by DeepLedger, ★1, security:PASS) - [Everway MCP Server](https://github.com/everway-ai/everway-mcp-server): Read and update your Everway trips and itineraries from any MCP-compatible AI assistant. (by everway-ai, ★1, security:PASS) - [extend](https://github.com/extend-hq/extend-agent-plugin): Turn documents into structured data: parse, extract, classify, split, and fill PDF forms. (by extend-hq, ★1, security:PASS) - [Just Publish](https://github.com/just-done/just-publish-mcp): Publish the website you built with AI to a live public URL, straight from chat, with no setup. (by just-done, ★1, security:PASS) - [News Sentiment Trends MCP](https://github.com/trendsmcp-ai/news-sentiment-mcp): News sentiment scores over time, with growth for any topic. Free key at trendsmcp.ai (by trendsmcp-ai, ★1, security:PASS) - [Reddit Trends MCP](https://github.com/trendsmcp-ai/reddit-trends-mcp): Reddit trend data over time, with growth for any topic or brand. Free key at trendsmcp.ai (by trendsmcp-ai, ★1, security:PASS) - [Steam Trends MCP](https://github.com/trendsmcp-ai/steam-trends-mcp): Steam concurrent players by game over time, monthly trends and growth. Free key at trendsmcp.ai (by trendsmcp-ai, ★1, security:PASS) - [TikTok Trends MCP](https://github.com/trendsmcp-ai/tiktok-trends-mcp): TikTok hashtag volume over time, with growth for any hashtag. Free key at trendsmcp.ai (by trendsmcp-ai, ★1, security:PASS) - [WebUplink](https://github.com/webuplink-dev/webuplink-mcp): Give any MCP client the ability to browse and interact with the web via WebUplink. (by webuplink-dev, ★1, security:PASS) - [sublime](https://github.com/sublime-co/skills): Crie, avalie, calibre e publique agentes procedurais confiáveis em produção na Sublime. (by sublime-co, ★1, security:PASS) - [Agency AI – Meta & Google Ads Automation](https://github.com/agency-ai-dev/agency-ai-mcp): Create, launch, and manage Meta + Google ads from Claude and ChatGPT. (by agency-ai-dev, ★1, security:PASS) - [Scope (AEC) - Preview](https://github.com/scope-bid/scope-mcp): AEC subcontractor vendor procurement plumbing layer. Preview - V3 launches 2027. (by scope-bid, ★1, security:PASS) - [OBTO](https://github.com/obto-inc/platform): Your AI builds, deploys, and runs full-stack apps on a hosted workspace created at first sign-in. (by obto-inc, ★1, security:PASS) - [Docusign Navigator](https://github.com/thisdot/docusign-navigator-mcp): Secure Docusign Navigator integration for AI assistants to access and analyze agreement data. (by thisdot, ★1, security:PASS) - [AGT agent names](https://github.com/agtnames/agt/tree/main/packages/mcp): Resolve, verify and discover .agt agent names: owner, records, signed manifest, endpoints. (by agtnames, ★1, security:PASS) - [Contracko](https://github.com/contracko/contracko-skills): Import, review and track renewals on your business contracts from your AI assistant. (by contracko, ★1, security:PASS) - [Cosmic](https://github.com/cosmicjs/mcp): Manage Cosmic CMS content, media, object types, and AI generation from any MCP client. (by cosmicjs, ★1, security:PASS) - [Economy Intel MCP](https://github.com/datakoot/economy-intel-mcp): Macro data for AI agents: GDP, inflation, unemployment and more (World Bank, US BLS). No keys. (by datakoot, ★1, security:PASS) - [Offers MCP](https://github.com/dexterworks/offers-mcp): Deep purchase intelligence for agents and apps: live prices, landed cost, trust scores. Free. (by dexterworks, ★1, security:PASS) - [DialMCP](https://github.com/SkillfulAgents/dialmcp-connector): Let AI agents place real phone calls from your verified number, with transcripts and recordings. (by SkillfulAgents, ★1, security:PASS) - [JobMojito](https://github.com/JobMojito/mcp): Run AI interviews, simulated personas and coaching sessions on JobMojito. (by JobMojito, ★1, security:PASS) - [Meertrack](https://github.com/meertrack/meertrack-mcp): Competitive intelligence - track what competitors ship each week. 8 tools, 3 prompt workflows. (by meertrack, ★1, security:PASS) - [Options Analysis Suite](https://github.com/Options-Analysis-Suite/options-analysis-suite-mcp): Options analytics: 17 pricing models, 17 Greeks, GEX, IV, 23 screeners, unusual, dark pool, max pain (by Options-Analysis-Suite, ★1, security:PASS) - [RightAIChoice — verified AI tool data](https://github.com/right-ai-choice/mcp-server): Verified data on 8,000+ AI tools: live status, pricing, sentiment, alternatives. Free, read-only. (by right-ai-choice, ★1, security:PASS) - [mcp](https://github.com/Sequentum/sequentum-mcp): Turn the web into structured, reliable, actionable enterprise data for AI Agents (by Sequentum, ★1, security:PASS) - [Servicialo MCP Server](https://github.com/servicialo/mcp-server/tree/main/packages/mcp-server): Open protocol for booking and scheduling professional services via AI agents (by servicialo, ★1, security:PASS) - [Tulimoa](https://github.com/Tulimoa/tulimoa-mcp): Find curated AI and MCP tools in the Tulimoa directory; submit yours free with a badge or for $5. (by Tulimoa, ★1, security:PASS) - [x402receipts](https://github.com/x402receipts/x402receipts): Record x402 agent purchases as reconciled, auditable receipts; verify any receipt on the ledger. (by x402receipts, ★1, security:PASS) - [AdCrunch](https://github.com/adcrunchdev/mcp): Ask AI about your ads — query Meta, TikTok, and Google Ads performance in natural language. (by adcrunchdev, ★1, security:PASS) - [Astrocal](https://github.com/astrocal-dev/mcp-server): AI-native scheduling: check availability, book meetings, cancel and reschedule via MCP (by astrocal-dev, ★1, security:PASS) - [Sprites MCP Server](https://github.com/superfly/sprites-mcp): Manage Sprites: sandboxed compute environments with exec, services, and checkpoints. (by superfly, ★1, security:PASS) - [nu:legal Deutsches Recht](https://github.com/nulegal-startup/recht-mcp): German federal and Land statutes plus court decisions for agents. Keyless, read-only, CC BY 4.0. (by nulegal-startup, ★1, security:PASS) - [Arcaeon](https://github.com/Arcaeon-io/arcaeon): A record of what an agent did that the agent cannot quietly rewrite, and a way for anyone to check. (by Arcaeon-io, ★1, security:PASS) - [AsterPay — EUR Settlement for AI Agents](https://github.com/AsterPay/erc8183-kya-hook/tree/main/mcp-server): EUR settlement + trust for AI agent commerce: budgets, KYA, merchant discovery. 22 tools. (by AsterPay, ★1, security:PASS) - [agent-graph-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/agent-graph-auditor): Finds transitive excessive agency across LangGraph/CrewAI/AutoGen orchestration graphs (by GuardBee, ★1, security:PASS) - [llm-redteam](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/llm-redteam): Active jailbreak/extraction/obfuscation red-teaming for live LLM endpoints (by GuardBee, ★1, security:PASS) - [model-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/model-scanner): Scans ML model files (PyTorch, safetensors, Keras, ONNX) for supply-chain risks (by GuardBee, ★1, security:PASS) - [prompt-leak-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/prompt-leak-scanner): Catches leaked credentials and PII in outbound LLM prompts (by GuardBee, ★1, security:PASS) - [agent-tools (x402 + MCP + A2A directory)](https://github.com/AgentTools-Cloud/AgentToolsCollection): Discover x402 services, MCP servers and A2A agents by intent — agent-tools.cloud directory. (by AgentTools-Cloud, ★1, security:PASS) - [elementor-ultra-mcp](https://github.com/Algorismus-io/elementor-ultra-mcp): Build Elementor sites with AI agents - native, editable pages via ~90 MCP tools. Free & MIT. (by Algorismus-io, ★1, security:PASS) - [Anteos Health — Medical Appointment Booking](https://github.com/Anteos-Health/anteos-mcp): Book medical appointments with French doctors by specialty and city via AI agents. (by Anteos-Health, ★1, security:PASS) - [argo-mcp](https://github.com/Argo-RPG-Platform/MCP): MCP server for Argo RPG Platform — connects AI assistants to campaign data via OAuth2 (by Argo-RPG-Platform, ★1, security:PASS) - [Cloaked Agent](https://github.com/CloakedAgent/cloaked/tree/main/sdk): Trustless spending accounts for AI agents on Solana with on-chain enforced limits. (by CloakedAgent, ★1, security:PASS) - [dingdawg-compliance](https://github.com/dingdawg/dingdawg-compliance): EU AI Act + Colorado AI Act compliance scoring. 87/100 in 60 seconds. Free local scan. (by dingdawg, ★1, security:PASS) - [Easy8](https://github.com/Easy8com/easy8-mcp): Connect AI assistants to Easy8 — read and update projects, issues, and comments. (by Easy8com, ★1, security:PASS) - [foodblock-mcp](https://github.com/FoodXDevelopment/FoodBlock): Food data tools for any AI agent. Describe food in English, get structured data back. (by FoodXDevelopment, ★1, security:PASS) - [GoHumanize Open Humanizer](https://github.com/GoHumanize-ai/gohumanize-open-humanizer-mcp): Rewrite AI-styled text into natural writing with a fine-tune model. (by GoHumanize-ai, ★1, security:PASS) - [powershell-mcp](https://github.com/IMRRD/powershell-mcp): Headless Windows ops over MCP: hidden PowerShell plus in-process SSH, WinRM and SFTP. (by IMRRD, ★1, security:PASS) - [Workflow](https://github.com/TinyAssets/TinyAssets): Create, browse, remix, collaborate on, and run durable AI workflow nodes from MCP hosts. (by TinyAssets, ★1, security:PASS) - [KitchenSink4XL](https://github.com/KitchenSink4AI/KitchenSink4XL): Excel (.xlsx) MCP server: calculated/cached/missing labels on every value, formulas, verified writes (by KitchenSink4AI, ★1, security:PASS) - [Kochava for Advertisers — Official MCP Server](https://github.com/Kochava/kochava-k4a-mcp-server): No account needed — connect, sign up, and query mobile attribution data from any AI tool (by Kochava, ★1, security:PASS) - [Krystal Voice Caller](https://github.com/KrystalUnity/kvc-mcp): Drive a Krystal Voice Caller tenant from Claude, Cursor, or any MCP-aware agent. (by KrystalUnity, ★1, security:PASS) - [LienDeadline](https://github.com/LienDeadline/liendeadline-mcp): US mechanics lien and preliminary notice deadlines for construction suppliers, with statute sources. (by LienDeadline, ★1, security:PASS) - [heu-mcp](https://github.com/heulegal/heu-mcp): HEU Legal e-signature MCP: manage HEU documents and PDFs, prompt signers, download PDFs. (by heulegal, ★1, security:PASS) - [modelglass](https://github.com/Modelglass/modelglass-vscode): Sourced AI-model pricing and capability data — compare and route to the cheapest capable model. (by Modelglass, ★1, security:PASS) - [Sentor](https://github.com/NIKX-Tech/sentor-mcp): Score sentiment toward specific entities in text. Cluster documents and name topics. (by NIKX-Tech, ★1, security:PASS) - [macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp): Fueling & recovery decision engine combining MacroFactor nutrition with Garmin training data (by NasserAlbusaidi, ★1, security:PASS) - [NomaCMS MCP Server](https://github.com/NomaCMS/nomacms-mcp-server): MCP server for NomaCMS. Manage collections, fields, content, assets, and webhooks via AI agents. (by NomaCMS, ★1, security:PASS) - [mcp](https://github.com/Postcept/mcp): Verify agent actions against the system of record and get signed completion receipts. (by Postcept, ★1, security:PASS) - [hivemind](https://github.com/QuantuLabs/Hivemind): Query multiple AI models (OpenAI, Anthropic, Google) for consensus responses. (by QuantuLabs, ★1, security:PASS) - [n8n MCP Server](https://github.com/NexTools-Solutions/mcp-n8n): The most complete MCP server for n8n — 43 tools for workflows, data tables, and more. (by NexTools-Solutions, ★1, security:PASS) - [REGON (Polish business register)](https://github.com/SmartMobileHouse/regon-mcp): Look up Polish businesses in the GUS REGON register (BIR1) by NIP, REGON, or KRS. (by SmartMobileHouse, ★1, security:PASS) - [Stoory Hire Specialist](https://github.com/StooryGitServer/stoory-mcp-server): Find and hire a human specialist from the Stoory marketplace, right from chat. (by StooryGitServer, ★1, security:PASS) - [Inforcer](https://github.com/WYRE-AI/inforcer-mcp): Read-only MCP server for Inforcer M365 baseline governance, plus assessment and report runs. (by WYRE-AI, ★1, security:PASS) - [Cisco Meraki](https://github.com/WYRE-AI/meraki-mcp): MCP server for the Cisco Meraki Dashboard: networks, devices, wireless, switch, appliance. (by WYRE-AI, ★1, security:PASS) - [XRPName](https://github.com/XRPDomains/xrpname-mcp-server): XRPL domains for AI agents — availability, pricing, profiles, portfolio, and register links. (by XRPDomains, ★1, security:PASS) - [A2AL Daemon](https://github.com/a2al/A2AL): Makes any AI agent globally reachable and discoverable—no cloud, domain, or port forwarding needed. (by a2al, ★1, security:PASS) - [impact-preview](https://github.com/agent-polis/impact-preview): Impact preview for AI agents - see what changes before any action executes. (by agent-polis, ★1, security:PASS) - [AI Process Manager (AIPM)](https://github.com/aipm-engine/AIPM): Structured Windows state for AI agents: processes, windows, UI trees. No screenshots. (by aipm-engine, ★1, security:PASS) - [mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr): MCP server for Russian Rosreestr cadastral data: lookup by number, address or coordinates. (by atomno-mcp, ★1, security:PASS) - [falzmarke](https://github.com/blitzsicht/falzmarke): Geschäftspost nach DIN 5008 aus Markdown — Brief und E-Mail, am fertigen Dokument nachgemessen. (by blitzsicht, ★1, security:PASS) - [Bilt](https://github.com/buildingapplications/mcp): AI agents autonomously build and deploy mobile apps through natural language workflows (by buildingapplications, ★1, security:PASS) - [Oi](https://github.com/carhaix/oi-mcp): Access Oi Contexts, Workflows, Skills, Guardrails, Connections, and reporting tools. (by carhaix, ★1, security:PASS) - [Clay Seal](https://github.com/clayseal/clayseal-capabilities): Authorizes MCP tool calls against a session policy, not one call at a time. (by clayseal, ★1, security:PASS) - [commit-check MCP](https://github.com/commit-check/commit-check-mcp): Validate commit messages, branch names, author info, push safety, and repo state. (by commit-check, ★1, security:PASS) - [Apple Podcasts MCP Server](https://github.com/conorbronsdon/apple-podcasts-mcp): Apple Podcasts Connect owner analytics over Reporter: plays, followers, episodes. Read-only. (by conorbronsdon, ★1, security:PASS) - [cQnce MCP](https://github.com/cqnce-app/cqnce-mcp): Add human approval to AI agent workflows through cQnce authorization tools. (by cqnce-app, ★1, security:PASS) - [craftbag](https://github.com/craftbag/craftbag): MCP server to list, load, explain, and validate Agent Skills. (by craftbag, ★1, security:PASS) - [Dazzle](https://github.com/dazzle-labs/cli): Cloud stages for AI agents and live streaming. Create, manage, and broadcast content. (by dazzle-labs, ★1, security:PASS) - [dingdawg-governance](https://github.com/dingdawg/dingdawg-governance): Universal governance layer for AI agents. MCP-native, fail-closed, audit proofs and rollback. (by dingdawg, ★1, security:PASS) - [asktian](https://github.com/douglasgan/asktian-mcp): Chinese metaphysics (bazi, qimen, 5-element) as decision-support tools for AI agents. (by douglasgan, ★1, security:PASS) - [DocuQueue MCP](https://github.com/docuqueue/docuqueue-mcp): Generate PDFs from templates via AI chat. Works with Claude, ChatGPT, Cursor, and any MCP client. (by docuqueue, ★1, security:PASS) - [ecardwidget-mcp](https://github.com/eCardWidget/ecardwidget-mcp): Send eCards, run bulk campaigns, and automate recurring cards from your AI assistant. (by eCardWidget, ★1, security:PASS) - [filesystem](https://github.com/fieldcure/fieldcure-mcp-filesystem): Secure MCP server for sandboxed filesystem operations with document parsing support. (by fieldcure, ★1, security:PASS) - [aso-score-mcp](https://github.com/forgemeshlabs/aso-score-mcp): ASO Score MCP — the free ASO Score scanner as an MCP server. Measures your ASO Score (Agent. (by forgemeshlabs, ★1, security:PASS) - [Intentions MCP Server](https://github.com/intentions-me/intentions-mcp): Personalized timing intelligence for AI agents — ask 'should I do X on this date?' (by intentions-me, ★1, security:PASS) - [mcp-server](https://github.com/itsconvo/mcp-server): Access your Convo meetings, transcripts, summaries, and action items from any AI assistant. (by itsconvo, ★1, security:PASS) - [tokencost-dev](https://github.com/atriumn/tokencost-dev): LLM pricing oracle — model lookup, cost estimation, and comparison via LiteLLM (by atriumn, ★1, security:PASS) - [A11Y Toolkit](https://github.com/kinti/a11y-toolkit): The accessibility layer for AI coding agents: audit, fix, document and watch - WCAG 2.2. (by kinti, ★1, security:PASS) - [Kleap](https://github.com/kleaphq/cli): Build, edit, publish, and manage websites and web apps with Kleap hosting, domains, and analytics. (by kleaphq, ★1, security:PASS) - [br-eli-mcp](https://github.com/matematicsolutions/br-eli-mcp): MCP server for Brazilian federal law: legislation, DataJud, STJ, CARF, TST, TCU citations. (by matematicsolutions, ★1, security:PASS) - [cz-eli-mcp](https://github.com/matematicsolutions/cz-eli-mcp): MCP server for Czech legislation (e-Sbirka SPARQL) with ELI and verifiable citations. (by matematicsolutions, ★1, security:PASS) - [ie-eli-mcp](https://github.com/matematicsolutions/ie-eli-mcp): MCP server for the Irish Statute Book: acts and SIs with verifiable ELI citations. (by matematicsolutions, ★1, security:PASS) - [il-eli-mcp](https://github.com/matematicsolutions/il-eli-mcp): MCP server for Israeli law: Knesset legislation and case law, verifiable citations. (by matematicsolutions, ★1, security:PASS) - [lu-eli-mcp](https://github.com/matematicsolutions/lu-eli-mcp): MCP server for Luxembourg Legilux: ELI-native legislation and Akoma Ntoso with citations. (by matematicsolutions, ★1, security:PASS) - [mcp-eu-compliance](https://github.com/matematicsolutions/mcp-eu-compliance): Offline MCP server: EU digital/data/cyber compliance full text (14 regs), verbatim + citations. (by matematicsolutions, ★1, security:PASS) - [nl-eli-mcp](https://github.com/matematicsolutions/nl-eli-mcp): MCP server for Dutch consolidated legislation (BWB via KOOP SRU) with verifiable citations. (by matematicsolutions, ★1, security:PASS) - [sk-eli-mcp](https://github.com/matematicsolutions/sk-eli-mcp): MCP server for Slovak legislation (Slov-lex) with ELI and verifiable citations. (by matematicsolutions, ★1, security:PASS) - [Is It Trust Ready — agent-trust-readiness scanner](https://github.com/mnemom/mcp): Scan any website or MCP server for agent-trust-readiness; returns a signed, verifiable scorecard. (by mnemom, ★1, security:PASS) - [nanoodle](https://github.com/nanoodlecom/nanoodle-mcp): Your saved nanoodle workflow graphs as MCP tools — BYOK or pay per call in Nano (x402) (by nanoodlecom, ★1, security:PASS) - [Oakallow](https://github.com/oakallow/oakallow-mcp): Runtime permission, approval, and audit layer for AI agent tool execution. (by oakallow, ★1, security:PASS) - [filevine-mcp](https://github.com/oktopeak/filevine-mcp): Open-source MCP server connecting Claude to Filevine practice management. Built by Oktopeak. (by oktopeak, ★1, security:PASS) - [OutcomeCI](https://github.com/outcomeci/mcp-server): Create, validate, and manage agent-powered workflows with OutcomeCI. (by outcomeci, ★1, security:PASS) - [PageGuard MCP](https://github.com/pageguard/pageguard-mcp): Privacy compliance scanning for AI coding tools. Detects tracking tech, cookies, and data gaps. (by pageguard, ★1, security:PASS) - [petal-components-mcp](https://github.com/petalframework/petal-components-mcp): Phoenix LiveView component schemas from petal_components, exposed to AI coding assistants. (by petalframework, ★1, security:PASS) - [pilot-mcp](https://github.com/pilot-protocol/pilot-mcp): Your agent's overlay network. 435 specialist agents + P2P A2A messaging on a 190k-node network. (by pilot-protocol, ★1, security:PASS) - [Abs Loan Level](https://github.com/pipeworx-io/mcp-abs-loan-level): ABS-EE (Reg AB II) trust-level rollups — auto loan / auto lease (by pipeworx-io, ★1, security:PASS) - [Alphafold](https://github.com/pipeworx-io/mcp-alphafold): AlphaFold DB MCP — predicted protein structures. (by pipeworx-io, ★1, security:PASS) - [Bhagavad Gita](https://github.com/pipeworx-io/mcp-bhagavad-gita): Bhagavad Gita MCP — Hindu scripture / Vedic text. (by pipeworx-io, ★1, security:PASS) - [Bis](https://github.com/pipeworx-io/mcp-bis): BIS MCP — Bank for International Settlements statistics (no auth) (by pipeworx-io, ★1, security:PASS) - [Canada Tenders](https://github.com/pipeworx-io/mcp-canada-tenders): Canada Government Procurement MCP — CanadaBuys open data (keyless). (by pipeworx-io, ★1, security:PASS) - [Cftc Cot](https://github.com/pipeworx-io/mcp-cftc-cot): CFTC Commitment of Traders (COT) MCP. (by pipeworx-io, ★1, security:PASS) - [Clevelandart](https://github.com/pipeworx-io/mcp-clevelandart): Cleveland Museum of Art Open Access MCP. (by pipeworx-io, ★1, security:PASS) - [Cms](https://github.com/pipeworx-io/mcp-cms): CMS Open Data MCP — US Centers for Medicare & Medicaid Services. (by pipeworx-io, ★1, security:PASS) - [Data Nl](https://github.com/pipeworx-io/mcp-data-nl): Netherlands Open Data (data.overheid.nl/data) CKAN MCP. (by pipeworx-io, ★1, security:PASS) - [Data Ny](https://github.com/pipeworx-io/mcp-data-ny): data.ny.gov Socrata MCP. (by pipeworx-io, ★1, security:PASS) - [Dataverse Harvard](https://github.com/pipeworx-io/mcp-dataverse-harvard): Harvard Dataverse MCP. (by pipeworx-io, ★1, security:PASS) - [Dbpedia](https://github.com/pipeworx-io/mcp-dbpedia): DBpedia MCP — SPARQL + Lookup over Wikipedia-derived structured data (by pipeworx-io, ★1, security:PASS) - [Dexscreener](https://github.com/pipeworx-io/mcp-dexscreener): DEX Screener MCP — DEX price/liquidity/volume data (by pipeworx-io, ★1, security:PASS) - [Edmtrain](https://github.com/pipeworx-io/mcp-edmtrain): EDMtrain MCP. (by pipeworx-io, ★1, security:PASS) - [Emdb](https://github.com/pipeworx-io/mcp-emdb): EMDB (EBI Electron Microscopy Data Bank) MCP — keyless. (by pipeworx-io, ★1, security:PASS) - [Fcc Regulations](https://github.com/pipeworx-io/mcp-fcc-regulations): FCC Regulations MCP — US Federal Communications Commission rules (47 CFR). (by pipeworx-io, ★1, security:PASS) - [Google Books](https://github.com/pipeworx-io/mcp-google-books): Google Books MCP (by pipeworx-io, ★1, security:PASS) - [Gov Auctions](https://github.com/pipeworx-io/mcp-gov-auctions): Government Auctions MCP — physical-asset auctions (surplus, seized, forfeited, (by pipeworx-io, ★1, security:PASS) - [Gov Bids](https://github.com/pipeworx-io/mcp-gov-bids): Gov Bids MCP — open & historical US government bid solicitations (Wave 4b, hosted). (by pipeworx-io, ★1, security:PASS) - [Grants Gov](https://github.com/pipeworx-io/mcp-grants-gov): Grants.gov MCP — open federal grant opportunities (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Hmda](https://github.com/pipeworx-io/mcp-hmda): HMDA — every US mortgage application at loan level (CFPB / FFIEC). (by pipeworx-io, ★1, security:PASS) - [Imdb](https://github.com/pipeworx-io/mcp-imdb): IMDB MCP — title metadata, ratings, episodes, and crew from IMDB's (by pipeworx-io, ★1, security:PASS) - [Intrinio](https://github.com/pipeworx-io/mcp-intrinio): Intrinio MCP — premium financial data (intrinio.com) (by pipeworx-io, ★1, security:PASS) - [Itis](https://github.com/pipeworx-io/mcp-itis): ITIS (Integrated Taxonomic Information System) MCP. (by pipeworx-io, ★1, security:PASS) - [Jersey Opendata](https://github.com/pipeworx-io/mcp-jersey-opendata): Jersey Open Data MCP — opendata.gov.je, the official statistics / open-data (by pipeworx-io, ★1, security:PASS) - [Kraken](https://github.com/pipeworx-io/mcp-kraken): Kraken MCP (public endpoints). (by pipeworx-io, ★1, security:PASS) - [Last Fm](https://github.com/pipeworx-io/mcp-last-fm): Last.fm MCP. (by pipeworx-io, ★1, security:PASS) - [Lens Org](https://github.com/pipeworx-io/mcp-lens-org): Lens.org MCP — patent + scholarly platform. (by pipeworx-io, ★1, security:PASS) - [Listenbrainz](https://github.com/pipeworx-io/mcp-listenbrainz): ListenBrainz MCP. (by pipeworx-io, ★1, security:PASS) - [Lobsters](https://github.com/pipeworx-io/mcp-lobsters): Lobsters MCP — stories and discussions from lobste.rs (by pipeworx-io, ★1, security:PASS) - [Metmuseum](https://github.com/pipeworx-io/mcp-metmuseum): The Metropolitan Museum of Art Collection MCP. (by pipeworx-io, ★1, security:PASS) - [Nansen](https://github.com/pipeworx-io/mcp-nansen): Nansen Smart Money MCP — on-chain smart-money labels & flows (nansen.ai) (by pipeworx-io, ★1, security:PASS) - [Nyc Animals](https://github.com/pipeworx-io/mcp-nyc-animals): NYC Animals MCP — dog licensing and dog-bite records for New York City (by pipeworx-io, ★1, security:PASS) - [Nypl](https://github.com/pipeworx-io/mcp-nypl): NYPL Digital Collections MCP. (by pipeworx-io, ★1, security:PASS) - [Opentopography](https://github.com/pipeworx-io/mcp-opentopography): OpenTopography MCP. (by pipeworx-io, ★1, security:PASS) - [Owid](https://github.com/pipeworx-io/mcp-owid): OWID MCP — Our World in Data chart/indicator access (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Samgov](https://github.com/pipeworx-io/mcp-samgov): SAM.gov MCP — Federal contract opportunities and entity registration data (by pipeworx-io, ★1, security:PASS) - [Social Signal](https://github.com/pipeworx-io/mcp-social-signal): Social Signal — post-VOLUME TIME SERIES across the open social networks that (by pipeworx-io, ★1, security:PASS) - [Stat Ee](https://github.com/pipeworx-io/mcp-stat-ee): Statistics Estonia (andmed.stat.ee) PxWeb MCP. Keyless. (by pipeworx-io, ★1, security:PASS) - [Ted Eu](https://github.com/pipeworx-io/mcp-ted-eu): TED MCP — Tenders Electronic Daily (EU public procurement) (by pipeworx-io, ★1, security:PASS) - [Ticketmaster](https://github.com/pipeworx-io/mcp-ticketmaster): Ticketmaster Discovery v2 MCP. (by pipeworx-io, ★1, security:PASS) - [Veterinary Fda](https://github.com/pipeworx-io/mcp-veterinary-fda): Veterinary FDA MCP — openFDA Animal & Veterinary adverse events, pet/animal (by pipeworx-io, ★1, security:PASS) - [Wikidata Sparql](https://github.com/pipeworx-io/mcp-wikidata-sparql): Wikidata SPARQL MCP — Wikidata Query Service (by pipeworx-io, ★1, security:PASS) - [whale-data-mcp](https://github.com/predgeAI/whale-data-mcp): Signed settled outcomes (Polymarket, sports, Kalshi) + whale signals as agent tools, paid via x402. (by predgeAI, ★1, security:PASS) - [putput-mcp](https://github.com/putput-io/mcp): File uploads for AI agents. Upload, list, and manage files. No signup required. (by putput-io, ★1, security:PASS) - [sota-mcp](https://github.com/qso-graph/sota-mcp): Summits on the Air MCP server. Summit lookup, spots, alerts, nearby summits. (by qso-graph, ★1, security:PASS) - [RaceHooks](https://github.com/racehooks/racehooks-mcp): F1 race analytics & live timing for AI assistants — webhooks, results, and race simulations. (by racehooks, ★1, security:PASS) - [mcp-server](https://github.com/retain-so/mcp-server): Model Context Protocol server for Retain: let AI agents query churn risk and act on retention. (by retain-so, ★1, security:PASS) - [Robot Speed](https://github.com/robot-speed/mcp): SEO tools for AI agents: audits, Core Web Vitals, keywords, AI visibility, traffic, backlinks. (by robot-speed, ★1, security:PASS) - [letmepost](https://github.com/letmepost/letmepost.dev/tree/main/apps/mcp): MCP server for letmepost.dev. Publish across 8 social platforms from any agent. (by letmepost, ★1, security:PASS) - [nanmesh-mcp](https://github.com/NaNMesh/nanmesh-mcp): 12 tools that let AI agents check trust scores and reviews before recommending any software tool. (by NaNMesh, ★1, security:PASS) - [sheetrender-mcp](https://github.com/sheetrender/sheetrender-mcp): Render PDFs from templates and spreadsheet data via SheetRender, locally or at mcp.sheetrender.com (by sheetrender, ★1, security:PASS) - [flashalpha](https://github.com/FlashAlpha-lab/flashalpha-mcp): Real-time & historical options analytics: GEX, dealer positioning, vol, VRP, 0DTE, CME futures (by FlashAlpha-lab, ★1, security:PASS) - [mlflow](https://github.com/us-all/mlflow-mcp-server): MLflow MCP — experiments, runs, registered models, versions, traces, assessments (MLflow 3) (by us-all, ★1, security:PASS) - [MCP Pirsch](https://github.com/verygoodplugins/mcp-pirsch): Pirsch Analytics with natural language queries and trend analysis (by verygoodplugins, ★1, security:PASS) - [Front MCP](https://github.com/wearehoust/front-mcp): MCP server for Front: conversations, contacts, messages, tags, and inbox workflows. (by wearehoust, ★1, security:PASS) - [Movi MCP v1](https://github.com/xiaojiou176-open/fileman): Review-first stdio MCP for Movi: analyze, review, overlay edit, and dry-run preview. (by xiaojiou176-open, ★1, security:PASS) - [xplainable-mcp-server](https://github.com/xplainable/xplainable-mcp-server): Train, explain, optimise and deploy transparent glass-box ML models via workflow tools. (by xplainable, ★1, security:PASS) - [promptlike-mcp](https://github.com/zeynepaslierhann/promptlike-plugin): Your PromptLikeEngineer prompt library as MCP tools, slash prompts and resources. Add-only saves. (by zeynepaslierhann, ★1, security:PASS) - [Keypup Engineering Analytics](https://github.com/keypup-io/engineering-analytics-mcp-server): Generate answers & visualizations from your engineering data to track software development health. (by keypup-io, ★1, security:PASS) - [K01 Synthetic Health Data](https://github.com/K01labs/k01-mcp-server): Privacy-preserving synthetic health data generation. FHIR R4/R5 compliant. (by K01labs, ★1, security:PASS) - [Currency Exchange](https://github.com/Publifye/mcp/tree/main/services/currency): Norges Bank exchange rates for AI: 38 currencies against NOK since ~1980, plus buying power (by Publifye, ★1, security:PASS) - [Doksi](https://github.com/Publifye/mcp/tree/main/services/doksi): Professional PDFs for AI: letters, agreements, agendas, checklists — signatures by link or QR (by Publifye, ★1, security:PASS) - [Junifye](https://github.com/Publifye/mcp/tree/main/services/junifye): Write books, studies & commentaries with your AI — EPUB, print-ready PDF, web reader, ISBN, RTL (by Publifye, ★1, security:PASS) - [Lexar](https://github.com/Publifye/mcp/tree/main/services/lexar): Norwegian law for AI: current statutes and central regulations from Lovdata, with source citations (by Publifye, ★1, security:PASS) - [Lexifye](https://github.com/Publifye/mcp/tree/main/services/lexifye): Build dictionaries & glossaries with AI: entries, senses, versions, print PDF, EPUB, web reader, RTL (by Publifye, ★1, security:PASS) - [Timely](https://github.com/Publifye/mcp/tree/main/services/timely): Meeting programmes for AI: drafted by your assistant, approved by a person, published as PDF and web (by Publifye, ★1, security:PASS) - [Vitae](https://github.com/Publifye/mcp/tree/main/services/vitae): Your CV as a document you own, edited by your AI assistant, in several languages, as a typeset PDF (by Publifye, ★1, security:PASS) - [Upstream.so](https://github.com/upstream-so/upstream-mcp): Manage 24/7 live streams, media, playback queues, schedules, and multistreaming from AI assistants. (by upstream-so, ★1, security:PASS) - [ai-tool-optimizer](https://github.com/TollboothLabs/ai-tool-optimizer): Reduce MCP tool description token costs through text schema distillation. (by TollboothLabs, ★1, security:PASS) - [AIm Workout Journal](https://github.com/persistmcp/aim): Chat forgets your workouts. AIm remembers them for Claude and ChatGPT: sets, weights, 1RM, volume. (by persistmcp, ★0, security:PASS) - [Frantic](https://github.com/gofrantic/frantic-mcp): A public bounty board where AI agents do paid work. USDC on Base, paid on accepted delivery. (by gofrantic, ★0, security:PASS) - [drawing-converter](https://github.com/imnoo-team/drawing-converter-mcp): Metric ⇄ imperial for technical drawings: dimensions, tolerances, ISO fits, threads, roughness. (by imnoo-team, ★0, security:PASS) - [Quality Control Plan Generator](https://github.com/imnoo-team/quality-control-plan-mcp): Quality control plans from drawing PDFs: auto-extracted tolerances, balloons, Excel + PDF reports. (by imnoo-team, ★0, security:PASS) - [Partelisto](https://github.com/TargetGrps/partelisto-mcp): Guest check-in, SES.HOSPEDAJES status, and booking creation for Spanish vacation rentals. No PII. (by TargetGrps, ★0, security:PASS) - [mcp-newbuild](https://github.com/atomno-mcp/mcp-newbuild): New-build MCP on the client's EISZHS contract. Spec is closed. (by atomno-mcp, ★0, security:PASS) - [EasyAccessPDF](https://github.com/luotwo/easyaccesspdf-mcp): PDF accessibility checks (veraPDF PDF/UA-1), auto-fix and Markdown conversion. EU-hosted. (by luotwo, ★0, security:PASS) - [garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp): Turn plain language into real workouts on your Garmin watch: pace, HR, power, intervals, swim sets. (by slaat, ★0, security:PASS) - [directus-mcp-server](https://github.com/staminna/mcp-server-claude): MCP server for Directus 12 — items, collections, files, flows, users, and schema tools (by staminna, ★0, security:PASS) ## Aggregators & Gateways - [pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy): Proxy combining multiple MCP servers into one interface, with discovery and management of tools, prompts, resources and templates plus a debugging playground. (by VeriTeknik, ★135, security:PASS) - [MCPDiscovery](https://github.com/particlefuture/1mcpserver): Automatically discover and configure MCP servers on your local machine. (by particlefuture, ★53, security:PASS) - [One](https://github.com/withoneai/mcp): Find, document and execute authenticated API calls across 700+ apps via one MCP server (by withoneai, ★11, security:PASS) - [DevHub](https://github.com/devhub/devhub-cms-mcp): Manage and utilize website content within the DevHub CMS platform (by devhub, ★9, security:REVIEW) - [Nimbus](https://github.com/nimbus-agent/Nimbus): Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics. (by nimbus-agent, ★6, security:PASS) - [swarmwage](https://github.com/Swarmwage/swarmwage/tree/main/packages/mcp-server): Hire and pay specialized AI agents in USDC on Base. Open MCP protocol above x402. (by Swarmwage, ★3, security:PASS) - [MIRASTACK Redfish MCP Server](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp): Governed MCP server for DMTF Redfish BMCs. Read-only by default; writes are opt-in and dry-run. (by mirastacklabs-ai, ★1, security:PASS) - [mcp-server](https://github.com/forcedreamai/forcedream-mcp): Discover, invoke, and trustlessly verify ForceDream AI agents with cryptographic proofs. 17 tools. (by forcedreamai, ★1, security:PASS) - [AnyAPI](https://github.com/getanyapi-com/mcp): Hundreds of scraping & data APIs through one key. USD pay-per-request, normalized schemas, failover. (by getanyapi-com, ★1, security:PASS) - [MCP Queen](https://github.com/mcpqueen/mcpqueen): The evidence layer for MCP: live operational grades plus Trust Receipts for every registry server. (by mcpqueen, ★0, security:PASS) - [AIsa-mcp-server](https://github.com/AIsa-public/AIsa-mcp-server): Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps. (by AIsa-public, ★0, security:PASS) - [releases](https://github.com/Proofpane/releases): MCP governance proxy: allow, deny or human-approval policy gates, DLP redaction and cost caps, with tool calls recorded to a hash-chained, signed audit log. (by Proofpane, ★0, security:PASS) - [OpenWork MCP Gateway](https://github.com/different-ai/openwork/tree/dev/ee/apps/den-api): Your OpenWork org's skills, plugins, workflows, and connections through one OAuth MCP URL. (by different-ai, ★23871, security:PASS) - [basebalance.cloud — x402 RPC & MCP gateway](https://github.com/Conway-Research/automaton): USDC-gated Base JSON-RPC: free 10 req/min, $0.50 per 10k. Failover, cache, /mcp, ledger. (by Conway-Research, ★6987, security:PASS) - [metatool-app](https://github.com/metatool-ai/metamcp): MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI. (by metatool-ai, ★2692, security:PASS) - [anyquery](https://github.com/julien040/anyquery): Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases. (by julien040, ★1782, security:PASS) - [GoModel](https://github.com/ENTERPILOT/GoModel): Self-hosted gateway aggregating upstream MCP servers behind one authenticated HTTP endpoint. (by ENTERPILOT, ★1215, security:PASS) - [opentabs](https://github.com/opentabs-dev/opentabs): Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK. (by opentabs-dev, ★966, security:PASS) - [AnythingMCP](https://github.com/HelpCode-ai/anythingmcp): Any REST/SOAP/GraphQL/OData/SQL API as MCP tools for Claude & ChatGPT. 262 connectors: SAP, ERP. (by HelpCode-ai, ★939, security:PASS) - [agent](https://github.com/1mcp-app/agent): Aggregates multiple MCP servers into one unified server. (by 1mcp-app, ★512, security:PASS) - [lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx): MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking. (by TheLunarCompany, ★504, security:PASS) - [claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp): Search and use Claude Agent Skills from any model or client as if natively supported. (by K-Dense-AI, ★407, security:PASS) - [PlanExe](https://github.com/PlanExeOrg/PlanExe): MCP server for generating rough-draft project plans from natural-language prompts. (by PlanExeOrg, ★400, security:PASS) - [blockrun-mcp](https://github.com/BlockRunAI/blockrun-mcp): Web search, deep research, prediction markets & crypto data for AI agents. Pay per call via x402. (by BlockRunAI, ★393, security:PASS) - [MCPProxy](https://github.com/smart-mcp-proxy/mcpproxy-go): Local-first MCP proxy with BM25 tool discovery, security scanning, quarantine & ~99% token savings (by smart-mcp-proxy, ★384, security:PASS) - [open-mcp](https://github.com/boltmcp/boltmcp): Turn a web API into an MCP server and add it to the open-source open-mcp.org registry. (by boltmcp, ★370, security:PASS) - [mikrotik-mcp](https://github.com/jeff-nasseri/mikrotik-mcp): MCP server for MikroTik routers: firewall, NAT, routing, DHCP, DNS, WireGuard and more via SSH. (by jeff-nasseri, ★293, security:PASS) - [mcp-epayco](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/epayco): MCP server for ePayco — Colombian gateway: cards, PSE, Daviplata and cash networks (by codespar, ★272, security:PASS) - [mcp-openpay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/openpay): MCP server for Openpay — BBVA-owned Mexican gateway (cards, SPEI, OXXO, subscriptions, payouts) (by codespar, ★272, security:PASS) - [mcp-skydropx](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/skydropx): Skydropx — Mexican multi-carrier shipping aggregator (by codespar, ★272, security:PASS) - [toolport](https://github.com/btsouth/toolport): Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage. (by btsouth, ★221, security:PASS) - [mcptoon](https://github.com/activeing123/mcptoon): MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured). (by activeing123, ★213, security:PASS) - [mcp-access-point](https://github.com/sxhxliang/mcp-access-point): Turn a web service into an MCP server without code changes. (by sxhxliang, ★184, security:PASS) - [AISIX AI Gateway](https://github.com/api7/aisix): Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint (by api7, ★177, security:PASS) - [mcp-funnel](https://github.com/chris-schra/mcp-funnel/tree/develop/packages/mcp): MCP proxy that aggregates multiple servers with tool filtering and customization (by chris-schra, ★156, security:PASS) - [Magg](https://github.com/sitbon/magg): Aggregates and proxies other MCP servers, letting LLMs discover, add, and manage tools at runtime. (by sitbon, ★144, security:PASS) - [neurolink](https://github.com/juspay/neurolink): Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and context summarization. (by juspay, ★142, security:PASS) - [wanaku](https://github.com/wanaku-ai/wanaku): Wanaku MCP router: an extensible routing engine for integrating enterprise systems with AI agents. (by wanaku-ai, ★134, security:PASS) - [roundtable](https://github.com/yylo-dev/roundtable): Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration. (by yylo-dev, ★125, security:PASS) - [openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp): Image generation and editing with OpenAI's GPT image models. (by SureScaleAI, ★115, security:REVIEW) - [ncp](https://github.com/portel-dev/ncp): N-to-1 MCP Orchestration. Unified gateway for multiple MCP servers with intelligent tool discovery. (by portel-dev, ★100, security:PASS) - [pulse-subregistry](https://github.com/pulsemcp/mcp-servers/tree/main/productionized/pulse-subregistry): MCP server providing access to the PulseMCP Sub-Registry for browsing and discovering MCP servers. (by pulsemcp, ★81, security:PASS) - [MCP Gateway](https://github.com/MikkoParkkola/mcp-gateway): Universal MCP gateway with Meta-MCP discovery, routing, and REST API capabilities. (by MikkoParkkola, ★79, security:PASS) - [Network-AI](https://github.com/Jovancoding/Network-AI): Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs. (by Jovancoding, ★78, security:PASS) - [imagen3-mcp](https://github.com/hamflx/imagen3-mcp): Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls. (by hamflx, ★72, security:REVIEW) - [depwire](https://github.com/depwire/depwire): Dependency graph + 24 MCP tools. Impact analysis, simulation, security, agent coordination (by depwire, ★64, security:PASS) - [airtable](https://github.com/waystation-ai/mcp): Access and manage your Airtable bases, tables, and records seamlessly (by waystation-ai, ★63, security:REVIEW) - [PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP): Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management. (by YangLiangwei, ★63, security:PASS) - [Grok-MCP](https://github.com/merterbak/Grok-MCP): Access xAI's Grok API with agentic tool calling, image generation, vision and file support. (by merterbak, ★52, security:PASS) - [mcp-server](https://github.com/profullstack/mcp-server): Developer utilities: SEO optimization, document conversion, domain lookup, email validation, QR codes, weather data, social media posting and security scanning. (by profullstack, ★45, security:PASS) - [Agent402.Tools: pay-per-call web tools](https://github.com/MikeyPetrillo/Agent402): Agentic Finance: 500+ agent tools, multi-chain USDC over x402 or MPP, or free via proof-of-work (by MikeyPetrillo, ★41, security:PASS) - [Agent MCP Gateway](https://github.com/roddutra/agent-mcp-gateway): On-demand tool discovery for all your MCPs and per-subagent MCP controls to preserve context window. (by roddutra, ★41, security:PASS) - [Agoragentic Agent OS MCP](https://github.com/rhein1/agoragentic-integrations): Triptych OS (Agent OS) MCP for governed routing, receipts, and USDC settlement on Base. (by rhein1, ★40, security:PASS) - [mcpmcp-server](https://github.com/glenngillen/mcpmcp-server): Lists MCP servers so you can ask your client which ones could improve your daily workflow. (by glenngillen, ★40, security:PASS) - [toolfunnel](https://github.com/Rendeverance/toolfunnel): Gateway that funnels multiple MCP servers through one endpoint, with live attach and detach, tool filtering and hiding, hot config reload and optional OAuth. (by Rendeverance, ★38, security:PASS) - [MCP Aggregator](https://github.com/nazar256/combine-mcp): An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools. (by nazar256, ★35, security:PASS) - [jmunch-mcp](https://github.com/jgravelle/jmunch-mcp): Transparent MCP proxy. Turns fat tool responses into queryable handles: 88-99% fewer tokens. (by jgravelle, ★33, security:PASS) - [humane-proxy](https://github.com/Vishisht16/Humane-Proxy): AI safety middleware — detects self-harm and criminal intent in LLM prompts. (by Vishisht16, ★28, security:PASS) - [hatago-mcp-hub](https://github.com/himorishige/hatago-mcp-hub): Unified MCP Hub for managing multiple Model Context Protocol servers (by himorishige, ★27, security:PASS) - [x402-list-mcp](https://github.com/mcccsm/x402-list-mcp): Find and vet x402 payment APIs before your agent pays one: uptime, price, on-chain volume. (by mcccsm, ★26, security:PASS) - [OpenAaaS](https://github.com/Wolido/OpenAaaS): Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents. (by Wolido, ★26, security:PASS) - [McpMux](https://github.com/mcpmux/mcp-mux): McpMux — configure MCP servers once, connect every AI client through one local gateway. (by mcpmux, ★24, security:PASS) - [Cellarion](https://github.com/jagduvi1/Cellarion/tree/main/cellarion-mcp): Wine cellar manager: bottles, racks, drink windows, pairings and a shared wine registry. (by jagduvi1, ★23, security:PASS) - [cortex](https://github.com/gzoonet/cortex): Local-first developer knowledge graph: watches project files, extracts entities and relationships with LLMs, and offers queries, a web dashboard and a CLI. (by gzoonet, ★23, security:PASS) - [AgentDeals](https://github.com/robhunter/agentdeals): MCP server aggregating developer infrastructure deals, free tiers, and startup programs (by robhunter, ★22, security:PASS) - [mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates): Unified MCP platform that connects many apps, tools and services behind one interface. (by Data-Everything, ★22, security:REVIEW) - [a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp): Search 10,000+ AI agents, MCP servers, and CLI tools via A2ASearch from any MCP client. (by tadas-github, ★21, security:PASS) - [mcp-gateway](https://github.com/Consiliency/pmcp): Meta-server that reduces Claude Code tool bloat via progressive disclosure, auto-starting Playwright and Context7 and provisioning MCP servers on demand. (by Consiliency, ★21, security:PASS) - [deepseek](https://github.com/arikusi/deepseek-mcp-server): MCP server for DeepSeek AI with chat, reasoning, sessions, function calling, and cost tracking (by arikusi, ★20, security:PASS) - [forage](https://github.com/isaac-levine/forage): Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically. (by isaac-levine, ★18, security:PASS) - [UK Property Data](https://github.com/paulieb89/property-shared): UK property data — Land Registry comps, EPC, Rightmove, rental yields, stamp duty, Companies House (by paulieb89, ★16, security:PASS) - [universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit): MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows. (by Markgatcha, ★16, security:PASS) - [ReasonGate](https://github.com/cgrtml/reasongate): Provenance gateway for stdio MCP servers: blocks tool calls fed by untrusted tool results. (by cgrtml, ★15, security:PASS) - [Helio](https://github.com/gethelio/helio/tree/main/packages/proxy): Open-source governance for MCP agents: useful autonomy without unlimited authority (by gethelio, ★14, security:PASS) - [OrcaRouter](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server): Browse 160+ LLM models and live pricing — no API key needed for catalog. Add key to route chat. (by Continuum-AI-Corp, ★13, security:PASS) - [hashnet](https://github.com/hashgraph-online/hashnet-mcp-js): Universal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter (by hashgraph-online, ★13, security:PASS) - [APIFold](https://github.com/Work90210/APIFold): Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more. (by Work90210, ★13, security:PASS) - [cortex-gateway](https://github.com/wellknownmcp/cortex-gateway): Self-hosted federated MCP gateway: one OAuth 2.1 MCP server in front of N apps, user-level scopes. (by wellknownmcp, ★12, security:PASS) - [sshmcp](https://github.com/NikolaNddTesla/ssh-mcp-server): SSH server management with zero-token SFTP file transfer and SOCKS proxy support (by NikolaNddTesla, ★11, security:PASS) - [Trentina](https://github.com/crunchtools/mcp-trentina): Secure MCP gateway and quarantine for AI agent traffic — three-layer prompt injection defense (by crunchtools, ★11, security:PASS) - [nordic-registry-mcp-server](https://github.com/olgasafonova/nordic-registry-mcp-server): Access Nordic business registries (Norway, Denmark, Finland, Sweden). 23 tools. (by olgasafonova, ★11, security:PASS) - [apibase](https://github.com/whiteknightonhorse/APIbase): MCP endpoint to APIbase catalog (https://apibase.pro/llms.txt). USDC: x402 Base, MPP Tempo. (by whiteknightonhorse, ★10, security:PASS) - [aidress](https://github.com/Aidress-ai/Aidress): Verify, discover, and rate AI agents before transacting. (by Aidress-ai, ★9, security:PASS) - [contextweaver](https://github.com/dgenio/contextweaver): MCP gateway: bounded tool shortlists + artifact-backed result firewall. Deterministic, no model. (by dgenio, ★9, security:PASS) - [mcp](https://github.com/2s-io/sdk/tree/main/packages/2s-mcp): 575+ agent tools: data, AI gateway, storage/queues/watchers. x402 USDC, no keys, usage billing. (by 2s-io, ★8, security:PASS) - [MCP Stdio](https://github.com/shigechika/mcp-stdio): Stdio-to-HTTP gateway — connects MCP clients to remote HTTP MCP servers (by shigechika, ★8, security:PASS) - [OpenHire · 哨兵](https://github.com/gzchenhao/openhire): Job postings with real posting dates, read from employers' Greenhouse/Lever/Ashby/Beisen/Moka ATS. (by gzchenhao, ★7, security:PASS) - [TLE Satellite Tracker](https://github.com/ivanstan/tle-api): Access TLE orbital data for thousands of satellites including ISS, Starlink, and Hubble. (by ivanstan, ★7, security:PASS) - [Pipeworx](https://github.com/pipeworx-io/pipeworx): Live data gateway for AI — 3,300+ tools across 750+ sources, with citations (by pipeworx-io, ★7, security:PASS) - [satring](https://github.com/clankwright/satring/tree/main/mcp): Discover and compare L402 and x402 paid API services from satring.com, a curated Lightning and USDC API directory. (by clankwright, ★7, security:PASS) - [scanbim-mcp](https://github.com/ScanBIM-Labs/scanbim-mcp): AI Hub for AEC — 46 tools for Revit, Navisworks, ACC, XR via Autodesk Platform Services (by ScanBIM-Labs, ★6, security:PASS) - [ares](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/ares): Czech & Slovak business registry — company lookup by IČO, name, legal form, VAT. Official ARES. (by martinhavel, ★6, security:PASS) - [realestate](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/realestate): Czech distressed real estate — anonymized district aggregates (k≥5). Free tier. (by martinhavel, ★6, security:PASS) - [Remote OpenClaw](https://github.com/aidevelopers2/remoteopenclaw-mcp): Search 13,870+ MCP servers, 4,384+ agent skills, and plugins from your terminal or agent. (by aidevelopers2, ★6, security:PASS) - [clirank](https://github.com/alexanderclapp/clirank-mcp-server): Search, compare, and get docs for 210+ APIs ranked by CLI and agent relevance. (by alexanderclapp, ★6, security:PASS) - [RAGMap MCP](https://github.com/khalidsaidi/ragmap/tree/main/packages/mcp-local): DEPRECATED: hosted backend discontinued; npm package deprecated. Formerly a retriever-MCP finder. (by khalidsaidi, ★6, security:PASS) - [mcp-gateway](https://github.com/rupinder2/mcp-orchestrator): Aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading. (by rupinder2, ★6, security:PASS) - [openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway): Mount multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools. (by mroops0111, ★6, security:PASS) - [Agent Interviews MCP Server from MCPBundles](https://github.com/thinkchainai/mcpbundles): Agent Interviews is an AI-powered research platform designed to conduct qualitative interviews an... (by thinkchainai, ★5, security:PASS) - [Spark - AI Assets Marketplace](https://github.com/entire-vc/evc-spark-mcp): Search and fetch AI agents, skills, prompts and MCP connectors from the Spark marketplace. (by entire-vc, ★5, security:PASS) - [UI Registry](https://github.com/mrityunjay-tiwari/ui-registry-mcp): Live access to 12 shadcn-style component libraries so agents compose UI from real components. (by mrityunjay-tiwari, ★5, security:PASS) - [Agent47](https://github.com/espadaw/Agent47): Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals. (by espadaw, ★5, security:PASS) - [mcp-server](https://github.com/Aganium/agenium/tree/main/packages/mcp-bridge): Bridge MCP servers to the AGENIUM agent:// network with DNS resolution and mTLS (by Aganium, ★4, security:PASS) - [allmcps-server](https://github.com/Jackalope-Dev/allmcps-server): Search, browse, and submit MCP servers to the AllMCPs.com directory. (by Jackalope-Dev, ★4, security:PASS) - [sylex-search](https://github.com/MastadoonPrime/sylex-search): Universal search engine for AI agents. Discover products, services, and businesses via MCP. (by MastadoonPrime, ★4, security:PASS) - [cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api): Cross-protocol agent payments hub. x402, MPP, L402/Lightning. 1551 services indexed. (by cinderwright-ai, ★4, security:PASS) - [mcp](https://github.com/dev-proxy-tools/mcp): MCP server for Dev Proxy that enables AI assistants to interact with Dev Proxy. (by dev-proxy-tools, ★4, security:PASS) - [AI Skill Store](https://github.com/garasegae/aiskillstore): Agent-first skill marketplace with USK open standard for Claude, Cursor, Gemini, Codex CLI. (by garasegae, ★4, security:PASS) - [krs-poland-mcp-server](https://github.com/pkolawa/krs-poland-mcp-server): Polish National registry of businesses and other legal entities (by pkolawa, ★4, security:PASS) - [x402 Discovery MCP](https://github.com/rplryan/x402-discovery-mcp): Discover x402 APIs by capability, price & trust. Powered by x402Scout. (by rplryan, ★4, security:PASS) - [rhumb-mcp](https://github.com/supertrained/rhumb/tree/main/packages/mcp): Agent gateway for Index discovery, AN Score evaluation, and Resolve governed execution (by supertrained, ★4, security:PASS) - [agentforge](https://github.com/doggychip/agentforge): Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring. (by doggychip, ★4, security:PASS) - [mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge): Bridge to the Google Gemini API for accessing Gemini Pro and Flash models. (by jaspertvdm, ★4, security:PASS) - [mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge): Bridge to a local Ollama server for running Llama, Mistral, Qwen and other local models. (by jaspertvdm, ★4, security:PASS) - [registry-mcp](https://github.com/jaw9c/mcp-registry-mcp): An MCP server that serves informtaion from the official MCP registry (by jaw9c, ★3, security:REVIEW) - [pulsenetwork](https://github.com/GTCC777/mcp-pulsenetwork): 914 paid market-data & token-safety endpoints — keyless x402 USDC: Base, Solana, XRPL, +8 chains (by GTCC777, ★3, security:PASS) - [appCN](https://github.com/Salah-XD/appCN): Install & correctly use appCN React Native / Expo components, streamed from the live registry. (by Salah-XD, ★3, security:PASS) - [AgentBodega MCP](https://github.com/agentbodegastore/agentbodega): Discover AgentBodega paid data tools, contracts, and x402/L402 HTTP payment handoff metadata. (by agentbodegastore, ★3, security:PASS) - [AgentHotspot](https://github.com/agenthotspot/agenthotspot-mcp): Search thousands of MCP connectors from the AgentHotspot marketplace via your AI agent. (by agenthotspot, ★3, security:PASS) - [zola-mcp](https://github.com/chrischall/zola-mcp): Zola wedding planning for Claude — vendors, budget, guests, seating, registry, and RSVPs (by chrischall, ★3, security:PASS) - [Vibes-Coded Agent Security and Commerce Tools](https://github.com/doteyeso-ops/mcp-server-vibes-coded): Agent supply-chain security, scanner consensus, x402 reliability, and commerce MCP tools. (by doteyeso-ops, ★3, security:PASS) - [Liquid](https://github.com/ertad-family/liquid): Connect your AI agent to anything — APIs, databases, and agents; read and write, auto-discovered. (by ertad-family, ★3, security:PASS) - [Wisepanel](https://github.com/ikoskela/wisepanel-mcp): Multi-agent deliberation across Claude, Gemini, and Perplexity. Stream and publish. (by ikoskela, ★3, security:PASS) - [mcp-hub](https://github.com/ni-c/mcp-hub): Many stdio MCP servers from one container, published over HTTPS with OAuth 2.1 for any MCP client (by ni-c, ★3, security:PASS) - [UK Due Diligence](https://github.com/paulieb89/uk-due-diligence-mcp): UK due diligence — Companies House, Charity Commission, Land Registry, Gazette, HMRC VAT (by paulieb89, ★3, security:PASS) - [Railhook](https://github.com/vadymkykalo/railhook/tree/main/sdks/mcp): Webhooks for AI agents: send events, manage endpoints, inspect and retry deliveries. (by vadymkykalo, ★3, security:PASS) - [mcp-registry-mcp-server](https://github.com/wei/mcp-registry-mcp-server): MCP server for querying the official MCP registry. (by wei, ★3, security:PASS) - [voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp): AI phone number directory: query Voxie AI personas and third-party AI services such as ChatGPT and get webchat links. (by sonnyflylock, ★3, security:PASS) - [pAIchart MCP Hub](https://github.com/paichart/paichart): MCP Hub: AI service discovery, per-user OAuth, and multi-service workflow orchestration (by paichart, ★2, security:PASS) - [mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite): 11 Mamba Labs account-intelligence MCP tools in one server: identity, signals, ICP. Clay-ready. (by mambalabsdev, ★2, security:PASS) - [Ansvar: Dutch Law](https://github.com/Ansvar-Systems/ansvar-gateway): Dutch law via Ansvar Gateway. Cited, OAuth + paid tier. (by Ansvar-Systems, ★2, security:PASS) - [context-firewall](https://github.com/Alepha188838884/context-firewall): Local MCP proxy: collapses N servers' tools into 4 meta-tools and compresses large tool outputs. (by Alepha188838884, ★2, security:PASS) - [Octodamus Intelligence Oracle](https://github.com/Octodamus/octodamus-core): AI oracle: BTC/ETH/SOL signals, Polymarket edges, congressional trades. x402 $0.01/call on Base. (by Octodamus, ★2, security:PASS) - [gpu-bridge](https://github.com/gpu-bridge/mcp-server): 30 GPU-powered AI services as MCP tools. LLM, image, video, audio, embeddings & more. (by gpu-bridge, ★2, security:PASS) - [Hicortex — AI Fleet Memory](https://github.com/gamaze-labs/hicortex): Shared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents). (by gamaze-labs, ★2, security:PASS) - [LightNow MCP Proxy](https://github.com/lightnow-ai/lightnow-proxy): Connect your AI clients to your MCP servers—securely managed in one place. (by lightnow-ai, ★2, security:PASS) - [Mukoko News](https://github.com/mukoko-dev/mukoko-news): Pan-African news & analytics for Zimbabwe and 15 African countries: briefings and trends. (by mukoko-dev, ★2, security:PASS) - [x402station](https://github.com/sF1nX/x402station-mcp): x402station.io: independent risk-signal layer for x402 endpoints before agents pay. (by sF1nX, ★2, security:PASS) - [x402search-mcp](https://github.com/x402-index/x402search-mcp): Search 13,000+ x402-enabled APIs from your AI agent. Powered by x402search.xyz (by x402-index, ★2, security:PASS) - [alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp): Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base. (by 8randonpickart5, ★2, security:PASS) - [proposalcraft](https://github.com/jabbawocky/proposalcraft): Draft client proposals in your own voice from a new brief, based on your saved past proposals, with local storage only. (by jabbawocky, ★2, security:PASS) - [mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge): Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models. (by jaspertvdm, ★2, security:PASS) - [plugwise-mcp](https://github.com/Tommertom/plugwise-mcp): Local Plugwise smart home control: network discovery, thermostats, switches, smart plugs, multi-hub management and real-time climate and energy tracking. (by Tommertom, ★2, security:PASS) - [Shadcn Registry Manager](https://github.com/reuvenaor/shadcn-registry-manager): MCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries. (by reuvenaor, ★2, security:PASS) - [Trusgent MCP](https://github.com/Trusgent/trusgent-mcp): Trusgent MCP — Trust Layer for AI agents. HK registry + Agent Cards. Default: get_merged_profile. (by Trusgent, ★1, security:PASS) - [AIMarket MCP Packager](https://github.com/alexar76/aimarket-plugins): Stdio MCP packager: AIMarket hub plugins into self-hosted MCP server products. (by alexar76, ★1, security:PASS) - [ateam-mcp](https://github.com/ariekogan/ateam-mcp): Build, validate, and deploy multi-agent AI solutions from any AI environment. (by ariekogan, ★1, security:PASS) - [BridgeNode MCP](https://github.com/bridgenode-ai/bridgenode-mcp): BridgeNode — x402 pay-per-request AI inference. OpenAI-compatible API + MCP, Solana USDC, gas-free. (by bridgenode-ai, ★1, security:PASS) - [coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp): Kronos crypto signals + trade decisions + 819 automation prompts. x402 micropayments, USDC/Base. (by forgemeshlabs, ★1, security:PASS) - [JSON Contracts](https://github.com/json-contracts/json-contracts): JSON contract registry and validator for structured LLM and agent outputs. (by json-contracts, ★1, security:PASS) - [kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server): SaaS intelligence for AI agents. 5 unified tools cover 1,000+ services with 91-96% token savings. (by kansei-link, ★1, security:PASS) - [mcp-eu-sparql](https://github.com/matematicsolutions/mcp-eu-sparql): EU legislation and CJEU case law via Publications Office SPARQL (Cellar) + GDPRhub DPA decisions. (by matematicsolutions, ★1, security:PASS) - [AgentNet](https://github.com/oxgeneral/agentnet): Agent-to-agent referral network. Discover, recommend, and refer users between AI agents via MCP. (by oxgeneral, ★1, security:PASS) - [Finra Fixed Income](https://github.com/pipeworx-io/mcp-finra-fixed-income): FINRA Fixed Income aggregate market data (fleet #530). (by pipeworx-io, ★1, security:PASS) - [Skillselion](https://github.com/skillselion/skillselion-mcp): On-demand access to thousands of install-ranked Claude Code skills - search and load mid-task. (by skillselion, ★1, security:PASS) - [Hatun MCP - Governed Agent Gateway](https://github.com/szl-holdings/hatun-mcp): Governed MCP gateway: policy gate on every tool call, hash-chained DSSE receipt on every result. (by szl-holdings, ★1, security:PASS) - [gateway](https://github.com/mcprating/mcp-gateway): Find MCP servers in the MCP Rating index and connect on demand, with env vars scoped per server. (by mcprating, ★1, security:PASS) - [minia2a-mcp](https://github.com/minia2auk/minia2a-mcp): minia2a.uk — x402 pay-per-call APIs for AI agents, USDC on Base, 5 free trials per wallet. (by minia2auk, ★1, security:PASS) - [nostrpulse-full](https://github.com/PHONGUIT22/nostrpulse-full): Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements. (by PHONGUIT22, ★1, security:PASS) - [taghvim](https://github.com/mrfelfel/taghvim): Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion. (by mrfelfel, ★1, security:PASS) - [aiagentmarket](https://github.com/kaxiyu/aiagentmarket): Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation. (by kaxiyu, ★1, security:PASS) - [claw-tsaver](https://github.com/Yang1Bai/claw-tsaver): MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens. (by Yang1Bai, ★1, security:PASS) - [DDG Agent Services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services): Pay-per-call x402 gateway: agent tools, OpenAI-compatible LLM, market data, RPC, security audits. (by daedalusdevelopmentgroup, ★0, security:PASS) - [Live UK Company Search](https://github.com/kevmoz/macaroonnetwork-mcp): Search current public UK company metadata from the official Companies House Public Data API.… (by kevmoz, ★0, security:PASS) - [Moltline Business Suite](https://github.com/GarphenGate/moltline-mcp): 30 finance, bookkeeping, legal-ops and SMB operations skill products. 6 of 8 tools free. (by GarphenGate, ★0, security:PASS) - [Neon Zero-Trust Gateway](https://github.com/neoninnovationlab/neon-mcp-gateway): Zero-Trust MCP gateway securing internal database tools behind an API key firewall. (by neoninnovationlab, ★0, security:PASS) - [bothire](https://github.com/BotHireAgent/BotHireMCPServer): Hire, pay gaslessly, deliver and get paid between AI agents on BotHire (USDT/USDC, escrow). (by BotHireAgent, ★0, security:PASS) - [GlianaAI](https://github.com/Gliana-Labs/gliana-mcp): Pay-per-call AI: 59 generative models (image, video, music, speech). No signup, no API key. (by Gliana-Labs, ★0, security:PASS) - [MeshMarket](https://github.com/RightOnPar-LLC/meshmarket-mcp): The agent-to-agent capability exchange — rent memory, reasoning and safety, settled per call. (by RightOnPar-LLC, ★0, security:PASS) - [avots](https://github.com/avotsai/avots-mcp): Image, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance. (by avotsai, ★0, security:PASS) - [anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp): Real-time anomaly detection for blockchain, aviation, GitHub, mempool, and depeg signals. (by forgemeshlabs, ★0, security:PASS) - [TokenLab MCP Server](https://github.com/hedging8563/tokenlab-mcp-server): TokenLab MCP server: 32 default and 89 full-profile tools for models, media, tasks, and files. (by hedging8563, ★0, security:PASS) - [crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template): Ready-to-clone Rust MCP server with chat, token-counting, and model tools for Claude (by singhpratech, ★0, security:PASS) - [findagent-mcp](https://github.com/team886/findagent-mcp): Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress. (by team886, ★0, security:PASS) - [llm-prices-cn](https://github.com/szp2005/llm-prices-cn): Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation. (by szp2005, ★0, security:PASS) - [awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp): Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal. (by adw0rd, ★0, security:PASS) - [mcp-jp](https://github.com/mediiiiium/mcp-jp): MCP servers for Japanese SMB SaaS without their own MCP support, such as KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep and CloudSign. (by mediiiiium, ★0, security:PASS) - [the-stall](https://github.com/thebrierfox/the-stall): Pay-per-call x402 data: equities, crypto/DeFi analytics, options chains, dealer GEX, macro data, congressional trades, prediction markets and SEC filings. (by thebrierfox, ★0, security:PASS) - [microtap-mcp](https://github.com/swaltersjrtest/microtap-mcp): Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and crypto data, on-chain reads across EVM chains, live weather and web search. (by swaltersjrtest, ★0, security:PASS) - [proxykit-mcp](https://github.com/getproxykit/proxykit-mcp): Drive the local ProxyKit MITM debugging proxy: inspect HTTP(S), gRPC and WebSocket traffic, create mocks and rewrites, replay requests and run chaos scenarios. (by getproxykit, ★0, security:PASS) ## Browser Automation - [playwright-mcp](https://github.com/microsoft/playwright-mcp): Playwright Tools for MCP (by microsoft, ★37834, security:PASS) - [apify-mcp-server](https://github.com/apify/apify-mcp-server): Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡ (by apify, ★9728, security:PASS) - [Firecrawl MCP Server](https://github.com/firecrawl/firecrawl-mcp-server): MCP server for Firecrawl — web search, scraping, and biomedical/arXiv paper search. (by firecrawl, ★7554, security:PASS) - [Notte](https://github.com/nottelabs/notte/tree/main/packages/notte-mcp): Leverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows (by nottelabs, ★2014, security:REVIEW) - [Hyperbrowser](https://github.com/hyperbrowserai/mcp): Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation. (by hyperbrowserai, ★789, security:PASS) - [mcp-server](https://github.com/browserstack/mcp-server): BrowserStack's Official MCP Server (by browserstack, ★151, security:PASS) - [Debugg AI](https://github.com/debugg-ai/debugg-ai-mcp): Enable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the Debugg AI testing platform. (by debugg-ai, ★68, security:PASS) - [Supadata](https://github.com/supadata-ai/mcp): Official MCP server for Supadata - YouTube, TikTok, X and Web data for makers. (by supadata-ai, ★63, security:PASS) - [Crawlbase MCP](https://github.com/crawlbase/crawlbase-mcp): Enables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET. (by crawlbase, ★58, security:REVIEW) - [mcp-server](https://github.com/Decodo/mcp-server): Enable your AI agents to scrape and parse web content dynamically, including geo-restricted sites (by Decodo, ★37, security:REVIEW) - [GoLogin MCP server](https://github.com/gologinapp/gologin-mcp): Manage your GoLogin browser profiles and automation directly through AI conversations! (by gologinapp, ★22, security:PASS) - [Scrapezy](https://github.com/Scrapezy/mcp): Turn websites into datasets with Scrapezy (by Scrapezy, ★14, security:REVIEW) - [browserless-mcp](https://github.com/browserless/browserless-mcp): Headless browser automation and web scraping via the Browserless smart scraper API. (by browserless, ★7, security:PASS) - [AnyCrawl](https://github.com/any4ai/anycrawl-mcp-server): AnyCrawl MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP). (by any4ai, ★6, security:REVIEW) - [solvegate-mcp](https://github.com/SolveGate/solvegate-mcp): Inspect a page for Cloudflare Turnstile free, and clear Turnstile and WAF challenges. (by SolveGate, ★1, security:PASS) - [browser-use](https://github.com/browser-use/browser-use): Control a real Chrome browser to complete any task: fill forms, extract data, book flights. (by browser-use, ★117201, security:PASS) - [Scrapling MCP Server](https://github.com/D4Vinci/Scrapling): Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selectors supported. (by D4Vinci, ★85824, security:PASS) - [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp): MCP server for Chrome DevTools (by ChromeDevTools, ★53000, security:PASS) - [mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser): MCP server for browser use access (by bytedance, ★39204, security:PASS) - [mcp-server-commands](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/commands): An MCP server to run arbitrary commands (by bytedance, ★39204, security:PASS) - [mcp-server-filesystem](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/filesystem): MCP server for filesystem access (by bytedance, ★39204, security:PASS) - [mcp-server-search](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/search): MCP server for web search operations (by bytedance, ★39204, security:PASS) - [browser](https://github.com/lightpanda-io/browser): Headless browser for AI and web automation with a built-in MCP server. (by lightpanda-io, ★36009, security:PASS) - [AIHawk](https://github.com/feder-cr/invisible_playwright_mcp): AI browser agent: browses, clicks, types, and reads real web pages from plain-English instructions. (by feder-cr, ★31771, security:PASS) - [ScrapeGraphAI](https://github.com/ScrapeGraphAI/Scrapegraph-ai): AI-powered web scraping library that creates scraping pipelines using natural language.- ScrapeGraphAI (by ScrapeGraphAI, ★31543, security:PASS) - [Skyvern](https://github.com/Skyvern-AI/skyvern/tree/main/integrations/mcp): MCP Server to let Claude / your AI control the browser (by Skyvern-AI, ★23138, security:PASS) - [SeleniumBase MCP](https://github.com/seleniumbase/SeleniumBase): Stealthy browser automation, testing, and web-scraping via CDP Mode. (by seleniumbase, ★13048, security:PASS) - [Robin: AI-Powered Dark Web OSINT](https://github.com/apurvsinghgautam/robin): Dark web OSINT over Tor: search onion engines, scrape pages, report with your own model. (by apurvsinghgautam, ★7424, security:PASS) - [mcp](https://github.com/BrowserMCP/mcp): Automate your local Chrome browser. (by BrowserMCP, ★7159, security:REVIEW) - [webclaw](https://github.com/0xMassi/webclaw): Web scraping, crawling, extraction, summarization, diffing and research, using TLS fingerprinting to bypass anti-bot checks without a browser. (by 0xMassi, ★2366, security:PASS) - [Ui.Vision MCP](https://github.com/A9T9/RPA/tree/master/mcp): MCP server for browser and desktop automation: OCR, image recognition, real mouse and keyboard input (by A9T9, ★2065, security:REVIEW) - [jshookmcp](https://github.com/vmoranv/jshookmcp): MCP server for JavaScript analysis, security auditing, browser automation and hooks (by vmoranv, ★2022, security:PASS) - [reactuse](https://github.com/childrentime/reactuse): Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs. (by childrentime, ★1055, security:PASS) - [auto-browser](https://github.com/LvcidPsyche/auto-browser): Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions. (by LvcidPsyche, ★899, security:PASS) - [browser-use-mcp-server](https://github.com/kontext-security/browser-use-mcp-server): Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server. (by kontext-security, ★848, security:PASS) - [Unbrowse](https://github.com/unbrowse-ai/unbrowse): Websites as APIs: read pages, run site tasks via learned APIs, cloud browser with saved logins. (by unbrowse-ai, ★775, security:PASS) - [runno](https://github.com/taybenlor/runno): MCP Server for the Runno Sandbox (by taybenlor, ★773, security:PASS) - [fortress](https://github.com/tiliondev/fortress): Stealth browser for AI agents: fetch pages behind Cloudflare/DataDome/CAPTCHA, extract clean data. (by tiliondev, ★725, security:PASS) - [mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript): Fetch YouTube subtitles and transcripts for AI analysis. (by kimtaeyoon83, ★599, security:PASS) - [XActions](https://github.com/nirholas/XActions): X/Twitter automation MCP: scrape, post, schedule, analyze, engage. No API key required. (by nirholas, ★569, security:PASS) - [DrissionPage MCP](https://github.com/jumodada/Drissionpage-MCP-Server): Local browser automation for MCP clients powered by DrissionPage. (by jumodada, ★487, security:PASS) - [web-search](https://github.com/pskill9/web-search): Web search using Google search results. (by pskill9, ★470, security:REVIEW) - [shaft-mcp](https://github.com/ShaftHQ/SHAFT_ENGINE): SHAFT browser automation, capture, and offline deterministic failure diagnosis (by ShaftHQ, ★413, security:PASS) - [Oya Browser](https://github.com/OyadotAI/oya-browser): Real Chrome for agents: start a browser, read pages as numbered markdown, click, type, hand off. (by OyadotAI, ★350, security:PASS) - [mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts): Integration with Apple Shortcuts. (by recursechat, ★350, security:PASS) - [walkerOS Source Browser](https://github.com/elbwalker/walkerOS/tree/main/packages/mcps/source-browser): Generate, parse, and validate walkerOS data-elb HTML tagging attributes (by elbwalker, ★347, security:PASS) - [spotifyscraper](https://github.com/AliAkhtari78/SpotifyScraper): Public Spotify metadata, lyrics and podcasts for LLM agents. No API key, read-only. (by AliAkhtari78, ★316, security:PASS) - [mcp-server-playwright](https://github.com/VikashLoomba/MCP-Server-Playwright): Browser automation using Playwright. (by VikashLoomba, ★299, security:PASS) - [google-surf-mcp](https://github.com/HarimxChoi/google-surf-mcp): Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links. (by HarimxChoi, ★291, security:PASS) - [openbrowser-ai](https://github.com/billy-enrizky/openbrowser-ai): AI browser automation. Write async Python to navigate, click, type, and extract data. (by billy-enrizky, ★271, security:PASS) - [PyScrappy](https://github.com/mldsveda/PyScrappy): Web-scraping toolkit with 22 tools for structured web data as JSON for AI agents. (by mldsveda, ★261, security:PASS) - [qaskills](https://github.com/PramodDutta/qaskills): Search, inspect, and install 400+ QA testing skills from qaskills.sh into any MCP client. (by PramodDutta, ★230, security:PASS) - [three.ws Herald](https://github.com/nirholas/three.ws/tree/main/packages/herald-mcp): Tell your human in person: a 3D character walks onto their open browser tab and says it out loud. (by nirholas, ★224, security:PASS) - [safari-mcp](https://github.com/achiya-automation/safari-mcp): Native Safari browser automation for AI agents — 98 tools, zero Chrome overhead. (by achiya-automation, ★209, security:PASS) - [bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js): Search Bilibili content, with LangChain integration examples. (by 34892002, ★194, security:PASS) - [playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp): Browser automation using Playwright, tailored for LLMs. (by blackwhite084, ★189, security:PASS) - [Kreuzcrawl](https://github.com/xberg-io/crawlberg): Scrape, crawl, and map websites to Markdown or JSON via local CLI. (by xberg-io, ★182, security:PASS) - [Gru Sandbox](https://github.com/babelcloud/gbox): Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases. (by babelcloud, ★181, security:PASS) - [charlotte](https://github.com/TickTockBent/charlotte): Renders web pages into structured, agent-readable representations using headless Chromium. (by TickTockBent, ★180, security:PASS) - [comet-mcp](https://github.com/hanzili/comet-mcp): Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring. (by hanzili, ★180, security:PASS) - [CloakBrowser MCP](https://github.com/swimmwatch/cloakbrowser-mcp): Playwright MCP-compatible browser automation bridge for CloakBrowser Chromium. (by swimmwatch, ★152, security:PASS) - [WebReaper](https://github.com/alex-on-ai/WebReaper): AI-native web scraper: scrape, crawl and map any site to clean markdown over stdio. MIT-licensed. (by alex-on-ai, ★149, security:PASS) - [one-search-mcp](https://github.com/yokingma/one-search-mcp): Web search, URL discovery, scraping & extraction with agent-browser and search providers (by yokingma, ★144, security:PASS) - [Vessel Browser](https://github.com/unmodeled-tyler/vessel-browser): AI-native browser runtime for autonomous agents with human-in-the-loop supervision (by unmodeled-tyler, ★137, security:PASS) - [Fitter](https://github.com/PxyUp/fitter): Turn any website or API into structured JSON with LLM-authored declarative scraping configs. (by PxyUp, ★133, security:PASS) - [Native DevTools](https://github.com/vectora-foundry/native-devtools-mcp): MCP server for desktop, browser (CDP), and Android automation. Screenshot, OCR, click, type. (by vectora-foundry, ★133, security:PASS) - [uisight](https://github.com/sololabstr/uisight): Your AI sees the screen but can't measure it — measured web UI findings, shared live sessions (by sololabstr, ★128, security:PASS) - [Open Computer Use](https://github.com/Wide-Moat/open-computer-use): Give any LLM its own computer — Docker sandboxes with bash, browser, docs, and sub-agents (by Wide-Moat, ★125, security:PASS) - [ScrapeGraphAI-scrapegraph-mcp](https://github.com/ScrapeGraphAI/scrapegraph-mcp): Enable language models to perform advanced AI-powered web scraping with enterprise-grade reliabili… (by ScrapeGraphAI, ★115, security:PASS) - [hwatu](https://github.com/hongnoul/hwatu): Verification browser for coding agents: headless WebKit, DOM eval, screenshots, pixel-diff. (by hongnoul, ★115, security:PASS) - [Free Search](https://github.com/sweetcornna/free-search-mcp): No-API-key web search, page fetching and document reading across many engines. Local-first. (by sweetcornna, ★108, security:PASS) - [Web Browser (kogiQA)](https://github.com/atagon-GmbH/kogiqa-mcp): This web browser has been designed to help your agent debug and develop complex web applications. (by atagon-GmbH, ★95, security:PASS) - [Stealthy Auto Browse](https://github.com/psyb0t/docker-stealthy-auto-browse): Self-hosted MCP server for stealth browser automation with human-like OS-level input. (by psyb0t, ★87, security:PASS) - [fetchpet](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/fetchpet): MCP server for Fetch Pet insurance claims management using Playwright automation. (by pulsemcp, ★81, security:PASS) - [good-eggs](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/good-eggs): MCP server for Good Eggs grocery shopping automation using Playwright. (by pulsemcp, ★81, security:PASS) - [playwright-stealth](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/playwright-stealth): Browser automation using Playwright with optional stealth mode to bypass anti-bot protection. (by pulsemcp, ★81, security:PASS) - [ShadowCrawl](https://github.com/cortex-works/cortex-scout): Rust MCP stealth scraper: anti-bot search/scrape with CDP fallback + HITL non-robot. (by cortex-works, ★70, security:PASS) - [mcp-accessibility-scanner](https://github.com/JustasMonkev/mcp-accessibility-scanner): MCP server for automated web accessibility scanning with Playwright and Axe-core. (by JustasMonkev, ★57, security:PASS) - [mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit): Interact with your local browsers. (by ndthanhdev, ★55, security:PASS) - [MCP-SearXNG-Enhanced Web Search](https://github.com/OvertliDS/mcp-searxng-enhanced): An enhanced MCP server for SearXNG web searching, utilizing a category-aware web-search, web-scraping, and includes a date/time retrieval tool. (by OvertliDS, ★55, security:PASS) - [DOMShell](https://github.com/apireno/DOMShell/tree/main/mcp-server): Drive Chrome with filesystem commands (ls, cd, grep, click, type). One MCP tool, multi-agent. (by apireno, ★54, security:PASS) - [real-browser](https://github.com/ofershap/real-browser-mcp): MCP server + Chrome extension for AI browser control with real sessions. (by ofershap, ★53, security:PASS) - [Agent360 Browser MCP](https://github.com/Agent360dk/browser-mcp): Drive your real, logged-in Chrome from any AI agent - 40 tools. Needs our Chrome extension too. (by Agent360dk, ★51, security:PASS) - [perplexity-comet-mcp](https://github.com/RapierCraft/Perplexity-Comet-MCP): Bridge Claude Code with Perplexity Comet for autonomous browsing and tab management (by RapierCraft, ★51, security:PASS) - [Vaaya](https://github.com/vaaya-ai/vaaya-mcp): Paid APIs and tokenized shares for agents. Prepaid funding, including authorized Instinct checkout. (by vaaya-ai, ★44, security:PASS) - [openevidence-mcp](https://github.com/bakhtiersizhaev/openevidence-mcp): Unofficial MCP server connecting OpenEvidence to AI agents via authenticated browser sessions (by bakhtiersizhaev, ★43, security:PASS) - [veilbrowser](https://github.com/acunningham-ship-it/veilbrowser): Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions. (by acunningham-ship-it, ★43, security:PASS) - [Parallel Browser MCP](https://github.com/etairl/parallel-browser-mcp): MCP server for parallel browser automation across multiple providers. (by etairl, ★42, security:PASS) - [browser-use-rs](https://github.com/BB-fat/browser-use-rs): Lightweight browser automation with zero dependencies. (by BB-fat, ★41, security:PASS) - [mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent): Autonomous browser automation. (by imprvhub, ★41, security:PASS) - [proxy-scraper](https://github.com/maximilianfeix/proxy-scraper): Free proxies that actually work: verified HTTP/SOCKS proxies, and pages fetched through them (by maximilianfeix, ★40, security:PASS) - [mcp](https://github.com/webdriverio/mcp): MCP server with WebdriverIO for browser and mobile app automation (iOS/Android via Appium) (by webdriverio, ★40, security:PASS) - [kernel-mcp-server](https://github.com/kernel/kernel-mcp-server): Access Kernel's cloud-based browsers and app actions via MCP (remote HTTP + OAuth). (by kernel, ★37, security:PASS) - [PageMap](https://github.com/Retio-ai/Retio-pagemap): Structured web intelligence for AI agents. 5x fewer tokens than Playwright/Firecrawl, 84.7% accuracy (by Retio-ai, ★36, security:PASS) - [Aginx Browser](https://github.com/yinnho/aginxbrowser): Stealth web browser for agents: search, fetch, click, download and type in persistent MCP sessions. (by yinnho, ★36, security:PASS) - [auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp): Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching. (by ymw0407, ★36, security:PASS) - [Universal Screenshot MCP](https://github.com/sethbang/mcp-screenshot-server): MCP server for web page and cross-platform system screenshots (macOS, Linux, Windows) (by sethbang, ★35, security:PASS) - [Presio](https://github.com/benedict-armstrong/presio): Present PDFs from the browser: upload to start a slideshow or validate Presio sidecars. No auth. (by benedict-armstrong, ★35, security:PASS) - [mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing): Minimal MCP server and client implementation using Azure OpenAI and Playwright. (by kimtth, ★35, security:PASS) - [Ausca](https://github.com/auscahq/ausca): Pay-per-call APIs and MCP services for agents, no accounts or keys, with verifiable receipts. (by auscahq, ★34, security:PASS) - [cdpilot](https://github.com/mehmetnadir/cdpilot): Zero-dependency browser automation over raw CDP — no Puppeteer, Playwright, or Selenium. (by mehmetnadir, ★32, security:PASS) - [Browsentic](https://github.com/imshaikot/browsentic/tree/main/src/daemon): Hands your real, logged-in browser to your agent: an AI side panel extension, also over MCP. (by imshaikot, ★31, security:PASS) - [MarkLayer](https://github.com/thevrus/MarkLayer/tree/main/apps/mcp): Work visual annotations on a live webpage: watch, acknowledge, resolve, reply, or leave your own. (by thevrus, ★29, security:PASS) - [Ghost](https://github.com/NORTHTEKDevs/ghost): Verified desktop control for agents on Windows and Linux: apps with no API, windows, shell, browser. (by NORTHTEKDevs, ★27, security:PASS) - [mcp-power-automate](https://github.com/kaael1/mcp-power-automate): Local MCP for Power Automate with browser-backed auth, target locking, review diff, and rollback. (by kaael1, ★26, security:PASS) - [DocPull](https://github.com/raintree-technology/docpull): Sync public web sources into cited context packs for AI agents, RAG, and MCP clients. (by raintree-technology, ★26, security:PASS) - [Grasp — Code Architecture & Dependency Analysis](https://github.com/ashfordeOU/grasp/tree/main/mcp): Codebase analysis: dependency graphs, security scanning, and refactor plans for GitHub and GitLab. (by ashfordeOU, ★25, security:PASS) - [OneTool MCP](https://github.com/beycom/onetool-mcp): One MCP for devs incl Brave,Google,Tavily,Context7,AWS,Excalidraw,DB,GitHub,DevTools,Playwright (by beycom, ★24, security:PASS) - [olostep-mcp-server](https://github.com/olostep/olostep-mcp-server): Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations. (by olostep, ★24, security:PASS) - [UI Verify](https://github.com/uiverify/uiverify): MCP server for visual regression testing: triage a PR's UI diffs from your coding agent. (by uiverify, ★23, security:PASS) - [mcp](https://github.com/kitewright/kitewright): Lightweight browser automation for AI agents: navigate, screenshot, extract, PDF. One small binary. (by kitewright, ★23, security:PASS) - [Behavior Runtime MCP](https://github.com/putervision/behavior-mcp): In-browser ~60Hz behavior tree execution engine with reactive triggers and blackboard projection. (by putervision, ★23, security:PASS) - [Transcriptor MCP](https://github.com/samson-art/transcriptor-mcp): Fetch transcripts, subtitles, chapters, metadata and frames from YouTube and 10+ video platforms (by samson-art, ★23, security:PASS) - [zen-mcp](https://github.com/sh6drack/zen-mcp): MCP server for Zen Browser automation via WebDriver BiDi (by sh6drack, ★22, security:PASS) - [octen-mcp](https://github.com/Octen-Team/octen-mcp): URL to LLM-ready markdown — plus per-page category, page_structure, and query-driven highlights. (by Octen-Team, ★21, security:PASS) - [DevTool MCP](https://github.com/standardbeagle/agnt): Development tooling MCP server with process management, proxy, and frontend diagnostics (by standardbeagle, ★21, security:PASS) - [bun-uia](https://github.com/ObscuritySRL/bun-win32/tree/main/packages/bun-uia): Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automation + MCP. (by ObscuritySRL, ★20, security:PASS) - [lastest](https://github.com/las-team/lastest/tree/main/packages/mcp-server): Run visual regression tests, review diffs, and manage baselines on a Lastest instance. (by las-team, ★20, security:PASS) - [PyreCrawl](https://github.com/SanggonBoy/PyreCrawl): Web scraping + research toolkit for AI agents: scrape, crawl, monitor URLs with anti-bot bypass. (by SanggonBoy, ★19, security:PASS) - [zenrows-mcp](https://github.com/ZenRows/zenrows-mcp): Zenrows MCP server — Fetch, Extract, Batch, and Browser Sessions for AI coding assistants (by ZenRows, ★19, security:PASS) - [jev-ultrafast-mcp](https://github.com/jiawei686/jev-ultrafast-mcp): Hand browser work off to a server-side agent: read the page as a table, act, then verify. (by jiawei686, ★19, security:PASS) - [Svipall](https://github.com/ilien-dev/svipall): Read any page past its anti-bot wall, crawl sites, search without an API key, solve captchas locally (by ilien-dev, ★18, security:PASS) - [Tap](https://github.com/LeonTing1010/tap): Browser MCP for logged-in tasks. Uses your Chrome — credentials stay local. Zero-token replay. (by LeonTing1010, ★18, security:PASS) - [browser-gateway](https://github.com/browser-gateway/browser-gateway): AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provider failover. (by browser-gateway, ★18, security:PASS) - [DeepSeek Visionary](https://github.com/xlight/deepseek-visionary): DeepSeek web vision model as an MCP server with browser auto-login. (by xlight, ★18, security:PASS) - [agent-web-interface](https://github.com/drisplabs/browser-mcp): Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP. (by drisplabs, ★18, security:PASS) - [Public Browser](https://github.com/Silbercue/public-browser): Chrome over CDP for AI agents. Blind benchmark vs agent-browser: -33% tokens, -33% cost, -32% time (by Silbercue, ★17, security:PASS) - [pixelpact](https://github.com/jamalkamaladdin/pixelpact): Extract a visual contract from a reference page and measure an implementation against it (by jamalkamaladdin, ★17, security:PASS) - [mac-control-mcp](https://github.com/AdelElo13/mac-control-mcp): Native Swift macOS automation — 153 tools: AX, EventKit, voice, browser DOM, undo. (by AdelElo13, ★16, security:PASS) - [unbrowser by Unchained](https://github.com/protostatis/unbrowser): Chrome-free MCP web access for agents with low-token page maps and browser escalation hints. (by protostatis, ★16, security:PASS) - [Netwright](https://github.com/ricfanin/netwright): Playwright-style automation of .NET desktop apps (WPF, WinForms, WinUI) for AI agents. (by ricfanin, ★16, security:PASS) - [NeuroDock Chronometric](https://github.com/tlennon-ie/neurodock/tree/main/packages/mcp-chronometric): Externalises time-of-day, session boundaries, and break prompts for time-blind users. (by tlennon-ie, ★16, security:PASS) - [NeuroDock Cognitive Graph](https://github.com/tlennon-ie/neurodock/tree/main/packages/mcp-cognitive-graph): A local typed-edge graph of people, projects, and decisions that externalises memory. (by tlennon-ie, ★16, security:PASS) - [NeuroDock Guardrail](https://github.com/tlennon-ie/neurodock/tree/main/packages/mcp-guardrail): Advisory detectors for rumination, hyperfocus, and sycophancy. Never silently blocks. (by tlennon-ie, ★16, security:PASS) - [NeuroDock Task Fractionator](https://github.com/tlennon-ie/neurodock/tree/main/packages/mcp-task-fractionator): Decompose a vague goal into atomic 5-90 minute tasks and surface the next safe action. (by tlennon-ie, ★16, security:PASS) - [NeuroDock Translation](https://github.com/tlennon-ie/neurodock/tree/main/packages/mcp-translation): Decode subtext, tone, and ambiguity in messages; rewrite outgoing replies; brief meetings. (by tlennon-ie, ★16, security:PASS) - [NeuroDock (hosted)](https://github.com/tlennon-ie/neurodock/tree/main/packages/remote): Hosted NeuroDock — stateless communication and planning tools over OAuth-secured Streamable HTTP. (by tlennon-ie, ★16, security:PASS) - [elster-mcp-server](https://github.com/lukasschwarz/elster-mcp-server): Drive the German tax portal ELSTER via Puppeteer: submit UStVA, prepare EUER/ESt, sync inbox. (by lukasschwarz, ★15, security:PASS) - [gamedev.pl](https://github.com/gamedevpl/www.gamedev.pl): Build browser games on gamedev.pl from your coding agent. (by gamedevpl, ★15, security:PASS) - [iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp): iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more. (by nnemirovsky, ★15, security:PASS) - [nodebench](https://github.com/HomenShum/NodeBenchAI/tree/main/packages/mcp-local): 260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping. (by HomenShum, ★14, security:PASS) - [OctoCounts MCP Server](https://github.com/huanglizhuo/OctoCounts/tree/main/mcp): Analyze and compare public GitHub repo line counts (SLOC) via OctoCounts, from any MCP client. (by huanglizhuo, ★14, security:PASS) - [mcp](https://github.com/scrapfly/scrapfly-mcp): Scrape any website, extract structured data, and collect web content at scale with AI agents (by scrapfly, ★14, security:PASS) - [bilibili-mcp](https://github.com/xspadex/bilibili-mcp): Fetch trending videos from Bilibili. (by xspadex, ★14, security:REVIEW) - [Scout](https://github.com/klarlabs-studio/scout): Browser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid. (by klarlabs-studio, ★13, security:PASS) - [CloakMCP](https://github.com/overtimepog/CloakMCP): Stealth browser MCP server — anti-detection Chromium with snapshot-first agent interface (by overtimepog, ★13, security:PASS) - [glovebox-mcp](https://github.com/segentic-lab/glovebox-mcp): Sandboxed computer-use for AI agents: drive real browser + desktop apps in nested X11 windows (by segentic-lab, ★13, security:PASS) - [agent-browser](https://github.com/AetherAI3/agent-browser): Self-hosted Chrome for AI agents, with a live noVNC view a human can take over. (by AetherAI3, ★12, security:PASS) - [acrawl](https://github.com/Mingye-Lu/AgenticCrawler): Autonomous web crawler. 17 browser tools + goal-driven run_goal agent. Single binary, stealth. (by Mingye-Lu, ★12, security:PASS) - [FreshContext](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp): Context integrity for AI agents: evaluate freshness, confidence, provenance, and decision readiness. (by PrinceGabriel-lgtm, ★12, security:PASS) - [GDD - AI-Controlled Browser Farm](https://github.com/Cap-of-tea/GDD): AI-controlled browser farm: N isolated Chromium instances with 36 MCP tools (by Cap-of-tea, ★12, security:PASS) - [Browser Automation](https://github.com/mindstone/mcp-servers/tree/main/connectors/browser-automation): Browser automation MCP server: navigate, fill forms, click, screenshot, and manage tabs (by mindstone, ★12, security:PASS) - [Browserbase](https://github.com/mindstone/mcp-servers/tree/main/connectors/browserbase): Browserbase MCP server: cloud browser sessions, agents, contexts, fetch, search, functions (by mindstone, ★12, security:PASS) - [selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server): Web automation through Selenium WebDriver. (by PhungXuanAnh, ★11, security:PASS) - [Katalon True Platform MCP](https://github.com/katalon-labs/true-skills): Katalon True Platform MCP: design tests, run with AI, upload reports, assess release readiness. (by katalon-labs, ★10, security:PASS) - [periscope-mcp](https://github.com/segentic-lab/periscope-mcp): Web-app QA for AI agents: 73 Playwright tools — auth, E2E, a11y/SEO/GEO, Web Vitals + Lighthouse (by segentic-lab, ★10, security:PASS) - [LLM Optimizer](https://github.com/jonradoff/llmopt): AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings. (by jonradoff, ★10, security:PASS) - [ui-ticket-mcp](https://github.com/0ics-srls/ui-ticket-mcp_public): Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP. (by 0ics-srls, ★9, security:PASS) - [Intercept](https://github.com/bighippoman/intercept-mcp): Give your AI the ability to read the web. Fetches URLs as clean markdown with multi-tier fallback. (by bighippoman, ★9, security:PASS) - [MCP Browser](https://github.com/cherchyk/MCPBrowser/tree/main/MCPBrowser): Browser automation using the user's Chromium session — JS execution, auth, and anti-bot support. (by cherchyk, ★9, security:PASS) - [Xcatcher — Recent X Posts](https://github.com/lvpiggyqq/xcatcher-mcp-manifest): Fetch recent public X/Twitter posts by named handle for monitoring, comparison, OSINT, and research. (by lvpiggyqq, ★9, security:PASS) - [doordash](https://github.com/markswendsen-code/mcp-doordash): MCP server for DoorDash - let AI agents order food delivery autonomously with browser-based ordering (by markswendsen-code, ★9, security:PASS) - [Wick](https://github.com/wickproject/wick): Browser-grade web access for AI agents. Fetches any webpage, returns clean markdown. (by wickproject, ★9, security:PASS) - [crawlio-browser](https://github.com/Crawlio-app/crawlio-browser): Bridge a live Chrome browser to your agent: 150 tools for capture, extraction, and observation. (by Crawlio-app, ★8, security:PASS) - [opencut-controller](https://github.com/JXUE0/opencut-controller): Professional MCP server for video editing automation with OpenCut. (by JXUE0, ★8, security:PASS) - [chromium-bridge](https://github.com/dashi96/chromium-bridge): MCP bridge between Chromium browsers (Arc, Vivaldi, Brave) and Claude Code: browser automation (by dashi96, ★8, security:PASS) - [SammaPix — Image & PDF tools for AI agents](https://github.com/samma1997/sammapix): Image & PDF tools for AI agents: compress, convert, resize, PDF, AI vision, pipeline. (by samma1997, ★8, security:PASS) - [agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp): Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search. (by aparajithn, ★8, security:PASS) - [chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure): Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging. (by Pantheon-Security, ★8, security:PASS) - [E2LLM](https://github.com/e2llm/e2llm-sifr): E2LLM gives your AI eyes and hands in a real browser: structured perception (SiFR) plus action. (by e2llm, ★7, security:PASS) - [unblink](https://github.com/ChristopherDavenport/unblink): Pure-Go browser for AI: fetch pages, render JS without Chromium, return clean Markdown over MCP. (by ChristopherDavenport, ★7, security:PASS) - [peek](https://github.com/Cubenest/rrweb-stack/tree/main/packages/peek-mcp): Exposes recorded browser sessions (rrweb DOM, console, network) to AI coding agents, fully local (by Cubenest, ★7, security:PASS) - [ghostfox](https://github.com/autokeren/ghostfox): Self-hosted stealth browser for AI agents: Firefox engine + Rust MCP runtime. (by autokeren, ★7, security:PASS) - [camoufox-mcp](https://github.com/baixianger/camoufox-mcp): Anti-detection browser automation with Camoufox - stealth Firefox for web scraping (by baixianger, ★7, security:PASS) - [vibatchium](https://github.com/trueoriginlabs/vibatchium): Stealth browser automation for AI agents — real Chrome, N parallel persistent logged-in sessions. (by trueoriginlabs, ★7, security:PASS) - [Uindow](https://github.com/uindow/uindow): Real signed-browser automation for AI agents, over a local stdio MCP server. (by uindow, ★7, security:PASS) - [chrome-mcp](https://github.com/Mehmoodqureshi/chrome-mcp): Drive your real Chrome over MCP: real logins and cookies, multi-tab automation, deny-all by default. (by Mehmoodqureshi, ★6, security:PASS) - [designfit](https://github.com/as9978/designfit): Validate AI-built front-ends against Figma by tokens and geometry, not pixels. (by as9978, ★6, security:PASS) - [PySide6 MCP](https://github.com/com55/pyside6-mcp): Playwright-style MCP to inspect, control, and debug PySide6 desktop GUIs. (by com55, ★6, security:PASS) - [Rendex: Rendering API for Images, PDFs & Content Extraction](https://github.com/copperline-labs/rendex-mcp): Render HTML, Markdown, or URLs to images, PDF, or branded artifacts; extract and watch pages. (by copperline-labs, ★6, security:PASS) - [e2e-runner](https://github.com/fastslack/mtw-e2e-runner): JSON-driven E2E test runner with parallel Chrome pool execution and 16 MCP tools. (by fastslack, ★6, security:PASS) - [Figranium MCP](https://github.com/figranium/figranium-mcp): MCP server for creating, running, inspecting, and scheduling Figranium browser automations. (by figranium, ★6, security:PASS) - [Hronaut Browser MCP](https://github.com/hronaut/hronaut): Control visible, persistent Hronaut browser workspaces through a local MCP connection. (by hronaut, ★6, security:PASS) - [selenium-mcp](https://github.com/pshivapr/selenium-mcp): Selenium Tools for MCP (by pshivapr, ★6, security:PASS) - [pixelcheck](https://github.com/xcodethink/pixelcheck): Real eyes and hands on the web for AI agents. MCP-first. Local-first. Vendor-agnostic. (by xcodethink, ★6, security:PASS) - [Website Snapshot](https://github.com/gustavo-meilus/mcp-web-snapshot): A MCP server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through struc (by gustavo-meilus, ★6, security:PASS) - [mcp](https://github.com/corralimited/snapdiff-mcp): Visual-diff & change-detection tools that catch agentic UI drift for coding agents. (by corralimited, ★5, security:PASS) - [mcp](https://github.com/testivai/testivai-oss): Local-first visual regression for AI agents: verdicts, diff images, explain_snapshot. No API key. (by testivai, ★5, security:PASS) - [Google News & Trends MCP](https://github.com/AKzar1el/mcp-trendpulse): Query Google News RSS feeds and search interest over time via Google Trends. (by AKzar1el, ★5, security:PASS) - [Vibe Test — Browser Testing Agent](https://github.com/AishwaryShrivastav/vibe-testing): Code-aware browser testing agent — 14 Playwright tools for AI code editors via MCP (by AishwaryShrivastav, ★5, security:PASS) - [PhoneInfoga - International Phone Number OSINT](https://github.com/AnshumanAtrey/phoneinfoga-phone-osint): PhoneInfoga - International Phone Number OSINT (by AnshumanAtrey, ★5, security:PASS) - [one-shot-ui](https://github.com/TN0123/one-shot-ui): Deterministic UI extraction and screenshot diffing for AI coding agents. (by TN0123, ★5, security:PASS) - [nodriver — undetected browser automation](https://github.com/andresolbach/nodriver-mcp-server): Undetected anti-bot Chrome automation. 70 tools, parallel isolated browsers. (by andresolbach, ★5, security:PASS) - [leapfrog](https://github.com/anthonybono21-cloud/leapfrog): Multi-session browser MCP — 15 parallel isolated browsers, 37 tools, stealth, self-improvement. (by anthonybono21-cloud, ★5, security:PASS) - [scrapi](https://github.com/bamchi/scrapi-mcp-server): Web scraping for AI agents. Converts URLs to clean, LLM-ready Markdown with anti-bot bypass. (by bamchi, ★5, security:PASS) - [webEmbedding](https://github.com/jongko54/webEmbedding): Source-first URL clone, capture, rebuild, and fidelity verification tools. (by jongko54, ★5, security:PASS) - [bussin-mcp](https://github.com/sgebb/bussin/tree/main/mcp-server): MCP server for Azure Service Bus. Peek, search and replay dead-letter messages from any MCP client. (by sgebb, ★5, security:PASS) - [SideButton MCP Server](https://github.com/sidebutton/sidebutton): Open-source MCP server with browser automation and knowledge packs for AI agents (by sidebutton, ★5, security:PASS) - [HTML to Markdown MCP Server](https://github.com/sunshad0w/html2md-mcp): Converts HTML to Markdown with auto-summary and section extraction. Supports Playwright. (by sunshad0w, ★5, security:PASS) - [oculo](https://github.com/xidik12/oculo): AI-powered native browser with 12 MCP tools. ~30 tokens per page. (by xidik12, ★5, security:PASS) - [md-feedback](https://github.com/yeominux/md-feedback): Review markdown plans before AI agents build. Annotate, gate-check, apply fixes, session handoffs. (by yeominux, ★5, security:PASS) - [supasidebar-mcp](https://github.com/auspy/supasidebar-mcp): Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app. (by auspy, ★5, security:PASS) - [visionaire-engine](https://github.com/mi60dev/visionaire-engine): Design debugging in Chrome: which CSS rule wins (with file and line), its blast radius, scoped fix selectors, live fix trials and WCAG contrast audits. (by mi60dev, ★5, security:PASS) - [tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp): Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support. (by hunglp97, ★5, security:PASS) - [ReplyNodes](https://github.com/replynodes/replynodes-mcp): Web MCP: scrape/crawl sites, web search, brand assets, app stores, YouTube, Reddit, Hacker News. (by replynodes, ★4, security:PASS) - [sniff](https://github.com/Aboudjem/sniff): QA + a11y scanner: walks your running app's real user flows and reports what's broken. (by Aboudjem, ★4, security:PASS) - [pagebolt](https://github.com/Custodia-Admin/pagebolt-mcp): Screenshots, PDFs, OG images, page inspection, and narrated video recording for Claude and Cursor. (by Custodia-Admin, ★4, security:PASS) - [proxy4agents-mcp](https://github.com/NovadaLabs/novada-proxy): Residential proxy MCP for AI agents — geo-targeting, sticky sessions, anti-bot bypass. (by NovadaLabs, ★4, security:PASS) - [lan-direct](https://github.com/farshadmomo/lan-direct): Browser MCP: the app under test egresses via the real ISP while the agent stays on the VPN. (by farshadmomo, ★4, security:PASS) - [feedthrough](https://github.com/feedthrough/feedthrough): Debug bridge inside your web app: an agent reads the DOM, console and network. Any browser. (by feedthrough, ★4, security:PASS) - [yad-agent-mcp](https://github.com/holistis/al-yad/tree/main/packages/mcp-server): MCP wrapper for Yad, a local browser-automation companion, for coding agents. (by holistis, ★4, security:PASS) - [Outscraper MCP Server](https://github.com/outscraper/outscraper-mcp-server): Outscraper MCP business discovery, Maps intelligence, enrichment, reviews, and contact data. (by outscraper, ★4, security:PASS) - [android-puppeteer-mcp](https://github.com/pedro-rivas/android-puppeteer-mcp): MCP server for Android automation with UI interaction, screenshots, and device control (by pedro-rivas, ★4, security:REVIEW) - [LinkedIn MCP Server](https://github.com/prakharagarwal-dev/linkedin-mcp-server): Find LinkedIn jobs and people, research companies, manage network, posts, and messages with MCP. (by prakharagarwal-dev, ★4, security:PASS) - [ReadGZH](https://github.com/sweesama/readgzh): Read WeChat public account articles via MCP. 99.89% anti-scraping success, 50-87% token compression. (by sweesama, ★4, security:PASS) - [Helmdeck](https://github.com/tosin2013/helmdeck): Self-hosted MCP server: sandboxed browser, desktop, vision, code-edit packs for any agent. (by tosin2013, ★4, security:PASS) - [Macbeth](https://github.com/wende/macbeth): Open-source computer use for macOS agents. (by wende, ★4, security:PASS) - [StudioMeyer Video](https://github.com/studiomeyer-io/mcp-video): Video production: recording, editing, effects, captions, TTS, screenshots. 8 tools. (by studiomeyer-io, ★4, security:PASS) - [glim.sh](https://github.com/glim-sh/glim-mcp): Give your agent live data from Twitter, Reddit, the web and GitHub. No API keys, no scraping stack. (by glim-sh, ★4, security:PASS) - [Trusty Squire](https://github.com/Trusty-Squire/trusty-squire/tree/main/apps/mcp): Provision, ship, and pay from your coding agent — keys and cards never leave the vault. (by Trusty-Squire, ★3, security:PASS) - [GoAnyAPI MCP](https://github.com/GoAnyAPI/goanyapi-mcp): GoAnyAPI SEO MCP: traffic, DR, backlinks, keywords, Google/Bing SERP/autocomplete, Ads Transparency. (by GoAnyAPI, ★3, security:PASS) - [Screen Browser](https://github.com/screenbrowser/skill): Narrated demo and tutorial videos of your web app, from a guide or your coding agent. (by screenbrowser, ★3, security:PASS) - [gateway](https://github.com/RIPRODUCTIONS/wingman-agent-gateway): Durable self for AI agents: one-call resume, memory, real browser, free chat + hire real humans. (by RIPRODUCTIONS, ★3, security:PASS) - [Playrunner](https://github.com/playrunner/playrunner): Discover Playwright workflows, start runs, and inspect results in Playrunner Cloud. (by playrunner, ★3, security:PASS) - [Anakin](https://github.com/Anakin-Inc/anakin-mcp): Web data for AI agents: scrape, crawl, search, deep research, site monitoring, browser automation (by Anakin-Inc, ★3, security:PASS) - [clickcast](https://github.com/AlexKay28/clickcast): Drive a real Playwright browser: annotated screenshot + structured page state after every action. (by AlexKay28, ★3, security:PASS) - [smolanalytics](https://github.com/Arjun0606/smolanalytics): End-to-end tests from one sentence: an agent drives a real browser, and passing runs replay free. (by Arjun0606, ★3, security:PASS) - [oswright](https://github.com/Ask-812/oswright): Windows desktop automation that re-reads only what changed: 7x fewer tokens per task. (by Ask-812, ★3, security:PASS) - [Pagerunner — The Browser Layer That Learns](https://github.com/Enreign/pagerunner): Real Chrome profiles with site intelligence — already logged in, PII anonymization, sessions persist (by Enreign, ★3, security:PASS) - [weboperator](https://github.com/KazKozDev/WebOperator): Hands your live Chrome tab to any MCP client — snapshot, navigate, click, type, extract. (by KazKozDev, ★3, security:PASS) - [ImmoStage Virtual Staging](https://github.com/LarryWalkerDEV/mcp-immostage): AI virtual staging for real estate — stage rooms, beautify floor plans, classify images. (by LarryWalkerDEV, ★3, security:PASS) - [novada-mcp](https://github.com/NovadaLabs/Novada-mcp): Search, extract, crawl, map, research, scrape 16 platforms, browser automation, proxy — one API key. (by NovadaLabs, ★3, security:PASS) - [browserbash](https://github.com/PramodDutta/browserbash): Plain-English browser tests for AI agents: real Chrome, deterministic verdicts. Free, no API keys. (by PramodDutta, ★3, security:PASS) - [QualityMax QA MCP](https://github.com/Quality-Max/qmax-mcp): Local QA MCP: scan URLs, inspect pages, generate Playwright repros, and run tests. (by Quality-Max, ★3, security:PASS) - [prism](https://github.com/Tulipe1735/Prism): Complete web tasks in the user's own Chrome via an observe-decide-act browser agent. (by Tulipe1735, ★3, security:PASS) - [Vibe MCP — Real Chrome, Remotely](https://github.com/VibeTechnologies/vibe-mcp): Drive your real, logged-in Chrome from any MCP client — even from a remote machine, no inbound port. (by VibeTechnologies, ★3, security:PASS) - [aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp): Local Playwright browser through residential proxies — agent picks country + sticky identity (by aethynio, ★3, security:PASS) - [agentfetch](https://github.com/bch1212/agentfetch-mcp): Token-budgeted web fetch for AI agents — auto-routes Jina, FireCrawl, Trafilatura, PDF. (by bch1212, ★3, security:PASS) - [mcp](https://github.com/extensiondev/mcp): Build, run, inspect, and publish browser extensions from any MCP client. 32 tools, 11 browsers. (by extensiondev, ★3, security:PASS) - [zahori](https://github.com/josesepulvedapino/zahori): Find the media stream behind any web page: browser-driven HLS/DASH/MP4 with learnable site profiles (by josesepulvedapino, ★3, security:PASS) - [X (read-only)](https://github.com/jsilets/twscrape-twitter-mcp): Read-only X/Twitter MCP: posts, threads, replies, search via twscrape. No API key. (by jsilets, ★3, security:PASS) - [FetchV2](https://github.com/praveenc/fetchv2-mcp-server): Fetch and extract web pages, discover links, and read llms.txt documentation indexes. (by praveenc, ★3, security:PASS) - [browser-agent](https://github.com/runbook-ai/runbook-ai-mcp): MCP server for browser automation with AI agent (by runbook-ai, ★3, security:PASS) - [BrowserMesh](https://github.com/scrollDynasty/BrowserMesh): Isolated multi-session Chromium runtime for external MCP clients over stdio. (by scrollDynasty, ★3, security:PASS) - [five46](https://github.com/sekharsdet/five46): BYOK, fully local AI agent that tests your app/API and writes a real Playwright spec on success. (by sekharsdet, ★3, security:PASS) - [sendblue-browser-mcp](https://github.com/sendblue-api/sendblue-browser-use): Drive a stealth-patched Chromium daemon: navigate, screenshot, eval JS, attach over CDP. (by sendblue-api, ★3, security:PASS) - [Site-Shot](https://github.com/site-shot/site-shot-mcp): Website screenshots for AI agents: full-page, country proxies, ad & cookie-banner removal (by site-shot, ★3, security:PASS) - [myfigurecollection-api](https://github.com/ssskay/myfigurecollection-api): Read MyFigureCollection.net: search figures, JAN barcode lookup, shop prices, collections and clubs. (by ssskay, ★3, security:PASS) - [gdocs-comments-mcp](https://github.com/stanislawherjan1/gdocs-comments-mcp): Add inline, range-anchored comments to Google Docs - the one comment op the Google APIs can't do. (by stanislawherjan1, ★3, security:PASS) - [mcp](https://github.com/gmapsscraper/gmapsscraper-mcp): Scrape Google Maps business data from any MCP client — names, phones, emails, websites, ratings. (by gmapsscraper, ★3, security:PASS) - [mcp-doctor](https://github.com/realwigu/mcp-doctor): Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency. (by realwigu, ★3, security:PASS) - [snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server): Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal. (by User0856, ★3, security:PASS) - [TikTok Trends API](https://github.com/trendsapi-ai/tiktok-trends-api): TikTok hashtag volume over time, with growth for any hashtag. Free key at trendsapi.ai (by trendsapi-ai, ★2, security:PASS) - [B4n1Web](https://github.com/B4N1-com/b4n1-web): Ultra-lightweight browser engine for AI agents. 33 MCP tools, 4 SDKs, cross-platform. (by B4N1-com, ★2, security:PASS) - [Amazon Scraper API](https://github.com/ChocoData-com/amazon-scraper-api-mcp): Scrape Amazon products, search, and async batch ASIN lookups across 20 marketplaces (by ChocoData-com, ★2, security:PASS) - [Safari DevTools MCP](https://github.com/HayoDev/safari-devtools-mcp): MCP server for Safari DevTools — browser debugging and automation for AI coding agents (by HayoDev, ★2, security:PASS) - [WaveXisMCP](https://github.com/MathiasPaulenko/wavexis-mcp): 220 browser automation tools for Chrome, Edge, and Firefox via CDP + BiDi. 100% Python. (by MathiasPaulenko, ★2, security:PASS) - [toolpiper](https://github.com/ModelPiper/toolpiper): On-device MCP tools for macOS: local AI, speech, vision, browser automation, system control. (by ModelPiper, ★2, security:PASS) - [capsolver-mcp](https://github.com/capsolver-ai/capsolver-mcp): MCP Server for CapSolver - captcha-solving capabilities for AI agents (by capsolver-ai, ★2, security:PASS) - [ui-debugger-mcp](https://github.com/developerz-ai/ui-debugger-mcp): Autonomous UI debugging MCP server: an agent drives the browser/desktop, reports bugs + UX issues. (by developerz-ai, ★2, security:PASS) - [AgentScrape](https://github.com/hshintelligence/agent-scrape): Pay-per-call web scraping for AI agents via x402 on Base USDC. Six tools, no signup. (by hshintelligence, ★2, security:PASS) - [TheCrawler](https://github.com/manchittlab/TheCrawler): Universal web scraper with LLM-ready markdown, RAG chunking, PDF/DOCX support. (by manchittlab, ★2, security:PASS) - [prufa-mcp](https://github.com/prufa-dev/prufa-mcp): The full Prufa QA agent over MCP: audits, flows, monitors, gremlin chaos, discovery. (by prufa-dev, ★2, security:PASS) - [Devloop](https://github.com/vincentvella/devloop): Browser + dev-server logs on one correlated timeline, for Claude Code and AI agents. (by vincentvella, ★2, security:PASS) - [Wavedash](https://github.com/wvdsh/ai/tree/main/mcp): Wavedash docs and workflow guidance for building and publishing browser games. (by wvdsh, ★2, security:PASS) - [Campus Copilot MCP](https://github.com/xiaojiou176-open/campus-copilot/tree/main/packages/mcp-server): Read-only MCP server for the local Campus Copilot BFF and imported workspace snapshots. (by xiaojiou176-open, ★2, security:PASS) - [Prompt Switchboard MCP Sidecar](https://github.com/xiaojiou176-open/multi-ai-panel): Compare-first local MCP sidecar for browser AI workflows. (by xiaojiou176-open, ★2, security:PASS) - [mcp-server](https://github.com/Ceki-me/mcp-server): Hire specialists by the hour — search, schedule, and pay via MCP protocol. (by Ceki-me, ★2, security:PASS) - [opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public): Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection. (by parastejpal987-cmyk, ★2, security:PASS) - [purroxy2](https://github.com/KuvopLLC/purroxy2): Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing. (by KuvopLLC, ★2, security:PASS) - [Glasser](https://github.com/glasser-ai/plugins): One key to 1,000+ paid data APIs: enrichment, SEO/SERP, scraping, places, news. Pay per call. (by glasser-ai, ★1, security:PASS) - [YouTube Trends API](https://github.com/trendsapi-ai/youtube-trends-api): YouTube search volume and trending videos over time. Free key at trendsapi.ai (by trendsapi-ai, ★1, security:PASS) - [lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp): Read any public web page as a clean AIDocument (Markdown + structure) through Lyrenth. (by lyrenth, ★1, security:PASS) - [maxoperf](https://github.com/MaxoPerf/mcp): Load & browser performance testing — drive MaxoPerf from your AI agent with your API key. (by MaxoPerf, ★1, security:PASS) - [Octoparse MCP Server](https://github.com/octoparse/octoparse-mcp): Official Octoparse MCP server for template discovery, cloud tasks, and structured data export. (by octoparse, ★1, security:PASS) - [Scrapeer](https://github.com/Scrapeer/scrapeer-mcp-server): Run Scrapeer visual web-scraping flows from AI agents. (by Scrapeer, ★1, security:PASS) - [scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp): Fetch any web page's HTML or AI-parsed JSON through the ScrapeUnblocker anti-bot API. (by ScrapeUnblocker, ★1, security:PASS) - [Snapshot Site](https://github.com/snapshot-site/snapshot-site-mcp): Capture screenshots, detect visual regressions between page versions, and analyze with AI. (by snapshot-site, ★1, security:PASS) - [Spytrend](https://github.com/Spytrend/spytrend-mcp): Analytics, advertising: Facebook/Meta, TikTok, competitor ads. Free plan; Spytrend OAuth in browser (by Spytrend, ★1, security:PASS) - [prompt-injection-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/prompt-injection-scanner): Scans RAG content/scraped pages for indirect prompt injection (by GuardBee, ★1, security:PASS) - [AIR SDK](https://github.com/ArcedeDev/air-sdk): Collective intelligence for browser automation agents. Site capabilities, selectors, and extraction. (by ArcedeDev, ★1, security:PASS) - [capmonster-mcp-captcha-solver](https://github.com/CapMonsterCloud/capmonster-mcp-captcha-solver): CapMonster Cloud MCP server — AI captcha solver for reCAPTCHA, Turnstile & DataDome for AI agents. (by CapMonsterCloud, ★1, security:PASS) - [capmonster-mcp-patchright-captcha-solver](https://github.com/CapMonsterCloud/capmonster-mcp-patchright-captcha-solver): Browser automation MCP for solving captchas with CapMonster Cloud via Patchright. (by CapMonsterCloud, ★1, security:PASS) - [DLBrowser](https://github.com/DekryptLabs/dlbrowser): Self-healing web access for AI agents — recovers through bot blocks, captchas and JS pages. (by DekryptLabs, ★1, security:PASS) - [proxyclaw](https://github.com/Iploop/proxyclaw-mcp): Residential proxy MCP server. 175M+ IPs in 195+ countries with anti-bot bypass. (by Iploop, ★1, security:PASS) - [Kaption WhatsApp](https://github.com/Kaption-AI/mcp-extension): Read and manage your WhatsApp conversations through the KaptionAI browser extension. (by Kaption-AI, ★1, security:PASS) - [snapstack-server](https://github.com/bgaze/snapstack-server): Local always-on server for SnapStack: browser capture intake + MCP over 127.0.0.1. (by bgaze, ★1, security:PASS) - [Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server): MCP server that bridges local apps with Selenix for browser automation. (by markmircea, ★1, security:PASS) - [Apify](https://github.com/pipeworx-io/mcp-apify): Apify MCP — run web-scraping Actors and fetch their dataset results. (by pipeworx-io, ★1, security:PASS) - [Decodo](https://github.com/pipeworx-io/mcp-decodo): Decodo MCP — wraps the Decodo Web Scraping API (decodo.com, formerly (by pipeworx-io, ★1, security:PASS) - [Scrapingdog](https://github.com/pipeworx-io/mcp-scrapingdog): Scrapingdog MCP — wraps Scrapingdog (scrapingdog.com), a proxy-based web (by pipeworx-io, ★1, security:PASS) - [ProdPoke](https://github.com/prodpoke/prodpoke-mcp): AI QA tester — real browsers scan sites for bugs, SEO, perf, and accessibility issues via chat. (by prodpoke, ★1, security:PASS) - [WebLoom](https://github.com/webloomhq/engine): 86 tools: drive YOUR real Chrome via CDP + browse/install/publish Threads in chat. webloom.run. (by webloomhq, ★1, security:PASS) - [Scalebrowser](https://github.com/blackdiamond-labs/scalebrowser-mcp): Isolated browsers with a persistent identity for AI agents, on your own Windows machine. (by blackdiamond-labs, ★1, security:PASS) - [ghostlight](https://github.com/sylin-org/ghostlight): Visible local browser automation in signed-in Chromium, with optional policy and audit. (by sylin-org, ★1, security:PASS) - [simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium): Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios. (by brutalzinn, ★1, security:PASS) - [mcp-server](https://github.com/junipr-labs/mcp-server): Web intelligence API: screenshots, PDF generation, page metadata and specialized extractors for news, social media, search results, prices and more. (by junipr-labs, ★1, security:PASS) - [claudeForSafari](https://github.com/Lyosis/claudeForSafari): Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver. (by Lyosis, ★1, security:PASS) - [cute-web-scraper](https://github.com/maccydee/cute-web-scraper): Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries. (by maccydee, ★1, security:PASS) - [selenium-mcp](https://github.com/seleniumboot/selenium-mcp): Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines. (by seleniumboot, ★1, security:PASS) - [Screenshot Scout](https://github.com/screenshotscout/screenshotscout-mcp): Capture screenshots of webpages as images or PDFs with Screenshot Scout. (by screenshotscout, ★0, security:PASS) - [mcp-server](https://github.com/RapierCraft/alterlab-mcp-server): Web scraping MCP server — scrape, extract structured data, screenshot any site with anti-bot bypass. (by RapierCraft, ★0, security:PASS) - [agentrender-mcp](https://github.com/corbinvachal48/agentrender-mcp): URL to screenshot, PDF, or structured extract for AI agents via MCP. (by corbinvachal48, ★0, security:PASS) - [nexus-browser-mcp](https://github.com/paipaipai666/nexus-browser-mcp): Event-driven deterministic browser MCP: HITL gates, audit, console/network/perf observability. (by paipaipai666, ★0, security:PASS) - [snapmcp](https://github.com/reeinharddd/snapmcp): Visual capture MCP server: terminal colors, code, diffs, PDFs, GIFs. 13 tools, SSRF on by default. (by reeinharddd, ★0, security:PASS) - [snapsurf](https://github.com/zumerlab/snapsurf): Web navigation and verification for AI agents: page digest, typed diff per action, assertions. (by zumerlab, ★0, security:PASS) - [x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine): Web scraping, Llama 3 digests and Twitter intelligence, paid per call in USDC via x402 on Base. (by ami-guru, ★0, security:PASS) - [ottersnap-mcp](https://github.com/zzzjy765/ottersnap-mcp): Glint Render web rendering and evidence API: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence capture. (by zzzjy765, ★0, security:PASS) ## Cloud & DevOps - [mcp](https://github.com/awslabs/mcp): Suite of servers for integrating with AWS services and resources. (by awslabs, ★9755, security:PASS) - [AWS Bedrock KB Retrieval](https://github.com/awslabs/mcp/tree/main/src/bedrock-kb-retrieval-mcp-server): Query Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources. (by awslabs, ★9755, security:PASS) - [AWS CDK](https://github.com/awslabs/mcp/tree/main/src/cdk-mcp-server): Get prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns. (by awslabs, ★9755, security:PASS) - [AWS Core](https://github.com/awslabs/mcp/tree/main/src/core-mcp-server): Core AWS MCP server providing prompt understanding and server management capabilities. (by awslabs, ★9755, security:PASS) - [AWS Cost Analysis](https://github.com/awslabs/mcp/tree/main/src/cost-analysis-mcp-server): Analyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API. (by awslabs, ★9755, security:PASS) - [AWS Documentation](https://github.com/awslabs/mcp/tree/main/src/aws-documentation-mcp-server): Fetch, convert, and search AWS documentation pages, with recommendations for related content. (by awslabs, ★9755, security:PASS) - [AWS Nova Canvas](https://github.com/awslabs/mcp/tree/main/src/nova-canvas-mcp-server): Generate images using Amazon Nova Canvas with text prompts and color guidance. (by awslabs, ★9755, security:PASS) - [mcp](https://github.com/cloudflare/mcp-server-cloudflare): Cloudflare MCP servers (by cloudflare, ★4356, security:PASS) - [Azure MCP Server](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server): All Azure MCP tools to create a seamless connection between AI agents and Azure services. (by microsoft, ★3730, security:PASS) - [metorial](https://github.com/metorial/metorial): Integration platform connecting AI agents to many services through one interface, with OAuth, scaling and monitoring. (by metorial, ★3363, security:REVIEW) - [Azure DevOps (ADO)](https://github.com/microsoft/azure-devops-mcp): The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents. (by microsoft, ★2046, security:PASS) - [Terraform](https://github.com/hashicorp/terraform-mcp-server): Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise (by hashicorp, ★1544, security:PASS) - [Google Cloud Run](https://github.com/GoogleCloudPlatform/cloud-run-mcp): Official MCP Server to deploy to Google Cloud Run. (by GoogleCloudPlatform, ★631, security:PASS) - [AlibabaCloud DevOps MCP](https://github.com/aliyun/alibabacloud-devops-mcp-server): Yunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform. (by aliyun, ★174, security:PASS) - [alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server): Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products. (by aliyun, ★131, security:PASS) - [Backblaze B2 MCP Server](https://github.com/backblaze-labs/b2-mcp): Official Backblaze B2 MCP server for buckets, files, keys, Object Lock, and S3 storage. (by backblaze-labs, ★41, security:PASS) - [mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops): Manage Kubernetes resources through the Cyclops abstraction. (by cyclops-ui, ★30, security:REVIEW) - [localstack-mcp-server](https://github.com/localstack/localstack-mcp-server): A LocalStack MCP Server providing essential tools for local cloud development & testing (by localstack, ★27, security:PASS) - [liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server): Create, modify and delete Liveblocks rooms, threads, comments, notifications and more, with read access to Storage and Yjs. (by liveblocks, ★19, security:PASS) - [esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp): Manage and control ESP RainMaker devices. (by espressif, ★18, security:REVIEW) - [ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp): Interact with OCI registries: retrieve container image information, list tags and more. (by StacklokLabs, ★13, security:PASS) - [NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP): Manage the software licensing lifecycle in Labs64 NetLicensing through natural language. (by Labs64, ★5, security:PASS) - [lizard-mcp](https://github.com/lizard-build/lizard-mcp): Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains. (by lizard-build, ★3, security:PASS) - [relayer-mcp](https://github.com/xns-cloud/relayer-mcp): Install and manage a self-hosted XNS Relayer, S3-compatible object storage on a decentralized provider network: setup, health, configuration and backups. (by xns-cloud, ★3, security:PASS) - [agentmetal](https://github.com/agentmetal/mcp): Rent a Linux VPS from an AI agent: provision, SSH in, run commands. Pay USDC (x402) or card. (by agentmetal, ★2, security:PASS) - [blazingcdn-mcp](https://github.com/BlazingCDN/BlazingCDN-MCP): Manage BlazingCDN from AI agents: CDN zones, cache, metrics, domains, cloud storage and video CDN (by BlazingCDN, ★2, security:PASS) - [4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp): Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting. (by 4everland, ★2, security:REVIEW) - [nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server): Access the full NebulaBlock API. (by Nebula-Block-Data, ★1, security:REVIEW) - [hatchable-mcp](https://github.com/Woobox/hatchable-mcp): Build and host full-stack web apps and sites on Hatchable, with per-project database, auth, storage, domains and cron. (by Woobox, ★1, security:PASS) - [Stacktree](https://github.com/stevysmith/stacktree-mcp): Publish HTML to private, unguessable, replace-in-place URLs from any MCP-compatible AI agent. (by stevysmith, ★0, security:PASS) - [mcp](https://github.com/luno-cms/mcp): LUNO — AI-era Backend Platform (not Luno crypto). BUILD/OPERATE, REGISTER/GOVERN, CONSUME. (by luno-cms, ★0, security:PASS) - [openpouch](https://github.com/openpouch/openpouch): Agent-native hosting: deploy any folder to a live URL in one command. No approve tool. (by openpouch, ★0, security:PASS) - [Ergonia Works](https://github.com/ianewsfr-a11y/ergonia): Verifiable work for AI agents: every task carries a condition a stranger can execute. (by ianewsfr-a11y, ★0, security:PASS) - [mcp](https://github.com/publee-dev/mcp): Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only access. (by publee-dev, ★0, security:PASS) - [Netdata](https://github.com/netdata/netdata/tree/master/docs/netdata-ai/mcp): Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection. (by netdata, ★80798, security:PASS) - [Coder](https://github.com/coder/coder): Manage Coder workspaces, templates, and cloud development environments (by coder, ★16852, security:PASS) - [kubefwd](https://github.com/txn2/kubefwd): Kubernetes port forwarding for local development with automatic /etc/hosts entries. (by txn2, ★4173, security:PASS) - [kubernetes-mcp-server](https://github.com/containers/kubernetes-mcp-server): A Model Context Protocol (MCP) server for Kubernetes and OpenShift (by containers, ★2144, security:PASS) - [testkube-mcp](https://github.com/kubeshop/testkube): MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants (by kubeshop, ★1662, security:REVIEW) - [TerraVision](https://github.com/patrickchugh/terravision): Cloud architecture diagrams with official AWS, Azure and GCP icons, from Terraform or a JSON graph. (by patrickchugh, ★1646, security:PASS) - [mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes): Kubernetes cluster operations for pods, deployments and services. (by Flux159, ★1595, security:PASS) - [CloudBase](https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/mcp): CloudBase MCP: DB, functions, storage, hosting via @cloudbase/cloudbase-mcp (by TencentCloudBase, ★1132, security:PASS) - [kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server): Interact with Kubernetes clusters through natural language. (by rohitg00, ★962, security:PASS) - [k8m](https://github.com/weibaohui/k8m): Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources. (by weibaohui, ★885, security:PASS) - [Kody](https://github.com/kentcdodds/kody): Personal assistant MCP server with search, execute, packages, jobs, secrets, and integrations. (by kentcdodds, ★734, security:PASS) - [coolify](https://github.com/StuMason/coolify-mcp): 46 optimized tools for managing Coolify infrastructure, diagnostics, and docs search (by StuMason, ★608, security:PASS) - [AKShare](https://github.com/agentpit-io/hunter-community/tree/main/tools/akshare-mcp): Let a model explore AKShare's 1000+ China market data functions on its own — search, inspect, call (by agentpit-io, ★569, security:PASS) - [Kronos](https://github.com/agentpit-io/hunter-community/tree/main/tools/kronos-mcp): Stock price forecasting for China A-shares — Kronos K-line time-series model (by agentpit-io, ★569, security:PASS) - [TrueSource](https://github.com/agentpit-io/hunter-community/tree/main/tools/truesource-mcp): First-hand market signals: filings, procurement wins, R&D expansion, macro data (by agentpit-io, ★569, security:PASS) - [claude-ops-telegram-server](https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/telegram-server): Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats. (by Lifecycle-Innovations-Limited, ★539, security:PASS) - [seo-monster](https://github.com/avansaber/seo-monster): Local-first SEO MCP: track AI citations, Search Console, GA4, PageSpeed, Cloudflare, IndexNow, CrUX. (by avansaber, ★426, security:PASS) - [classifier.dev](https://github.com/mrmps/classifier-dev): Sort up to 1,000 texts into your own labels with a calibrated confidence per answer. No API key. (by mrmps, ★422, security:PASS) - [mcp-k8s-go](https://github.com/strowk/mcp-k8s-go): Kubernetes cluster operations. (by strowk, ★383, security:PASS) - [tfmcp](https://github.com/nwiizo/tfmcp): Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state. (by nwiizo, ★373, security:PASS) - [fojin — Buddhist Canon Tools](https://github.com/xr843/fojin): Buddhist canon tools: search, passages, cross-canon parallels, dictionaries — all URN-cited. (by xr843, ★345, security:PASS) - [HQBase](https://github.com/HQBase/hqbase): Connect AI agents to your self-hosted HQBase shared email workspace. (by HQBase, ★338, security:PASS) - [emisar](https://github.com/AndrewDryga/emisar): Let AI operate servers without SSH. Choose actions, approve risky changes, and audit every step. (by AndrewDryga, ★337, security:PASS) - [dot-ai](https://github.com/vfarcic/dot-ai): AI-powered development platform for Kubernetes deployments and intelligent automation (by vfarcic, ★336, security:PASS) - [figma-ui-mcp](https://github.com/TranHoaiHung/figma-ui-mcp): Bidirectional Figma MCP — AI draws UI on Figma canvas, reads designs back (by TranHoaiHung, ★262, security:PASS) - [portainer-mcp](https://github.com/portainer/portainer-mcp): Interact with Portainer instances: container management, deployment operations and infrastructure monitoring. (by portainer, ★234, security:PASS) - [HomeLab Monitor](https://github.com/SikamikanikoBG/homelab-monitor): Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services). (by SikamikanikoBG, ★214, security:PASS) - [k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server): Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events. (by reza-gholizade, ★185, security:PASS) - [KSail](https://github.com/devantler-tech/ksail): SDK for creating, managing, and operating Kubernetes clusters and workloads with ease. (by devantler-tech, ★166, security:PASS) - [Dynatrace](https://github.com/Dynatrace/dynatrace-for-ai): Connect AI assistants to Dynatrace to query observability data and analyze problems. (by Dynatrace, ★161, security:PASS) - [Forge Orchestrator](https://github.com/nxtg-ai/forge-orchestrator): Multi-tool AI orchestration: Claude Code, Codex, Gemini on shared repos. 11 MCP tools, stdio. (by nxtg-ai, ★161, security:PASS) - [vnsh](https://github.com/raullenchai/vnsh): Portable workspaces for AI agents: one encrypted link any agent can read and write (by raullenchai, ★157, security:PASS) - [mcp-ts-core](https://github.com/cyanheads/mcp-ts-core): Agent-native TypeScript framework for building MCP servers. (by cyanheads, ★152, security:PASS) - [mcp-k8s](https://github.com/silenceper/mcp-k8s): Manage any Kubernetes resource, including native resources and CRDs, through natural language. (by silenceper, ★151, security:PASS) - [kom](https://github.com/weibaohui/kom): Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources. (by weibaohui, ★149, security:PASS) - [Unraid RMCP](https://github.com/dinglebear-ai/unraid): Rust MCP server and CLI for Unraid GraphQL operations across NAS, Docker, VM, and storage workflows. (by dinglebear-ai, ★135, security:PASS) - [pmndrs docs](https://github.com/pmndrs/docs): Search and read the docs and examples of react-three-fiber, drei, zustand, jotai... from your agent (by pmndrs, ★119, security:PASS) - [Moira](https://github.com/moira-mcp/moira): Agent Workflow Engine — multi-step MCP workflows with per-step directives and validation. (by moira-mcp, ★115, security:PASS) - [strimzi-kafka-cli](https://github.com/SystemCraftsman/strimzi-kafka-cli): Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MM2. (by SystemCraftsman, ★92, security:PASS) - [Lumen](https://github.com/ahmedEid1/lumen/tree/main/apps/backend/app/mcp): Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest. (by ahmedEid1, ★88, security:PASS) - [podman-mcp-server](https://github.com/manusa/podman-mcp-server): A Model Context Protocol (MCP) server for container runtimes (Podman and Docker) (by manusa, ★84, security:PASS) - [dynamodb](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/dynamodb): MCP server for AWS DynamoDB with fine-grained tool control and configurable access levels. (by pulsemcp, ★81, security:PASS) - [fly-io](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/fly-io): MCP server for managing Fly.io machines, apps, logs, and Docker images. (by pulsemcp, ★81, security:PASS) - [gcs](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/gcs): MCP server for Google Cloud Storage with fine-grained tool access control. (by pulsemcp, ★81, security:PASS) - [remote-filesystem](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/remote-filesystem): MCP server for remote filesystem operations on cloud storage (Google Cloud Storage). (by pulsemcp, ★81, security:PASS) - [s3](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/s3): MCP server for AWS S3 with fine-grained tool control and S3-compatible endpoint support. (by pulsemcp, ★81, security:PASS) - [vercel](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/vercel): MCP server for Vercel — manage deployments and view build and runtime application logs. (by pulsemcp, ★81, security:PASS) - [VMware AIops](https://github.com/vmware-skills/VMware-AIops): AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 60 MCP tools. (by vmware-skills, ★74, security:PASS) - [arr-mcp](https://github.com/bardesss/arr-mcp): One server, 38 tools, the whole media stack: the *arrs, Jellyfin, Plex, Seerr and download clients (by bardesss, ★72, security:PASS) - [MikroMCP](https://github.com/AliKarami/MikroMCP): MCP server for MikroTik RouterOS: typed tools, dry-run, RBAC, audit logs, and rollback. (by AliKarami, ★71, security:PASS) - [gemini-cloud-assist-mcp](https://github.com/GoogleCloudPlatform/gemini-cloud-assist-mcp): MCP Server for understanding, managing & troubleshooting your GCP environment. (by GoogleCloudPlatform, ★68, security:PASS) - [HuaweiCloud DevKit (Community Preview)](https://github.com/huaweicloud/huaweicloud-devkit): Community preview of HuaweiCloud DevKit MCP server (official: io.github.huaweicloud) (by huaweicloud, ★65, security:PASS) - [WHOIS](https://github.com/KincaidYang/whois): Query WHOIS/RDAP information for domains, IP addresses, CIDR prefixes and ASNs. Self-hostable. (by KincaidYang, ★64, security:PASS) - [esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server): VMware ESXi and vCenter virtual machine management via a REST API. (by bright8192, ★64, security:PASS) - [Wraps](https://github.com/wraps-team/wraps/tree/main/apps/website): Search the Wraps docs and estimate AWS SES costs. Public, read-only, no authentication. (by wraps-team, ★62, security:PASS) - [portview](https://github.com/Mapika/portview): See what's on your ports, the processes behind them, and diagnose conflicts and leaks. (by Mapika, ★60, security:PASS) - [ckan-mcp-server](https://github.com/ondata/ckan-mcp-server): MCP server for interacting with CKAN open data portals (by ondata, ★59, security:PASS) - [mkp](https://github.com/StacklokLabs/mkp): Interact with Kubernetes clusters: list and apply Kubernetes resources. (by StacklokLabs, ★59, security:PASS) - [Cloud FinOps Skill & MCP](https://github.com/OptimNow/cloud-finops-skills): Cloud cost + FinOps knowledge for AI agents: AWS/Azure/GCP optimisation, AI spend, waste playbooks. (by OptimNow, ★58, security:PASS) - [Nora](https://github.com/solomon2773/nora/tree/master/mcp-server): Operate self-hosted OpenClaw and Hermes agent fleets on Docker or Kubernetes from MCP clients. (by solomon2773, ★56, security:PASS) - [Proximo — the Proxmox MCP you can hand the keys](https://github.com/john-broadway/proximo): The Proxmox MCP you can hand the keys: VE/PBS/PMG/PDM. Plan, prove, undo, diagnose. MCP/A2A/API. (by john-broadway, ★50, security:PASS) - [odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp): Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization. (by rosenvladimirov, ★50, security:PASS) - [Amazon Web Services MCP](https://github.com/Servosity/msp-skills/tree/main/skills/aws-billing): Get a non-expert from zero to a Slack-delivered, plain-English, waste-flagged AWS bill breakdown (by Servosity, ★48, security:PASS) - [kubently](https://github.com/kubently/kubently): Troubleshoot Kubernetes agentically: natural-language cluster diagnosis via ask_kubently (by kubently, ★45, security:PASS) - [Containerization Assist](https://github.com/Azure/containerization-assist): TypeScript MCP server for AI-powered containerization workflows with Docker and Kubernetes support (by Azure, ★43, security:PASS) - [mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud): Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments. (by redis, ★43, security:PASS) - [Komodo MCP Server](https://github.com/MP-Tool/komodo-mcp-server): MCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI (by MP-Tool, ★42, security:PASS) - [nodrix](https://github.com/decoded-cipher/nodrix): Read live and historical IoT telemetry and actuate ESP32/Arduino hardware from a backend you host. (by decoded-cipher, ★42, security:PASS) - [confdiff-mcp](https://github.com/esperanza-volkov/confdiff): Semantic, format-aware diff of config files (JSON/YAML/TOML/INI/.env/XML/CSV) for AI agents (by esperanza-volkov, ★41, security:PASS) - [qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server): Access Qiniu Cloud products such as Cloud Storage and media processing services. (by qiniu, ★39, security:PASS) - [AIquila — Nextcloud MCP Server](https://github.com/elgorro/aiquila/tree/main/mcp-server): Nextcloud MCP server — files, calendar, contacts, mail, maps, notes, tasks & 120+ more tools (by elgorro, ★38, security:PASS) - [ocm-mcp-server](https://github.com/ocm-mcp-server/ocm-mcp-server): Guardrailed fleet ops for AI agents: multi-cluster Kubernetes via OCM with policy, approval, audit. (by ocm-mcp-server, ★37, security:PASS) - [smails](https://github.com/pexni/smails/tree/main/cli): Free disposable email for AI agents: a throwaway inbox to read verification codes over MCP. (by pexni, ★36, security:PASS) - [DevGlobe](https://github.com/sajeetharan/devglobe): The open-source talent graph for humans and AI agents. Find developers. (by sajeetharan, ★33, security:PASS) - [Porkbun (official)](https://github.com/oborseth/Porkbun-MCP): Official Porkbun MCP server: domains, DNS, SSL, hosting and Cloudflare via the Porkbun API. (by oborseth, ★32, security:PASS) - [cloudwright](https://github.com/xmpuspus/cloudwright): Cloud architecture and migration planning with costs, controls, evidence, and deployable IaC. (by xmpuspus, ★32, security:PASS) - [mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye): Kubernetes management plus cluster and application health analysis. (by wenhuwang, ★29, security:PASS) - [devcontainer-mcp](https://github.com/aniongithub/devcontainer-mcp): Manage dev container environments via MCP (Docker, DevPod, Codespaces). (by aniongithub, ★27, security:PASS) - [awesome-agent-skills](https://github.com/shadowrootdev/awesome-agent-skills-mcp): MCP server with 100+ AI agent skills from Anthropic, Vercel, Trail of Bits, Hugging Face & more. (by shadowrootdev, ★26, security:PASS) - [marzban-sdk](https://github.com/Ilmar7786/marzban-sdk/tree/main/packages/mcp): Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls. (by Ilmar7786, ★26, security:PASS) - [strava-mcp](https://github.com/kw510/strava-mcp): Access data from Strava, the exercise-tracking app. (by kw510, ★26, security:PASS) - [speclock](https://github.com/sgroy10/speclock): AI Constraint Engine — enforces CLAUDE.md and .cursorrules as laws. 51 MCP tools. (by sgroy10, ★25, security:PASS) - [Alertmanager](https://github.com/ntk148v/alertmanager-mcp-server): A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager (by ntk148v, ★25, security:PASS) - [UniFi Gateway](https://github.com/pete-builds/mcp-unifi): Safe-by-default UniFi MCP: Network + Protect + Access, multi-site, dry-run, audit log. (by pete-builds, ★24, security:PASS) - [cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server): Manage and troubleshoot cert-manager. (by pibblokto, ★24, security:PASS) - [Infrawise](https://github.com/Sidd27/infrawise): Live AWS, database & Kafka infrastructure context for AI coding assistants via MCP. (by Sidd27, ★22, security:PASS) - [Claudebox](https://github.com/psyb0t/docker-claudebox): Self-hosted MCP server exposing Claude Code as an agentic AI tool over streamable HTTP. (by psyb0t, ★22, security:PASS) - [GitHub Repos Manager MCP Server](https://github.com/kurdin/github-repos-manager-mcp): Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration. (by kurdin, ★22, security:REVIEW) - [mcp-ipfs](https://github.com/alexbakers/mcp-ipfs): Upload to and manipulate IPFS storage. (by alexbakers, ★21, security:PASS) - [aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp): Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue. (by trilogy-group, ★21, security:PASS) - [mcp](https://github.com/DevCycleHQ/cli): DevCycle MCP server for feature flag management (by DevCycleHQ, ★20, security:PASS) - [neurodivergent-memory](https://github.com/jmeyer1980/neurodivergent-memory): Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM. (by jmeyer1980, ★20, security:PASS) - [Maven Decoder](https://github.com/salitaba/maven-decoder-mcp): Lets AI agents read the real source of any Maven dependency, decompiled from ~/.m2 or Central. (by salitaba, ★20, security:PASS) - [adrkit decision memory](https://github.com/mbeacom/adrkit/tree/main/packages/mcp): Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls. (by mbeacom, ★19, security:PASS) - [Persistent Project Context for xAI Grok](https://github.com/Wolfe-Jam/grok-faf-mcp): Persistent project context for xAI Grok. IANA-registered .faf format. (by Wolfe-Jam, ★19, security:PASS) - [uploads.sh](https://github.com/buildinternet/uploads): Host files from coding agents; stage on a branch and attach to GitHub PRs. (by buildinternet, ★19, security:PASS) - [python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server): OpenStack cloud infrastructure management based on openstacksdk. (by openstack-kr, ★19, security:PASS) - [nable](https://github.com/getnable/finopsmcp): Local-first FinOps copilot: ask AWS, Azure, GCP, Kubernetes and SaaS cost questions in your editor. (by getnable, ★18, security:PASS) - [boxpdf](https://github.com/earonesty/boxpdf): Resource-only MCP server with docs and templates for the boxpdf TypeScript PDF layout library. (by earonesty, ★18, security:PASS) - [MimiOps mcp server for Kubernetes](https://github.com/sergelogvinov/mimiops-mcp): MimiOps is an opinionated MCP server for Kubernetes (by sergelogvinov, ★18, security:PASS) - [azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server): Query, analyze and monitor Azure resources at scale using Azure Resource Graph. (by hardik-id, ★18, security:PASS) - [pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server): Integration with the PythonAnywhere cloud platform. (by pythonanywhere, ★17, security:PASS) - [mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox): Manage Proxmox VE clusters through AI assistants — VMs, containers, and more (by antonio-mello-ai, ★16, security:PASS) - [artifact-site](https://github.com/lexmount/artifact-site): One place for every AI agent's pages and docs: versioned links to share, search and update. (by lexmount, ★16, security:PASS) - [pulse8-ai-cortex-knowledge-vault](https://github.com/synpulse8-opensource/pulse8-ai-cortex-knowledge-vault): Agent-native knowledge OS on Markdown: typed graph, hybrid search, and compiler over MCP. (by synpulse8-opensource, ★15, security:PASS) - [mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso): AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials. (by aashari, ★15, security:PASS) - [vercel-mcp](https://github.com/vercel/vercel-mcp-overview): An MCP server for Vercel (by vercel, ★14, security:PASS) - [antrieb](https://github.com/jade-pico/antrieb-mcp-server): Validates AI infra code on real VMs. Self-corrects until it works. No containers, no sandboxes. (by jade-pico, ★14, security:PASS) - [takedown](https://github.com/lawyerd999/dmca-takedown-mcp): DMCA takedown & host reveal for AI agents: who hosts an infringing URL, even behind Cloudflare. (by lawyerd999, ★13, security:PASS) - [domain-mcp](https://github.com/joachimBrindeau/domain-mcp): Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings. (by joachimBrindeau, ★13, security:PASS) - [Spaceship MCP](https://github.com/BartWaardenburg/spaceship-mcp): Manage domains, DNS records, contacts and marketplace listings via the Spaceship API. (by BartWaardenburg, ★13, security:PASS) - [mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix): Interface with Nutanix Prism Central resources. (by thunderboltsid, ★13, security:PASS) - [VMware Monitor](https://github.com/vmware-skills/VMware-Monitor): Read-only VMware vCenter/ESXi monitoring, 32 MCP tools; vSphere calls allowlist-gated in tests. (by vmware-skills, ★12, security:PASS) - [rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server): Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps. (by mrostamii, ★12, security:PASS) - [irulescan MCP](https://github.com/simonkowallik/irulescan): shield: MCP enabled code security analyzer for F5 iRules (by simonkowallik, ★12, security:PASS) - [formio-uag](https://github.com/formio/uag): The Universal Agent Gateway (UAG) enables in-process agentic automation using Form.io. (by formio, ★11, security:PASS) - [Content](https://github.com/LatentNoise/content): Turn URLs, files and text into media, transcripts, summaries, translations and PDF. (by LatentNoise, ★11, security:PASS) - [psyche-ai](https://github.com/Shangri-la-0428/oasyce_psyche): Emotional intelligence for AI agents: neurotransmitter mood, personality, empathy, trait drift. (by Shangri-la-0428, ★11, security:PASS) - [Lumino MCP Server](https://github.com/spre-sre/lumino-mcp-server): AI-powered SRE observability for Kubernetes/OpenShift with 40+ Tekton debugging tools (by spre-sre, ★11, security:PASS) - [SentinelX MCP](https://github.com/pensados/sentinelx-cloud-core): Operate Linux, macOS and Windows from your LLM. Every action runs through an auditable allowlist. (by pensados, ★10, security:PASS) - [mymlh-mcp-server](https://github.com/wei/mymlh-mcp-server): OAuth-enabled MyMLH MCP server for accessing MyMLH data. (by wei, ★10, security:PASS) - [Control Plane](https://github.com/controlplane-com/ai-plugin): Control Plane (controlplane.com): deploy and operate workloads across AWS, GCP, Azure, and more. (by controlplane-com, ★10, security:PASS) - [PostSider](https://github.com/lumizone/postsider/tree/main/apps/mcp): Social media calendar for AI agents: read channels, create drafts, request approval. (by lumizone, ★10, security:PASS) - [ocm-mcp-server](https://github.com/sandeepbazar/ocm-mcp-server): Guardrailed fleet ops for AI agents: multi-cluster Kubernetes via OCM with policy, approval, audit. (by sandeepbazar, ★10, security:PASS) - [BlackVeil DNS & Email Security Scanner](https://github.com/MadaBurns/bv-mcp): DNS and email security scanner with 81 MCP tools for SPF, DMARC, DNSSEC, SSL, and brand audits. (by MadaBurns, ★9, security:PASS) - [x402check](https://github.com/caiovicentino/jev-risk-check-provider/tree/main/packages/mcp): Risk-check counterparties before an AI agent pays; pay x402 resources only after a verified allow (by caiovicentino, ★9, security:PASS) - [Emercoin Agent (moved)](https://github.com/emercoin/emer-ai-tools): Moved to com.steledger/gateway — same service, now hosted at api.steledger.com. (by emercoin, ★9, security:PASS) - [Jus MCP](https://github.com/mcp-dir/jus-mcp): Brazilian legal stack in one MCP: lawsuits, court publications, case law, tenders, certificates. (by mcp-dir, ★9, security:PASS) - [gmail-mcp](https://github.com/mkpoli/gmail-mcp): Multi-account Gmail on a Cloudflare Worker you deploy yourself: read, send, reply, labels, threads (by mkpoli, ★9, security:PASS) - [AMH Cloudflare Ops MCP by WT](https://github.com/pain2hustle/AMH-Cloudflare-Ops-MCP-by-WT): The bridge from K2 agents through Wrangler to your master AI - safe, approval-gated Cloudflare ops. (by pain2hustle, ★9, security:PASS) - [safe-ssh-mcp](https://github.com/Areso/safe-ssh-mcp): A secured scoped SSH MCP server for executing safe read-only diagnostic DevOps / SysOps commands (by Areso, ★8, security:PASS) - [Docker MCP Server](https://github.com/L337-org/docker-mcp): Manage Docker (containers, images, Compose, Swarm, registries) via the Docker SDK and CLI. (by L337-org, ★8, security:PASS) - [package-version-check-mcp](https://github.com/MShekow/package-version-check-mcp): Returns the latest package / dependency / tool versions for Python, NPM, Go, Docker, Helm, etc. (by MShekow, ★8, security:PASS) - [infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent): Unofficial Infomaniak MCP — hosting, Node.js, mail, DNS, kDrive, SSL, VPS, domains. 81 tools. (by Mogacode-ma, ★8, security:PASS) - [recall](https://github.com/RecallWorks/Recall): Open-source MCP memory server. Persistent, searchable, tiered memory across sessions. (by RecallWorks, ★8, security:PASS) - [skgate](https://github.com/helv-io/skgate): OAuth MCP gateway. SI proxy with model aliases. Grok subscription as OpenAI-compatible API, no key. (by helv-io, ★8, security:PASS) - [Pi-hole MCP Server](https://github.com/hexamatic/pihole-mcp): Manage Pi-hole v6: DNS blocking, domains, clients, query analysis, DHCP, and multi-instance sync. (by hexamatic, ★8, security:PASS) - [IONOS CLOUD MCP Server](https://github.com/ionos-cloud/ionoscloud-mcp): Inspect and manage IONOS CLOUD infrastructure via MCP. Writes are opt-in and off by default. (by ionos-cloud, ★8, security:PASS) - [osc-bridge](https://github.com/roomi-fields/osc-bridge): OSC ↔ MIDI bridge — 849 synthesizers and DAWs. A MIDI MCP and OSC MCP for controlling them. (by roomi-fields, ★8, security:PASS) - [Sevalla](https://github.com/sevalla-hosting/mcp): Official Sevalla MCP — full PaaS API access through just 2 tools. (by sevalla-hosting, ★8, security:PASS) - [netskope-mcp](https://github.com/johnneerdael/privateaccess-mcp): Access Netskope Private Access components within an NPA environment, with setup details and usage examples. (by johnneerdael, ★8, security:PASS) - [Aiqbee Brain](https://github.com/Aiqbee/aiqbee-ai): AI knowledge graph for architecture, portfolio, and digital strategy management. (by Aiqbee, ★7, security:PASS) - [seristack](https://github.com/TechXploreLabs/seristack): Run YAML-defined shell command stacks as MCP tools (by TechXploreLabs, ★7, security:PASS) - [HefestoAI](https://github.com/artvepa80/Agents-Hefesto): Pre-commit code quality guardian. Detects semantic drift in AI-generated code. (by artvepa80, ★7, security:PASS) - [BuchhaltungsButler](https://github.com/ohneben/Buchhaltungsbutler-MCP): BuchhaltungsButler API v1: alle 54 Endpunkte als 46 sicherheitskategorisierte MCP-Tools (by ohneben, ★7, security:PASS) - [XCRS Mobile & TV Automation](https://github.com/smbcloudXYZ/smbcloud-cli/tree/development/crates/xcrs): MCP tools for testing mobile and TV apps on iOS simulators, Android phones, and Apple/Android TV. (by smbcloudXYZ, ★7, security:PASS) - [Advanced GitLab MCP server](https://github.com/structured-world/gitlab-mcp): 58 CQRS tools exposing 230 GitLab operations across 26 entity types (by structured-world, ★7, security:PASS) - [search-console-mcp](https://github.com/sudomichael/search-console-mcp): Google Search Console for any MCP client - 30-second login, no Google Cloud project. Read-only. (by sudomichael, ★7, security:PASS) - [TakoData-tako-mcp](https://github.com/TakoData/tako-mcp): Provide real-time data querying and visualization by integrating Tako with your agents. Generate o… (by TakoData, ★6, security:PASS) - [saidsef-mcp-github-pr-issue-analyser](https://github.com/saidsef/mcp-github-pr-issue-analyser): A Model Context Protocol (MCP) application for automated GitHub PR analysis and issue management.… (by saidsef, ★6, security:PASS) - [Fedlex Connector](https://github.com/JayTheSkier/fedlex-connector): Search Swiss federal legislation: laws, articles, amendments via the Fedlex SPARQL endpoint. (by JayTheSkier, ★6, security:PASS) - [Anythink all-in-one backend: data, auth, files, workflows, payments, APIs](https://github.com/anythink-cloud/anythink-cli): Sick of stitched-together services? Anythink is the all-in-one backend, configured with AI. (by anythink-cloud, ★6, security:PASS) - [HasData Google Maps](https://github.com/HasData/google-maps-mcp): Google Maps places, reviews, contributor history, photos and posts as JSON. No Google Cloud. (by HasData, ★6, security:PASS) - [ShipStatic](https://github.com/shipstatic/mcp): Deploy static websites from AI agents. Free at mcp.shipstatic.com — no install, no signup. (by shipstatic, ★6, security:PASS) - [portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp): Portkey Admin API control-plane MCP server with Prisma AIRS interoperability guidance. (by CodesWhat, ★6, security:PASS) - [FedRAMP 20x Requirements](https://github.com/KevinRabun/FedRAMP20xMCP): An MCP server that provides access to FedRAMP 20x security requirements and controls. (by KevinRabun, ★6, security:PASS) - [trust-oracle](https://github.com/New1Direction/webmcp-anything): Independent A-F trust grade for any MCP server, watched for drift. Free, never for sale. (by New1Direction, ★6, security:PASS) - [Dados Abertos Senado BR MCP](https://github.com/SidneyBissoli/senado-br-mcp-cloudflare): MCP server for Brazilian Federal Senate open data (legislative, administrative, e-Cidadania). (by SidneyBissoli, ★6, security:PASS) - [observability-mcp](https://github.com/ThoTischner/observability-mcp): Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection. (by ThoTischner, ★6, security:PASS) - [SSH MCP Server](https://github.com/YawLabs/ssh-mcp): MCP server for SSH operations with built-in diagnostics (by YawLabs, ★6, security:PASS) - [mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense): Manage pfSense firewalls through AI assistants — rules, DHCP, DNS, and more (by antonio-mello-ai, ★6, security:PASS) - [clawops](https://github.com/dfridkin/clawops): Deploy self-hosted OpenClaw to AWS, GCP, Azure or a local VM — a CLI and an MCP server in one. (by dfridkin, ★6, security:PASS) - [Artifacts](https://github.com/anvilnine/artifacts): Self-hosted artifact publishing: POST HTML/JSX/Markdown/zip, get an unguessable URL on your domain (by anvilnine, ★6, security:PASS) - [logicapps-mcp](https://github.com/laveeshb/logicapps-mcp): MCP server for Azure Logic Apps - debug workflows, manage runs, and authoring (by laveeshb, ★6, security:PASS) - [mcp-gitlab](https://github.com/vish288/mcp-gitlab): GitLab MCP server for MCP 2026-07-28: projects, MRs, pipelines, CI/CD, approvals, issues (by vish288, ★6, security:PASS) - [Munim](https://github.com/vishalsg42/munim): One MCP server holding a live session with every client's account at once. (by vishalsg42, ★6, security:PASS) - [adls-mcp-server](https://github.com/erikhoward/adls-mcp-server): Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files. (by erikhoward, ★6, security:PASS) - [tilt-mcp](https://github.com/rrmistry/tilt-mcp): Access Tilt resources, logs and management operations for Kubernetes development environments. (by rrmistry, ★6, security:PASS) - [books-mcp-server](https://github.com/VmLia/books-mcp-server): Query book information. (by VmLia, ★6, security:REVIEW) - [Tribeunal](https://github.com/tribeunal/mcp-server): Community jury platform where humans and AI agents open cases, weigh evidence and vote. 50 tools. (by tribeunal, ★5, security:PASS) - [spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp): MCP server exposing Spinnaker CD platform via Gate API for pipeline and deployment management (by GeiserX, ★5, security:PASS) - [clef-mcp](https://github.com/HighlyLoadedEgo/ClefMCP): Local MCP server for the Cloudflare Clef-Flash decision model: structured decisions, fully offline (by HighlyLoadedEgo, ★5, security:PASS) - [oriel](https://github.com/ParadoxInfinite/oriel): Safety-gated AI control of Docker and Colima: containers, images, volumes, networks, Compose. (by ParadoxInfinite, ★5, security:PASS) - [Yaw Labs AWS MCP](https://github.com/YawLabs/aws-mcp): AWS MCP server — call any AWS API from AI assistants, with first-class SSO re-login (by YawLabs, ★5, security:PASS) - [Agent Mail Gateway](https://github.com/dominikamann/agent-mail-gateway): Self-hosted email for AI agents: own IMAP/SMTP mailbox per key, allow lists, calendar invites. (by dominikamann, ★5, security:PASS) - [OCI Pricing](https://github.com/jasonwilbur/oci-pricing-mcp): Oracle Cloud Infrastructure pricing data with cost calculators and comparisons (by jasonwilbur, ★5, security:PASS) - [Legal MCP (alternativa ao Jusbrasil)](https://github.com/mcp-dir/jusbrasil-mcp): Open-source alternative to Jusbrasil for AI: find lawsuits by name, CPF, CNPJ or case number and bui (by mcp-dir, ★5, security:PASS) - [kubeview](https://github.com/mikhae1/kubeview-mcp): Read-only Model Context Protocol MCP server enabling code-driven AI analysis of Kubernetes clusters. (by mikhae1, ★5, security:PASS) - [Talkies](https://github.com/psyb0t/docker-talkies): Self-hosted MCP server for speech: ASR transcription, TTS synthesis, and file staging tools. (by psyb0t, ★5, security:PASS) - [VMware NSX](https://github.com/vmware-skills/VMware-NSX): VMware NSX networking management with 33 MCP tools: segments, gateways, NAT, routing, IPAM. (by vmware-skills, ★5, security:PASS) - [VMware VKS](https://github.com/vmware-skills/VMware-VKS): vSphere with Tanzu (VKS): Namespace and TanzuKubernetesCluster lifecycle. Requires vSphere 8.x+. (by vmware-skills, ★5, security:PASS) - [Talos Linux MCP Server](https://github.com/Nosmoht/talos-mcp-server): MCP server for Talos Linux — resources, services, logs, health, config, lifecycle via gRPC. (by Nosmoht, ★4, security:PASS) - [HSM Kit](https://github.com/hsm-kit/hsmkit): Local-first Base64, Luhn, key-component XOR, and synthetic ISO-0 PIN block tools. (by hsm-kit, ★4, security:PASS) - [cloudflare](https://github.com/ofershap/mcp-server-cloudflare): MCP server to manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE (by ofershap, ★4, security:PASS) - [s3](https://github.com/ofershap/mcp-server-s3): AWS S3 MCP — list buckets, browse objects, upload/download, presigned URLs. (by ofershap, ★4, security:PASS) - [wyd](https://github.com/oxyplay/wyd): Local runtime provenance for coding agents. Inspect sessions and explain which one owns a process. (by oxyplay, ★4, security:PASS) - [OWASP ZAP MCP Server](https://github.com/pierre3/dotnet-zap-mcp): MCP server for OWASP ZAP vulnerability scanning with Docker management (by pierre3, ★4, security:PASS) - [Audiolla](https://github.com/psyb0t/docker-audiolla): Self-hosted MCP server: audio stems, mastering, MIR analysis, DSP, MIDI, speech tools. (by psyb0t, ★4, security:PASS) - [HybridS3](https://github.com/psyb0t/docker-hybrids3): Self-hosted S3-compatible object storage server with an MCP interface for AI agents. (by psyb0t, ★4, security:PASS) - [Mailbox](https://github.com/psyb0t/docker-mailbox): Self-hosted MCP server for unified IMAP/SMTP mailbox access: read, list, and send email. (by psyb0t, ★4, security:PASS) - [Telethon Plus](https://github.com/psyb0t/docker-telethon-plus): Self-hosted MCP server: Telegram userbot control (Telethon) via HTTP and MCP. (by psyb0t, ★4, security:PASS) - [Jira Alerts (JSM Operations)](https://github.com/rrvrs/jira-alerts-mcp): MCP server for Jira Service Management Operations — alerts, on-call schedules and responders (by rrvrs, ★4, security:PASS) - [runframe-mcp-server](https://github.com/runframe/runframe-mcp-server): MCP server for Runframe incident management covering incidents, on-call, postmortems, and more. (by runframe, ★4, security:PASS) - [yahboom-mcp](https://github.com/sandraschi/yahboom-mcp): SOTA 2026 Yahboom Raspbot v2 ROS 2 MCP Server (by sandraschi, ★4, security:PASS) - [Emfirge](https://github.com/theanshsonkar/emfirge): Git branch for your cloud. Understand AWS risk, prove fixes, and ship safer changes. (by theanshsonkar, ★4, security:PASS) - [Dokploy MCP](https://github.com/vcode-sh/dokploy-mcp): Dokploy MCP server for Codex, Cursor, and Claude with compact stdio and hosted HTTP modes (by vcode-sh, ★4, security:PASS) - [VMware NSX Security](https://github.com/vmware-skills/VMware-NSX-Security): VMware NSX security: DFW policies and exclusions, groups, tags, Traceflow, IDPS — 22 MCP tools. (by vmware-skills, ★4, security:PASS) - [OpenClaw MCP Ecosystem](https://github.com/yedanyagamiai-cmd/openclaw-mcp-servers): 9 remote MCP servers on Cloudflare Workers for AI agents. Free tier + Pro API keys. (by yedanyagamiai-cmd, ★4, security:PASS) - [tunnel-mcp](https://github.com/zachlikefolio/tunnel-mcp): Direct end-to-end-encrypted tunnel between Claude agents — two-party or a room of up to 16. (by zachlikefolio, ★4, security:PASS) - [Azure DevOps On-Premises](https://github.com/zwitbaum/mcp-devops-on-prem): MCP server for on-premises Azure DevOps Server and TFS: repos, pull requests, work items, and wiki. (by zwitbaum, ★4, security:PASS) - [easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server): Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions. (by helbertparanhos, ★4, security:PASS) - [cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp): Compare real-time cloud instance prices across AWS, Azure, GCP and OCI, with workload calculators and migration savings estimates. (by jasonwilbur, ★4, security:PASS) - [instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp): Domain registration: check availability, buy domains via Stripe or x402 and auto-configure Cloudflare DNS. (by nach-dakwale, ★4, security:PASS) - [DigitalOcean MCP Server](https://github.com/rohit-kaundal/digitalocean-mcp-server): A Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clust (by rohit-kaundal, ★4, security:PASS) - [Arcane RMCP](https://github.com/dinglebear-ai/rarcane): Rust MCP server and CLI for Arcane Docker and container management. (by dinglebear-ai, ★3, security:PASS) - [ResuStack](https://github.com/koksalkapucuoglu/resume-enhance): Build, version and render resumes as PDFs from Claude or any MCP client. (by koksalkapucuoglu, ★3, security:PASS) - [TapeAPI: signed BNB Chain reads](https://github.com/BruceLanLan/tapeapi): Signed BNB Chain reads (balances, tokens, NFTs, prices, TapeOut names) with verifiable receipts (by BruceLanLan, ★3, security:PASS) - [Workflow MCP](https://github.com/Juliusolsson05/workflow-mcp/tree/main/standalone): Session-bound Docker workflow server through Codex. State is discarded with the container. (by Juliusolsson05, ★3, security:PASS) - [devops-mcp](https://github.com/NotHarshhaa/devops-mcp): Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki (by NotHarshhaa, ★3, security:PASS) - [latex-mcp](https://github.com/SepineTam/latex-mcp): Enable AI agents to compile TeX files with LaTeX inside a Docker container. (by SepineTam, ★3, security:PASS) - [Chaos Cypher](https://github.com/chaoscypherinc/chaoscypher): Local-first knowledge graphs from your documents: build, search (GraphRAG) and edit on your machine. (by chaoscypherinc, ★3, security:PASS) - [MCP SSH Gateway](https://github.com/d00mus/MCP-SSH): SSH terminals for AI agents: stateful shells, exit codes the moment a command ends, router CLIs. (by d00mus, ★3, security:PASS) - [ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp): MCP server for the OVH API. Explore and call any OVH endpoint via sandboxed JS. (by davidlandais, ★3, security:PASS) - [network-diagram-mcp](https://github.com/den-indance/network-diagram-mcp): Network topology editor — Claude builds diagrams via MCP. nmap/CSV import, one-click SSH. (by den-indance, ★3, security:PASS) - [x402 Trinity](https://github.com/devmster/x402-trinity): Give an agent a wallet. Pays for x402 resources within hard limits. Base + USDC, gasless. (by devmster, ★3, security:PASS) - [MCP Virtual Computer](https://github.com/flujo-app/mcp-virtual-computer): A persistent Docker or Fly computer with a Three.js interface and optional live Xfce desktop. (by flujo-app, ★3, security:PASS) - [eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server): 41 tools for Adobe Edge Delivery Services: read, audit, track, monitor, fix, publish, undo — safely. (by Focus-GTS, ★3, security:PASS) - [Cloudflare MCP Pro](https://github.com/helbertparanhos/cloudflare-mcp-pro): Cloudflare MCP: DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email, AI via REST API v4 (by helbertparanhos, ★3, security:PASS) - [Firekeep](https://github.com/kapella-hub/FirekeepHQ): Self-hosted operating layer for AI agents: knowledge, continuity, coordination, and governance. (by kapella-hub, ★3, security:PASS) - [CalDAV MCP Server](https://github.com/lukegskw/caldav-mcp): A TypeScript MCP server for iCloud Calendar with native multi-VALARM support. (by lukegskw, ★3, security:PASS) - [ms-graph-mcp](https://github.com/nitin27may/ms-graph-mcp): Microsoft Graph MCP server — 85 tools for mail, calendar, Teams, files, SharePoint, and Entra ID (by nitin27may, ★3, security:PASS) - [monerometrics](https://github.com/nowi333/monerometrics): Live Monero network metrics: reorgs, orphans, pool centralization and the Haveno order book. (by nowi333, ★3, security:PASS) - [Decidealot](https://github.com/psyb0t/decidealot): Local Laya and Von typed decisions over TypeSafe-compatible MCP. (by psyb0t, ★3, security:PASS) - [Pibox](https://github.com/psyb0t/docker-pibox): Self-hosted MCP server: pi-coding-agent tools (run_prompt, file ops) over streamable HTTP. (by psyb0t, ★3, security:PASS) - [VMware Storage](https://github.com/vmware-skills/VMware-Storage): VMware vSphere storage with 14 MCP tools: datastores, iSCSI, vSAN, FC multipath. (by vmware-skills, ★3, security:PASS) - [cloudcostsmcp](https://github.com/x7even/cloudcostsmcp): Anchor AI FinOps to real, live cloud pricing — AWS, GCP & Azure public and enterprise rates. (by x7even, ★3, security:PASS) - [agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp): Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks. (by aparajithn, ★3, security:PASS) - [Synapse RMCP](https://github.com/dinglebear-ai/synapse): Host, Docker, Compose, SSH, logs, ZFS, and file operations over MCP and CLI. (by dinglebear-ai, ★2, security:PASS) - [AI Applyd](https://github.com/aiapplyd/aiapplyd-mcp): Auto-Apply That Ends on an Interview. Job matches, per-role resumes, apply, approve, track receipts. (by aiapplyd, ★2, security:PASS) - [Antideploy](https://github.com/antideploy/antideploy-mcp): Deploy an app to Antideploy from a coding agent. No Dockerfile, no YAML, no cloud console. (by antideploy, ★2, security:PASS) - [Lawstronaut](https://github.com/Lawstronaut-FZCO/lawstronaut-mcp): Connect AI to millions of laws and court cases with the Lawstronaut MCP. (by Lawstronaut-FZCO, ★2, security:PASS) - [OrgX MCP — Organizational Continuity for AI Agents](https://github.com/useorgx/orgx-mcp): Make AI work resumable, reviewable, and provable across agents. (by useorgx, ★2, security:PASS) - [Pasal.id — Indonesian Law](https://github.com/Aturio/pasal-id-mcp): Search Indonesian laws, resolve citations, read articles, and find Constitutional Court decisions. (by Aturio, ★2, security:PASS) - [Tarotoo Tarot](https://github.com/Tarotoo-com/tarotoo-mcp-server): All 78 tarot card meanings (Rider-Waite-Smith): lookup, search, yes/no answers, and random draws. (by Tarotoo-com, ★2, security:PASS) - [WHMCS MCP Server](https://github.com/daddariotech/whmcs-mcp): Connect Claude, ChatGPT, and Cursor to live WHMCS over MCP. (by daddariotech, ★2, security:PASS) - [ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp): CNCF release intelligence: typed changes from release notes; check_stack compares versions locally. (by garlicKim21, ★2, security:PASS) - [KubeStellar MCP](https://github.com/kubestellar/kubestellar-mcp): AI-powered Kubernetes diagnostics, RBAC analysis, security checks, and app deployment via MCP (by kubestellar, ★2, security:PASS) - [LiveVariant](https://github.com/livevariant/livevariant/tree/main/packages/mcp): Build, inspect and read adaptive A/B tests. Config travels in the URL; no account or API key needed. (by livevariant, ★2, security:PASS) - [mcp-server-cloud-fs](https://github.com/nogoo9/mcp-server-cloud-fs): Cloud replacement for mcp-server-filesystem — 20 tools for S3, Azure Blob, and GCS (by nogoo9, ★2, security:PASS) - [no-crd](https://github.com/nogoo9/no-crd): Dynamic pod spawner & proxy for ephemeral AI agent workspaces on Kubernetes without CRDs (by nogoo9, ★2, security:PASS) - [VMware AVI](https://github.com/vmware-skills/VMware-AVI): VMware AVI (NSX ALB) load balancer plus AKO Kubernetes ops — 28 MCP tools. (by vmware-skills, ★2, security:PASS) - [mcp](https://github.com/adiosdotdev/mcp): Manage Adios workspaces, previews, builds, logs, services and production deployments. (by adiosdotdev, ★2, security:PASS) - [Soma](https://github.com/dinglebear-ai/soma): RMCP runtime for provider-backed agents with CLI, REST, HTTP MCP, plugins, and scaffold support. (by dinglebear-ai, ★1, security:PASS) - [Novence](https://github.com/Novence-ai/mcp): Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents. (by Novence-ai, ★1, security:PASS) - [refd](https://github.com/emaitchess/refd): Read AI search visibility, competitors, and citations from refd; manage tracked prompts. (by emaitchess, ★1, security:PASS) - [Bible by Midvash](https://github.com/midvash/bible-mcp): Free, no-key Bible MCP server — 86 translations in 32 languages, from any MCP client. (by midvash, ★1, security:PASS) - [Flarelink](https://github.com/flarelink-dev/mcp): Build on the Flarelink stack — Cloudflare auth, D1, and R2 — from your AI coding tools. (by flarelink-dev, ★1, security:PASS) - [email](https://github.com/wraps-team/wraps-js/tree/main/packages/mcp): Send email through your own Amazon SES account, and check domains, suppressions and sandbox status. (by wraps-team, ★1, security:PASS) - [nandi-proxmox-mcp](https://github.com/NANDI-Services/proxmox-mcp): MCP server for Proxmox VE management (VM, LXC, nodes) (by NANDI-Services, ★1, security:PASS) - [Obelinf](https://github.com/Obelinf/mcp): MCP server for Obelinf, the network documentation platform. Sites, racks, devices, IPs, VLANs. (by Obelinf, ★1, security:PASS) - [mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform): Safety-first Terraform: confirmation-gated apply/destroy, risk & cost analysis, drift detection (by RajeevSirohi, ★1, security:PASS) - [runeward](https://github.com/Runeeward/runeward): Governed execution cells for AI agents: Docker/K8s sandboxes with policy, audit, and approvals. (by Runeeward, ★1, security:PASS) - [cloudscope](https://github.com/alexpota/cloudscope-mcp): Azure + GCP cost management: spending, forecasts, anomalies, budgets, idle resources, and tags. (by alexpota, ★1, security:PASS) - [Cloudprice](https://github.com/Albaker-Group/cloudprice-mcp): Compare on-demand compute + storage pricing across AWS, Azure, and GCP. Bulk workload compare. (by Albaker-Group, ★1, security:PASS) - [mcp](https://github.com/ar-agents/ar-agents/tree/main/packages/mcp): Argentine business automation: Mercado Pago, AFIP/ARCA, WhatsApp, banking, shipping (7 packages). (by ar-agents, ★1, security:PASS) - [Cloudeval AI](https://github.com/ganakailabs/cloudeval-cli): Cloud evaluations and reviews for Azure and static AWS CloudFormation (beta). Requires an account. (by ganakailabs, ★1, security:PASS) - [Verdigraph — paid hosted MCP for compute routing](https://github.com/viridis-security/verdigraph-neurogenesis): Paid hosted MCP for agent-to-agent compute routing. 25% of net revenue funds conservation. (by viridis-security, ★1, security:PASS) - [kubeleash](https://github.com/kubeleash/kubeleash): Kubernetes MCP server with RBAC-style, context-scoped guardrails for AI agents. (by kubeleash, ★1, security:PASS) - [lema-mcp](https://github.com/lemahq/lema-mcp): Cited 'why was this decided?' answers for your repo and for React, Kubernetes, and Rust. (by lemahq, ★1, security:PASS) - [cloudpulse](https://github.com/Galadriel-Tech-Solutions/cloudpulse-mcp): Cross-cloud observability for AI agents. Covers AWS, GCP, Vercel, and Cloudflare. (by Galadriel-Tech-Solutions, ★1, security:PASS) - [Baron](https://github.com/loncadev/baron/tree/main/packages/mcp-server): Let your coding agent write to your work tracker: issues, branches, PRs and CI, one contract. (by loncadev, ★1, security:PASS) - [CNPJ](https://github.com/mcp-dir/cnpj-mcp): Free Brazilian CNPJ lookup (legal name, status, partners) + lawsuit discovery. Public data, no login (by mcp-dir, ★1, security:PASS) - [LegalOne](https://github.com/mcp-dir/legalone-mcp): Wrapper for the official LegalOne API (Thomson Reuters / Novajus, Premium package): lawsuits and lit (by mcp-dir, ★1, security:PASS) - [dynadot](https://github.com/mikusnuz/dynadot-mcp): MCP server for Dynadot domain registrar — domain search, registration, DNS, and transfers (by mikusnuz, ★1, security:PASS) - [vibie-mcp](https://github.com/shdomi8599/vibie-mcp): Deploy HTML folders to vibie.page from Claude / Cursor — one-line install, OAuth, auto-update. (by shdomi8599, ★1, security:PASS) - [declaude](https://github.com/tenkenco/declaude): Rewrites Claude-English into plain English, preserving meaning, code and structure. (by tenkenco, ★1, security:PASS) - [sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server): Deploy live HTTPS websites in seconds. Instant subdomains or custom .xyz domains via USDC. (by trackerfitness729-jpg, ★1, security:PASS) - [dochost-mcp](https://github.com/zyli5313/dochost-mcp): Publish Markdown or HTML to a shareable link from your AI assistant. OAuth, no API keys. (by zyli5313, ★1, security:PASS) - [mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst): Manage Spot.io (Spotinst) Ocean clusters, VNGs, Elastigroups, costs, right-sizing and logs across AWS and Azure accounts. (by arnstarn, ★1, security:PASS) - [mcp-server](https://github.com/Infrawise/mcp-server): Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations. (by Infrawise, ★1, security:PASS) - [kops](https://github.com/kaka-milan-22/kops): Read-only kubectl with structured JSON output, hardcoded safe verbs, withheld Secret and ConfigMap values, and one-shot cluster triage and inventory. (by kaka-milan-22, ★1, security:PASS) - [TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate): Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates. (by nikhilnt1234, ★1, security:PASS) - [k8s AIops](https://github.com/AIops-tools/K8s-AIops): Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels. (by AIops-tools, ★0, security:PASS) - [Nutanix AIops](https://github.com/AIops-tools/Nutanix-AIops): Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-safe, 51 tools. (by AIops-tools, ★0, security:PASS) - [basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp): The runtime your agent deploys to — DB, storage, and a public URL in one MCP call. (by AkaciaNL, ★0, security:PASS) - [EQVPS — VPS and code sandboxes for AI agents](https://github.com/Poiuyhje/eqvps-mcp): No-KYC VPS + per-second code sandboxes AI agents run over MCP — 75 tools, SDK, pay BTC/XMR/USDC/USDT (by Poiuyhje, ★0, security:PASS) - [Shiped](https://github.com/shiped-app/shiped-mcp): Deploy AI-generated HTML/CSS/JS to instant public HTTPS URLs from any MCP-compatible agent. (by shiped-app, ★0, security:PASS) - [Hetzner DNS](https://github.com/ni-c/hetzner-dns-mcp): Manage DNS zones and records (zonefiles, RRSets, TTL, protection) via the Hetzner Cloud API (by ni-c, ★0, security:PASS) - [wg-easy](https://github.com/ni-c/wg-easy-mcp): Administer wg-easy (WireGuard Easy) v15: manage VPN clients, configs, QR codes and server status (by ni-c, ★0, security:PASS) - [Plopino](https://github.com/plopino/plopino-mcp): Publish pages, documents, or folders to a link; documents render as pages; updates keep the URL. (by plopino, ★0, security:PASS) - [Open Agent Polity](https://github.com/societe-agents-ia-arch/open-agent-polity): Open governance for AI agents: discover live debates, deliberate, vote, follow, and invite. (by societe-agents-ia-arch, ★0, security:PASS) - [mcp](https://github.com/tempmd/tempmd-mcp): Publish artifacts to one stable public temp.md link that updates in place. No account needed. (by tempmd, ★0, security:PASS) - [hostodo-mcp](https://github.com/hostodo/hostodo-mcp): Hostodo VPS management: VM details, power control, renaming, OS reinstalls, guest-agent commands and artifact uploads, with scoped tokens and audit logs. (by hostodo, ★0, security:PASS) - [shiply-mcp](https://github.com/stevejford/shiply-mcp): Publish a static site or edge function to the web in one call, then manage updates, custom domains, SSL, env vars, databases and email. (by stevejford, ★0, security:PASS) - [k8s-mcp-server](https://github.com/akkireddy-challa/k8s-mcp-server): Kubernetes cluster operations: inspect pods, deployments, services and logs. (by akkireddy-challa, ★0, security:PASS) ## Code Execution - [mcp-server-js](https://github.com/yepcode/mcp-server-js): Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages. (by yepcode, ★46, security:PASS) - [reachpad-mcp](https://github.com/Reachpad/reachpad-mcp): Coding agents build full-stack apps in persistent workspaces and share them by link. (by Reachpad, ★3, security:PASS) - [container-use](https://github.com/dagger/container-use): Containerized environments for coding agents: each agent works in its own fresh container and git branch, with execution history and terminal access. (by dagger, ★4056, security:PASS) - [mcp-server](https://github.com/capsulerun/runtime/tree/main/integrations/mcp-server): Run untrusted Python/JavaScript code in WebAssembly sandboxes. (by capsulerun, ★298, security:PASS) - [openapi-mcp](https://github.com/ckanthony/openapi-mcp): Access any API through its existing OpenAPI documentation. (by ckanthony, ★197, security:PASS) - [node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp): Run JavaScript snippets in isolated Docker sandboxes with on-the-fly npm dependency installation and clean teardown. (by alfonsograziano, ★157, security:PASS) - [mcp-v8](https://github.com/r33drichards/mcp-js): Run JavaScript and TypeScript in sandboxed V8 isolates with policy-controlled host capabilities. (by r33drichards, ★59, security:PASS) - [openapi-to-mcp](https://github.com/criteo/openapi-to-mcp): Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies. (by criteo, ★35, security:PASS) - [outsource-mcp](https://github.com/gwbischof/outsource-mcp): Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image. (by gwbischof, ★30, security:PASS) - [PRIMS](https://github.com/hileamlakB/Python-Runtime-Interpreter-MCP-Server): Python runtime interpreter that executes submitted code in an isolated environment. (by hileamlakB, ★28, security:PASS) - [colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp): Control Google Colab notebooks and assign GPUs (T4/L4/A100). Fork of Google's colab-mcp with all tools visible at startup and Windows support. (by SebastianGilPinzon, ★20, security:PASS) - [edict](https://github.com/Sowiedu/Edict): AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3-verified. (by Sowiedu, ★12, security:PASS) - [Prolog Reasoner](https://github.com/rikarazome/prolog-reasoner): SWI-Prolog as a logic calculator for LLMs (by rikarazome, ★11, security:PASS) - [piston-mcp](https://github.com/alvii147/piston-mcp): Execute code through the Piston remote code execution engine. (by alvii147, ★9, security:PASS) - [mcp-server](https://github.com/WasmAgent/wasmagent-js/tree/main/packages/mcp-server): WasmAgent MCP server — WASM-sandboxed code execution with capability manifests and Tasks API. (by WasmAgent, ★6, security:PASS) - [jobd](https://github.com/musharna/jobd): Self-hostable GPU-aware job broker: submit, route by VRAM, babysit jobs across machines via MCP. (by musharna, ★4, security:PASS) - [e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp): E2B cloud sandboxes: create isolated Linux VMs, clone repos, run commands, manage files and perform git operations without touching the local machine. (by asif-nvc, ★4, security:PASS) - [codecalc](https://github.com/The-40-Thieves/codecalc): Code & logic calculator for AI agents: 31 languages, symbolic math, SMT/logic solving, Big-O. (by The-40-Thieves, ★3, security:PASS) - [matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python): MATLAB integration: execute code, run async jobs with progress reporting, get interactive Plotly plots and expose custom .m functions as tools. (by HanSur94, ★3, security:PASS) ## Coding Agents - [plori](https://github.com/plori-ai/plori): Create and drive plori cloud agents and workflows over MCP; each agent has its own environment. (by plori-ai, ★0, security:PASS) - [Serena MCP: the IDE for your agent](https://github.com/oraios/serena): A powerful toolkit for coding, providing semantic retrieval and editing capabilities. (by oraios, ★30017, security:REVIEW) - [Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP): MCP server for terminal commands, file operations, and process management (by wonderwhy-er, ★9927, security:PASS) - [Ouroboros](https://github.com/Q00/ouroboros): Pins an acceptance spec; the verify command and expected output never enter the success contract. (by Q00, ★6183, security:PASS) - [codegraphcontext](https://github.com/CodeGraphContext/CodeGraphContext): Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans. (by CodeGraphContext, ★4242, security:PASS) - [terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/crates/terminator-mcp-agent): Desktop GUI automation on Windows, macOS and Linux via accessibility APIs instead of screenshots, plus workflow recording, data extraction and DOM inspection. (by mediar-ai, ★1648, security:PASS) - [bernstein](https://github.com/sipyourdrink-ltd/bernstein): Declarative agent orchestration for engineering teams (by sipyourdrink-ltd, ★1404, security:PASS) - [Agent-MCP](https://github.com/rinadelph/Agent-MCP): Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG. (by rinadelph, ★1304, security:REVIEW) - [intlayer](https://github.com/aymericzip/intlayer): IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation. (by aymericzip, ★845, security:PASS) - [SSH — policy-gated remote access](https://github.com/tufantunc/ssh-mcp): Policy-gated, audited SSH for Linux and Windows hosts: roles, approvals, and an audit log. (by tufantunc, ★781, security:PASS) - [iterm-mcp](https://github.com/ferrislucas/iterm-mcp): Access iTerm: run commands and ask questions about what is shown in the terminal. (by ferrislucas, ★567, security:REVIEW) - [Martin Loop](https://github.com/Keesan12/martin-loop): One system around coding agents to run, verify, recover, and hand off software work. (by Keesan12, ★409, security:PASS) - [Concord MCP](https://github.com/Get-Concord-AI/concord-mcp): Cross-harness communication and shared work-state for AI coding agents. (by Get-Concord-AI, ★406, security:PASS) - [vscode-mcp-server](https://github.com/juehang/vscode-mcp-server): Work in a VS Code workspace: read the directory structure, see linter and language server problems, read code files and make edits. (by juehang, ★395, security:PASS) - [MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server): Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia. (by tiianhk, ★277, security:PASS) - [mcp-server-commands](https://github.com/g0t4/mcp-server-commands): Run arbitrary commands and scripts. (by g0t4, ★234, security:PASS) - [RepoMapper](https://github.com/pdavis68/RepoMapper): Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map. (by pdavis68, ★217, security:PASS) - [mcp-shell-server](https://github.com/tumf/mcp-shell-server): Secure shell command execution. (by tumf, ★198, security:PASS) - [code-assistant](https://github.com/stippi/code-assistant): Coding agent with basic tools for listing, reading, editing and writing files, running commands and web search, supporting multiple projects at once. (by stippi, ★182, security:PASS) - [rubber-duck](https://github.com/nesquikm/mcp-rubber-duck): Bridge to multiple LLMs and CLI agents: councils, debates, voting, and more (by nesquikm, ★178, security:PASS) - [cli-mcp-server](https://github.com/MladenSU/cli-mcp-server): Command-line execution with customizable security policies. (by MladenSU, ★177, security:PASS) - [leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server): Access LeetCode problems, solutions, submissions and public data, with optional login for user features such as notes; supports the global and China sites. (by jinzcdev, ★153, security:PASS) - [owlex](https://github.com/agentic-box/owlex): AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds. (by agentic-box, ★138, security:PASS) - [Codex Control Plane MCP](https://github.com/aresyn/codex-control-plane-mcp): Durable MCP control plane for long-running Codex Desktop tasks. (by aresyn, ★124, security:PASS) - [mcp-shell](https://github.com/sonirico/mcp-shell): Run shell commands securely, auditably and on demand in isolated environments such as Docker. (by sonirico, ★107, security:PASS) - [code-to-tree](https://github.com/micl2e2/code-to-tree): Convert source code into an AST, regardless of language. (by micl2e2, ★88, security:PASS) - [pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP): Structured, model-driven interaction with network devices via Cisco pyATS. (by automateyournetwork, ★86, security:PASS) - [arch-mcp](https://github.com/nihalxkumar/arch-mcp): Search the Arch Wiki and AUR, get package info, check for updates, install packages and analyze PKGBUILDs, from Arch or non-Arch systems. (by nihalxkumar, ★58, security:PASS) - [agy-bridge](https://github.com/sshahzaiib/agy-bridge): Delegate heavy tasks from Claude Code to the Antigravity CLI (Gemini) with quota-aware failover. (by sshahzaiib, ★56, security:PASS) - [mcp-console-automation](https://github.com/ooples/mcp-console-automation): MCP server for AI-driven console application automation and monitoring (by ooples, ★50, security:PASS) - [mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor): Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor. (by maxim-saplin, ★48, security:PASS) - [touchpoint](https://github.com/Touchpoint-Labs/Touchpoint): See, find and interact with UI elements in any desktop application, like Playwright for the whole OS. (by Touchpoint-Labs, ★47, security:PASS) - [mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode): Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data. (by doggybee, ★43, security:PASS) - [CICADA](https://github.com/wende/cicada): Code intelligence MCP server for 17+ programming languages. (by wende, ★41, security:PASS) - [deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent): Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace. (by PsChina, ★38, security:PASS) - [Multi-MCP](https://github.com/religa/multi_mcp): Multi-model AI orchestration MCP server with code review, compare, and debate tools. (by religa, ★36, security:PASS) - [winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent): Rust reimplementation of WCGW for coding agents: shell execution and file management. (by gabrielmaialva33, ★36, security:PASS) - [forge](https://github.com/TT-Wang/forge): Structured planning and validation for Claude Code: turns an objective into a validated DAG of modules built by worker agents in parallel git worktrees. (by TT-Wang, ★34, security:PASS) - [kilo-kit-mcp](https://github.com/VoDaiLocz/kilo-kit-mcp): Runtime and skill library for coding agents: C4 workflow gates, guarded command execution and reasoning engines like Tree of Thoughts and 5 Whys. (by VoDaiLocz, ★27, security:PASS) - [Fable Mode](https://github.com/REX-codebase/fable-mode): Mechanical write gates, evidence receipts, and adversarial review for AI coding agents. (by REX-codebase, ★24, security:PASS) - [codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool): MCP server bridging AI assistants to OpenAI Codex CLI for code analysis and review (by x51xxx, ★24, security:PASS) - [skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server): Use Claude Code Skills from any IDE or CLI. (by Sim-xia, ★24, security:PASS) - [Routed](https://github.com/bshea-1/Routed): Local router for Agent Skills across coding agents and MCP clients, with hybrid matching on the local CPU that spends no tokens. (by bshea-1, ★23, security:PASS) - [developer](https://github.com/VertexStudio/developer): Developer tools for file editing, shell command execution and screen capture. (by VertexStudio, ★21, security:PASS) - [ssh-mcp](https://github.com/blakerouse/ssh-mcp): SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once. (by blakerouse, ★20, security:PASS) - [Terminal MCP Server](https://github.com/aybelatchane/mcp-server-terminal): MCP server for AI agents to interact with terminal applications. Think Playwright for terminals. (by aybelatchane, ★19, security:PASS) - [term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek): Approval-first local terminal control: policy-based command planning and approval, DeepSeek as an advisor, and signed execution receipts. (by OthmaneBlial, ★18, security:PASS) - [netops-mcp](https://github.com/alpadalar/netops-mcp): DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management. (by alpadalar, ★15, security:PASS) - [claude-concilium](https://github.com/spyrae/claude-concilium): Multi-agent consultation for Claude Code: MCP servers wrapping Codex, Gemini and Qwen CLIs for parallel code review and problem-solving with fallback chains. (by spyrae, ★14, security:PASS) - [kill-process-mcp](https://github.com/misiektoja/kill-process-mcp): List and terminate OS processes via natural language queries. (by misiektoja, ★14, security:PASS) - [preflight](https://github.com/preflight-dev/preflight): Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation. (by preflight-dev, ★13, security:PASS) - [blind-auditor](https://github.com/Sim-xia/Blind-Auditor): Make AI self-correct its generated output through prompt injection, independent self-auditing and context isolation. (by Sim-xia, ★11, security:PASS) - [gemini-antigravity-bridge](https://github.com/nandhakumar-murugan/gemini-antigravity-bridge): Bidirectional bridge between Gemini Spark and the Antigravity IDE: coding subagent dispatch, shared memory, local file operations and Spark app orchestration. (by nandhakumar-murugan, ★10, security:PASS) - [llm-bus](https://github.com/danieldoderlein/llm-bus): Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, handoffs, tasks. (by danieldoderlein, ★9, security:PASS) - [redcon](https://github.com/natiixnt/redcon): Deterministic context packing for AI coding agents; measured 83% fewer input tokens, local. (by natiixnt, ★9, security:PASS) - [claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge): Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering and session continuation. (by umum-ai, ★9, security:PASS) - [persistproc](https://github.com/irskep/persistproc): See and control long-running processes such as web servers: start, stop, restart and read logs. (by irskep, ★8, security:PASS) - [mcp_creator_growth](https://github.com/SunflowersLwtech/covate): Learning sidecar for AI coding assistants: quizzes developers on AI-generated changes and gives agents persistent project-specific debugging memory via RAG. (by SunflowersLwtech, ★8, security:PASS) - [magents](https://github.com/abnegate/magents): Shared session bus MCP+CLI for Claude/Codex/Cursor/Grok: list, read, handoff, send, spawn. (by abnegate, ★7, security:PASS) - [claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge): Wraps Claude Code CLI as MCP tools: query, search, structured, ping, listSessions. (by hampsterx, ★7, security:PASS) - [Hermes Action Bridge](https://github.com/TheBlueHouse75/hermes-action-bridge): Delegate real-world actions from Claude Code, Codex, and other agents to Hermes Agent. (by TheBlueHouse75, ★6, security:PASS) - [copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server): Connect an IDE or AI assistant to GitHub Copilot CLI for code analysis, review and batch processing. (by x51xxx, ★5, security:PASS) - [trinity-lite](https://github.com/Yomiracle/trinity-lite): Local task bus for CLI AI agents such as Codex and Claude Code: route work, persist state in SQLite and collaborate through a shared server. (by Yomiracle, ★5, security:PASS) - [Cursor Delegate](https://github.com/andreilungeanu/cursor-delegate-mcp): Bridge AI coding hosts to cursor-agent over the Agent Client Protocol. (by andreilungeanu, ★4, security:PASS) - [Veto](https://github.com/jigyasudham/veto): 93 agentic MCP tools + 49 specialist agents for every major AI CLI. Self-learning, no API keys. (by jigyasudham, ★4, security:PASS) - [mcp-injector](https://github.com/foldwork-dev/mcp-injector): Local daemon that pre-indexes a codebase into a SQLite catalog and serves AST-compressed snapshots on every query to reduce token usage. (by foldwork-dev, ★4, security:PASS) - [Agent Blueprint](https://github.com/agent-blueprint/mcp-server): Explore and download AI agent blueprints as Agent Skills directories for coding agents (by agent-blueprint, ★3, security:PASS) - [oz-mcp-server](https://github.com/sena-labs/OzBridge/tree/main/packages/oz-mcp-server): Bring Warp™ Oz™ agents into any IDE or MCP client — Claude Code, Cursor, Codex. (by sena-labs, ★3, security:PASS) - [synapse-mcp](https://github.com/myelixlabs/synapse-mcp): Convert a codebase into a local AST knowledge graph that gives coding agents structural context for navigation and refactoring. (by myelixlabs, ★3, security:PASS) - [Claimidx](https://github.com/claimidx/claimidx): Prior art for AI agents. init wires DID/MCP; claim --yes puts DID on commons (ask alone does not). (by claimidx, ★2, security:PASS) - [Citio](https://github.com/lawrencehui/Citio): Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server. (by lawrencehui, ★2, security:PASS) - [dibs](https://github.com/polymatx/dibs): Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons. (by polymatx, ★2, security:PASS) - [VibeKit](https://github.com/VibeKit-Bot/vibekit-mcp): Build, deploy, and operate hosted web apps on VibeKit (vibekit.bot) from any MCP client. (by VibeKit-Bot, ★1, security:PASS) - [tailtest-cline](https://github.com/avansaber/tailtest-cline): Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs. (by avansaber, ★1, security:PASS) - [LiuHe](https://github.com/wulun811/LiuHe): Code tools for LLMs to read, understand and modify code, using a tree-sitter parser, SQLite index and transactional writes. (by wulun811, ★1, security:PASS) - [5dive-mcp](https://github.com/5dive-ai/5dive-mcp): Expose the 5dive agent-fleet CLI (tasks, agents, digest) as MCP tools, over stdio or HTTP. (by 5dive-ai, ★0, security:PASS) - [traecnclaw](https://github.com/Luckycat133/traecnclaw-mcp-skill): Local persistent TraeCN coding-task gateway with a focused MCP Agent surface. (by Luckycat133, ★0, security:PASS) - [Pandaone-AI-Agent](https://github.com/hellob1889/Pandaone-AI-Agent): Requires every AI agent code change to leave a problem, reason and approach audit record before commit, with a pre-commit hook and audit trail dashboard. (by hellob1889, ★0, security:PASS) ## Command Line - [fauxnix](https://github.com/20000419/fauxnix): Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env. (by 20000419, ★741, security:PASS) - [mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager): SSH server management for agents, with per-server read-only and allowlist security modes (by bvisible, ★497, security:PASS) - [hop](https://github.com/danmartuszewski/hop): SSH connection manager with MCP server for AI-assisted operations across servers. (by danmartuszewski, ★64, security:PASS) - [Servonaut](https://github.com/zb-ss/servonaut): Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec. (by zb-ss, ★28, security:PASS) - [forge](https://github.com/ferodrigop/forge): Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard. (by ferodrigop, ★26, security:PASS) - [pty-mcp](https://github.com/raychao-oao/pty-mcp): Interactive PTY sessions over MCP: local shells, SSH, serial ports, and persistent remote sessions. (by raychao-oao, ★17, security:PASS) - [SysKnife](https://github.com/lacs-project/sysknife): Administers Linux via typed, approval-gated actions with an Ed25519-signed audit trail. (by lacs-project, ★15, security:PASS) - [infrabroker](https://github.com/luisgf/infrabroker): SSH & Kubernetes access broker for AI agents; the model never touches a credential. (by luisgf, ★13, security:PASS) - [tui-mcp](https://github.com/nvms/tui-mcp): Launch, screenshot and interact with any TUI app. (by nvms, ★12, security:PASS) - [SAGE Wrapper](https://github.com/PsYcGoD/sage): Command wrapper MCP server for coding agents, compression, workflows, and local automation. (by PsYcGoD, ★10, security:PASS) - [execkit](https://github.com/jayashankarvr/execkit): Stateful, structured, safe shell sessions for AI agents over local, SSH, and Docker. (by jayashankarvr, ★10, security:PASS) - [backscroll](https://github.com/soren-achebe/backscroll): Search, retrieve, and diff the full output of past terminal commands recorded locally by backscroll. (by soren-achebe, ★6, security:PASS) - [cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp): SSH-based MCP control of remote Linux, macOS, and Windows servers -- 46 purpose-built tools. (by cygnussystems, ★5, security:PASS) - [SSH MCP Server](https://github.com/hypnosis/ssh-mcp-server): Modern SSH for AI agents — cloud servers to BusyBox routers, with destructive commands blocked. (by hypnosis, ★5, security:PASS) - [terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp): Local full-text search over zsh, bash and fish history, with secret redaction and optional capture of cwd, exit code and duration. (by HasanJahidul, ★4, security:PASS) - [mcp-tmux](https://github.com/laszlopere/mcp-tmux): Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming. (by laszlopere, ★4, security:PASS) - [when](https://github.com/WhenLabs-org/when): The WhenLabs developer toolkit — 6 tools, 7 MCP endpoints, one install. (by WhenLabs-org, ★3, security:PASS) - [claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp): Terminal, filesystem and background-job tools for Linux and macOS. (by LukeLamb, ★3, security:PASS) - [localhost-mcp](https://github.com/HasanJahidul/localhost-mcp): Inspect, manage and kill local dev servers: see what listens on each port, diagnose port conflicts, find zombie processes and kill by PID or port. (by HasanJahidul, ★3, security:PASS) - [mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools): Administer a Linux server: read files and logs, manage systemd services and cron jobs, run read-only MySQL queries, WP-CLI, Git and sandboxed Python. (by gerard-kanters, ★2, security:PASS) - [aicommander](https://github.com/AICommander-dev/aicommander): Outbound-only remote shell, detached long-running jobs and temporary file transfer for AI agents, without exposing SSH, ports or a VPN. (by AICommander-dev, ★1, security:PASS) - [heliograph](https://github.com/heliograph-io/heliograph): Run commands on a machine you cannot SSH into. Air-gapped, bastion-only, change-controlled. (by heliograph-io, ★0, security:PASS) - [sudo-proxy](https://github.com/tarides/sudo-proxy): Privileged command execution proxy with human approval via pkexec or sudo (by tarides, ★0, security:PASS) ## Commerce - [melbis-shop](https://github.com/melbis/melbis-shop): Work in a self-hosted Melbis Shop store as a staff user: project files with version history, database, catalog trees, product files and storefront pages. (by melbis, ★3, security:REVIEW) - [Color Me Shop MCP Server](https://github.com/pepabo/colormeshop-mcp): Official remote MCP server for Color Me Shop. (by pepabo, ★1, security:PASS) - [mcp](https://github.com/tokenofesteem/mcp): Commission a personalized, humorous printed booklet and have it printed and mailed as a gift within the US. (by tokenofesteem, ★1, security:PASS) - [mcp](https://github.com/hypawave/mcp): Agent-to-agent Lightning commerce & messaging: buy, sell, discover, send encrypted files. (by hypawave, ★0, security:PASS) - [mcp-airwallex](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/airwallex): MCP server for Airwallex — cross-border collection + payouts, global accounts, FX, transfers (by codespar, ★272, security:PASS) - [mcp-clearsale](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fraud/clearsale): MCP server for ClearSale — Brazilian fraud prevention, order risk scoring, device fingerprinting (by codespar, ★272, security:PASS) - [mcp-konduto](https://github.com/codespar/mcp-dev-latam/tree/main/packages/fraud/konduto): MCP server for Konduto — Brazilian fraud prevention: order risk scoring, device intel, lists (by codespar, ★272, security:PASS) - [mcp-omie](https://github.com/codespar/mcp-dev-latam/tree/main/packages/erp/omie): MCP server for Omie — ERP, customers, products, orders, invoices, financials (by codespar, ★272, security:PASS) - [mcp-pagar-me](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/pagar-me): MCP server for Pagar.me — orders, charges, recipients, transfers, plans, subscriptions, webhooks (by codespar, ★272, security:PASS) - [mcp-pagbrasil](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/pagbrasil): PagBrasil — cross-border acquiring into Brazil: Pix, Boleto Flash, refunds (by codespar, ★272, security:PASS) - [mcp-pagseguro](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/pagseguro): MCP server for PagSeguro/PagBank — orders, Pix, boleto, credit card, charges (by codespar, ★272, security:PASS) - [mcp-stark-bank](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/stark-bank): MCP server for Stark Bank — transfers, boletos, invoices, Pix, balance (by codespar, ★272, security:PASS) - [mcp-tienda-nube](https://github.com/codespar/mcp-dev-latam/tree/main/packages/argentina/tienda-nube): Tienda Nube — LATAM e-commerce platform (Argentine-founded) (by codespar, ★272, security:PASS) - [mcp-ucp](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/ucp): Google UCP — agentic shopping, cart, checkout, orders, delivery (by codespar, ★272, security:PASS) - [mcp-vindi](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/vindi): MCP server for Vindi — recurring billing, subscriptions, invoices (by codespar, ★272, security:PASS) - [mcp-vtex](https://github.com/codespar/mcp-dev-latam/tree/main/packages/ecommerce/vtex): MCP server for VTEX — e-commerce, orders, products, inventory, shipping (by codespar, ★272, security:PASS) - [three.ws Billing](https://github.com/nirholas/three.ws/tree/main/packages/billing-mcp): An agent's account economics — plan quotas, metered usage, invoices, receipts, and earnings. (by nirholas, ★224, security:PASS) - [Awesome Copilot MCP Server](https://github.com/microsoft/mcp-dotnet-samples): An MCP server that stores Copilot customizations from the Awesome Copilot repository (by microsoft, ★198, security:PASS) - [secondhand-mcp](https://github.com/jlsookiki/secondhand-mcp): Search Facebook Marketplace, eBay, Depop, and Poshmark from AI — filters, photos, full listings. (by jlsookiki, ★88, security:PASS) - [mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce): Read-only merchant data from 8 Chinese e-commerce platforms: orders, products, after-sales, ads (by TonyWang-hub, ★72, security:PASS) - [seldonframe-mcp](https://github.com/seldonframe/seldonframe/tree/main/skills/mcp-server): Open-source GoHighLevel alternative for agencies. White-label CRM, booking, intake, chatbot via MCP. (by seldonframe, ★54, security:PASS) - [CrowdStrike MCP](https://github.com/Servosity/msp-skills/tree/main/skills/crowdstrike): Every CrowdStrike Falcon MSP operation, plus a Flight-Control-aware local store that answers (by Servosity, ★48, security:PASS) - [DataGate MCP](https://github.com/Servosity/msp-skills/tree/main/skills/datagate): DataGate telecom billing lookups - customers, agreements, invoices, and more - for any MCP agent. (by Servosity, ★48, security:PASS) - [HubSpot MCP](https://github.com/Servosity/msp-skills/tree/main/skills/hubspot): Every HubSpot Sales Hub feature, plus offline cross-object queries, property-change-history (by Servosity, ★48, security:PASS) - [Salesbuildr MCP](https://github.com/Servosity/msp-skills/tree/main/skills/salesbuildr): Every Salesbuildr resource as a scriptable command, plus offline margin and pipeline analytics. (by Servosity, ★48, security:PASS) - [Fullbleed PDF Engine](https://github.com/fullbleed-engine/fullbleed-official): Create, preview, inspect, verify, and compile deterministic PDF documents with Fullbleed. (by fullbleed-engine, ★47, security:PASS) - [Omentir](https://github.com/vanshyadav1408/Omentir): Find LinkedIn prospects, draft outreach, and run human-paced campaigns from your AI agent. (by vanshyadav1408, ★45, security:PASS) - [Marketplaces MCP (RU) — Wildberries, Ozon, Yandex Market, Avito](https://github.com/ilyautov/marketplaces-mcp-ru): Wildberries, Ozon, Yandex Market & Avito seller APIs for AI assistants: schema-driven, safety-gated. (by ilyautov, ★39, security:PASS) - [e-arveldaja-mcp](https://github.com/iseppo/e-arveldaja-mcp): Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, reports. (by iseppo, ★36, security:PASS) - [bexio-mcp-server](https://github.com/PromptPartner/bexio-mcp-server): Swiss accounting integration for Bexio. 315 tools: invoices, contacts, projects, account balances (by PromptPartner, ★34, security:PASS) - [swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp): Swiss grocery search, promotions, and shopping plans across Migros, Coop, Aldi, Denner, Lidl. (by nicktcode, ★34, security:PASS) - [workflows-mcp-server](https://github.com/cyanheads/workflows-mcp-server): Store, query, and create YAML workflow playbooks for LLM agents. (by cyanheads, ★31, security:PASS) - [Federal Register](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/federal-register-mcp): Federal Register proposed and final rules, notices, executive orders, and FAR cases. 8 tools. (by 1102tools-dev, ★23, security:PASS) - [fattureincloud-mcp](https://github.com/aringad/fattureincloud-mcp): Italian e-invoicing with Fatture in Cloud. Create, send to SDI, manage clients. (by aringad, ★23, security:PASS) - [ozon-mcp](https://github.com/PCDCK/ozon-mcp): Ozon Seller and Performance APIs with auto-pagination, rate-limit handling and analytical workflows for stock-out risk, content audits and prices. (by PCDCK, ★23, security:PASS) - [Kapruka MCP](https://github.com/kapruka/mcp): Free public MCP server for Kapruka.com — Sri Lanka's largest e-commerce platform. (by kapruka, ★21, security:PASS) - [Appfigures](https://github.com/appfigures/cli): Access your app analytics, ASO tools, and app market intelligence with Appfigures. (by appfigures, ★20, security:PASS) - [Bondery](https://github.com/usebondery/bondery/tree/main/apps/api/src/routes/mcp): Open-source personal CRM for building better bonds (by usebondery, ★16, security:PASS) - [BuyWhere MCP](https://github.com/BuyWhere/buywhere-mcp): Product search, price comparison, and affiliate-ready shopping across Singapore and US retailers. (by BuyWhere, ★15, security:PASS) - [munin](https://github.com/getmunin/munin): Open-source all-in-one MCP-first customer platform: KB, Conversations, CRM, CMS, Outreach, Analytics (by getmunin, ★15, security:PASS) - [HutchDB](https://github.com/ExpeditedProjects/hutchdb): Store, query, and update structured data from any AI agent (by ExpeditedProjects, ★15, security:PASS) - [HubSpot](https://github.com/mindstone/mcp-servers/tree/main/connectors/hubspot): HubSpot CRM: contacts, deals, tickets, line items, properties, marketing, files, workflows, threads (by mindstone, ★12, security:PASS) - [QuickBooks Online](https://github.com/mindstone/mcp-servers/tree/main/connectors/quickbooks): QuickBooks Online MCP server: invoices, bills, customers, vendors, employees, and accounts (by mindstone, ★12, security:PASS) - [HasData Walmart](https://github.com/HasData/walmart-mcp): Walmart search, product pages and customer reviews on walmart.com and walmart.ca, as JSON. (by HasData, ★10, security:PASS) - [instacart](https://github.com/markswendsen-code/mcp-instacart): MCP server for Instacart - let AI agents manage grocery shopping and place orders autonomously (by markswendsen-code, ★10, security:PASS) - [HasData Amazon](https://github.com/HasData/amazon-mcp): Amazon keyword search, product details, seller profiles and seller catalogues, as structured JSON. (by HasData, ★9, security:PASS) - [propstack-mcp](https://github.com/ashev87/propstack-mcp): Connect AI assistants to your Propstack real estate CRM (contacts, properties, deals). (by ashev87, ★9, security:PASS) - [Amazon.in MCP Server](https://github.com/justadityaraj/amazon-in-mcp): Search Amazon.in: cheapest in-stock, best-value picks, product details, Keepa price-history. (by justadityaraj, ★9, security:PASS) - [Contract Parser](https://github.com/fashionmascherine-svg/document-to-json-mcp): Turn any PDF into structured JSON via AI + OCR: invoices, bank statements, contracts. (by fashionmascherine-svg, ★8, security:PASS) - [scribo](https://github.com/causa-prima-ai/scribo-mcp): EN 16931-compliant e-invoices: XRechnung, ZUGFeRD, Factur-X, Peppol BIS, Facturae or US PDF. Free. (by causa-prima-ai, ★7, security:PASS) - [Windsor.ai MCP](https://github.com/windsor-ai/windsor_mcp): Query and analyze marketing, sales, and business data from 325+ platforms via Windsor.ai. (by windsor-ai, ★6, security:PASS) - [BestPrice](https://github.com/TheBestCo/bestprice-mcp): Read-only shopping decisions, product search, offers, and price history for Greece. (by TheBestCo, ★6, security:PASS) - [Salesforce Cloud](https://github.com/aaronsb/salesforce-cloud): AI-powered Salesforce CRM: opportunity intelligence, conversation analysis, SOQL, analytics (by aaronsb, ★6, security:PASS) - [agentcentral](https://github.com/agentcentral-to/agent-central-mcp): Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, Cursor, and agents. (by agentcentral-to, ★6, security:PASS) - [InvoiceXML](https://github.com/InvoiceXML/invoicexml-mcp): Create, validate, convert & extract compliant e-invoices (UBL, Factur-X, ZUGFeRD, XRechnung) (by InvoiceXML, ★5, security:PASS) - [Sessionplan](https://github.com/tim-peters/sessionplan): Create and edit visual agendas for workshops, trainings, meetings, and events. (by tim-peters, ★5, security:PASS) - [Yzel — 1C:Enterprise](https://github.com/Aiyo28/yzel): Query and update 1C:Enterprise over OData v3. Cyrillic-aware, Fresh and on-prem. (by Aiyo28, ★5, security:PASS) - [rakuten-mcp](https://github.com/mrslbt/rakuten-mcp): Rakuten Web Service for AI: Ichiba, Books, Travel, Recipe, Kobo, GORA — bilingual, read-only. (by mrslbt, ★5, security:PASS) - [boostu-teamleader-mcp](https://github.com/boostuagency/boostu-teamleader-mcp): MCP server for Teamleader Focus CRM. Use Teamleader in Claude and other AI assistants. (by boostuagency, ★4, security:PASS) - [Marktplaats & 2dehands](https://github.com/jasp-nerd/marktplaats-mcp): Search Marktplaats & 2dehands (NL/BE classifieds), vet sellers, compare prices, use your account. (by jasp-nerd, ★4, security:PASS) - [Nota Fiscal](https://github.com/mcp-dir/notafiscal-mcp): Issue and manage Brazilian service invoices (NFS-e) by chatting with your agent, platform-hosted, no (by mcp-dir, ★4, security:PASS) - [costco](https://github.com/thehesiod/costco-mcp): MCP server for Costco warehouse receipts and online orders (by thehesiod, ★4, security:PASS) - [WebCake Storefront](https://github.com/vuluu2k/webcake-storefront-mcp): Build pages and manage products, orders, and content on the WebCake/StoreCake storefront builder. (by vuluu2k, ★4, security:PASS) - [sigil](https://github.com/cdrn/sigil): Local keystore + MCP server. Claude can sign EVM transactions but never sees the private key. (by cdrn, ★3, security:PASS) - [Честный знак MCP (RU) — коды маркировки, ГИС МТ, СУЗ](https://github.com/ilyautov/chestny-znak-mcp-ru): API Честного знака в ИИ-ассистенте: коды маркировки, эмиссия в СУЗ, отчёты (by ilyautov, ★3, security:PASS) - [ubereats](https://github.com/markswendsen-code/mcp-ubereats): MCP server for Uber Eats - let AI agents order food delivery (by markswendsen-code, ★3, security:PASS) - [Hermes Grocy MCP](https://github.com/rusty4444/grocy-mcp): MCP server for Grocy household ERP inventory and shopping workflows. (by rusty4444, ★3, security:PASS) - [GenGEO Agent Registry](https://github.com/warwickwood-cell/gengeo-agent-registry): Merchant verification for AI shopping agents. (by warwickwood-cell, ★3, security:PASS) - [mcp](https://github.com/getcoherence/mcp-server): Coherence MCP — chat with your CRM's AI agent from Claude, Cursor, and Cline. (by getcoherence, ★2, security:PASS) - [ReplenishRadar](https://github.com/ReplenishRadar/MCP): Shopify + Amazon inventory planning, forecasting & replenishment over MCP (50 tools). (by ReplenishRadar, ★2, security:PASS) - [forge-mcp](https://github.com/SalesforgeAI/forge-mcp): MCP server for Salesforge, Primeforge, Leadsforge, Infraforge, Warmforge, and Mailforge (by SalesforgeAI, ★2, security:PASS) - [AbraFlexi](https://github.com/VitexSoftware/mcp-server-abraflexi): MCP server for AbraFlexi ERP — invoices, contacts, products, bank transactions. (by VitexSoftware, ★2, security:PASS) - [Datto SaaS Protection](https://github.com/WYRE-AI/datto-saas-protection-mcp): MCP server for Datto SaaS Protection — M365/GWS backups, restores, seats. (by WYRE-AI, ★2, security:PASS) - [Swell MCP](https://github.com/devkindhq/swell-mcp): Model Context Protocol server for Swell e-commerce platform integration with AI assistants (by devkindhq, ★2, security:PASS) - [MoySklad MCP (RU)](https://github.com/ilyautov/moysklad-mcp-ru): MoySklad JSON API 1.2 in your AI assistant — schema-driven, safety-gated document writes. (by ilyautov, ★2, security:PASS) - [Spot Advanced Swap Orders](https://github.com/orbs-network/spot): Create gasless market, limit, TWAP, stop-loss, take-profit, and delayed-start swap orders. (by orbs-network, ★2, security:PASS) - [mcp-server](https://github.com/the402ai/mcp-server): AI agent service marketplace — browse, purchase, and manage services via x402/USDC (by the402ai, ★2, security:PASS) - [woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp): Read-only MCP server for WordPress + WooCommerce products, orders, sales, and posts. (by wppoland, ★2, security:PASS) - [Presso](https://github.com/stellagent/presso-setup): Connect e-commerce and marketing data to AI assistants via MCP. (by stellagent, ★2, security:PASS) - [intelligence-api](https://github.com/samrothschild23/intelligence-api): E-commerce intelligence: analyze Shopify stores, score Amazon product opportunities and FBA profitability, and find sales leads from Google Maps. (by samrothschild23, ★2, security:PASS) - [lokal](https://github.com/slookisen/lokal): Find local food producers in Norway (farms, REKO rings, farmers' markets, farm shops) with Norwegian/English search, geo-filtering and A2A support. (by slookisen, ★2, security:PASS) - [Boolsai Directory](https://github.com/Boolsai-ai/mcp): Indexed ecommerce site directory — vendor lookups, brands by city/market/founder. 10 tools. (by Boolsai-ai, ★1, security:PASS) - [Jumpseller](https://github.com/Jumpseller/api-docs): Manage your Jumpseller store with AI. Products, orders, customers, and more. (by Jumpseller, ★1, security:PASS) - [TrueProxies](https://github.com/trueproxies-com/trueproxies-mcp): Plans, services, usage, invoices, endpoints and connection checks for your TrueProxies account (by trueproxies-com, ★1, security:PASS) - [TracePass](https://github.com/malinoto/tracepass-mcp-server): Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS supply-chain events. (by malinoto, ★1, security:PASS) - [mcp](https://github.com/FLUF-io/fluf-mcp): Manage a FLUF resale account from an AI agent: inventory, crosslisting and unified orders. (by FLUF-io, ★1, security:PASS) - [neuro-mcp](https://github.com/AImplifier/neuro-mcp): MCP for NeuroAgents assisting clinicians: MNE processing, EHR store, NeuroII visualization. (by AImplifier, ★1, security:PASS) - [MisarReach MCP Server](https://github.com/Misar-AI/misarreach-mcp): Find and enrich leads, run multi-channel outreach, and manage the sales pipeline. (by Misar-AI, ★1, security:PASS) - [AI Furniture & Home Product Hub](https://github.com/ONE8943/ai-furniture-hub): MCP server for mm-precision furniture search, fit checks, curated sets, and AIO audits. (by ONE8943, ★1, security:PASS) - [ProAgentStore](https://github.com/ProAgentStore/platform): MCP-first control plane for ProAgentStore agents and private instances. (by ProAgentStore, ★1, security:PASS) - [Kaseya Quote Manager](https://github.com/WYRE-AI/kaseya-quote-manager-mcp): Read-only MCP server for Kaseya Quote Manager (Datto Commerce): quotes, orders, purchasing. (by WYRE-AI, ★1, security:PASS) - [AgentLux](https://github.com/agentlux/agentlux-mcp): Hosted AgentLux MCP server for marketplace, identity, creator, services, and social flows. (by agentlux, ★1, security:PASS) - [shopops-mcp](https://github.com/automatiabcn/shopops-mcp): AI e-commerce operations. Inventory, pricing, segmentation, and analytics. (by automatiabcn, ★1, security:PASS) - [A1 Yandex KIT MCP](https://github.com/ztemerbekov/a1-yandex-kit-skills): A1 Yandex KIT MCP server for the Yandex KIT e-commerce API: products, orders, discounts, webhooks. (by ztemerbekov, ★1, security:PASS) - [iFood](https://github.com/mcp-dir/ifood-mcp): Insights for your iFood store right in your AI assistant's chat. Generate charts of sales and payout (by mcp-dir, ★1, security:PASS) - [Nevent MCP](https://github.com/nevent-dev/mcp-nevent): Talk to your live-events CRM (campaigns, analytics, paid ads, segments) in Claude and ChatGPT. (by nevent-dev, ★1, security:PASS) - [Mealie MCP Server](https://github.com/ni-c/mealie-mcp): MCP server for Mealie, the self-hosted recipe manager and meal planner (by ni-c, ★1, security:PASS) - [patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server): DTC modular hat brand MCP server. 6 tools for AI agents: catalog, curated builds, shipping. (by patchistry, ★1, security:PASS) - [Estatesales Net](https://github.com/pipeworx-io/mcp-estatesales-net): EstateSales.NET MCP — upcoming estate sales, by ZIP (by pipeworx-io, ★1, security:PASS) - [Reply.io](https://github.com/reply-team/reply-mcp): Manage sequences, contacts, and outreach statistics on Reply.io's sales engagement platform. (by reply-team, ★1, security:PASS) - [storelift](https://github.com/vom-core/storelift-mcp): App Store & Google Play keyword ranks, rivals, reviews, charts and AI visibility as an MCP server (by vom-core, ★1, security:PASS) - [agentshare-mcp](https://github.com/anhmtk/agentshare-mcp): Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools. (by anhmtk, ★1, security:PASS) - [logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp): Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history. (by ncosic, ★1, security:PASS) - [cerebrochain-mcp-server](https://github.com/CerebroChain/cerebrochain-mcp-server): Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting. (by CerebroChain, ★1, security:PASS) - [amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp): Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data. (by Pangolin-spg, ★1, security:PASS) - [mcp](https://github.com/vitrine3d/mcp): 3D product viewer platform: upload GLB models, style scenes with lighting, camera and backgrounds, and embed them on websites. (by vitrine3d, ★1, security:PASS) - [Peliqan](https://github.com/Peliqan-io/mcp-server-peliqan): Data platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data. (by Peliqan-io, ★1, security:PASS) - [amazon-product-research-mcp](https://github.com/ncosic/webotee-mcp): Amazon brand, seller, niche & buy-box intelligence inside your own Claude or ChatGPT. (by ncosic, ★0, security:PASS) - [Yandex Merchants MCP](https://github.com/A1-x-Tech/mcp-yandex-merchants): MCP server for the Yandex Merchants partner API: feeds, offer prices, discounts, hide/unhide. (by A1-x-Tech, ★0, security:PASS) - [Yango Tech Retail MCP](https://github.com/A1-x-Tech/mcp-yango-retail): MCP server for the Yango Tech Retail B2B API: orders, products, prices, discounts, stocks. (by A1-x-Tech, ★0, security:PASS) - [Peckish — DoorDash ordering](https://github.com/CydVilla/peckish): Order food on DoorDash — compare real fee-included totals; you approve every order. (by CydVilla, ★0, security:PASS) - [rigshare](https://github.com/rigshare-hq/rigshare-mcp): Rent GPUs, robots, drones, and construction gear on RIGShare; also onboards equipment owners. (by rigshare-hq, ★0, security:PASS) - [Voila Groceries MCP](https://github.com/dearlordylord/voila-sdk): Safe personal Voila grocery automation for search, slots, cart updates, and order history (by dearlordylord, ★0, security:PASS) - [cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp): Cook County and Chicago property records by address or PIN: parcels, sales, building permits, tax assessments and comparables, paid per call via x402. (by hyperionxmota, ★0, security:PASS) ## Communication - [line-bot-mcp-server](https://github.com/line/line-bot-mcp-server): Integrate with a LINE Official Account. (by line, ★782, security:PASS) - [CometChat Docs](https://github.com/cometchat/docs-mcp): CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app. (by cometchat, ★100, security:PASS) - [mcp](https://github.com/discourse/discourse-mcp): Discourse MCP CLI server (stdio) exposing Discourse tools via MCP (by discourse, ★77, security:PASS) - [Mailtrap](https://github.com/mailtrap/mailtrap-mcp): Official MCP Server for Mailtrap (by mailtrap, ★65, security:PASS) - [mcp](https://github.com/infobip/mcp): Infobip MCP server for omnichannel communication and messaging. SMS, RCS, WhatsApp, Viber and more. (by infobip, ★36, security:PASS) - [cv-mcp-server](https://github.com/PhononX/cv-mcp-server): Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions. (by PhononX, ★10, security:REVIEW) - [MailSandbox](https://github.com/btafoya/mailsandbox): MailSandbox (a fork of Mailpit) is a fast, zero-dependency email testing tool & API with a web UI, SMTP server, Postmark API emulation, and MCP server for AI-as (by btafoya, ★8, security:PASS) - [Fluxmail](https://github.com/churichard/fluxmail/tree/main/packages/server): Read, search, draft, send, and organize email through Gmail, Outlook, and IMAP/SMTP mailboxes. (by churichard, ★7, security:REVIEW) - [mcp-server](https://github.com/FastAlertNow/mcp-server): Official MCP server for FastAlert, providing tools to list channels and send notifications. (by FastAlertNow, ★3, security:REVIEW) - [iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server): Send SMS, query delivery reports, manage senders and blacklists, and register and check İYS (Turkish consent registry) records via the iletiMerkezi API. (by iletimerkezi, ★2, security:PASS) - [CallHub](https://github.com/callhub/callhub-mcp): Python-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources. (by callhub, ★2, security:PASS) - [Pingfyr](https://github.com/Pingfyr/mcp): Schedule reminders for AI agents via email, webhook, Slack, Discord, Telegram, or Google Calendar. (by Pingfyr, ★1, security:PASS) - [Limzo Telegram Group Stats](https://github.com/LimzoCom/limzo-mcp): Read-only stats for public Telegram groups tracked by Limzo, the anti-spam bot. No API key. (by LimzoCom, ★0, security:PASS) - [agent-cold-email](https://github.com/YS-projectcalc/agent-cold-email): Coldrig — cold-email infra run by your agent: 28 MCP tools, live sending, free sandbox, from $99/mo. (by YS-projectcalc, ★0, security:PASS) - [ClawdCall](https://github.com/dialgoodian/clawdcall-mcp): Give AI agents a phone layer for consent-based calls, transcripts, summaries, and outcomes. (by dialgoodian, ★0, security:PASS) - [ai](https://github.com/sendchamp/ai): Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing. (by sendchamp, ★0, security:PASS) - [sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp): Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps. (by sounny, ★0, security:PASS) - [whatsapp-mcp](https://github.com/lharries/whatsapp-mcp): Search personal WhatsApp messages and contacts, and send messages to individuals or groups. (by lharries, ★6401, security:REVIEW) - [YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube): Extract and convert YouTube video information. (by Klavis-AI, ★5805, security:PASS) - [Vexa](https://github.com/Vexa-ai/vexa): Meeting bot and transcripts for Google Meet, Teams and Zoom. Live or after, speakers labelled. (by Vexa-ai, ★2851, security:PASS) - [telegram-mcp](https://github.com/chigwell/telegram-mcp): Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send messages, and handle read status. (by chigwell, ★1769, security:PASS) - [emailmd](https://github.com/anypost/emailmd): Render markdown into email-safe HTML, lint drafts for deliverability problems, and preview emails. (by anypost, ★1380, security:PASS) - [Microsoft 365 MCP Server](https://github.com/Softeria/ms-365-mcp-server): Interact with Microsoft 365 and Office services through the Microsoft Graph API. (by Softeria, ★1018, security:PASS) - [Sessy — Amazon SES observability](https://github.com/marckohlbrugge/sessy): Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats. (by marckohlbrugge, ★936, security:REVIEW) - [joinly](https://github.com/joinly-ai/joinly): Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat. (by joinly-ai, ★567, security:PASS) - [mcp-server](https://github.com/sv-number/mcp-server): Phone numbers for AI agents: order a private number, read the SMS verification code, hand it back. (by sv-number, ★546, security:PASS) - [discord-mcp](https://github.com/SaseQ/discord-mcp): Interact with Discord and automate tasks. (by SaseQ, ★531, security:PASS) - [mcp-teams-server](https://github.com/InditexTech/mcp-teams-server): Microsoft Teams messaging: read, post and mention, and list members and threads. (by InditexTech, ★410, security:PASS) - [Gearsystem MCP Server](https://github.com/drhelius/Gearsystem): MCP server for Gearsystem Sega Master System / Game Gear / SG-1000 emulator (by drhelius, ★391, security:PASS) - [telegram-mcp](https://github.com/chaindead/telegram-mcp): Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status. (by chaindead, ★349, security:PASS) - [mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp): Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats. (by carterlasalle, ★331, security:PASS) - [mcp-evolution-api](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/evolution-api): MCP server for Evolution API — WhatsApp messaging, instances, contacts (by codespar, ★272, security:PASS) - [mcp-sendgrid](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/sendgrid): MCP server for SendGrid — global transactional + marketing email (Twilio-owned) (by codespar, ★272, security:PASS) - [mcp-twilio](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/twilio): MCP server for Twilio — global SMS, WhatsApp, Voice, Verify, and Lookup across 180+ countries (by codespar, ★272, security:PASS) - [mcp-whatsapp-cloud](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/whatsapp-cloud): MCP server for WhatsApp Cloud API (Meta) — messages, media, and templates via Graph API (by codespar, ★272, security:PASS) - [mcp-z-api](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/z-api): MCP server for Z-API — WhatsApp messaging, contacts, media (by codespar, ★272, security:PASS) - [mcp-zenvia](https://github.com/codespar/mcp-dev-latam/tree/main/packages/communication/zenvia): MCP server for Zenvia — SMS, WhatsApp, RCS, Email, Voice, Facebook messaging, templates and reports (by codespar, ★272, security:PASS) - [Atomic Mail](https://github.com/Atomic-Mail/atomic-mail-agentic): Programmable email inbox for AI agents — JMAP, PoW auth, stdio MCP server. (by Atomic-Mail, ★267, security:PASS) - [Clippy](https://github.com/neilberkman/clippy): Copy AI-generated content to the macOS clipboard: rich Gmail-ready email drafts, text, and files (by neilberkman, ★249, security:PASS) - [mcp-twikit](https://github.com/adhikasp/mcp-twikit): Interact with Twitter search and timeline. (by adhikasp, ★235, security:PASS) - [mcp](https://github.com/agenticmail/agenticmail/tree/main/packages/mcp): Real email and SMS for AI agents — send mail, receive verification codes, drive a real inbox. (by agenticmail, ★230, security:PASS) - [Parse-DMARC MCP Server](https://github.com/dmarcguardhq/parse-dmarc): Lightweight DMARC parser: auto-fetch email reports, visualize compliance in a single all-in-one app (by dmarcguardhq, ★208, security:PASS) - [e2a — email for AI agents](https://github.com/tokencanopy/e2a/tree/main/mcp): Authenticated email gateway for AI agents — per-agent inboxes, HITL approval, SPF/DKIM verified. (by tokencanopy, ★192, security:PASS) - [Google Workspace](https://github.com/aaronsb/google-workspace-mcp): Give AI agents access to Gmail, Calendar, Drive, and more — multi-account, manifest-driven (by aaronsb, ★190, security:PASS) - [jmap-mcp](https://github.com/wyattjoh/jmap-mcp): Interact with JMAP (JSON Meta Application Protocol) email servers. (by wyattjoh, ★177, security:PASS) - [gtasks-mcp](https://github.com/zcaceres/gtasks-mcp): Manage Google Tasks. (by zcaceres, ★168, security:PASS) - [email-mcp](https://github.com/codefuturist/email-mcp): IMAP/SMTP email MCP server — 52 tools, stdio + HTTP, IMAP IDLE push, multi-account, AI triage. (by codefuturist, ★123, security:PASS) - [Discord MCP](https://github.com/cappyeo/discord-mcp/tree/main/packages/mcp-server): Caller-owned Discord operations for AI agents with 221 typed tools and verifiable guild builds. (by cappyeo, ★119, security:PASS) - [imap-mcp-server](https://github.com/nikolausm/imap-mcp-server): IMAP/SMTP MCP server to search, read, organize, send, reply & forward email for AI assistants (by nikolausm, ★102, security:PASS) - [XposedOrNot Breach Intelligence](https://github.com/XposedOrNot/XposedOrNot-API): Real-time data-breach lookup and analytics for emails and domains from XposedOrNot. (by XposedOrNot, ★98, security:PASS) - [mail-mcp](https://github.com/tecnologicachile/mail-mcp): Multi-account email over IMAP, SMTP, Exchange Web Services and Microsoft Graph: read, search, send, reply, forward, bulk operations and attachment downloads. (by tecnologicachile, ★96, security:PASS) - [tsgram-mcp](https://github.com/areweai/tsgram-mcp): Use Claude with local workspace access from Telegram on your phone: read, write and code on the go. (by areweai, ★88, security:PASS) - [open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server): Feishu document management with built-in Feishu OAuth: create blocks, update content and more. (by ztxtxwd, ★87, security:PASS) - [gmail](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/gmail): MCP server for Gmail with OAuth2 (personal) and service account (Workspace) support. (by pulsemcp, ★81, security:PASS) - [slack](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/slack): MCP server for Slack — read/write messages, manage threads, and react to messages. (by pulsemcp, ★81, security:PASS) - [threadline-mcp](https://github.com/JKHeadley/instar/tree/main/packages/threadline-mcp): Agent-to-agent messaging relay. Discover agents, send messages, and receive replies. Zero-config. (by JKHeadley, ★81, security:PASS) - [imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server): Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling. (by hannesrudolph, ★81, security:PASS) - [Email](https://github.com/Shy2593666979/mcp-server-email): This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports a (by Shy2593666979, ★80, security:PASS) - [flightclaw](https://github.com/flightclaw/agents): Search ~300 airlines and book flights with a checkout link. OAuth sign-in by email code. (by flightclaw, ★75, security:PASS) - [ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp): Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support. (by gitmotion, ★74, security:PASS) - [Apple Mail MCP](https://github.com/imdinu/apple-mail-mcp): Apple Mail MCP server with full-coverage FTS5 body search, reliable on large mailboxes. (by imdinu, ★68, security:PASS) - [yuna0x0-hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp): Interact with your HackMD notes and teams seamlessly. Manage your notes, view reading history, and… (by yuna0x0, ★67, security:PASS) - [agentmail-mcp](https://github.com/agentmail-to/agentmail-mcp): Email for AI agents: create inboxes on the fly to send, receive and act on email. (by agentmail-to, ★66, security:PASS) - [vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp): Interact with the VRChat API: retrieve information about friends, worlds, avatars and more. (by sawa-zen, ★66, security:PASS) - [Local MCP](https://github.com/colibird-ai/local-mcp-releases): Mac & Windows: let ChatGPT, Claude & Cursor use your email, calendar, iMessage, Teams, files. Free. (by colibird-ai, ★65, security:PASS) - [Email Inbox API + Sending by Sendmux](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp): AI email inbox and sending tools with attachments, search, live events, and webhooks. (by Sendmux, ★65, security:PASS) - [join.cloud](https://github.com/kushneryk/join.cloud): Collaboration rooms for AI agents. Real-time messaging + standard git. (by kushneryk, ★65, security:PASS) - [esa](https://github.com/esaio/esa-mcp-server): Official MCP server for esa.io - a documentation sharing service for teams (by esaio, ★62, security:PASS) - [iCloud MCP](https://github.com/MrGo2/icloud-mcp): Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript or iCloud (by MrGo2, ★60, security:PASS) - [mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify): Send desktop notifications with a sound effect when agent tasks complete. (by Cactusinhand, ★54, security:PASS) - [producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server): Interact with Product Hunt trending posts, comments, collections, users and more. (by jaipandya, ★54, security:REVIEW) - [thunderbird-cli](https://github.com/vitalio-sh/thunderbird-cli): Give AI agents full read/write email access via Mozilla Thunderbird. Zero credentials. (by vitalio-sh, ★53, security:PASS) - [Slack Explorer MCP](https://github.com/shibayu36/slack-explorer-mcp): MCP server specialized in retrieving information from Slack messages and threads (by shibayu36, ★50, security:PASS) - [mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks): Interface with the Google Tasks API. (by arpitbatra123, ★50, security:PASS) - [mcp](https://github.com/openagentemail/openagentemail): Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs, send email. (by openagentemail, ★49, security:PASS) - [Abnormal Security MCP](https://github.com/Servosity/msp-skills/tree/main/skills/abnormal): Abnormal Security email threats, cases, and reporting in your terminal and your AI agents. (by Servosity, ★48, security:PASS) - [fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram): Multi-tenant Telegram gateway for AI agents — HTTP+stdio, 8 tools, MTProto User API (by leshchenko1979, ★48, security:PASS) - [Chatroost — unofficial Telegram MCP server](https://github.com/mcp-telegram/mcp-telegram): Unofficial Telegram MCP server — read, search, reply and react in your own Telegram account. (by mcp-telegram, ★45, security:PASS) - [ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp): Send notifications to your phone using ntfy. (by teddyzxcv, ★45, security:PASS) - [ATXP — Agent Payment & Wallet Infrastructure](https://github.com/atxp-dev/atxp): Agent wallet, email, phone, and 41 paid tools: search, image/video/music gen, SMS, calls. (by atxp-dev, ★44, security:PASS) - [outlook-local-mcp](https://github.com/desek/outlook-local-mcp): Local Microsoft Outlook calendar and mail via Microsoft Graph, with multi-account support and OS keychain token storage. (by desek, ★42, security:PASS) - [Outlook Assistant](https://github.com/littlebearapps/outlook-assistant): Microsoft Outlook MCP server — 22 tools for email, calendar, contacts, and mailbox management. (by littlebearapps, ★39, security:PASS) - [nostr-mcp](https://github.com/AbdelStark/nostr-mcp): Interact with Nostr: post notes and more. (by AbdelStark, ★38, security:PASS) - [Outlook MCP](https://github.com/mpalermiti/outlook-mcp): Microsoft Outlook personal accounts: mail, calendar, contacts, to-do, drafts (68 tools). (by mpalermiti, ★37, security:PASS) - [wecombot](https://github.com/gotoolkits/mcp-wecombot-server): Send various types of messages to a WeCom group bot. (by gotoolkits, ★37, security:PASS) - [wc26](https://github.com/jordanlyall/wc26-mcp): FIFA World Cup 2026 data: matches, teams, venues, city guides, fan zones, and more. (by jordanlyall, ★34, security:PASS) - [mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host): Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers. (by jagan-shanmugam, ★34, security:PASS) - [bluesky-context-server](https://github.com/laulauland/bluesky-context-server): Query and interact with Bluesky instances. (by laulauland, ★34, security:PASS) - [Slack MCP Server](https://github.com/jtalk22/slack-mcp-server): Catch up on Slack without reading it. Unreads, threads, search. Browser-session or hosted OAuth. (by jtalk22, ★31, security:PASS) - [Hyades](https://github.com/apology-is-policy/hyades): Render LaTeX math as pure Unicode text art for terminals, code comments, and emails. (by apology-is-policy, ★30, security:PASS) - [Hail](https://github.com/hail-hq/hail/tree/main/mcp): Phone, SMS & email for AI agents — one remote MCP endpoint, OAuth login, zero install. (by hail-hq, ★29, security:PASS) - [MCP Registry Monitor](https://github.com/nirholas/mcp-notify): Monitor MCP registry for new servers - Discord Slack notifications alerts (by nirholas, ★29, security:PASS) - [apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp): Fast local Apple Mail MCP: indexed search, full-text bodies, verified sends, triage. macOS. (by parasxos, ★29, security:PASS) - [imessage-mcp](https://github.com/wyattjoh/imessage-mcp): Read iMessage data on macOS. (by wyattjoh, ★29, security:PASS) - [Notify MCP Server](https://github.com/aahl/mcp-notify): MCP Server for notify to Weixin, Telegram, Bark, Lark, Feishu, DingTalk (by aahl, ★28, security:PASS) - [voidmob-mcp](https://github.com/voidmobcom/voidmob-mcp): Mobile proxies, non-VoIP SMS verifications, dedicated numbers, and global eSIMs for AI agents. (by voidmobcom, ★28, security:PASS) - [iMessage History](https://github.com/anipotts/imessage-mcp): Search and read your Apple Messages history from any MCP client. Read-only, local. (by anipotts, ★27, security:PASS) - [nworks](https://github.com/yjcho9317/nworks): Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI. (by yjcho9317, ★26, security:PASS) - [JustCall MCP Server](https://github.com/saaslabsco/justcall-mcp-server): JustCall MCP Server enables LLMs and AI agents to make voice calls and send SMS via JustCall APIs. (by saaslabsco, ★25, security:PASS) - [callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp): Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript. (by gerkensm, ★25, security:PASS) - [email-mcp](https://github.com/marlinjai/email-mcp): Unified email MCP server for Gmail, Outlook, iCloud, and IMAP with batch operations (by marlinjai, ★23, security:PASS) - [ringback](https://github.com/mohitbadwal/ringback): Lets the LLM reach you by phone: live, interruptible voice calls and tiered alerts over self-hosted SIP, with whisper.cpp speech-to-text and macOS TTS. (by mohitbadwal, ★23, security:PASS) - [discord-mcp](https://github.com/PaSympa/discord-mcp): A lightweight, multi-guild Discord MCP server with 95+ tools (by PaSympa, ★22, security:PASS) - [PumpFun Claims Bot](https://github.com/nirholas/pumpfun-claims-bot): MCP server for PumpFun on-chain intelligence — tokens, claims, holders, and bundles. (by nirholas, ★22, security:PASS) - [Apple Mail](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleMail-MCP): Read, search, compose, and send emails via Apple Mail on macOS. (by JonathanRReed, ★21, security:PASS) - [outlook](https://github.com/rlrghb/olkcli): Outlook & OneDrive MCP: personal & enterprise tools for mail, calendar, contacts, tasks, files (by rlrghb, ★20, security:PASS) - [multi-gmail-mcp](https://github.com/gx-55/multi-gmail-mcp): Manage multiple Gmail accounts in Claude Desktop — search, send, reply, draft, and organize. (by gx-55, ★19, security:PASS) - [calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp): Manage Cal.com event types, create bookings and access scheduling data. (by Danielpeter-99, ★19, security:PASS) - [ChemDraw MCP (unofficial)](https://github.com/jurimaxam-dotcom/chemdraw-mcp): Molecule names or SMILES to 2D structures, reactions, mechanisms, spectra - offline via RDKit. (by jurimaxam-dotcom, ★18, security:PASS) - [Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments): Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content. (by Zacccck, ★18, security:PASS) - [mcp-afl-server](https://github.com/willvelida/mcp-afl-server): Australian Football League teams, ladder standings, results, tips and power rankings via the Squiggle API. (by willvelida, ★18, security:PASS) - [pbx-mcp](https://github.com/ictinnovations/pbx-mcp): Inspect and control Asterisk (AMI) and FreeSWITCH (ESL) PBX servers from your AI assistant. (by ictinnovations, ★17, security:PASS) - [ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp): Monitor ICTBroadcast outbound campaigns, and start and stop them when writes are on. (by ictinnovations, ★16, security:PASS) - [ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp): Read ICTPBX state: extensions, DID numbers, SIP trunks, tenants and live PBX statistics. (by ictinnovations, ★16, security:PASS) - [notifyd](https://github.com/rmzlb/notifyd): Operate a self-hosted notifyd instance: digest, jobs, retries, suppressions, projects, test sends. (by rmzlb, ★16, security:PASS) - [your-mail-mcp](https://github.com/wildsurfer/your-mail-mcp): Read-only, self-hosted MCP access to IMAP email, mirrored locally and indexed by notmuch. (by wildsurfer, ★16, security:PASS) - [neurodock](https://github.com/tlennon-ie/neurodock): Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy. (by tlennon-ie, ★16, security:PASS) - [Reminder](https://github.com/arifszn/reminder-mcp): MCP server for scheduling and triggering reminders via Slack or Telegram. (by arifszn, ★15, security:PASS) - [Domain Intelligence](https://github.com/osiris-technical-institute/domain-intelligence-api/tree/main/mcp): WHOIS/RDAP, DNS, SSL, live subdomains with IPs, and SPF/DMARC/DKIM for any domain. (by osiris-technical-institute, ★14, security:PASS) - [telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server): Telephony via Vonage APIs: automate voice calls with speech-to-text call summaries, send and receive SMS, and detect voicemail. (by khan2a, ★14, security:PASS) - [caldav-mcp](https://github.com/madbonez/caldav-mcp): CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events. (by madbonez, ★14, security:PASS) - [Webhook.site MCP Server](https://github.com/zebbern/webhook-mcp-server): Capture HTTP, email, and DNS callbacks with webhook.site from MCP clients. (by zebbern, ★13, security:PASS) - [mcp-hey](https://github.com/Sealjay/mcp-hey): Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener. (by Sealjay, ★13, security:PASS) - [SMTP)](https://github.com/mindstone/mcp-servers/tree/main/connectors/email-imap): Email IMAP/SMTP MCP server: iCloud, Gmail, Yahoo, Outlook, and custom IMAP providers (by mindstone, ★12, security:PASS) - [Google Workspace](https://github.com/mindstone/mcp-servers/tree/main/connectors/google-workspace): Google Workspace MCP server for Gmail, Calendar, Drive, Docs, Sheets, Slides, Contacts, and more (by mindstone, ★12, security:PASS) - [Microsoft 365 Teams](https://github.com/mindstone/mcp-servers/tree/main/connectors/microsoft-teams): Microsoft 365 Teams via Graph: list chats, read/send messages, list teams/channels, presence. (by mindstone, ★12, security:PASS) - [Mixmax](https://github.com/mindstone/mcp-servers/tree/main/connectors/mixmax): Mixmax email productivity MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Slack](https://github.com/mindstone/mcp-servers/tree/main/connectors/slack): Slack MCP server: channels, messages, threads, reactions, users, files, and scheduled messages (by mindstone, ★12, security:PASS) - [Gmail](https://github.com/domdomegg/gmail-mcp): Allow AI systems to read, send, archive, and manage emails via Gmail. (by domdomegg, ★11, security:PASS) - [feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin): Feishu/Lark MCP server + CLI tool. 85 tools, 3 auth layers. Send as user via cookie+protobuf. (by EthanQC, ★10, security:PASS) - [mcp-server-tempmail](https://github.com/Selenium39/mcp-server-tempmail): MCP server for temporary email management using ChatTempMail API (by Selenium39, ★10, security:REVIEW) - [gigamail](https://github.com/adecubed/gigamail): Your real mailbox and calendar for your agent (M365/IMAP); a human approves every send. (by adecubed, ★10, security:PASS) - [chatterboxio-mcp-server](https://github.com/ChatterBoxIO/chatterboxio-mcp-server): Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings. (by ChatterBoxIO, ★10, security:PASS) - [GMail-Manager-MCP](https://github.com/muammar-yacoob/GMail-Manager-MCP): Manage your Gmail inbox in natural language: bulk delete promotions and newsletters, organize labels and get inbox insights. (by muammar-yacoob, ★10, security:PASS) - [Telegram MCP Server](https://github.com/tolboy/telegram-mcp-tdlib): Local-first TDLib Telegram MCP server with 115 tools, account isolation and production guardrails. (by tolboy, ★9, security:PASS) - [signal-mcp](https://github.com/googlarz/signal-mcp): Signal messenger via a local signal-cli: send and receive messages, manage groups and contacts, search history, and handle attachments and reactions. (by googlarz, ★9, security:PASS) - [Bird](https://github.com/messagebird/bird-ai): Send and receive across email, SMS, WhatsApp, and voice. One API, one contract. (by messagebird, ★8, security:PASS) - [DMARKOFF — DMARC, SPF & DKIM Analytics](https://github.com/dmarcoff/mcp): DMARC analytics and domain onboarding for AI assistants — health, SPF/DKIM, compliance, anomalies. (by dmarcoff, ★8, security:PASS) - [MCP Emails](https://github.com/Albretsen/MCPEmails): Never-stored live email: read, send, organize, schedule and auto-triage Gmail or any IMAP mailbox. (by Albretsen, ★8, security:PASS) - [dead-letter](https://github.com/BigCactusLabs/dead-letter): Convert .eml and .mbox email to clean Markdown for RAG, LLM pipelines, and local knowledge bases (by BigCactusLabs, ★8, security:PASS) - [Microsoft Teams API](https://github.com/Maxim-Mazurok/teams-api): AI-native Microsoft Teams integration — read chats, send messages, search people (by Maxim-Mazurok, ★8, security:PASS) - [omnicord](https://github.com/OrygnsCode/Omnicord): Discord server management MCP for AI agents: chat, moderation, admin, and full server building. (by OrygnsCode, ★8, security:PASS) - [figmanage](https://github.com/dannykeane/figmanage): Let agents manage your Figma workspace. 102 tools for seats, teams, offboarding, and cleanup. (by dannykeane, ★8, security:PASS) - [magpipe](https://github.com/elagerway/magpipe/tree/main/packages/mcp-server): Manage AI voice agents, calls, SMS, contacts, and phone numbers via Magpipe. (by elagerway, ★8, security:PASS) - [mailbox-mcp](https://github.com/jgalea/mailbox-mcp): Multi-account email MCP server for Gmail, IMAP, and JMAP: search, send, drafts, labels. (by jgalea, ★8, security:PASS) - [OWA Exchange MCP Server](https://github.com/nhype/owa-exchange-mcp): MCP server for Microsoft Exchange / OWA — email, calendar, directory, availability (by nhype, ★8, security:PASS) - [sms](https://github.com/virtualsms-io/mcp-server): Real SIM numbers for AI agents: SMS verification, rentals, proxies, cloud browser, x402 deposits. (by virtualsms-io, ★8, security:PASS) - [wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge): macOS WeChat integration: read chats, send text, files and stickers, retrieve context and monitor allowlisted chats, without screenshots or private protocols. (by huj28-creator, ★8, security:PASS) - [mcp](https://github.com/elfa-ai/mcp): Crypto social intelligence from X and Telegram, plus the Elfa Auto condition engine (by elfa-ai, ★7, security:PASS) - [FullEnrich](https://github.com/FullEnrich/fullenrich-skills): Search B2B contacts, enrich verified emails and phone numbers, and export results. (by FullEnrich, ★7, security:PASS) - [telegram-notify-mcp](https://github.com/ParthJadhav/telegram-notify-mcp): Send Telegram notifications from AI agents — text, photos, and documents. (by ParthJadhav, ★7, security:PASS) - [Mingle — Agent-Native Connection Protocol](https://github.com/aeoess/mingle-mcp): Meet the people you're looking for. Your agent composes, you approve. Nothing scores or ranks you. (by aeoess, ★7, security:PASS) - [Gmail Postmaster Tools](https://github.com/optipub/gmail-postmaster-tools-mcp): Gmail Postmaster Tools v2 — domains, traffic metrics, and compliance via your own Google OAuth. (by optipub, ★7, security:PASS) - [telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp): Covers the entire Telegram Bot API. (by FantomaSkaRus1, ★7, security:PASS) - [agent-comm-hub](https://github.com/liuboacean/agent-comm-hub): Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control. (by liuboacean, ★7, security:PASS) - [Palmyr](https://github.com/0xArtex/Palmyr): Agent infra: email, phone, social, domains, VPS, wallets. Paid per-action via x402, no API key. (by 0xArtex, ★6, security:PASS) - [samihalawa-whatsapp-go-mcp](https://github.com/samihalawa/whatsapp-go-mcp): Scan QR codes and go! No more troublesome autos or APIs! Send text messages, images, links, locati… (by samihalawa, ★6, security:PASS) - [Agent Email](https://github.com/UseJunior/email-agent-mcp): Local email connectivity for AI agents — read, draft, send, and organize Outlook mail via MCP (by UseJunior, ★6, security:PASS) - [Expense](https://github.com/assaf/expense): Receipt tracker with no friction: receipts arrive by email and file themselves (by assaf, ★6, security:PASS) - [forkflux-mcp](https://github.com/forkflux/forkflux/tree/main/packages/mcp): Self-hosted multi-agent collaboration and audit layer for AI-assisted engineering teams (by forkflux, ★6, security:PASS) - [telegram-mcp](https://github.com/jgalea/telegram-mcp): Telegram MCP server: read, send, and search messages and manage chats via your account. (by jgalea, ★6, security:PASS) - [apimesh](https://github.com/mbeato/APIMesh): 74 paid web-analysis APIs (SEO, security, TLS, DNS, email) as MCP tools. USDC via x402. (by mbeato, ★6, security:PASS) - [Outlook SNDS](https://github.com/optipub/outlook-snds-mcp): Outlook.com SNDS IP Data and IP Status reports via the OAuth-secured REST API. (by optipub, ★6, security:PASS) - [Redact MCP](https://github.com/r3352/redact-mcp): Auto-detects and obfuscates PII (IPs, emails, API keys, names) so Claude never sees real client data (by r3352, ★6, security:PASS) - [ai](https://github.com/sendsoon/mcp): Send email, look up public IP information, and convert files to Markdown through SendSoon. (by sendsoon, ★6, security:PASS) - [Proton Mail (unofficial)](https://github.com/sethbang/proton-mail-mcp): Unofficial Proton Mail MCP — send, read, search & organize email over SMTP and IMAP (by sethbang, ★6, security:PASS) - [MIND](https://github.com/theastraway/mind-mcp-server): MIND knowledge-graph memory for agents. 44 tools: CRM, Life, MoneyMIND, Budget, Sheets, Email, Sign. (by theastraway, ★6, security:PASS) - [ToFlow](https://github.com/toflow-ai/toflow-mcp): AI sales automation for toflow.ai — prospect, enrich, sequence across email, LinkedIn, WhatsApp. (by toflow-ai, ★6, security:PASS) - [Wassenger](https://github.com/wassengerhq/mcp-wassenger): Wassenger MCP server to chat, send messages and automate WhatsApp from any AI model client (free trial available). (by wassengerhq, ★6, security:PASS) - [Lassare](https://github.com/lassare-hq/agent-configs): Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack. (by lassare-hq, ★5, security:PASS) - [content-distribution](https://github.com/AutomateLab-tech/content-distribution-mcp): Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, and Medium. (by AutomateLab-tech, ★5, security:PASS) - [telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp): MCP server for Telegram Archive — search messages, browse chats, and access history (by GeiserX, ★5, security:PASS) - [Proofpoint](https://github.com/WYRE-AI/proofpoint-mcp): MCP server for Proofpoint TAP — threat intelligence, forensics, quarantine, and email security. (by WYRE-AI, ★5, security:PASS) - [Backstory: search your data exports locally](https://github.com/magna-nz/backstory): Search your Google, Telegram, Spotify and Instagram exports locally. Fully offline. (by magna-nz, ★5, security:PASS) - [zerosmtp](https://github.com/msgwing/ZeroSMTP/tree/main/packages/zerosmtp-mcp): A free SMTP relay that still takes a username and password, for devices that cannot do OAuth 2.0. (by msgwing, ★5, security:PASS) - [Oncofiles](https://github.com/peter-fusek/oncofiles): AI-powered medical document management for cancer patients. Google Drive, Gmail, Calendar via MCP. (by peter-fusek, ★5, security:PASS) - [agentlair](https://github.com/piiiico/agentlair): Give AI agents a real email address, vault, calendar, and task delegation via MCP. (by piiiico, ★5, security:PASS) - [mcp](https://github.com/nestr-dev/nestr-mcp): Connect AI to Nestr for Holacracy, Sociocracy, and self-organizing teams. (by nestr-dev, ★5, security:PASS) - [mattermost-mcp](https://github.com/conarti/mattermost-mcp): Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics. (by conarti, ★5, security:REVIEW) - [mcp-server](https://github.com/PostcardBot/mcp-server): Send physical postcards worldwide, individually or in bulk. (by PostcardBot, ★5, security:PASS) - [whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream): WhatsApp integration with a web admin UI (QR login, status, settings), two-way media upload and download, and SQLite persistence. (by loglux, ★5, security:PASS) - [Email Send MCP](https://github.com/YUHAI0/email-send-mcp): A fixed one from above one. More user-friendly. (by YUHAI0, ★5, security:REVIEW) - [company-enrichment](https://github.com/superagnt/plugins): Company enrichment for AI agents: firmographics, tech stack, headcount, funding, domain emails. (by superagnt, ★4, security:PASS) - [suwappu](https://github.com/0xSoftBoi/suwappubot): Cross-chain DEX for AI agents. Swap tokens across 7+ chains. (by 0xSoftBoi, ★4, security:PASS) - [WhatsApp MCP by TimelinesAI](https://github.com/InitechSoftware/whatsapp-mcp-by-timelinesai): Drive your real WhatsApp inbox from Claude — send, reply, label, assign, and triage via TimelinesAI. (by InitechSoftware, ★4, security:PASS) - [Wavix](https://github.com/Wavix/wavix-mcp-server): Wavix telecom MCP: SMS, voice, 2FA, SIP, numbers, 10DLC, CDRs. Account sign-in or API key. (by Wavix, ★4, security:PASS) - [Pinlyx](https://github.com/Pinlyx/pinlyx-mcp): Pinlyx CRM for AI assistants: contacts, deals, social inbox and posts, email and Google Ads. (by Pinlyx, ★4, security:PASS) - [EmptyInbox](https://github.com/blockonomics/emptyinbox-me/tree/main/mcp): Zero-config disposable email inboxes for AI agents: create, read mail, await verify codes. (by blockonomics, ★4, security:PASS) - [Proton Safe MCP](https://github.com/fbossiere/proton-safe-mcp): Read Proton Mail, extract bounded attachment text, and create explicitly confirmed drafts. (by fbossiere, ★4, security:PASS) - [grad-agent](https://github.com/i-ninte/grad-agent): Autonomous MCP agent for grad school applications: prof discovery, cold emails, SOP, tracking. (by i-ninte, ★4, security:PASS) - [Apple Contacts](https://github.com/mgcrea/cupertino/tree/main/packages/contacts): Search and read Apple Contacts — resolves numbers and emails to names, writes off by default (by mgcrea, ★4, security:PASS) - [platfone](https://github.com/platfone-com/mcp): Virtual phone numbers for AI agents — rent numbers in 200+ countries, receive SMS. (by platfone-com, ★4, security:PASS) - [inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp): Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking. (by shahabazdev, ★4, security:PASS) - [didlogic_mcp](https://github.com/UserAd/didlogic_mcp): Manage DIDLogic SIP endpoints, numbers and destinations. (by UserAd, ★4, security:PASS) - [aiogram-mcp](https://github.com/Py2755/aiogram-mcp): MCP server for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts, event streaming (by Py2755, ★3, security:PASS) - [Multi-account MCP for Gmail, Calendar, Drive, Docs, and Sheets — 61 tools, token](https://github.com/adelaidasofia/google-workspace-mcp): Multi-account MCP for Gmail, Calendar, Drive, Docs, and Sheets — 61 tools, token-efficient, macOS… (by adelaidasofia, ★3, security:PASS) - [Pickle](https://github.com/adityaarsharma/pickle): Free, local MCP server that audits ClickUp, Slack & Teams for work that slipped through. (by adityaarsharma, ★3, security:PASS) - [mail-muncher](https://github.com/craigjmidwinter/mail-muncher): Filtered, read-only IMAP and Gmail archived to disk as .eml + markdown, served over MCP. (by craigjmidwinter, ★3, security:PASS) - [Multi-Account Gmail](https://github.com/cunicopia-dev/gmail-mcp): Multi-account Gmail MCP server — read, search, draft, and label across every inbox. (by cunicopia-dev, ★3, security:PASS) - [SendGrid MCP Server](https://github.com/deyikong/sendgrid-mcp): MCP server for SendGrid's v3 API: email marketing, transactional mail, templates, and analytics. (by deyikong, ★3, security:PASS) - [XTapDown](https://github.com/farukkolip/xtapdown-mcp): 14 X (Twitter) creator tools — tweet download, hashtags, hooks, engagement & ads-revenue calc. (by farukkolip, ★3, security:PASS) - [decker](https://github.com/gigshow/decker-ai): Deterministic market-state engine for trading agents — state, gate, coordinates, with receipts. (by gigshow, ★3, security:PASS) - [Aruba Email & Calendar](https://github.com/jackfioru92/mcp-aruba-email): MCP server for Aruba email and calendar via IMAP/SMTP/CalDAV (by jackfioru92, ★3, security:PASS) - [mcp-ecc](https://github.com/karljsamuel/mcp-ecc): Unified MCP server for Email, Calendar & Contacts (Google, M365, Zoho, IMAP/SMTP, DAV). (by karljsamuel, ★3, security:PASS) - [MeetStream](https://github.com/meetstream-ai/meetstream-mcp): Meeting bots for Zoom, Google Meet and Teams: record, transcribe, summarize, run voice agents. (by meetstream-ai, ★3, security:PASS) - [WhatsApp MCP Server](https://github.com/nakulben/whatsapp-mcp): Manage WhatsApp Business templates and send messages via Meta Cloud API (by nakulben, ★3, security:PASS) - [IMAP mailbox](https://github.com/ni-c/imap-mcp): Read, search and organise any IMAP mailbox, with writes off by default (by ni-c, ★3, security:PASS) - [mcp-mailtrap](https://github.com/pijusz/mcp-mailtrap): MCP server for the Mailtrap email platform — analytics, sending, contacts, sandbox (by pijusz, ★3, security:PASS) - [MCP FactorialHR](https://github.com/t4dhg/mcp-factorial): Full CRUD MCP server for FactorialHR: employees, teams, time off, projects, ATS, payroll. (by t4dhg, ★3, security:PASS) - [voximplant-mcp](https://github.com/theYahia/voximplant-mcp): MCP server for Voximplant — cloud telephony, call history, SMS (Russia) (by theYahia, ★3, security:PASS) - [gmail-attachments-mcp](https://github.com/zayansalman/gmail-attachments-mcp): Minimal MCP server for downloading Gmail attachments to disk. Read-only OAuth by default. (by zayansalman, ★3, security:PASS) - [mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge): Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands. (by iprashantraj, ★3, security:PASS) - [Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP): Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages. (by mouse114514, ★3, security:PASS) - [FlowCastle](https://github.com/FlowCastle/telegram-bot-templates): Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platform. (by FlowCastle, ★2, security:PASS) - [Squad](https://github.com/the-basilisk-ai/squad-mcp): Decision intelligence for product teams. Turn scattered feedback into signal you can act on. (by the-basilisk-ai, ★2, security:PASS) - [Nitrosend](https://github.com/nitrosend/mcp): AI-native email marketing. Campaigns, automations, transactional, contacts, and analytics. (by nitrosend, ★2, security:PASS) - [mcp-server](https://github.com/multimail-dev/mcp-server): Give your agent its own email address with graduated human oversight, from approval to autonomy. (by multimail-dev, ★2, security:PASS) - [Samva MCP](https://github.com/SamvaHQ/samva): Authenticated Samva email tools, including public documentation and template discovery. (by SamvaHQ, ★2, security:PASS) - [WhatsApp Connect](https://github.com/Idle-Sync/whatsapp-connect-mcp): Read, search, and send personal WhatsApp messages from any MCP client, behind a send-confirm gate. (by Idle-Sync, ★2, security:PASS) - [leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server): Schedule AI phone calls, manage assignments, and check credits from Claude. (by Leximo-AI, ★2, security:PASS) - [anima](https://github.com/anima-labs-ai/mcp-server): Give your AI agent an identity it owns: email inbox, US phone number, SMS, voice, and a vault. (by anima-labs-ai, ★2, security:PASS) - [Sats4AI - Bitcoin-Powered AI Tools](https://github.com/cnghockey/sats4ai-mcp-server): 40+ Lightning-paid AI tools for agents: calls, SMS, fax, voice, translation. No signup, no keys. (by cnghockey, ★2, security:PASS) - [MCP Slack](https://github.com/crunchtools/mcp-slack): Secure read-only MCP server for Slack workspaces (by crunchtools, ★2, security:PASS) - [instapdown-mcp](https://github.com/farukkolip/instapdown-mcp): 16 Instagram creator tools: downloaders, engagement audit, hashtags, hooks, best-time, calendar. (by farukkolip, ★2, security:PASS) - [Gambot WhatsApp Business API](https://github.com/gambot-ai/gambot-mcp): Send WhatsApp messages & templates and manage CRM, leads & campaigns via the Gambot WhatsApp API. (by gambot-ai, ★2, security:PASS) - [GBG Loqate - Reach](https://github.com/gbgplc/lqt): Verify addresses, email addresses, and phone numbers with confidence scores. (by gbgplc, ★2, security:PASS) - [clawaimail](https://github.com/joansongjr/clawaimail): Email infrastructure for AI agents. Create inboxes, send/receive email, and search messages. (by joansongjr, ★2, security:PASS) - [sequenzy-mcp](https://github.com/Sequenzy/mcp): Sequenzy MCP server for AI-powered email marketing automation. (by Sequenzy, ★2, security:PASS) - [SMTPing Email Verification](https://github.com/smtping/smtping-mcp): Verify email addresses, clean lists and check spamtrap, disposable, spambot and complainer lists. (by smtping, ★2, security:PASS) - [mcp-server](https://github.com/wazionapps/mcp-server): 244 WhatsApp Business AI tools for messaging, automation, marketing, CRM and Shopify (by wazionapps, ★2, security:PASS) - [Forward Email](https://github.com/forwardemail/mcp-server): Privacy-focused email: domains, DNS verification, aliases, SMTP sending, mailboxes and calendars. (by forwardemail, ★2, security:PASS) - [mxprobe](https://github.com/andrewchmr/mxprobe): Email verification for AI agents: returns send, hold or kill for an address with a reason, using local DNS checks or a hosted SMTP probe. (by andrewchmr, ★2, security:PASS) - [mailbox-mcp](https://github.com/arbengine/mailbox-mcp): Physical mail API for AI agents: send letters, certified mail, postcards and batch mailings with cost previews, approval controls, tracking and webhooks. (by arbengine, ★2, security:PASS) - [agent-mq](https://github.com/bababoi-bibilabu/agent-mq): Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable. (by bababoi-bibilabu, ★2, security:PASS) - [doubletick-cli](https://github.com/cseguinlz/doubletick-cli): Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing. (by cseguinlz, ★2, security:PASS) - [mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch): Local Maildir access via notmuch: full-text search, tag filtering, threads, attachments and unanswered-mail tracking, with optional drafts and tagging. (by hgn, ★2, security:PASS) - [qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp): Check an email before an AI agent sends it: returns send, ask-a-human or block, with machine reason codes and prompt-injection detection. (by loicfontaine-max, ★2, security:PASS) - [AnomalyArmor](https://github.com/anomalyarmor/agents/tree/main/armor-mcp): Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality. (by anomalyarmor, ★1, security:PASS) - [backengine-mcp](https://github.com/BackEngine-ai/backengine-mcp): Surface customer & prospect context from Slack, email, transcripts and tickets in any MCP client. (by BackEngine-ai, ★1, security:PASS) - [mcp](https://github.com/CommonNinja/sendraven-mcp-server): Email infrastructure for AI agents: send, read replies as threads, campaigns, per-key limits. (by CommonNinja, ★1, security:PASS) - [Cavyro](https://github.com/cherry-it/cavyro-mcp): Telegram-native CRM for agents: contacts, deals, pipelines, campaigns, docs and reports. (by cherry-it, ★1, security:PASS) - [Proton Bridge MCP](https://github.com/Considus/proton-bridge-mcp): Read, organise and carefully-gated send for Proton Mail, without your mail leaving this machine. (by Considus, ★1, security:PASS) - [Domain & Company Intel MCP](https://github.com/datakoot/domain-intel-mcp): Domain intel for AI agents: RDAP registration, DNS, email deliverability, tech stack. (by datakoot, ★1, security:PASS) - [generect-mcp](https://github.com/generect/generect_mcp): B2B lead and company data for AI agents: free audience sizing, search, enrich, emails, phones. (by generect, ★1, security:PASS) - [GlockApps — Inbox Placement Testing](https://github.com/glocksoftware/glockapps-mcp): Inbox placement tests across Gmail, Outlook, Yahoo and 30+ providers. (by glocksoftware, ★1, security:PASS) - [Mailbuttons (mbag.ai)](https://github.com/mailbuttons/mcp-server): Governed email for AI agents (Mailbuttons / mbag.ai): sandbox inboxes, policy gate, audit log. (by mailbuttons, ★1, security:PASS) - [PostPulse](https://github.com/PostPulse/mcp-server-postpulse): Social media scheduler for Instagram, Facebook, YouTube, TikTok, LinkedIn, X, Bluesky, and Telegram. (by PostPulse, ★1, security:PASS) - [PumpGTM MCP server](https://github.com/pumpgtm/pumpgtm-mcp): Find buyers, run LinkedIn, email and X outreach, and answer replies from your AI. (by pumpgtm, ★1, security:PASS) - [mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server): AI agents read & send email, manage mailboxes, domains and webhooks via the QMailing API. (by TheSameAbramovych, ★1, security:PASS) - [SenderKit](https://github.com/senderkit/senderkit-skills): Build and send email, SMS, and push straight from your AI agent. (by senderkit, ★1, security:PASS) - [SendSeven Messaging](https://github.com/SendSeven-GmbH/sendseven-mcp-server): Unified messaging MCP server: WhatsApp, Instagram, Telegram, SMS, Messenger & email support inbox (by SendSeven-GmbH, ★1, security:PASS) - [mcp](https://github.com/agentsimdev/agentsim-mcp): Control plane for agent auth walls. Connector 0 handles SMS OTP with US test numbers. (by agentsimdev, ★1, security:PASS) - [Kaption WhatsApp (Cloud)](https://github.com/Kaption-AI/mcp-extension-remote): Use WhatsApp from AI apps through the Kaption extension. OAuth 2.1 relay that cannot read messages. (by Kaption-AI, ★1, security:PASS) - [MisarMail MCP Server](https://github.com/Misar-AI/misarmail-mcp): Send transactional email, run campaigns, manage contacts and automations, audit deliverability. (by Misar-AI, ★1, security:PASS) - [Avanan](https://github.com/WYRE-AI/avanan-mcp): MCP server for Check Point Harmony Email & Collaboration (Avanan) email security. (by WYRE-AI, ★1, security:PASS) - [Mimecast](https://github.com/WYRE-AI/mimecast-mcp): MCP server for Mimecast email security: message queue, held messages, domains, and threats. (by WYRE-AI, ★1, security:PASS) - [email](https://github.com/blipemail/blip/tree/main/mcp-server): MCP server for Blip disposable email — create inboxes, receive emails, extract OTP codes (by blipemail, ★1, security:PASS) - [MyOTP.App](https://github.com/brntech/myotp-agentkit/tree/main/mcp-server): Send and verify one-time passcodes over SMS, WhatsApp and Telegram. (by brntech, ★1, security:PASS) - [evc-mesh-mcp](https://github.com/entire-vc/evc-mesh-mcp): Tasks, comments, shared memory and handoffs for teams of people and AI agents, over MCP. (by entire-vc, ★1, security:PASS) - [GoodSender](https://github.com/good-sender/mcp): Free consent-based emailing, blog publishing, and interactive email template design tools (by good-sender, ★1, security:PASS) - [pingwa](https://github.com/grzgrzgrz3/pingwa-client): Zero-setup WhatsApp notifications + human-in-the-loop for AI agents — text 'join', send in 60s. (by grzgrzgrz3, ★1, security:PASS) - [Resend Email MCP](https://github.com/helbertparanhos/resend-email-mcp): Complete Resend email MCP: full API coverage + debug layer (deliverability, DNS, bounces). (by helbertparanhos, ★1, security:PASS) - [fmsg](https://github.com/markmnl/fmsg-mcp): Federated messaging with your fmsg hosting provider. Connect with OAuth or an API key. (by markmnl, ★1, security:PASS) - [outris-identity-mcp](https://github.com/outris-dev-org/outris-identity-mcp): Identity resolution MCP server for phone/email lookups across 31+ services. Global + India coverage. (by outris-dev-org, ★1, security:PASS) - [Send That Email](https://github.com/pipeworx-io/mcp-send-that-email): send-that-email MCP — wraps StupidAPIs, keyless: analyze whether you should send that email… (by pipeworx-io, ★1, security:PASS) - [joltsms-sms](https://github.com/rchanllc/joltsms-mcp-server): Provision real-SIM US phone numbers, receive SMS, and extract OTP codes for AI agents. (by rchanllc, ★1, security:PASS) - [Commune](https://github.com/commune-dev/commune-mcp): Email and SMS MCP server for AI agents — 41 tools for inboxes, sending, search, and SMS. (by commune-dev, ★1, security:PASS) - [shipmail-mcp](https://github.com/shipmail-to/shipmail-mcp): Shipmail MCP server for AI agent custom-domain email inboxes with REST API and webhooks. (by shipmail-to, ★1, security:PASS) - [tgatlas](https://github.com/starnikovoleg/tgatlas-mcp): Public Telegram channels for agents: profiles, posting cadence, and similar-channel discovery. (by starnikovoleg, ★1, security:PASS) - [textbee SMS](https://github.com/textbee/textbee-mcp): Send and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. (by textbee, ★1, security:PASS) - [websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp): Community forum management — posts, users, search, and moderation via the Website Toolbox API. (by webtoolbox, ★1, security:PASS) - [mcp](https://github.com/envigoinnovations/subscriby-mcp): MemberPass MCP — manage projects, plans, members, payments, and analytics for Telegram creators. (by envigoinnovations, ★1, security:PASS) - [mcp](https://github.com/getpoststack/mcp): EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics. (by getpoststack, ★1, security:PASS) - [agent-toolbelt](https://github.com/marras0914/agent-toolbelt): Utility API tools for agents: schema generation, text extraction, token counting, regex and cron building, prompt optimization, web summarization and more. (by marras0914, ★1, security:PASS) - [botbell-mcp](https://github.com/qq418716640/botbell-mcp): Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management. (by qq418716640, ★1, security:PASS) - [viber-mcp](https://github.com/serhiizghama/viber-mcp): Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details. (by serhiizghama, ★1, security:PASS) - [zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp): Read, search and send email with Zoho Mail. (by SirGreed808, ★1, security:PASS) - [spix-mcp](https://github.com/Spix-HQ/spix-mcp): Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts. (by Spix-HQ, ★1, security:PASS) - [zulipmcp](https://github.com/windborne/zulipmcp): Run AI agents in Zulip as @mentionable bots or connect Zulip to any MCP client, with real-time listening, session management and file handling. (by windborne, ★1, security:PASS) - [radmail-mcp](https://github.com/radmail-ai/radmail-mcp): Email OS for agents - real-inbox search, triage, commitments, and a verifiable BEC hard-stop. (by radmail-ai, ★0, security:PASS) - [ZeroDrop](https://github.com/zerodrop-dev/zerodrop-mcp): Disposable email inboxes for AI agents — OTPs and magic links auto-extracted. No signup needed. (by zerodrop-dev, ★0, security:PASS) - [Lettio MCP](https://github.com/lettio-eu/mcp): Private, EU-hosted email for AI agents over JMAP: read, search, reply, organize, send. (by lettio-eu, ★0, security:PASS) - [SendGrid Secure](https://github.com/Choppaaahh/sendgrid-mcp-secure): Security-first SendGrid MCP server: dry-run default, recipient allowlists, rate caps, audit log. (by Choppaaahh, ★0, security:PASS) - [iCloud Mail](https://github.com/JulienRabault/icloud-mcp): Read, search, draft, send and file iCloud Mail over IMAP and SMTP. No tool destroys mail. (by JulienRabault, ★0, security:PASS) - [engagelab-email](https://github.com/Metaverse-Cloud/engagelab-email-mcp): Send, receive, monitor and reply to email from AI agents with threaded inbox context. (by Metaverse-Cloud, ★0, security:PASS) - [ox-mcp](https://github.com/Rheopyrin/ox-mcp): MCP server for Open-Xchange: email (IMAP/SMTP), Sieve filters, CalDAV calendar, CardDAV contacts (by Rheopyrin, ★0, security:PASS) - [mailwarden](https://github.com/csitte/mailwarden): Gmail MCP server for email triage: search, labels, archive, trash, unsubscribe, snooze. (by csitte, ★0, security:PASS) - [covalent-bond](https://github.com/gopalrajsuresh/covalent-bond): Peer-to-peer, end-to-end-encrypted collaboration channel for AI coding agents over MCP. (by gopalrajsuresh, ★0, security:PASS) - [Giggal.ai](https://github.com/giggal-ai/giggal-mcp): Runs a deep mailbox existence check to verify catch-all, accept-all, and SEG protected emails. (by giggal-ai, ★0, security:PASS) - [discord-mcp](https://github.com/jaimenbell/discord-mcp): MCP server for the Discord REST API: 5 read tools always on, 7 write tools env-gated, default off. (by jaimenbell, ★0, security:PASS) - [Outlook Mailbox Tidier](https://github.com/ma2no4413/outlook-mcp): Tidy a large Outlook / Hotmail mailbox. Folder subtree moves, bulk ops with dry run, never sends. (by ma2no4413, ★0, security:PASS) - [CalDAV calendars](https://github.com/ni-c/caldav-mcp): Read and write CalDAV calendars: events, tasks and journal entries over the open standard (by ni-c, ★0, security:PASS) - [CardDAV address books](https://github.com/ni-c/carddav-mcp): Read and write CardDAV address books: contacts, groups and photos over the open standard (by ni-c, ★0, security:PASS) - [ntfy](https://github.com/ni-c/ntfy-mcp): Publish ntfy notifications, read the message cache, and manage users and topic access (by ni-c, ★0, security:PASS) - [SMTP](https://github.com/ni-c/smtp-mcp): MCP server that sends mail over SMTP, gated behind an allowlist and a human confirmation (by ni-c, ★0, security:PASS) - [RedditAPIs](https://github.com/redditapis/redditapis-mcp): Reddit API as MCP tools: search, subreddits, posts, comments, users, monitors, webhooks, feedback. (by redditapis, ★0, security:PASS) - [agoradm](https://github.com/shichuanqiong/AgoraDM): DM / IM + public arena for AI agents (A2A 1.0) — hosted endpoint or local package. (by shichuanqiong, ★0, security:PASS) - [vaemail](https://github.com/vaemail/vaemail-mcp): Email infrastructure for AI agents: send, authenticate domains, track delivery, diagnose issues. (by vaemail, ★0, security:PASS) - [aamio-python](https://github.com/aisenseapi/aamio-python): Ephemeral rendezvous for agents: expiring threads with a secret read key and public write address, plus an open board where agents find each other. (by aisenseapi, ★0, security:PASS) - [mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp): Email inboxes for agents that return one-time codes as a field. Addresses are permanent; messages expire after a configurable retention window. (by MailFlat, ★0, security:PASS) - [mcp](https://github.com/paigy-ai/mcp): Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice. (by paigy-ai, ★0, security:PASS) - [termgram](https://github.com/liagha/termgram): Terminal Telegram client over MTProto: CLI for messages, media and contacts, plus an MCP server that sends notifications when new messages arrive. (by liagha, ★0, security:PASS) - [tossinbox](https://github.com/mohamed-khairy-5i/tossinbox): Disposable email for AI agents: create a throwaway inbox, wait for the OTP verification code, then discard it. Also available as a CLI. (by mohamed-khairy-5i, ★0, security:PASS) ## Data Platforms - [mcp-server-chart](https://github.com/antvis/mcp-server-chart): A Model Context Protocol server for generating charts using AntV. (by antvis, ★4388, security:PASS) - [dbt-mcp](https://github.com/dbt-labs/dbt-mcp): dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries. (by dbt-labs, ★607, security:PASS) - [mcp-echarts](https://github.com/hustcc/mcp-echarts): Generate visual charts dynamically using Apache ECharts. (by hustcc, ★269, security:PASS) - [mcp](https://github.com/keboola/mcp-server): Connect your AI assistants to Keboola and expose your data, transformations, SQL queries, ... (by keboola, ★85, security:PASS) - [Unstructured](https://github.com/Unstructured-IO/UNS-MCP): Set up and interact with your unstructured data processing workflows in Unstructured Platform (by Unstructured-IO, ★43, security:REVIEW) - [mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic): Ask iaptic about customer purchases, transaction data and app revenue statistics. (by iaptic, ★9, security:PASS) - [mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform): Interact with Flowcore to perform actions, ingest data, and analyze and cross-reference data in your own or public data cores. (by flowcore-io, ★9, security:REVIEW) - [Jetty.io](https://github.com/jettyio/mlcbakery/tree/main/mcp_server): Work on dataset metadata with MLCommons Croissant validation and creation. (by jettyio, ★7, security:PASS) - [Sugra API](https://github.com/Sugra-Systems/sugra-api-mcp): Gateway between LLM agents and world data through eight tools and a bundled endpoint catalog. (by Sugra-Systems, ★3, security:PASS) - [astrofabric-mcp](https://github.com/sam1siam/astrofabric-mcp): Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery. (by sam1siam, ★1, security:PASS) - [datanika-mcp](https://github.com/datanika-io/datanika-core/tree/master/datanika-mcp): Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines. (by datanika-io, ★0, security:PASS) - [CivicDataForge Public-Records Data](https://github.com/equinoxaifinance-rgb/civicdataforge-mcp): Ten government-record evidence tools for property, healthcare, facilities, Norway, and routing. (by equinoxaifinance-rgb, ★0, security:PASS) - [mcp](https://github.com/bouncewatch/mcp): Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts. (by bouncewatch, ★0, security:PASS) - [greencalculus-mcp](https://github.com/greencalculus/greencalculus-mcp): Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and data versions. (by greencalculus, ★0, security:PASS) - [Usertour MCP Server](https://github.com/usertour/usertour/tree/main/apps/server/src/mcp): Official Usertour MCP Server for in-app onboarding: flows, checklists, surveys, and analytics. (by usertour, ★2313, security:REVIEW) - [hustcc-mcp-mermaid](https://github.com/hustcc/mcp-mermaid): Generate dynamic Mermaid diagrams and charts with AI assistance. Customize styles and export diagr… (by hustcc, ★641, security:PASS) - [homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp): Access Home Assistant data and control devices such as lights, switches and thermostats. (by tevonsb, ★575, security:PASS) - [quackback](https://github.com/QuackbackIO/quackback): Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs. (by QuackbackIO, ★305, security:PASS) - [Search Console MCP](https://github.com/saurabhsharma2u/search-console-mcp): Google Search Console + Bing + GA4 + AdSense — unified SEO intelligence for AI agents. (by saurabhsharma2u, ★296, security:PASS) - [operational-ontology](https://github.com/gura105/operational-ontology): Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record. (by gura105, ★175, security:PASS) - [OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP): Connect any open data source to LLMs. (by OpenDataMCP, ★155, security:PASS) - [yazio-mcp](https://github.com/fliptheweb/yazio-mcp): MCP server for accessing Yazio user & nutrition data (unofficial) (by fliptheweb, ★64, security:PASS) - [MCP Superset](https://github.com/bintocher/mcp-superset): Apache Superset MCP server — 135+ tools for dashboards, charts, datasets, SQL Lab, and security (by bintocher, ★59, security:PASS) - [Microsoft MCP Server for Enterprise](https://github.com/microsoft/EnterpriseMCP): Official Microsoft MCP Server to query Microsoft Entra data using natural language (by microsoft, ★58, security:PASS) - [mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server): Run SQL queries, list jobs and get job status via the Databricks API. (by JordiNeil, ★50, security:REVIEW) - [Withings Health Data](https://github.com/akutishevsky/withings-mcp): MCP server for Withings health data — sleep, activity, heart, and body metrics. (by akutishevsky, ★43, security:PASS) - [hn-server](https://github.com/pskill9/hn-server): Parse Hacker News pages into structured data for top, new, ask, show and job stories. (by pskill9, ★40, security:PASS) - [oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server): Access data from Oura, the sleep-tracking app. (by tomekkorbak, ★39, security:PASS) - [IterableData](https://github.com/datenoio/iterabledata): Streaming read, convert, and inspect 100+ formats. Install iterabledata[mcp] and run iterable-mcp. (by datenoio, ★37, security:PASS) - [kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp): Kafka Schema Registry management across multiple registries, including schema migration. (by aywengo, ★32, security:PASS) - [agrobr](https://github.com/bruno-portfolio/agrobr-mcp): Brazilian agricultural data for LLMs — prices, crops, climate, deforestation. (by bruno-portfolio, ★28, security:PASS) - [Switzerland MCP 🇨🇭](https://github.com/vikramgorla/mcp-swiss): Swiss open data MCP server. 76 tools, zero API keys. Transport, weather, geodata, news, rates. (by vikramgorla, ★23, security:PASS) - [dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp): dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation. (by mattijsdp, ★23, security:PASS) - [Ghostfolio MCP](https://github.com/mhajder/ghostfolio-mcp): MCP server for Ghostfolio portfolio management and financial data access (by mhajder, ★21, security:PASS) - [Stats Compass](https://github.com/oogunbiyi21/stats-compass-mcp): 50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows (by oogunbiyi21, ★17, security:PASS) - [databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP): Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents. (by yashshingvi, ★17, security:PASS) - [powerbi-analyst-mcp](https://github.com/mbrummerstedt/powerbi-analyst-mcp): Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV. (by mbrummerstedt, ★14, security:PASS) - [Google Analytics 4](https://github.com/mindstone/mcp-servers/tree/main/connectors/google-analytics): Google Analytics 4 MCP server with reporting, schema discovery, and admin visibility tools (by mindstone, ★12, security:PASS) - [Microsoft Office](https://github.com/mindstone/mcp-servers/tree/main/connectors/office): Microsoft Office MCP server: read and edit Word documents, Excel workbooks, and PowerPoint files (by mindstone, ★12, security:PASS) - [SharePoint MCP Server](https://github.com/ravikant1918/sharepoint-mcp): MCP server for Microsoft SharePoint — manage folders, documents, and metadata. (by ravikant1918, ★12, security:PASS) - [Zernio](https://github.com/zernio-dev/zernio-python): Schedule, publish, and analyze social media across 15+ platforms, plus inbox, ads, and analytics. (by zernio-dev, ★11, security:PASS) - [qlik-mcp](https://github.com/jwaxman19/qlik-mcp): Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support. (by jwaxman19, ★11, security:PASS) - [inoyu-mcp-unomi-server](https://github.com/inoyu-dev/inoyu-mcp-unomi-server): Access and update profiles on an Apache Unomi CDP server. (by inoyu-dev, ★10, security:PASS) - [Pipedrive CRM](https://github.com/ckalima/pipedrive-mcp-server): MCP server for Pipedrive CRM. 155 tools for deals, persons, organizations, activities, and more. (by ckalima, ★9, security:PASS) - [scb-mcp](https://github.com/isakskogstad/SCB-MCP): MCP server for Statistics Sweden (SCB) - 1200+ tables with population, economy, environment data (by isakskogstad, ★8, security:PASS) - [worldbank-mcp](https://github.com/tianyuio/worldbank-mcp): World Bank Open Data MCP Server (by tianyuio, ★8, security:PASS) - [brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp): Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays. (by alanpcf, ★8, security:PASS) - [analytics](https://github.com/embeddedlayers/mcp-analytics): The statistical analyst in your AI chat — validated, citable, re-runnable analysis of your data. (by embeddedlayers, ★7, security:PASS) - [google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp): Google Search Console SEO tools: search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis and performance comparison. (by lionkiii, ★7, security:PASS) - [Canvas LMS](https://github.com/ahnopologetic/canvas-lms-mcp): MCP server for easy access to education data through your Canvas LMS instance. (by ahnopologetic, ★7, security:PASS) - [Carbone MCP](https://github.com/carboneio/carbone-mcp): Generate PDF/DOCX/XLSX/PPTX from templates+JSON. Convert Office/HTML/MD to PDF. Universal templating (by carboneio, ★6, security:PASS) - [metabase-mcp](https://github.com/1luvc0d3/metabase-mcp): Metabase integration: natural-language data analysis, dashboard management, SQL queries and automated insights, with SQL guardrails and audit logging. (by 1luvc0d3, ★5, security:PASS) - [capsulemcp](https://github.com/soil-dev/capsulemcp): Capsule CRM: contacts, opportunities, projects, tasks, timeline activity, filters, workflow tracks and file attachments, with an optional read-only mode. (by soil-dev, ★5, security:PASS) - [mcp-plots](https://github.com/MR901/mcp-plots): MCP server for data visualization with Mermaid charts. (by MR901, ★4, security:PASS) - [posokanei-mcp](https://github.com/charistas/posokanei-mcp): Unofficial read-only MCP server for Greek supermarket price data from PosoKanei. (by charistas, ★4, security:PASS) - [ContractGate](https://github.com/nightmoose/contractgate/tree/main/mcp): Infer, dry-run, deploy, and inspect ContractGate semantic data contracts. (by nightmoose, ★4, security:PASS) - [b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp): B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification. (by Aleksey-Panf, ★4, security:PASS) - [aegis-dq](https://github.com/aegis-dq/aegis-dq): Data quality checks on DuckDB, BigQuery, Athena, Databricks and Postgres, with LLM root-cause analysis of failures and proposed SQL remediations. (by aegis-dq, ★4, security:PASS) - [alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp): Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi. (by alkemi-ai, ★4, security:PASS) - [mcp-vtenext](https://github.com/Castaldo-Solutions/mcp-vtenext): Query, create and update opportunities and contacts in VTENext, an open-source vtiger-based CRM, via its WebService API. (by Castaldo-Solutions, ★4, security:PASS) - [mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp): Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America. (by dan1d, ★4, security:PASS) - [Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics): Access and analyze Fathom Analytics data and reports (by mackenly, ★4, security:PASS) - [gx-mcp-server](https://github.com/davidf9999/gx-mcp-server): Expose Great Expectations data validation and (by davidf9999, ★4, security:PASS) - [DC Hub — Data Center Site Selection & Colocation: Electricity, Power Grid, Gas, Fiber](https://github.com/azmartone67/dchub-mcp-server): Live power, grid, gas, fiber + data-center capacity to buy or lease in kW/MW — query and cite. (by azmartone67, ★3, security:PASS) - [mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer): Scores a company against your ICP with weighted signals. Returns score, tier, and breakdown. (by mambalabsdev, ★3, security:PASS) - [mcp-reunion](https://github.com/Hug0x0/mcp-reunion): MCP server for Réunion open data (data.regionreunion.com) (by Hug0x0, ★3, security:PASS) - [MANNA](https://github.com/NSF-Simons-CosmicAI-Institute/manna): MCP server for IVOA astronomical archives: NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia (by NSF-Simons-CosmicAI-Institute, ★3, security:PASS) - [Gretl MCP](https://github.com/OndrejLapes/GretlMCP): Run Hansl/Gretl econometrics workflows via MCP with GUI launch and artifacts. (by OndrejLapes, ★3, security:PASS) - [xlsx-tools-mcp](https://github.com/ruriazz/xlsx-tools-mcp): MCP server for accurate, structure-preserving read/write access to Excel (.xlsx) files (by ruriazz, ★3, security:PASS) - [xraylib-mcp-server](https://github.com/tschoonj/xraylib-mcp-server): MCP server providing X-ray interaction data via xraylib (by tschoonj, ★3, security:PASS) - [mcp-trino](https://github.com/txn2/mcp-trino): MCP server for Trino data warehouses. Query, analyze plans, and explore schemas. (by txn2, ★3, security:PASS) - [unifi](https://github.com/us-all/unifi-mcp-server): UniFi semantic-analysis MCP — fleet health, anomaly detection, cross-site analytics (by us-all, ★3, security:PASS) - [method-crm-mcp](https://github.com/avisangle/method-crm-mcp): Method CRM API integration: manage tables, files, users, events and API keys, with rate limiting and retries. (by avisangle, ★3, security:PASS) - [oyemi-mcp](https://github.com/Osseni94/oyemi-mcp): Deterministic, lexicon-based semantic word encoding and valence analysis: word-to-code mapping, semantic similarity and synonym/antonym lookup. (by Osseni94, ★3, security:PASS) - [caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server): Automate or monitor business operations: sales recording, POS software and CRM. (by paracetamol951, ★3, security:PASS) - [scala-score](https://github.com/Alessandro114/scala-mcp-server): MCP server for S.C.A.L.A. Score API — let Claude, ChatGPT, and AI agents search 250M+ companies (by Alessandro114, ★2, security:PASS) - [autario-mcp](https://github.com/Autario/autario-mcp): Query 8,000+ verified open datasets (World Bank, Eurostat, FRED, SEC) with stats and charts. (by Autario, ★2, security:PASS) - [sdcgovernance](https://github.com/SemanticDataCharter/sdcgovernance): Governance validation for Semantic Data Charter instances; returns OASIS XACML decisions. (by SemanticDataCharter, ★2, security:PASS) - [airflow](https://github.com/us-all/airflow-mcp-server): Airflow MCP — list DAGs/runs/task instances, tail logs, trigger and clear (write-gated) (by us-all, ★2, security:PASS) - [Apiverket](https://github.com/vinvuk/apiverket-mcp): Query Swedish public data: companies, SCB statistics, weather, transport, and more. (by vinvuk, ★2, security:PASS) - [yanifend-mcp](https://github.com/skippedaga/yanifend-mcp): Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers. (by skippedaga, ★2, security:PASS) - [mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow): Manage Apache Airflow via its REST API: list DAGs, inspect runs and task instances, trigger runs, and check failed DAGs and scheduler health. (by antonio-mello-ai, ★2, security:PASS) - [mrc-data](https://github.com/meacheal-ai/mrc-data): China apparel supply chain data: verified suppliers, lab-tested fabrics and industrial clusters, with AATCC, ISO and GB lab-test verification. (by meacheal-ai, ★2, security:PASS) - [keyneg-mcp](https://github.com/Osseni94/keyneg-mcp): Fine-grained sentiment analysis, keyword extraction and batch processing. (by Osseni94, ★2, security:PASS) - [seshat-bi](https://github.com/Kemetra/Seshat-BI): Read-only BI pipeline governance: each table's stage from source to Power BI, what blocks the next stage, static SQL/TMDL/PBIR checks and evidence packs. (by Kemetra, ★2, security:PASS) - [anacraft — Google Analytics 4](https://github.com/anacrafterdev/anacraft): Ask your Google Analytics 4 property how the site is doing: traffic, pages, events, audit. (by anacrafterdev, ★1, security:PASS) - [nutriref](https://github.com/Younghef/nutriref-api): Pay-per-call USDA nutrition for AI agents (x402 micropayments in USDC on Base). (by Younghef, ★1, security:PASS) - [csvbox-mcp-server](https://github.com/csvbox-io/csvbox-mcp-server): CSVBox MCP server for creating, updating, validating and generating CSVBox importer sheets. (by csvbox-io, ★1, security:PASS) - [FlexOrch](https://github.com/flexorch/flexorch-mcp): Classify documents, extract structured fields, mask PII, export JSONL/RAG datasets for AI agents. (by flexorch, ★1, security:PASS) - [mcp-server](https://github.com/icedq-tools/mcp-server): MCP Server for iceDQ Data Reliability Platform (by icedq-tools, ★1, security:PASS) - [ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp): Read CRM contact groups and manage contacts on ICTCRM (ICTContact backend). (by ictinnovations, ★1, security:PASS) - [yourtraffic](https://github.com/kozmos-tech/yourtraffic): Open-source, privacy-first web analytics for tracking your sites' traffic. (by kozmos-tech, ★1, security:PASS) - [DataPulse](https://github.com/r3dz4r/datapulse-my): Read-only discovery for 425 Malaysian public datasets with freshness, licence, and provenance. (by r3dz4r, ★1, security:PASS) - [Engageable Analytics](https://github.com/engageable-tech/engageable-oss): Unified analytics MCP server for GA4, Mixpanel, and PostHog. (by engageable-tech, ★1, security:PASS) - [verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp): Pay-per-query x402 datasets: NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents and economic indicators. (by carrierone, ★1, security:PASS) - [registep-mcp](https://github.com/asicojp/registep-mcp): POS and sales analytics for AirREGI, Smaregi and BASE e-commerce: store management, sales data queries, AI chat analysis and weather correlation. (by asicojp, ★1, security:PASS) - [networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp): Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis. (by Leekangbum, ★1, security:PASS) ## Data Science - [vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp): Create validated, maintainable data charts and dashboards with Vizro tools and templates. (by mckinsey, ★3797, security:PASS) - [dingo](https://github.com/MigoXLab/dingo): Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts. (by MigoXLab, ★757, security:PASS) - [chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp): Forecasting and prediction with Chronulus AI agents. (by ChronulusAI, ★112, security:REVIEW) - [optuna-mcp](https://github.com/optuna/optuna-mcp): Orchestrate hyperparameter search and other optimization tasks with Optuna. (by optuna, ★86, security:PASS) - [label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server): Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows. (by HumanSignal, ★37, security:REVIEW) - [growthbook-mcp](https://github.com/growthbook/growthbook-mcp): Thin MCP server for GrowthBook — skill loader + authenticated API passthrough (by growthbook, ★23, security:PASS) - [chartlink-agents](https://github.com/oscarleoo/chartlink-agents): Charts, maps and sortable tables with live-updating embed links: draft, preview and publish, then update the data and every embed follows. (by oscarleoo, ★0, security:PASS) - [markdownify-mcp](https://github.com/zcaceres/markdownify-mcp): Convert almost any file or web content into Markdown. (by zcaceres, ★2998, security:PASS) - [Semiotic](https://github.com/nteract/semiotic): Verified React chart generation: select, validate, repair, render, and inspect charts through MCP. (by nteract, ★2709, security:PASS) - [jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server): Interact with Jupyter. (by datalayer, ★1296, security:PASS) - [mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration): Autonomous data exploration of CSV datasets with generated insights. (by reading-plus-ai, ★545, security:REVIEW) - [microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp): Find, wire, and render microcharts — word-sized React charts with generated alt text. (by ganapativs, ★197, security:PASS) - [jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp): Interact with and control Jupyter Notebooks. (by jjsantos01, ★128, security:PASS) - [zaturn](https://github.com/kdqed/zaturn): Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations. (by kdqed, ★74, security:PASS) - [mcp-dashboards](https://github.com/KyuRish/mcp-dashboards): 45+ interactive charts, dashboards, flowcharts, and KPIs inside any AI conversation (by KyuRish, ★48, security:PASS) - [kaggle-mcp](https://github.com/arrismo/kaggle-mcp): Connect to Kaggle to download and analyze datasets. (by arrismo, ★39, security:RISK) - [MCPR](https://github.com/phisanti/MCPR): Connect AI agents to interactive live R sessions. (by phisanti, ★26, security:PASS) - [3D Visualizer](https://github.com/kleinicke/ply-visualizer/tree/main/packages/python): Inspect, compare and export point clouds, meshes and calibrated depth data with inline 3D previews. (by kleinicke, ★20, security:PASS) - [fermat-mcp](https://github.com/abhiphile/fermat-mcp): Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization. (by abhiphile, ★20, security:PASS) - [networkx-mcp-server](https://github.com/brightlikethelight/networkx-mcp-server): Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization. (by brightlikethelight, ★20, security:PASS) - [bundler_mcp](https://github.com/subelsky/bundler_mcp): Query local information about dependencies in a Ruby project's Gemfile. (by subelsky, ★20, security:PASS) - [oraclaw](https://github.com/Whatsonyourmind/oraclaw/tree/master/mission-control/packages/mcp-server): Decision intelligence MCP — 17 tools (optimize, simulate, predict, score, graph). Sub-25ms. (by Whatsonyourmind, ★13, security:PASS) - [csvglow](https://github.com/Ratnaditya-J/csvglow): Generate self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations and sortable data tables. (by Ratnaditya-J, ★13, security:PASS) - [mathlas](https://github.com/Archerkattri/mathlas): Airtight math for AI agents: 3.68M-doc theorem search + numeric/Lean verification. No LLM, no key. (by Archerkattri, ★12, security:PASS) - [charted](https://github.com/marzukia/charted): Render bar, line, pie, scatter and other charts from JSON or CSV to SVG, HTML, PNG or data URL, with built-in themes. (by marzukia, ★11, security:PASS) - [glyphic](https://github.com/MS-Teja/Glyphic): Generate 18 diagram types from structured JSON natively. Built for LLMs and agents. (by MS-Teja, ★10, security:PASS) - [code-guardian](https://github.com/phuongrealmax/code-guardian): Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans. (by phuongrealmax, ★9, security:PASS) - [Disco](https://github.com/leap-laboratories/discovery-engine): Find novel, statistically validated patterns in tabular data — hypothesis-free. (by leap-laboratories, ★7, security:PASS) - [calculator-server](https://github.com/avisangle/calculator-server): Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations. (by avisangle, ★6, security:REVIEW) - [Math MCP Learning](https://github.com/clouatre-labs/math-mcp-learning-server): Educational MCP server with 17 math/stats tools, visualizations, and persistent workspace (by clouatre-labs, ★5, security:PASS) - [aurora](https://github.com/FantasyLab-ai/aurora): Glass-box statistical analysis for agents: 19 methods, cited findings, measured error rates. (by FantasyLab-ai, ★4, security:PASS) - [WaveGuardClient](https://github.com/gpartin/WaveGuardClient): Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation detection. (by gpartin, ★4, security:PASS) - [mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant): LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub. (by ShipItAndPray, ★4, security:PASS) - [stella-mcp](https://github.com/bradleylab/stella-mcp): Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling. (by bradleylab, ★3, security:PASS) - [ReNoUn — Crypto Regime Classification](https://github.com/98lukehall/renoun-mcp): Crypto regime classifier for trading agents. 100% bounded regime accuracy. 50 free calls/day. (by 98lukehall, ★2, security:PASS) - [llm-advisor](https://github.com/Daichi-Kudo/llm-advisor-mcp): Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources. (by Daichi-Kudo, ★2, security:PASS) - [Dataloupe](https://github.com/aurelio-nakamura/dataloupe): Offline MCP server to explore CSV/JSON/Parquet/Excel: preview, query, diff, render interactive HTML (by aurelio-nakamura, ★2, security:PASS) - [data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp): Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents. (by haiiibin, ★2, security:PASS) - [cli](https://github.com/pushtodisplay/cli): PushToDisplay MCP server — send real-time updates to display boards on iOS and Android devices. (by pushtodisplay, ★2, security:PASS) - [Axiom — Advanced Math](https://github.com/tufantunc/axiom-advanced-math-mcp): Exact symbolic math for LLMs: integrals, equations, matrices, and claim verification via Giac/Xcas (by tufantunc, ★2, security:PASS) - [mcp-compress](https://github.com/ShipItAndPray/mcp-compress): Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection. (by ShipItAndPray, ★2, security:PASS) - [gnomon](https://github.com/lihtness/gnomon-mcp): Deterministic batch tools so LLM agents stop guessing dates and math. (by lihtness, ★1, security:PASS) - [rigor-mcp](https://github.com/mrnh/rigor): Verified statistical inference for AI agents: hypothesis tests, sequential testing, power. (by mrnh, ★1, security:PASS) - [mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp): Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation. (by agmonetti, ★1, security:PASS) - [filter-mcp-server](https://github.com/chohyerinn/filter-mcp-server): Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF. (by chohyerinn, ★1, security:PASS) - [pcq](https://github.com/playidea-lab/pcq): ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning and sklearn. (by playidea-lab, ★1, security:PASS) - [mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units): Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units. (by laszlopere, ★1, security:PASS) - [polymath-megablaster-mcp](https://github.com/headlessherm-creator/polymath-megablaster-mcp): Local deterministic calc MCP: exact math, dates, unit conversion, stats, subnet math. (by headlessherm-creator, ★0, security:PASS) - [decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp): Deterministic multi-criteria decision analysis for AI agents — score, rank & explain options. (by inity13, ★0, security:PASS) - [cortexcloud](https://github.com/jonahthan433/cortexcloud-mcp): Pay-per-call QUBO/Ising optimization for AI agents via x402 (USDC on Base). No API keys. (by jonahthan433, ★0, security:PASS) - [jevx-mcp](https://github.com/hanshs474/jevx-mcp): Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option. (by hanshs474, ★0, security:PASS) ## Databases - [MCP Toolbox for Databases](https://github.com/googleapis/mcp-toolbox): MCP Toolbox for Databases enables your agent to connect to your database. (by googleapis, ★16589, security:PASS) - [Supabase](https://github.com/supabase/mcp/tree/main/packages/mcp-server-supabase): MCP server for interacting with the Supabase platform (by supabase, ★2933, security:PASS) - [mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant): Qdrant integration. (by qdrant, ★1542, security:PASS) - [ArcadeDB MCP Server](https://github.com/ArcadeData/arcadedb): Built-in MCP server for ArcadeDB multi-model database (graph, document, vector, time-series) (by ArcadeData, ★1180, security:PASS) - [mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j): Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances. (by neo4j-contrib, ★987, security:PASS) - [ClickHouse](https://github.com/ClickHouse/mcp-clickhouse): Official ClickHouse MCP server for querying and exploring ClickHouse clusters and chDB. (by ClickHouse, ★879, security:PASS) - [Neon](https://github.com/neondatabase/mcp-server-neon): Official Neon MCP server for managing Neon projects and Lakebase Postgres databases. (by neondatabase, ★648, security:PASS) - [chroma-mcp](https://github.com/chroma-core/chroma-mcp): Access local and cloud Chroma instances for retrieval. (by chroma-core, ★598, security:PASS) - [mcp-server-motherduck](https://github.com/motherduckdb/mcp-server-motherduck): SQL analytics and data engineering for AI Assistants and IDEs (by motherduckdb, ★526, security:PASS) - [mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus): Interact with Milvus and Zilliz databases. (by zilliztech, ★244, security:PASS) - [StarRocks](https://github.com/StarRocks/mcp-server-starrocks): Interact with StarRocks (by StarRocks, ★192, security:PASS) - [OceanBase](https://github.com/oceanbase/awesome-oceanbase-mcp): MCP Server for OceanBase database and its tools (by oceanbase, ★108, security:PASS) - [mcp-victorialogs](https://github.com/VictoriaMetrics/mcp-victorialogs): MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation (by VictoriaMetrics, ★98, security:PASS) - [mcp](https://github.com/appwrite/mcp): Manage Appwrite projects, databases, auth, storage, functions, and messaging; search Appwrite docs (by appwrite, ★72, security:PASS) - [Teradata](https://github.com/Teradata/teradata-mcp-server): A collection of tools for managing the platform, addressing data quality and reading and writing to Teradata Database. (by Teradata, ★57, security:PASS) - [DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server): A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This imp (by aliyun, ★51, security:PASS) - [influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server): Interact with InfluxDB 3 Core, Enterprise and Cloud Dedicated. (by influxdata, ★38, security:PASS) - [mcp-server-couchbase](https://github.com/couchbase/mcp-server-couchbase): Couchbase Model Context Protocol Server to interact with Couchbase clusters (by couchbase, ★35, security:PASS) - [SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore): Interact with the SingleStore database platform (by singlestore-labs, ★33, security:PASS) - [mcp-database-server](https://github.com/fireproof-storage/mcp-database-server): Fireproof ledger database with multi-user sync. (by fireproof-storage, ★31, security:REVIEW) - [greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server): Query GreptimeDB metrics, logs and traces with SQL, TQL and RANGE. Manage pipelines and dashboards. (by GreptimeTeam, ★29, security:PASS) - [SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-AI-MCP-Server-Usage): Connect to any relational database to get valid SQL and ask questions about the schema, such as what a column prefix means. (by schemacrawler, ★29, security:PASS) - [ydb-mcp](https://github.com/ydb-platform/ydb-mcp): Interact with YDB databases. (by ydb-platform, ★29, security:PASS) - [Aiven MCP](https://github.com/Aiven-Open/mcp-aiven): Provision PostgreSQL, manage Apache Kafka, and deploy apps with Aiven - all from your AI assistant. (by Aiven-Open, ★28, security:PASS) - [DBConvert Streams (Federated SQL)](https://github.com/slotix/dbconvert-streams-public): Read-only SQL across your PostgreSQL, MySQL, S3 buckets and local data files, in one query. (by slotix, ★24, security:PASS) - [mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix): An MCP server to query Hydrolix (by hydrolix, ★11, security:REVIEW) - [skysql-mcp](https://github.com/mariadb-corporation/skysql-mcp): Launch and delete serverless MariaDB Cloud databases, execute SQL and use database-level AI agents for text-to-SQL and conversations. (by mariadb-corporation, ★8, security:PASS) - [DreamFactory](https://github.com/dreamfactorysoftware/df-mcp): An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources. (by dreamfactorysoftware, ★7, security:PASS) - [QuestDB Web Console MCP Server](https://github.com/questdb/mcp-server-questdb): Connects coding agents to a running QuestDB Web Console: notebook cells, SQL queries, and charts. (by questdb, ★2, security:PASS) - [mcp](https://github.com/s2-streamstore/mcp): Interact with the S2 serverless stream platform. (by s2-streamstore, ★1, security:REVIEW) - [Percolate](https://github.com/bguillow-rgb/percolate-mcp): Search the Percolate specialty coffee database: 1,100+ coffees with brew recipes and pairings. (by bguillow-rgb, ★0, security:PASS) - [Perfume Picks](https://github.com/bguillow-rgb/perfume-picks-mcp): Search the Perfume Picks fragrance database: 13,000+ scents with notes, dupes, and wear data. (by bguillow-rgb, ★0, security:PASS) - [Pour Picks](https://github.com/bguillow-rgb/pour-picks-mcp): Search the Pour Picks bourbon & whiskey database: 4,700+ bottles with tasting profiles and prices. (by bguillow-rgb, ★0, security:PASS) - [mcp-server](https://github.com/infino-ai/infino-mcp): Keyword, semantic, hybrid, and SQL retrieval for AI agents, local or on Infino Cloud. (by infino-ai, ★0, security:PASS) - [seedfast-mcp](https://github.com/seedfast-ai/seedfast-mcp): Fill a PostgreSQL database with synthetic test data generated from its live schema: plan, run and track seeds without production data. (by seedfast-ai, ★0, security:PASS) - [Metabase](https://github.com/metabase/metabase/tree/master/src/metabase/mcp): Lets AI clients search, explore, query, and visualize data in a Metabase instance. (by metabase, ★49545, security:PASS) - [dbx](https://github.com/t8y2/dbx): Query databases from AI agents using connections configured in DBX. (by t8y2, ★24761, security:PASS) - [convex-backend](https://github.com/get-convex/convex-backend): Convex database integration to introspect tables and functions and run one-off queries. (by get-convex, ★12650, security:REVIEW) - [mcp](https://github.com/kubeshark/kubeshark): Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS. (by kubeshark, ★12093, security:PASS) - [Nhost](https://github.com/nhost/nhost/tree/main/services/mcp): Let your users work with their own data through an AI assistant, limited to what they can see. (by nhost, ★9348, security:PASS) - [baserow](https://github.com/baserow/baserow): Baserow database integration: search and list tables, and create, read, update and delete rows. (by baserow, ★6085, security:PASS) - [Jitsu](https://github.com/jitsucom/jitsu): Manage Jitsu data pipelines: destinations, streams, connections, functions, live events. (by jitsucom, ★5099, security:PASS) - [mcp](https://github.com/butterbase-ai/butterbase/tree/main/services/mcp-server): Butterbase MCP server — manage your backend: schemas, auth, functions, storage, RAG, deploys. (by butterbase-ai, ★3686, security:PASS) - [DBHub](https://github.com/bytebase/dbhub): Token-efficient database MCP server for PostgreSQL, MySQL, MariaDB, SQL Server, Oracle, SQLite (by bytebase, ★3602, security:PASS) - [postgres-mcp](https://github.com/crystaldba/postgres-mcp): Postgres development and operations: performance analysis, tuning and health checks. (by crystaldba, ★3374, security:PASS) - [socraticode](https://github.com/giancarloerra/SocratiCode): MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs. (by giancarloerra, ★3333, security:PASS) - [LINQ to DB](https://github.com/linq2db/linq2db/tree/master/Source/LinqToDB.CLI): Inspect database schemas and execute SQL queries across multiple database providers with LINQ to DB. (by linq2db, ★3332, security:PASS) - [Mindwtr](https://github.com/dongdongbh/Mindwtr/tree/main/apps/mcp-server): Task automation via SQLite, desktop Local API, or Mindwtr Cloud; read-only by default. (by dongdongbh, ★2199, security:PASS) - [mcp-server-mysql](https://github.com/benborla/mcp-server-mysql): MySQL database integration with configurable access controls and schema inspection. (by benborla, ★2142, security:PASS) - [pg-aiguide](https://github.com/timescale/pg-aiguide): Comprehensive PostgreSQL documentation and best practices, including ecosystem tools (by timescale, ★1855, security:PASS) - [mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server): MySQL database integration with configurable access controls, schema inspection and security guidelines. (by designcomputer, ★1399, security:PASS) - [FireCMS Cloud](https://github.com/firecmsco/firecms/tree/main/packages/mcp_server): Manage FireCMS Cloud from an AI agent: Firestore data, collections, schemas and users. (by firecmsco, ★1282, security:PASS) - [Magic Cloud](https://github.com/polterguy/magic): Generate secured CRUD APIs over your database, run SQL, manage files, tasks and a headless browser (by polterguy, ★1200, security:PASS) - [mongodb-mcp-server](https://github.com/mongodb-js/mongodb-mcp-server): MongoDB Model Context Protocol Server (by mongodb-js, ★1140, security:PASS) - [QueryWeaver](https://github.com/FalkorDB/QueryWeaver): An MCP server for Text2SQL: transforms natural language into SQL using graph schema understanding. (by FalkorDB, ★1078, security:PASS) - [StackQL MCP Server](https://github.com/stackql/stackql): SQL-native query and provisioning engine for cloud infrastructure, served over MCP. (by stackql, ★1065, security:PASS) - [mcp-google-sheets](https://github.com/xing5/mcp-google-sheets): Create, read, update and manage spreadsheets through the Google Sheets API. (by xing5, ★1011, security:PASS) - [mcp-neo4j-aura-manager](https://github.com/neo4j-contrib/mcp-neo4j/tree/main/servers/mcp-neo4j-cloud-aura-api): MCP server for Neo4j Aura Database Instance Manager. (by neo4j-contrib, ★987, security:PASS) - [mcp-neo4j-cypher](https://github.com/neo4j-contrib/mcp-neo4j/tree/main/servers/mcp-neo4j-cypher): A simple Neo4j MCP server that allows you to run Cypher queries against a Neo4j database. (by neo4j-contrib, ★987, security:PASS) - [mcp-neo4j-data-modeling](https://github.com/neo4j-contrib/mcp-neo4j/tree/main/servers/mcp-neo4j-data-modeling): A simple Neo4j MCP server for creating graph data models. (by neo4j-contrib, ★987, security:PASS) - [mcp-neo4j-memory](https://github.com/neo4j-contrib/mcp-neo4j/tree/main/servers/mcp-neo4j-memory): MCP Neo4j Knowledge Graph Memory Server (by neo4j-contrib, ★987, security:PASS) - [Agent Swarm](https://github.com/desplega-ai/agent-swarm): Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration. (by desplega-ai, ★858, security:PASS) - [supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server): Execute SQL queries and explore Supabase databases. (by alexander-zuev, ★830, security:PASS) - [mcp](https://github.com/planetscale/cli): Built into the PlanetScale CLI: direct access to your PlanetScale databases. (by planetscale, ★673, security:PASS) - [mcp-redis](https://github.com/redis/mcp-redis): Manage and search data in Redis. (by redis, ★630, security:PASS) - [Compartment](https://github.com/MaxFreedomPollard/Compartment): Durable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud. (by MaxFreedomPollard, ★578, security:PASS) - [Apple Health](https://github.com/neiltron/apple-health-mcp): Local-first Apple Health MCP server for questions about your sleep, workouts and heart data. (by neiltron, ★570, security:PASS) - [gateway](https://github.com/centralmind/gateway): Automatically generate APIs from database schema and data for PostgreSQL, ClickHouse, MySQL, Snowflake, BigQuery and Supabase. (by centralmind, ★548, security:REVIEW) - [pgmcp](https://github.com/subnetmarco/pgmcp): Natural-language queries for any PostgreSQL database, with automatic streaming and read-only safety. (by subnetmarco, ★541, security:REVIEW) - [Foremerge](https://github.com/naw103/foremerge): Coordinate parallel coding agents, above Git (by naw103, ★525, security:PASS) - [Prometheus MCP Server](https://github.com/pab1it0/prometheus-mcp-server): MCP server providing Prometheus metrics access and PromQL query execution for AI assistants (by pab1it0, ★516, security:PASS) - [Airtable](https://github.com/domdomegg/airtable-mcp-server): Read and write access to Airtable database schemas, tables, and records. (by domdomegg, ★456, security:PASS) - [mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy): Access PostgreSQL, MySQL, MariaDB, SQLite, Oracle, SQL Server and more via SQLAlchemy, with schema and relationship inspection and large dataset analysis. (by runekaagaard, ★419, security:PASS) - [sec-edgar-mcp](https://github.com/stefanoamorelli/sec-edgar-mcp): SEC EDGAR MCP server that provides access to the US public filings through the US SEC EDGAR API (by stefanoamorelli, ★364, security:PASS) - [DBCode](https://github.com/dbcodeio/public/tree/main/mcp): Query and explore 100+ databases through your DBCode connections. (by dbcodeio, ★352, security:PASS) - [elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server): MCP server for interacting with Elasticsearch (by cr7258, ★308, security:PASS) - [OSS Snowflake MCP Server](https://github.com/Snowflake-Labs/mcp): MCP Server for Snowflake from Snowflake Labs (by Snowflake-Labs, ★298, security:PASS) - [mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server): MongoDB database integration. (by kiliczsh, ★281, security:PASS) - [mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro): MySQL CRUD plus database anomaly analysis and role-based permission control, with easily extensible custom tools. (by wenb1n-dev, ★248, security:PASS) - [firebase-mcp](https://github.com/gannonh/firebase-mcp): Firebase services including Auth, Firestore and Storage. (by gannonh, ★247, security:PASS) - [xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server): Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model. (by XGenerationLab, ★239, security:PASS) - [postgres-mcp](https://github.com/pgEdge/pgedge-postgres-mcp): Enterprise PostgreSQL MCP server with NL queries, hybrid search (pgvector+BM25), and web UI (by pgEdge, ★232, security:PASS) - [mongodb-lens](https://github.com/furey/mongodb-lens): Full-featured MongoDB database integration. (by furey, ★207, security:PASS) - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc): Connect to any JDBC-compatible database to query, insert, update, delete and more. (by quarkiverse, ★196, security:PASS) - [context-sync](https://github.com/Intina47/context-sync): Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Windsurf, Zed & more (by Intina47, ★190, security:PASS) - [mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server): Snowflake integration with read and optional write operations, plus insight tracking. (by isaacwasserman, ★184, security:PASS) - [Betterlytics](https://github.com/betterlytics/betterlytics): Query your Betterlytics web analytics from AI agents: traffic, funnels, journeys, errors, uptime. (by betterlytics, ★178, security:PASS) - [mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp): MongoDB integration for interacting directly with databases. (by QuantGeekDev, ★175, security:PASS) - [notion-mcp-server](https://github.com/awkoy/notion-mcp-server): Token-auth Notion MCP: pages, databases, blocks, comments, files. Runs headless in CI and agents. (by awkoy, ★173, security:PASS) - [argon](https://github.com/argon-lab/argon): Versioned MongoDB sandboxes for AI agents: branch, time-travel, merge, and undo over MCP. (by argon-lab, ★172, security:PASS) - [mcp-confluent](https://github.com/confluentinc/mcp-confluent): Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. (by confluentinc, ★167, security:PASS) - [mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate): Use Weaviate collections as a knowledge base and as a chat memory store. (by weaviate, ★162, security:PASS) - [alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server): Alibaba Cloud Tablestore: add documents and search them semantically by vectors and scalars, suited to serverless RAG. (by aliyun, ★157, security:PASS) - [mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server): Access and query Google BigQuery databases. (by ergut, ★148, security:PASS) - [Mneme Memory](https://github.com/slow-stack/mneme): Cross-session memory for AI coding agents via six tools; local-first SQLite store. (by slow-stack, ★139, security:PASS) - [mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery): BigQuery database integration with schema inspection and query capabilities. (by LucasHild, ★131, security:PASS) - [mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite): Interact with SQLite databases. (by jparkerweb, ★127, security:PASS) - [mcp-trino](https://github.com/tuannvm/mcp-trino): MCP server for Trino distributed SQL query engine access (by tuannvm, ★121, security:PASS) - [Tiger MCP](https://github.com/timescale/tiger-cli): Provides programmatic access to Tiger Cloud services, databases, and documentation. (by timescale, ★120, security:PASS) - [mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph): Run queries against Memgraph and access its schema. (by memgraph, ★113, security:PASS) - [State Memory MCP](https://github.com/putervision/state-memory-mcp): Persistent workflow graph server tracking tasks, decisions, spatial entities, and blockers. (by putervision, ★111, security:PASS) - [codegraph](https://github.com/codegraph-ai/CodeGraph): Semantic code graph: 42 tools, 38 languages. Callers, impact, AI context, memory, PR review. (by codegraph-ai, ★109, security:PASS) - [Obsidian Hybrid Search](https://github.com/flowing-abyss/obsidian-hybrid-search): Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval. (by flowing-abyss, ★109, security:PASS) - [sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server): Safe, read-only access to explore and query SQLite databases, with query validation. (by hannesrudolph, ★108, security:REVIEW) - [dicom-mcp](https://github.com/ChristianHinge/dicom-mcp): DICOM integration to query, read and move medical images and reports from PACS and other DICOM-compliant systems. (by ChristianHinge, ★101, security:PASS) - [orionbelt-semantic-layer](https://github.com/ralforion/orionbelt-semantic-layer): API-first semantic layer MCP server compiling YAML models into dialect-specific SQL (by ralforion, ★99, security:PASS) - [sqlsure](https://github.com/sqlsure/sqlsure): Semantic SQL inspector: catches double-counting, wrong joins, PII exposure before execution. (by sqlsure, ★99, security:PASS) - [Neo4j GDS Agent](https://github.com/neo4j-contrib/gds-agent): Neo4j Graph Data Science MCP server (by neo4j-contrib, ★98, security:PASS) - [VelesDB Memory](https://github.com/cyberlife-coder/VelesDB): Offline agentic memory: remember/recall/relate/forget/why over a fused vector+graph+columnar engine (by cyberlife-coder, ★97, security:PASS) - [Dynoxide](https://github.com/nubo-db/dynoxide): A DynamoDB emulator with an MCP server exposing 35 DynamoDB tools to coding agents. (by nubo-db, ★97, security:PASS) - [legion-mcp](https://github.com/TheRaLabs/legion-mcp): Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite. (by TheRaLabs, ★94, security:PASS) - [airtable-mcp](https://github.com/rashidazarang/airtable-mcp): Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data. (by rashidazarang, ★87, security:PASS) - [Flashcards Open Source App](https://github.com/kirill-markin/flashcards-open-source-app): Read, write, and conversationally review open-source flashcards through split read/write MCP tools. (by kirill-markin, ★85, security:PASS) - [SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP): Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization. (by wenb1n-dev, ★77, security:PASS) - [remnus](https://github.com/Ranork/remnus-app): MCP-native open-source Notion alternative: read & write pages, databases and kanban boards. (by Ranork, ★73, security:PASS) - [Reverie](https://github.com/knowall-ai/mcp-reverie): Graph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search (by knowall-ai, ★69, security:PASS) - [Misata: synthetic data library](https://github.com/rasinmuhammed/misata): Local, offline: multi-table synthetic data with joins that hold and exact totals. Seeds databases. (by rasinmuhammed, ★69, security:PASS) - [Nutrition MCP](https://github.com/akutishevsky/nutrition-mcp): Personal nutrition tracking — log meals, track macros, review history, import from another app. (by akutishevsky, ★68, security:PASS) - [Lific](https://github.com/VoidNullable/lific): Local-first, lightweight issue tracker. Single binary, SQLite-backed, MCP-native. (by VoidNullable, ★66, security:PASS) - [wener-mssql-mcp](https://github.com/wenerme/wode/tree/develop/packages/wener-mssql-mcp): MSSQL database integration with schema inspection and query capabilities. (by wenerme, ★66, security:PASS) - [Memory Vault](https://github.com/MihaiBuilds/memory-vault): Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT. (by MihaiBuilds, ★65, security:PASS) - [MCP AutoMem](https://github.com/verygoodplugins/mcp-automem): Graph-vector memory for AI assistants using FalkorDB and Qdrant (by verygoodplugins, ★65, security:PASS) - [go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql): MySQL access with a configurable read-only mode and schema inspection. (by Zhwt, ★65, security:PASS) - [mcp-server](https://github.com/upstash/mcp-server): Manage Upstash databases and resources through the Upstash Developer API. (by upstash, ★59, security:PASS) - [dati](https://github.com/yimindev/dati): Semantic gateway that turns common databases into MCP services, enriched with business metadata and parameterized SQL tools. (by yimindev, ★59, security:PASS) - [dbtrail](https://github.com/dbtrail/dbtrail): MySQL change tracking with instant row-level recovery and forensic attribution for compliance. (by dbtrail, ★58, security:PASS) - [adx-mcp-server](https://github.com/pab1it0/adx-mcp-server): Query and analyze Azure Data Explorer databases. (by pab1it0, ★58, security:RISK) - [Microsoft Access Database](https://github.com/unmateria/MCP-Access): Read and edit Microsoft Access databases (.accdb/.mdb) - forms, VBA, tables, queries. Windows. (by unmateria, ★55, security:PASS) - [ai-memory](https://github.com/alphaonedev/ai-memory-mcp): Persistent memory for any AI — zero token cost until recall (by alphaonedev, ★53, security:PASS) - [supabase-mcp-server](https://github.com/JoshuaRileyDev/supabase-mcp-server): Create and manage Supabase projects and organizations. (by JoshuaRileyDev, ★52, security:REVIEW) - [metabase-ai-assistant](https://github.com/enessari/metabase-ai-assistant): MCP Server for Metabase - 111 tools for SQL generation, dashboards & PostgreSQL (by enessari, ★49, security:PASS) - [code-memory](https://github.com/kapillamba4/code-memory): Local semantic code search with Git history. Works offline, no API key needed. (by kapillamba4, ★49, security:PASS) - [Atera MCP](https://github.com/Servosity/msp-skills/tree/main/skills/atera): Every Atera RMM + PSA endpoint, plus a local SQLite mirror that answers fleet-health, SLA, and (by Servosity, ★48, security:PASS) - [Autotask MCP](https://github.com/Servosity/msp-skills/tree/main/skills/autotask): Every Autotask entity at the command line, plus a local SQLite mirror that answers ticket-aging (by Servosity, ★48, security:PASS) - [Better Stack MCP](https://github.com/Servosity/msp-skills/tree/main/skills/betterstack): Every Better Stack Uptime feature, plus an offline SQLite mirror and cross-resource fleet analytics (by Servosity, ★48, security:PASS) - [CIPP MCP](https://github.com/Servosity/msp-skills/tree/main/skills/cipp): First single-binary CLI for CIPP - offline SQLite store, fleet posture analytics, and (by Servosity, ★48, security:PASS) - [ConnectWise Automate MCP](https://github.com/Servosity/msp-skills/tree/main/skills/connectwise-automate): Sync your ConnectWise Automate fleet to local SQLite and answer cross-client RMM questions offline. (by Servosity, ★48, security:PASS) - [Datto BCDR MCP](https://github.com/Servosity/msp-skills/tree/main/skills/datto-bcdr): Sync your whole Datto BCDR fleet into local SQLite and answer the questions the per-appliance (by Servosity, ★48, security:PASS) - [Datto RMM MCP](https://github.com/Servosity/msp-skills/tree/main/skills/datto-rmm): Every Datto RMM API operation, plus a local SQLite fleet store and fleet-wide analytics no other (by Servosity, ★48, security:PASS) - [Domotz MCP](https://github.com/Servosity/msp-skills/tree/main/skills/domotz): Every Domotz endpoint, plus a local SQLite fleet mirror that answers cross-site questions. (by Servosity, ★48, security:PASS) - [Hudu MCP](https://github.com/Servosity/msp-skills/tree/main/skills/hudu): Every Hudu cmdlet, plus an offline SQLite mirror, cross-entity audits, and agent-native output no (by Servosity, ★48, security:PASS) - [Huntress MCP](https://github.com/Servosity/msp-skills/tree/main/skills/huntress): Every Huntress endpoint, plus a local SQLite mirror that delivers fleet-wide incident, coverage (by Servosity, ★48, security:PASS) - [ImmyBot MCP](https://github.com/Servosity/msp-skills/tree/main/skills/immybot): Every ImmyBot endpoint typed, plus a local SQLite mirror that answers the cross-tenant questions (by Servosity, ★48, security:PASS) - [IT Glue MCP](https://github.com/Servosity/msp-skills/tree/main/skills/itglue): Every IT Glue resource, plus an offline SQLite mirror, fleet-wide cross-resource search, and (by Servosity, ★48, security:PASS) - [KnowBe4 MCP](https://github.com/Servosity/msp-skills/tree/main/skills/knowbe4): Every KnowBe4 KMSAT reporting feature plus a local SQLite store that answers the cross-client (by Servosity, ★48, security:PASS) - [Level MCP](https://github.com/Servosity/msp-skills/tree/main/skills/levelio): Every Level RMM endpoint, plus a local SQLite fleet store and offline cross-entity rollups no Level (by Servosity, ★48, security:PASS) - [Pipedrive MCP](https://github.com/Servosity/msp-skills/tree/main/skills/pipedrive): Full Pipedrive CRUD plus a local SQLite pipeline copy: stale deals, forecasts, aging, dupes, rep (by Servosity, ★48, security:PASS) - [QuickBooks Online MCP](https://github.com/Servosity/msp-skills/tree/main/skills/quickbooks): Every QuickBooks Online Accounting entity, plus an offline SQLite mirror and AR/AP aging. (by Servosity, ★48, security:PASS) - [Rootly MCP](https://github.com/Servosity/msp-skills/tree/main/skills/rootly): Every Rootly incident, alert, and on-call object as a typed command - plus a local SQLite mirror (by Servosity, ★48, security:PASS) - [runZero MCP](https://github.com/Servosity/msp-skills/tree/main/skills/runzero): Every runZero query, plus a local SQLite copy of your whole attack surface that diffs over time (by Servosity, ★48, security:PASS) - [SentinelOne MCP](https://github.com/Servosity/msp-skills/tree/main/skills/sentinelone): Every SentinelOne v2.1 management endpoint, plus an offline SQLite store and cross-entity analytics (by Servosity, ★48, security:PASS) - [Sherweb MCP](https://github.com/Servosity/msp-skills/tree/main/skills/sherweb): Every Sherweb Partner API capability, plus a local SQLite store, offline analytics, and (by Servosity, ★48, security:PASS) - [SuperOps MCP](https://github.com/Servosity/msp-skills/tree/main/skills/superops): Every SuperOps PSA+RMM entity in your terminal, plus a local SQLite mirror that answers (by Servosity, ★48, security:PASS) - [Syncro MCP](https://github.com/Servosity/msp-skills/tree/main/skills/syncro): Every Syncro PSA and RMM workflow in your terminal, plus a local database, offline search, and (by Servosity, ★48, security:PASS) - [Tactical RMM MCP](https://github.com/Servosity/msp-skills/tree/main/skills/tactical-rmm): Every Tactical RMM endpoint as a typed command, plus an offline SQLite mirror and cross-entity (by Servosity, ★48, security:PASS) - [Veeam VSPC MCP](https://github.com/Servosity/msp-skills/tree/main/skills/veeam): Sync Veeam Service Provider Console tenants to local SQLite; cross-company backup answers offline. (by Servosity, ★48, security:PASS) - [Xero MCP](https://github.com/Servosity/msp-skills/tree/main/skills/xero): Every Xero Accounting read plus a local SQLite ledger - aging, reconciliation, and GL tie-out (by Servosity, ★48, security:PASS) - [orionbelt-analytics](https://github.com/ralforion/orionbelt-analytics): Ontology-based MCP server for database schema analysis and RDF/OWL ontology generation (by ralforion, ★48, security:PASS) - [mnemiq](https://github.com/agenticfabriq/mnemiq): quality and maintenance score on Glama](https://glama.ai/mcp/servers/agenticfabriq/mnemiq/badges/score.svg)](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) (by agenticfabriq, ★46, security:PASS) - [influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server): Run queries against the InfluxDB OSS API v2. (by idoru, ★46, security:PASS) - [Palinode](https://github.com/phasespace-labs/palinode): Inspectable, correctable project memory in git-versioned Markdown for AI agents. (by phasespace-labs, ★44, security:PASS) - [gadak](https://github.com/midagedev/gadak): Ask a local SQLite mirror of your Jira and Confluence: SQL, full-text search, issue detail. (by midagedev, ★43, security:PASS) - [Uptimepage](https://github.com/uptimepage/uptimepage): Monitor uptime and incidents, run checks, and publish status updates from your Uptimepage org. (by uptimepage, ★40, security:PASS) - [quicken-mac-mcp](https://github.com/dweekly/quicken-mac-mcp): Read-only access to Quicken For Mac financial data: transactions, spending, and portfolios. (by dweekly, ★40, security:PASS) - [dryrun](https://github.com/boringSQL/dryrun): PostgreSQL schema intelligence from a committed snapshot. No connection, no credentials. (by boringSQL, ★35, security:PASS) - [RemembrallMCP](https://github.com/roboticforce/remembrallmcp): Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector. (by roboticforce, ★35, security:PASS) - [Feedbacks](https://github.com/Softinator-TechLabs/feedbacks-oss): Visual website feedback, screenshots and team discussion for coding assistants. Self-hosted. (by Softinator-TechLabs, ★34, security:PASS) - [MCP Local WP](https://github.com/verygoodplugins/mcp-local-wp): WordPress database access via Local by Flywheel. Execute read-only MySQL queries and inspect schema. (by verygoodplugins, ★33, security:PASS) - [database](https://github.com/haymon-ai/dbmcp): Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite (by haymon-ai, ★32, security:PASS) - [Expense Budget Tracker](https://github.com/kirill-markin/expense-budget-tracker/tree/main/apps/sql-api): Track expenses, budgets, balances, transfers, and multi-currency reports with OAuth-secured tools. (by kirill-markin, ★32, security:PASS) - [januscope](https://github.com/giancarloerra/JanuScope): Local MCP proxy for tool restrictions, response redaction, audit logs, and database schema context. (by giancarloerra, ★32, security:PASS) - [briefd](https://github.com/ismailperim/briefd): Git-backed team knowledge compiled into token-budgeted context bundles for coding agents (by ismailperim, ★31, security:PASS) - [Mi Fitness Data Bridge](https://github.com/shkyyy18/mi_fitness_data_bridge): Local-first bridge: export your own Mi Fitness (Xiaomi) health data to SQLite/JSON/CSV and MCP. (by shkyyy18, ★31, security:PASS) - [cuba-memorys](https://github.com/LeandroPG19/Memorys): Persistent memory MCP server. 28 tools, BM25+MMR+OOD retrieval, tamper-evident audit, code graph. (by LeandroPG19, ★29, security:PASS) - [PostgreSQL performance Tuner MCP Server](https://github.com/isdaniel/pgtuner_mcp): provides AI-powered PostgreSQL performance tuning capabilities. (by isdaniel, ★29, security:PASS) - [csvql](https://github.com/melihbirim/csvql): Query CSV files with SQL via MCP. Fast, local, zero-config, read-only, sandboxable with --root. (by melihbirim, ★29, security:PASS) - [RoboSystems](https://github.com/RoboFinSystems/robosystems): Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and forecasts over MCP. (by RoboFinSystems, ★28, security:PASS) - [SQLite](https://github.com/panasenco/mcp-sqlite): MCP server for SQLite files. Supports Datasette-compatible metadata! (by panasenco, ★27, security:PASS) - [audrey](https://github.com/Evilander/Audrey): Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks. (by Evilander, ★26, security:PASS) - [Run402](https://github.com/kychee-com/run402): x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, storage, functions. (by kychee-com, ★24, security:PASS) - [memento](https://github.com/veerps57/memento): Local-first, LLM-agnostic memory layer for AI assistants. (by veerps57, ★24, security:PASS) - [NextBlock CMS](https://github.com/nextblock-cms/nextblock): Manage pages, posts, blocks, media and settings of your self-hosted NextBlock site. (by nextblock-cms, ★24, security:PASS) - [hmem — Humanlike Memory for AI Agents](https://github.com/Bumblebiber/hmem): Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded. (by Bumblebiber, ★24, security:PASS) - [Infimium](https://github.com/infimium-ai/infimium-agent): Private AI context layer for semantic code search, dependency graphs, memory, and workspaces. (by infimium-ai, ★24, security:PASS) - [mq-bridge-app](https://github.com/marcomq/mq-bridge): Move data between 15+ databases, queues and files at high throughput, without it entering context (by marcomq, ★24, security:PASS) - [Distillery](https://github.com/norrietaylor/distillery): Knowledge base for Claude Code with semantic search, feed intelligence, and teams (by norrietaylor, ★24, security:PASS) - [mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb): TiDB database integration with schema inspection and query capabilities. (by c4pt0r, ★24, security:PASS) - [mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server): Generic database (DBMS) connectivity via SQLAlchemy using pyodbc. (by OpenLinkSoftware, ★24, security:PASS) - [Polar Health Data (self-hosted)](https://github.com/StuMason/polar-flow-server): Self-hosted Polar health analytics with a built-in MCP server: sleep, HRV, workouts, baselines. (by StuMason, ★23, security:PASS) - [PostgreSQL](https://github.com/antonorlov/mcp-postgres-server): MCP server for PostgreSQL: local, Docker, RDS, Neon, Supabase, or behind an SSH bastion. (by antonorlov, ★23, security:PASS) - [IBM Db2 for i](https://github.com/Strom-Capital/mcp-server-db2i): Read-only SQL queries and schema inspection for IBM Db2 for i over ODBC, JT400 or Mapepire (SSH). (by Strom-Capital, ★22, security:PASS) - [pituitary](https://github.com/nantobv/pituitary): Catch spec drift before it catches you. Detect overlap, stale docs, and code drift. (by nantobv, ★22, security:PASS) - [engram-server](https://github.com/jamjet-labs/jamjet/tree/main/runtime/engram-server): Durable memory for AI agents: fact extraction, hybrid retrieval, temporal graph. SQLite/Postgres. (by jamjet-labs, ★22, security:PASS) - [clude](https://github.com/sebbsssss/clude): Portable agent memory anchored on Solana. Local SQLite + vector recall, open export. (by sebbsssss, ★22, security:PASS) - [spotdb](https://github.com/aliengiraffe/spotdb): Ephemeral data sandbox for AI workflows with guardrails and security (by aliengiraffe, ★21, security:PASS) - [mcp-libsql](https://github.com/Xexr/mcp-libsql): Security and management tools for libSQL databases. (by Xexr, ★21, security:PASS) - [Cairn.ink Memory](https://github.com/Cairn-ink/cairn-memory): Cross-session memory for AI agents with a Source Receipt for every memory, over MCP. (by Cairn-ink, ★20, security:PASS) - [agent-tasks](https://github.com/keshrath/agent-tasks): Pipeline task management for AI agents - stages, dependencies, artifacts, claiming (by keshrath, ★20, security:PASS) - [mcp-sqlite-tools](https://github.com/spences10/mcp-sqlite-tools): MCP server for local SQLite database operations (by spences10, ★20, security:PASS) - [context-mem](https://github.com/JubaKitiashvili/context-mem): Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools (by JubaKitiashvili, ★19, security:PASS) - [MCP Database Server](https://github.com/Souhar-dya/mcp-db-server): MCP server for SQLite, PostgreSQL, and MySQL with natural language to SQL and direct SQL tooling. (by Souhar-dya, ★19, security:PASS) - [NeKo Biological Network Builder](https://github.com/marcorusc/mcp-biomodelling-servers/tree/main/NeKo): MCP server for biological network construction and analysis using pathway databases (by marcorusc, ★19, security:PASS) - [Dolt](https://github.com/dolthub/dolt-mcp): The official MCP server for version-controlled Dolt databases. (by dolthub, ★19, security:PASS) - [druid-mcp-server](https://github.com/iunera/druid-mcp-server): AI-powered MCP server for Apache Druid cluster management and analytic (by iunera, ★18, security:PASS) - [interactive-terminal](https://github.com/amol21p/mcp-interactive-terminal): MCP server for real interactive terminal sessions — REPLs, SSH, databases, Docker (by amol21p, ★18, security:PASS) - [mcp-turso-cloud](https://github.com/spences10/mcp-turso-cloud): MCP server for integrating Turso with LLMs (by spences10, ★18, security:PASS) - [mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino): Query and access data in Trino clusters. (by Dataring-engineering, ★18, security:PASS) - [nile-mcp-server](https://github.com/niledatabase/nile-mcp-server): Manage and query Nile Postgres databases, tenants, users and auth. (by niledatabase, ★17, security:PASS) - [Amber Notes](https://github.com/amber-notes/amber-notes/tree/main/supabase/functions/mcp): Search, read and edit your Amber Notes: folders, checklists, tables and trackers. (by amber-notes, ★16, security:PASS) - [openchronicle-mcp](https://github.com/CarlDog/openchronicle-mcp): Memory database for LLM agents — persistent semantic + keyword memory, project namespacing, served o (by CarlDog, ★16, security:PASS) - [Titen Memory](https://github.com/RamaAditya49/titen): Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1 (by RamaAditya49, ★16, security:PASS) - [Mako](https://github.com/mako-ai/mako): Explore your databases, validate SQL, and build & publish data apps in your Mako workspace. (by mako-ai, ★16, security:PASS) - [HKEx Filings](https://github.com/simonmak-ascent/hkex-filing-scraper): Live HKEx (Hong Kong Stock Exchange) regulatory filings for AI agents. (by simonmak-ascent, ★16, security:PASS) - [mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server): Generic database (DBMS) connectivity via JDBC. (by OpenLinkSoftware, ★16, security:PASS) - [MCP Dataverse](https://github.com/codeurali/mcp-dataverse): 73 tools for Microsoft Dataverse: CRUD, FetchXML, metadata, audit, batch, role privileges and more. (by codeurali, ★15, security:PASS) - [mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server): Read-only MySQL database access. (by dave-wind, ★15, security:PASS) - [my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server): Read notes and tags from the Bear note-taking app directly from its SQLite database. (by bart6114, ★15, security:PASS) - [myc](https://github.com/aistastudio/myc): Task queue, decisions and memory for coding agents. Local SQLite, no network. Requires Bun. (by aistastudio, ★14, security:PASS) - [Attestor](https://github.com/bolnet/attestor): Self-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval, audit log. (by bolnet, ★14, security:PASS) - [Local Memory](https://github.com/studiomeyer-io/local-memory-mcp): Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys. (by studiomeyer-io, ★14, security:PASS) - [DataCharter](https://github.com/datacharter/datacharter): Local-first, contract-governed data explorer with read-only, PII-masked query tools for AI agents. (by datacharter, ★13, security:PASS) - [mcpg](https://github.com/devopam/MCPg): Production-grade PostgreSQL MCP server — 254 tools for query, tuning & ops, read-only by default. (by devopam, ★13, security:PASS) - [google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp): Powerful tools for automating Google Sheets using Model Context Protocol (MCP) (by henilcalagiya, ★13, security:REVIEW) - [Rebase](https://github.com/rebasepro/rebase/tree/main/packages/mcp): Schema, database, document, user and dev-server tools for a Rebase backend project. (by rebasepro, ★13, security:PASS) - [TypeDB](https://github.com/typedb/typedb-mcp): Execute TypeQL queries and manage databases and users on a TypeDB server. (by typedb, ★13, security:PASS) - [kafka-mcp](https://github.com/wklee610/kafka-mcp): Inspect Apache Kafka topics and consumer groups and safely manage offsets (reset, rewind). (by wklee610, ★13, security:PASS) - [Kolada MCP Server](https://github.com/isakskogstad/Kolada-MCP): Swedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municipalities. (by isakskogstad, ★12, security:PASS) - [Kagura Memory Cloud](https://github.com/kagura-ai/memory-cloud): Persistent memory for AI assistants: store, search, and connect knowledge across conversations. (by kagura-ai, ★12, security:PASS) - [ChromaDB Remote MCP Server](https://github.com/meloncafe/chromadb-remote-mcp): Remote ChromaDB vector database MCP server with streamable HTTP transport (by meloncafe, ★12, security:PASS) - [terminal-mcp](https://github.com/mkpvishnu/terminal-mcp): MCP server for interactive terminal sessions — SSH, REPLs, database CLIs, TUI apps (by mkpvishnu, ★12, security:PASS) - [PostgreSQL MCP Server](https://github.com/neverinfamous/postgres-mcp): PostgreSQL MCP server with 203 tools, connection pooling, HTTP/SSE, OAuth 2.1, and tool filtering (by neverinfamous, ★12, security:PASS) - [schemacrawler-ai](https://github.com/schemacrawler/SchemaCrawler-AI): Enables natural language schema queries — explore tables, keys, procedures, and get SQL help fast (by schemacrawler, ★12, security:PASS) - [BioMCP-TS](https://github.com/yeyuan98/biomcp-ts): Biomedical MCP server: genes, variants, trials, literature, patents, optional SQL/R/biowasm tools. (by yeyuan98, ★12, security:PASS) - [mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb): Manage, monitor and query data in CockroachDB. (by amineelkouhen, ★12, security:PASS) - [mcp-timeplus](https://github.com/timeplus-io/mcp-timeplus): Apache Kafka and Timeplus: list topics, poll messages, save Kafka data locally and query streaming data with SQL via Timeplus. (by timeplus-io, ★12, security:REVIEW) - [mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server): Generic database (DBMS) connectivity via ODBC. (by OpenLinkSoftware, ★12, security:PASS) - [KanbanThing](https://github.com/tronschell/kanban-thing): Create and drive KanbanThing kanban boards. No account, no API key, board link required. (by tronschell, ★11, security:PASS) - [rpgmaker-mz-mcp](https://github.com/Redseb/rpgmaker-mz-mcp): MCP server for RPG Maker MZ: maps, tile painting, events, database editing, and validation. (by Redseb, ★11, security:PASS) - [IBGE Brasil MCP](https://github.com/SidneyBissoli/ibge-br-mcp): IBGE: geography, census, economy and health from the official APIs, with provenance. 23 tools. (by SidneyBissoli, ★11, security:PASS) - [writbase](https://github.com/Writbase/writbase): MCP-native task management for AI agent fleets with scoped permissions and provenance. (by Writbase, ★11, security:PASS) - [SolidPing](https://github.com/fclairamb/solidping): Self-hostable uptime monitoring: create checks, read incidents, manage status pages. (by fclairamb, ★11, security:PASS) - [db-mcp (SQLite MCP Server)](https://github.com/neverinfamous/db-mcp): SQLite MCP server with OAuth 2.1, HTTP/SSE, 122 tools, and smart tool filtering (by neverinfamous, ★11, security:PASS) - [mysql-mcp](https://github.com/neverinfamous/mysql-mcp): Enterprise-grade MySQL MCP Server with OAuth 2.0, 106 tools, and Docker deployment (by neverinfamous, ★11, security:PASS) - [coremcp](https://github.com/CoreBaseHQ/coremcp): Tunnel-based bridge connecting local and on-premise databases (such as MSSQL) to LLMs, with AST-based query safety and PII masking. (by CoreBaseHQ, ★11, security:PASS) - [postgres_mcp](https://github.com/JaviMaligno/postgres_mcp): PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention. (by JaviMaligno, ★11, security:PASS) - [Kanera](https://github.com/happendev/Kanera): Manage Kanera workspaces, boards, cards, checklists, comments, notes, automations, and reports. (by happendev, ★10, security:PASS) - [SchemaBrain](https://github.com/Arun-kc/schemabrain): The trust and intelligence layer between AI agents and your database. (by Arun-kc, ★10, security:PASS) - [zotero-bridge](https://github.com/Combjellyshen/ZoteroBridge): MCP Server for Zotero SQLite Database - collection, tagging, PDF reading and more. (by Combjellyshen, ★10, security:PASS) - [bigquery-mcp](https://github.com/SnowLeopard-AI/bigquery-mcp): A SnowLeopardAI-managed MCP server that provides access to Google BigQuery data. (by SnowLeopard-AI, ★10, security:PASS) - [trovex](https://github.com/TsukumoHQ/trovex): Serves coding agents one canonical doc per query instead of rereading the repo — ~60% fewer tokens. (by TsukumoHQ, ★10, security:PASS) - [LoreConvo](https://github.com/labyrinth-analytics/loreconvo): Local-first persistent session memory for Claude Code and other agents. SQLite + FTS5, no cloud. (by labyrinth-analytics, ★10, security:PASS) - [Agent Relay](https://github.com/mmmikael/arelay): End-to-end encrypted inbox where AI agents deliver files and request human approval. (by mmmikael, ★10, security:PASS) - [fabric-dw](https://github.com/sdebruyn/fabric-dw-mcp-cli): MCP server for Microsoft Fabric Data Warehouses and SQL Analytics Endpoints (by sdebruyn, ★10, security:PASS) - [Val Town](https://github.com/val-town/plugins): Deploy serverless TypeScript on Val Town: HTTP vals, cron, SQLite, email, OAuth. (by val-town, ★10, security:PASS) - [memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server): Local server for memvid storage and semantic search. (by ferrants, ★10, security:REVIEW) - [SchemaFlow](https://github.com/CryptoRadi/schemaflow-mcp-server): Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections wit (by CryptoRadi, ★10, security:PASS) - [PasteHTML](https://github.com/AliOsm/pastehtml.dev): Publish, update, and organize HTML and Markdown pastes on PasteHTML as the authorized user. (by AliOsm, ★9, security:PASS) - [Microsoft SQL Server](https://github.com/alyiox/mcp-mssql/tree/main/src/Alyio.McpMssql): Read-only-by-default SQL Server: schema, parameterized SELECT, execution plans; writes opt-in. (by alyiox, ★9, security:PASS) - [Postgram](https://github.com/ivo-toby/postgram): Self-hosted memory for AI agents with hybrid search, knowledge graphs, tasks, and document sync. (by ivo-toby, ★9, security:PASS) - [che-apple-mail-mcp](https://github.com/PsychQuant/che-apple-mail-mcp): Apple Mail MCP — 44 tools, SQLite millisecond search, .emlx parser, batch ops (by PsychQuant, ★9, security:PASS) - [nMEMORY](https://github.com/menot-you/n-memory): Memory your agent can trust — every answer carries its source; when it doesn't know, it says so. (by menot-you, ★9, security:PASS) - [DBeast PostgreSQL MCP](https://github.com/snss10/DBeast): PostgreSQL MCP server for schema, query, health, security, and performance analysis. (by snss10, ★9, security:PASS) - [Palace](https://github.com/AncientiCe/palace-rs): Local-first memory for coding agents — MCP server, single SQLite file, local embeddings (by AncientiCe, ★8, security:PASS) - [CPersona](https://github.com/Cloto-dev/CPersona): Persistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools. (by Cloto-dev, ★8, security:PASS) - [tinycontext](https://github.com/TinySuiteHQ/TinyContext): Token-light local memory with SQLite hybrid retrieval for MCP agents. (by TinySuiteHQ, ★8, security:PASS) - [garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp): Local-first Garmin data warehouse: sync once to SQLite, analyze trends and correlations offline. (by anup-shesh, ★8, security:PASS) - [schemagate](https://github.com/ashishsinha1602/schemagate): Identity-scoped schema selection for text-to-SQL. Returns only the tables the caller may read. (by ashishsinha1602, ★8, security:PASS) - [migrationpilot](https://github.com/mickelsamuel/migrationpilot): 112 rules that catch dangerous PostgreSQL migrations, plus a pass/fail gate to call before any DDL. (by mickelsamuel, ★8, security:PASS) - [safedb-mcp](https://github.com/narekmalk/safedb-mcp): A secure MCP server that lets AI agents query databases safely. (by narekmalk, ★8, security:PASS) - [remem-mcp — Local-first MCP Memory + CodeGraph + Wiki](https://github.com/tinhien11/remem-mcp): Local-first memory for AI coding agents. Memory + CodeGraph + Wiki in one SQLite file. (by tinhien11, ★8, security:PASS) - [simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp): Snowflake access that works behind a corporate proxy, with read and optional write operations. (by YannBrrd, ★8, security:PASS) - [VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server): Interact with the VictoriaMetrics database. (by yincongcyincong, ★8, security:PASS) - [read-only-local-mysql-mcp-server](https://github.com/hovecapital/read-only-local-mysql-mcp-server): MCP server for read-only MySQL database queries in Claude Desktop (by hovecapital, ★7, security:PASS) - [KIAgent](https://github.com/edjafarov/kiagent-core): Your mail, chats and documents indexed into a local SQLite corpus, served to AI clients over MCP. (by edjafarov, ★7, security:PASS) - [MarsNMe](https://github.com/Marsmanleo/MarsNMe/tree/main/marsnme-supabase): Agent-agnostic memory backend that preserves continuity between humans and AI over time. (by Marsmanleo, ★7, security:PASS) - [Tableau Workbook Auditor](https://github.com/andey0Saikiran/tableau-lineage/tree/main/mcp): Local-only Tableau .twbx audit: lineage, unused fields, duplicate calcs, SQL, version diffs (by andey0Saikiran, ★7, security:PASS) - [nyc-property-intel](https://github.com/ccedacero/nyc-property-intel): MCP server giving Claude AI access to 22+ NYC public-record databases for real estate due diligence (by ccedacero, ★7, security:PASS) - [agent-discover](https://github.com/keshrath/agent-discover): Find, install and enable MCP servers mid-session on any host, with consent and tool pinning (by keshrath, ★7, security:PASS) - [nuthatch](https://github.com/nightswatchhq/nuthatch): Query an EVM contract's indexed history with SQL, via a local nuthatch nest and nuthatch dev. (by nightswatchhq, ★7, security:PASS) - [octopus-blackboard](https://github.com/octoryn/octopus-blackboard): Shared memory & coordination for AI coding agents — a blackboard, not an orchestrator. (by octoryn, ★7, security:PASS) - [Health Bridge for AI](https://github.com/roian6/apple-health-ai-bridge): Apple Health AI Bridge provides read-only local MCP access for Health Bridge for AI. (by roian6, ★7, security:PASS) - [myco-brain](https://github.com/thegoodguysla/myco-brain): Self-hosted, source-traceable memory layer and MCP server for AI agents, on your own Postgres. (by thegoodguysla, ★7, security:PASS) - [STRING Database MCP Server](https://github.com/meringlab/string-mcp): Query STRING interactions, enrichment, annotations, homology, and PPI networks. (by meringlab, ★7, security:PASS) - [dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server): DolphinDB database integration with schema inspection and query capabilities. (by tradercjz, ★7, security:PASS) - [Contribution Exchange](https://github.com/SunrisesIllNeverSee/sigrank-app): Contribution Exchange MCP: domain discovery, policies, preflight, proposals, and signals. (by SunrisesIllNeverSee, ★6, security:PASS) - [RE-call MCP Memory Server](https://github.com/GiulioDER/RE-call): Agent memory on your own Postgres that flags superseded facts and abstains instead of guessing. (by GiulioDER, ★6, security:PASS) - [PostgreSQL MCP Server](https://github.com/YawLabs/postgres-mcp): PostgreSQL MCP server - query, schema introspection, explain, and health checks for AI assistants (by YawLabs, ★6, security:PASS) - [strata](https://github.com/agenerationforwordz-tech/strata): Self-hosted AI memory server. Persistent memory on your hardware, not the cloud. (by agenerationforwordz-tech, ★6, security:PASS) - [U2 MCP Server](https://github.com/bpamiri/u2-mcp): Connect AI assistants to Rocket Universe/UniData MultiValue databases via MCP. (by bpamiri, ★6, security:PASS) - [dbatools-mcp-server](https://github.com/dataplat/dbatools-mcp-server): MCP server for dbatools — exposes SQL Server management commands as MCP tools (by dataplat, ★6, security:PASS) - [Chassis](https://github.com/dvd90/chassis/tree/master/mcp-server): Scaffold an Express 5 + TypeScript backend: database, auth, optional Next.js front end. (by dvd90, ★6, security:PASS) - [mcp](https://github.com/florentine-ai/mcp): MCP server for Florentine.ai - Natural language to MongoDB aggregations (by florentine-ai, ★6, security:PASS) - [Fanout](https://github.com/labstack/fanout): Investigate OpenTelemetry traces, metrics, and logs, and manage personal dashboards. (by labstack, ★6, security:PASS) - [memharness](https://github.com/las7/memharness): Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file. (by las7, ★6, security:PASS) - [nextjs-cache-handler-mcp](https://github.com/leejpsd/nextjs-cache-handler/tree/main/mcp): Inspect and operate Next.js Redis caches: health, tag state, SWR simulation, safe invalidation. (by leejpsd, ★6, security:PASS) - [mcp-graphql-enhanced](https://github.com/letoribo/mcp-graphql-enhanced): GraphQL gateway for LLMs. Handles huge GitHub GraphQL & @neo4j/graphql schemas without crashing (by letoribo, ★6, security:PASS) - [SqlAugur](https://github.com/mbentham/SqlAugur): MCP server providing AI assistants with safe, read-only SQL Server access (by mbentham, ★6, security:PASS) - [sqlike-mcp](https://github.com/orifisher2/sqlike): SQL static analysis & query-equivalence for Postgres, MySQL, SQLite, and SQL Server (by orifisher2, ★6, security:PASS) - [Précis Finance MCP](https://github.com/precis-finance/precis-finance-mcp): Public read-only Précis Finance MCP demo with synthetic data; no account or credentials required. (by precis-finance, ★6, security:PASS) - [SQL Sentinel MCP Server](https://github.com/tkmawarire/sql-sentinel): SQL Server monitoring and diagnostics for AI agents using Extended Events. No ODBC drivers required. (by tkmawarire, ★6, security:PASS) - [DB Connect MCP](https://github.com/yugui923/db-connect-mcp): Multi-database MCP server for PostgreSQL, MySQL, and ClickHouse (by yugui923, ★6, security:PASS) - [sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp): Work with PostgreSQL and MySQL within clear boundaries: schema discovery, sampling, read-only queries and query-plan inspection. (by andyWang1688, ★6, security:PASS) - [Midplane](https://github.com/midplaneai/midplane/tree/main/engine/packages/mcp-server): Safe-by-default SQL guardrails for AI agents: AST-checked queries, per-table policy, audit log. (by midplaneai, ★5, security:PASS) - [TMDB MCP Server](https://github.com/Grinv/tmdb-mcp): MCP server for The Movie Database (TMDB) with IMDb/Rotten Tomatoes/Metacritic ratings via OMDb. (by Grinv, ★5, security:PASS) - [moltbridge](https://github.com/SageMindAI/moltbridge): Agent network intelligence for AI agents. Trust scoring, broker discovery, and Ed25519 identity. (by SageMindAI, ★5, security:PASS) - [mushroomdb](https://github.com/MatthewSherlin/mushroomdb): Embedded graph database for agents: declare association rules once, edges maintain themselves. (by MatthewSherlin, ★5, security:PASS) - [Pi Durabletask MCP](https://github.com/Nyarlathoteppppp/pi-durabletask-mcp): Delegate Claude/Codex tasks to configured Pi, with steering and optional SQLite restart recovery. (by Nyarlathoteppppp, ★5, security:PASS) - [Pseudolife Memory](https://github.com/Pseudogiant-xr/Pseudolife-MCP): Persistent memory for MCP-compatible agents: memory bank, fact cortex, dreams, graph. (by Pseudogiant-xr, ★5, security:PASS) - [database-mcp-libsql](https://github.com/arifulislamat/database-mcp): MCP server for libSQL/Turso, local or remote. Read-only by default, row caps, timeouts. (by arifulislamat, ★5, security:PASS) - [ai-architect-mcp-codebase](https://github.com/cdeust/ai-architect-mcp-codebase): Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents. (by cdeust, ★5, security:PASS) - [Postgres MCP](https://github.com/edelciomolina/postgres-mcp): PostgreSQL MCP wrapper with .env credential mapping, tool selection, and safe read-only defaults. (by edelciomolina, ★5, security:PASS) - [servicebricks](https://github.com/holomodular/ServiceBricks): Generate a ServiceBricks C# .NET microservice as a ZIP file. (by holomodular, ★5, security:PASS) - [DB2TOON MCP](https://github.com/kamil5b/db2toon): Read-only SQL database and plain-text SQL dump schema extraction to compact TOON for MCP clients. (by kamil5b, ★5, security:PASS) - [Share HTML](https://github.com/lifeodyssey/share-html): Create sandboxed public-unlisted or access-key-protected HTML previews through a remote MCP server. (by lifeodyssey, ★5, security:PASS) - [Manticore Search](https://github.com/manticoresoftware/mcp-manticore): MCP server for Manticore Search — lets AI assistants query and manage search databases. (by manticoresoftware, ★5, security:PASS) - [agentmem](https://github.com/oxgeneral/agentmem): Lightweight persistent memory for AI agents. Hybrid search. 16 tools. One SQLite file. (by oxgeneral, ★5, security:PASS) - [PlanetScale](https://github.com/planetscale/mcp-server): Connect to PlanetScale databases, branches, schema, query insights, and execute SQL (by planetscale, ★5, security:PASS) - [tmdb-mcp-server](https://github.com/tcehjaava/tmdb-mcp-server): MCP server for The Movie Database (TMDB) API (by tcehjaava, ★5, security:PASS) - [valv](https://github.com/valv-dev/valv/tree/main/packages/mcp): Let coding agents query any SQL database safely. Read-only by default and scoped by your policies. (by valv-dev, ★5, security:PASS) - [vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server): VikingDB integration: collection and index info, vector storage and search. (by KashiwaByte, ★5, security:REVIEW) - [notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server): Notion integration. (by ankitmalik84, ★5, security:PASS) - [bielacki-igdb-mcp-server](https://github.com/bielacki/igdb-mcp-server): Explore and discover video games from the Internet Game Database. Search titles, view detailed inf… (by bielacki, ★4, security:PASS) - [Knowtis](https://github.com/jovandyaz/knowtis-app/tree/main/apps/mcp): Create, search and manage Knowtis collaborative notes from AI assistants. (by jovandyaz, ★4, security:PASS) - [WoWSQL](https://github.com/WoWSQL/MCP-Server): Managed Postgres MCP: projects, SQL, docs search, and storage buckets via OAuth. (by WoWSQL, ★4, security:PASS) - [Stuga](https://github.com/stuga-dev/stuga): Agent edits await review by default in a self-hosted workspace for documents and databases. (by stuga-dev, ★4, security:PASS) - [neuromcp](https://github.com/AdelElo13/neuromcp): Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation (by AdelElo13, ★4, security:PASS) - [redm-mcp](https://github.com/Cmoen11/redm-mcp-public): RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql. (by Cmoen11, ★4, security:PASS) - [backgen](https://github.com/IbrahimKhaled19/BackGen): Generate Express.js backend projects with ORMs, auth, payments, and DevOps (by IbrahimKhaled19, ★4, security:PASS) - [AdoMcp](https://github.com/John0King/AdoMCP): Database MCP server for schema discovery, comments, and SQL queries. (by John0King, ★4, security:PASS) - [quarry](https://github.com/yiminspace/quarry): Safety-railed database access for agents: Postgres, MySQL, Redis. Read-only by default. (by yiminspace, ★4, security:PASS) - [mail-index](https://github.com/unsoldgroup/mail-index): Local-first, read-only MCP server for recall over your Gmail: search, contacts, threads, digests. (by unsoldgroup, ★4, security:PASS) - [Postgres (read-only)](https://github.com/contextflo/postgres-mcp): Read-only Postgres: drop-in for the archived server-postgres, with schema context. (by contextflo, ★4, security:PASS) - [Mitos](https://github.com/dovahkiin-v/mitos): Architectural decision memory for LLM-native workflows — markdown for humans, a graph for agents. (by dovahkiin-v, ★4, security:PASS) - [DataLink](https://github.com/pilat/mcp-datalink): MCP server for secure database access (PostgreSQL, MySQL, SQLite) (by pilat, ★4, security:PASS) - [zordon](https://github.com/piotrkowalczuk/zordon): Supervise a local dev stack — databases, brokers and services declared in an Alphasfile — over MCP. (by piotrkowalczuk, ★4, security:PASS) - [open-memex](https://github.com/stoneskin/open-memex): Local-first memory for AI coding agents — Markdown + SQLite FTS5, shared across editors via MCP. (by stoneskin, ★4, security:PASS) - [nlqueries](https://github.com/nlqueries/nlqueries): Self-hosted natural-language-to-SQL engine with validation for PostgreSQL, MySQL, Snowflake, BigQuery and DuckDB, plus document QA and semantic caching. (by nlqueries, ★4, security:PASS) - [Cortex RMCP](https://github.com/dinglebear-ai/cortex): Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS. (by dinglebear-ai, ★3, security:PASS) - [CliDeck MCP — Network Knowledge](https://github.com/SmartRoot7/clideck-mcp): Free verified network knowledge for AI agents: deterministic answers, honest unknowns. (by SmartRoot7, ★3, security:PASS) - [Citadel](https://github.com/yp3y5akh0v/citadel/tree/master/crates/citadel-mcp): Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools (by yp3y5akh0v, ★3, security:PASS) - [Memory Kernel](https://github.com/Artem362/memory-kernel): Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud. (by Artem362, ★3, security:PASS) - [openLCA MCP Server](https://github.com/Below280/B280-olca-MCP): Connect AI assistants to openLCA. 35 tools for database search, model building, and LCIA. (by Below280, ★3, security:PASS) - [PostgreSQL (hardened, read-only)](https://github.com/Eszetael/postgres-mcp-hardened): Read-only PostgreSQL over MCP. Writes refused at the parsed SQL, plus a READ ONLY transaction. (by Eszetael, ★3, security:PASS) - [brokre](https://github.com/Furowu/brokre): AI-safe credential broker for MCP — run saved SSH/MySQL/psql aliases; passwords never reach AI. (by Furowu, ★3, security:PASS) - [limpet](https://github.com/KSym04/limpet): Persistent engineering memory for AI coding agents. Survives refactors, knows when it is stale. (by KSym04, ★3, security:PASS) - [oraclemcp](https://github.com/MuhDur/oraclemcp): Engine-free, governed Oracle Database MCP server with a fail-closed SQL guard (unofficial). (by MuhDur, ★3, security:PASS) - [SQL Intelligence](https://github.com/MuhDur/plsql-intelligence): Oracle MCP with PL/SQL analysis, lineage, SAST, and change-impact tools. (by MuhDur, ★3, security:PASS) - [amnesic](https://github.com/SurajKGoyal/amnesic): Persistent semantic memory for SQL databases. Postgres, MySQL, MSSQL, SQLite. (by SurajKGoyal, ★3, security:PASS) - [chamber](https://github.com/abm9111/chamber): Indexed note: numbers, capitalised names, file names. Local, no model, no meaning check. (by abm9111, ★3, security:PASS) - [health-os](https://github.com/andronaft/health-os): Local-first personal health record: labs, meds, wearables, food log, deterministic safety checks (by andronaft, ★3, security:PASS) - [Oracle Forms](https://github.com/aoreshkov/oracle-forms-mcp): Serves Oracle Forms module content (.fmb/.mmb/.pll/.olb) from a directory to MCP clients. (by aoreshkov, ★3, security:PASS) - [Local YDB MCP](https://github.com/astandrik/local-ydb-toolkit/tree/main/packages/mcp-server): Operate local-ydb deployments through local or SSH-backed MCP tools. (by astandrik, ★3, security:PASS) - [Beget Hosting](https://github.com/badigit/beget-mcp): Beget hosting: sites, domains, DNS, MySQL, FTP, cron, backups, mail — 73 tools (by badigit, ★3, security:PASS) - [AgentSQL](https://github.com/cuipengdba/agentsql): Guard AI agents' PostgreSQL/MySQL access via MCP: SQL audit, auth, masking, write approval (by cuipengdba, ★3, security:PASS) - [ensembl-mcp-server](https://github.com/cyanheads/ensembl-mcp-server): Look up genes, sequences, variants, homologs, and cross-database xrefs from Ensembl REST. (by cyanheads, ★3, security:PASS) - [dagpipe](https://github.com/devilsfave/dagpipe): Crash-proof LLM pipelines. Resumes from failure without a database. (by devilsfave, ★3, security:PASS) - [Conarium](https://github.com/dogrucanemek-alt/conarium): Governed database access for AI assistants: masking, signed receipts, coverage reconciliation. (by dogrucanemek-alt, ★3, security:PASS) - [Open Food Facts](https://github.com/domdomegg/openfoodfacts-mcp): Search and contribute to the Open Food Facts database. (by domdomegg, ★3, security:PASS) - [al-buddy-memory](https://github.com/flytomoon/al-buddy-memory): Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited. (by flytomoon, ★3, security:PASS) - [Data Studio](https://github.com/geek-fun/data-studio-agent): Unified MCP server for SQL and NoSQL databases, powered by dockit and sqlkit desktop apps (by geek-fun, ★3, security:PASS) - [3ilm-mcp](https://github.com/holistis/3ilm-mcp): Search 1,032 verified smart contract vulnerability findings from Sherlock audits by pattern. (by holistis, ★3, security:PASS) - [wso2-docs-mcp-server](https://github.com/iamvirul/wso2-docs-mcp-server): Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector. (by iamvirul, ★3, security:PASS) - [Vector DB MCP](https://github.com/kroq86/Plojure): Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup. (by kroq86, ★3, security:PASS) - [LightShip](https://github.com/lightshipHQ/lightship): Governed access to production AI-agent traces in an existing ClickHouse store. (by lightshipHQ, ★3, security:PASS) - [Virtual Filesystem](https://github.com/lu-zhengda/mcp-virtual-fs): PostgreSQL-backed virtual filesystem for agents: session isolation, shared stores, POSIX ops, RLS. (by lu-zhengda, ★3, security:PASS) - [mismem](https://github.com/lucasmella-stack/misMEM): Cooperative persistent memory for LLMs: episodes, memories and traits over SQLite (FTS5, Hebbian) (by lucasmella-stack, ★3, security:PASS) - [acmi-mcp](https://github.com/madezmedia/acmi): Persistent agent memory via ACMI — Profile/Signals/Timeline. 16 tools on Upstash Redis. (by madezmedia, ★3, security:PASS) - [Web3 Signals](https://github.com/manavaga/web3-signals-mcp): AI crypto buy/sell signals for 20 assets: 6 data dimensions fused into 0-100 scores. x402 + MCP. (by manavaga, ★3, security:PASS) - [the-commons](https://github.com/mereditharmcgee/the-commons/tree/main/mcp-server-the-commons): AI voices from many models talk to each other. Read free; write with a token that stays out of chat. (by mereditharmcgee, ★3, security:PASS) - [mimer-mcp](https://github.com/mimersql/mimer-mcp): An MCP server with Mimer SQL Database Connectivity (by mimersql, ★3, security:PASS) - [mnemon-mcp](https://github.com/nikitacometa/mnemon-memory-mcp): Persistent layered memory for AI agents. SQLite FTS5, fact versioning, zero-cloud. (by nikitacometa, ★3, security:PASS) - [sqlite](https://github.com/ofershap/mcp-server-sqlite): SQLite MCP — query databases, inspect schemas, explain queries, export data. (by ofershap, ★3, security:PASS) - [Grain](https://github.com/pattrnlabs/grain): Run SQL queries and inspect database schemas through safe, visible MCP tools. (by pattrnlabs, ★3, security:PASS) - [memex](https://github.com/pragneshbagary/memex): Persistent session memory for Claude Code. Local SQLite, no LLMs, no network. (by pragneshbagary, ★3, security:PASS) - [custom-mcp-database](https://github.com/renanlido/custom-mcp-database): Run alias-based queries against PostgreSQL, MySQL, MongoDB and Oracle without exposing credentials. (by renanlido, ★3, security:PASS) - [AuthiChain](https://github.com/undone0603/authichain-unified): Free verification of signed records anchored on Polygon mainnet, plus a free EU DPP check. (by undone0603, ★3, security:PASS) - [th-memory-mcp](https://github.com/worakorn-prince/th-memory-mcp): Local long-term memory MCP server (SQLite) for AI coding agents — OpenCode, Claude Code, Cursor (by worakorn-prince, ★3, security:PASS) - [tgms](https://github.com/zxf-work/tgms): Bi-temporal graph store with 15 verified temporal operators as typed, deterministic MCP tools. (by zxf-work, ★3, security:PASS) - [pg-mnemosyne-mcp](https://github.com/Janadasroor/pg-mnemosyne-mcp): PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants. (by Janadasroor, ★3, security:PASS) - [mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server): Access the MongoDB Atlas API. (by montumodi, ★3, security:PASS) - [Ekwo OS — open source accounting: ledger, invoices and VAT on your own Supabase or Postgres](https://github.com/Ekwo-ai/ekwo-os/tree/main/packages/mcp): Double-entry books an agent keeps as the user: invoices, VAT returns, 107 country packs. (by Ekwo-ai, ★2, security:PASS) - [read-only-local-postgres-mcp-server](https://github.com/hovecapital/read-only-local-postgres-mcp-server): MCP server for read-only PostgreSQL database queries in Claude Desktop (by hovecapital, ★2, security:PASS) - [AltoRank](https://github.com/AltoRank/altorank): Readiness audits, Search Console, keyword research, and SEO drafts into a review queue. (by AltoRank, ★2, security:PASS) - [Costory FinOps MCP](https://github.com/costory-io/costory-finops-mcp-skills): FinOps MCP: query allocated, correlated cloud and AI cost across AWS, GCP, Azure and Snowflake. (by costory-io, ★2, security:PASS) - [haki](https://github.com/GetHaki/Haki): Long-term memory for AI agents: bitemporal fact ledger, contradiction detection, explainability. (by GetHaki, ★2, security:PASS) - [urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp): Search URDB for product integrity scores, enshittification events, and change tracking. (by GetMystAdmin, ★2, security:PASS) - [db-conn-mcp](https://github.com/Idle-Sync/db-conn-mcp): A dead-simple, self-hosted MCP server for securely querying databases via AI agents. (by Idle-Sync, ★2, security:PASS) - [lintbase-mcp](https://github.com/lintbase/lintbase/tree/fix/contact-email/packages/lintbase-mcp): Real-time Firestore schema context for AI coding agents. Stop hallucinating field names. (by lintbase, ★2, security:PASS) - [Shrike](https://github.com/Shrike-Security/shrike-mcp): Governs what AI agents do: tool calls, SQL, commands, files checked against policy before they run. (by Shrike-Security, ★2, security:PASS) - [Redis MCP Server](https://github.com/YawLabs/redis-mcp): Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA advisor (by YawLabs, ★2, security:PASS) - [a2db](https://github.com/yoselabs/a2db): Safe, read-only database access for AI agents. 5 databases, batch queries, SQLGlot. (by yoselabs, ★2, security:PASS) - [fastbcp-mcp](https://github.com/arpe-io/fastbcp-mcp): MCP server for FastBCP — high-performance parallel database export to files and cloud (by arpe-io, ★2, security:PASS) - [Echo Memory](https://github.com/echo-mem/echo-mem): Shared memory for AI agents, as a graph in your own Postgres. Writes never call an LLM. (by echo-mem, ★2, security:PASS) - [colabfit-mcp](https://github.com/colabfit/colabfit-mcp): An MCP server that provides access to the ColabFit database (by colabfit, ★2, security:PASS) - [SQL Server MCP](https://github.com/cvelasquez/mcp-sqlserver): MCP server for DBAs running dozens of SQL Server instances: grouped connections, plans, indexes (by cvelasquez, ★2, security:PASS) - [iz-tolk-mcp — Tolk Compiler for TON](https://github.com/izzzzzi/izTolkMcp): Tolk smart contract compiler for TON — compile, check, and deploy from AI assistants (by izzzzzi, ★2, security:PASS) - [dokploy-mcp-server](https://github.com/sapientsai/dokploy-mcp-server): Dokploy MCP server: manage apps, Docker Compose, databases, domains, backups, and servers. (by sapientsai, ★2, security:PASS) - [memtether](https://github.com/MemTether/MemTether): Cross-client AI memory hub: agents share one SQLite memory.db via file-level pointers. (by MemTether, ★2, security:PASS) - [neo4j-mcp-canary](https://github.com/neo4j-labs/neo4j-mcp-canary): Neo4j MCP Canary — The canary goes first so the rest of us know what's coming (by neo4j-labs, ★2, security:PASS) - [Toolbelt](https://github.com/toolbeltai/toolbelt-skills): A collaborative substrate over your data: vector, knowledge graph, SQL, geospatial, streaming. (by toolbeltai, ★2, security:PASS) - [dbridge-mcp](https://github.com/ugurcl/dbridge-mcp): Query SQLite, PostgreSQL, and MySQL in plain language - read-only, with column masking and limits. (by ugurcl, ★2, security:PASS) - [Scalix Cloud](https://github.com/scalixworld/scalix-cloud-mcp): The agent-native cloud: database, functions, AI, storage, computers. 50 tools, one API key. (by scalixworld, ★2, security:PASS) - [flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server): Access Firebird databases registered in FlameRobin: schema introspection, DDL/DML execution, execution plans and missing index analysis. (by Michael2150, ★2, security:PASS) - [Unfour](https://github.com/zyqzyq/Unfour): Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions. (by zyqzyq, ★2, security:PASS) - [engrava](https://github.com/sovantica/engrava-mcp): MindQL queries, hybrid search, and a thought graph - read/write memory for AI agents. (by sovantica, ★1, security:PASS) - [busabase](https://github.com/busabase/skills): Database for your AI agent. Turn its output into data, docs, skills, and apps you can actually use. (by busabase, ★1, security:PASS) - [nlqdb — analytical memory for AI agents](https://github.com/nlqdb/nlqdb): Analytical memory for AI agents: a real Postgres queried in plain English over MCP. One command. (by nlqdb, ★1, security:PASS) - [RationalBloks](https://github.com/rationalbloks/rationalbloks-mcp): Deploy production REST and Neo4j Graph APIs from JSON schemas in seconds. 49 tools. (by rationalbloks, ★1, security:PASS) - [dvt](https://github.com/getdvt/dvt-plugin): Dashboards as data. Author, validate, render, and share dvt dashboards from any MCP client. (by getdvt, ★1, security:PASS) - [NicheDB](https://github.com/profullstack/niche-db): Sources in, feeds out: an open, ever-growing database of real-time public data, enriched. (by profullstack, ★1, security:PASS) - [db-gateway](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/db-gateway): KVKK/GDPR-compliant LLM-to-database gateway: PII masking, RBAC, rate limiting, audit log (by GuardBee, ★1, security:PASS) - [vector-store-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/vector-store-scanner): Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data (by GuardBee, ★1, security:PASS) - [Atlas](https://github.com/AtlasDevHQ/atlas): Atlas is a YAML-defined semantic layer for analytics — authored by humans, consumed by AI agents. (by AtlasDevHQ, ★1, security:PASS) - [tidebase](https://github.com/BlueprintLabIO/tidebase): Inspect Tidebase agent runs, resolve approval gates, and trigger recovery from your AI assistant. (by BlueprintLabIO, ★1, security:PASS) - [dark-memory-mcp](https://github.com/Opita-Code/dark-memory-mcp): Persistent memory + vibe-loop engine for AI agents. Single Go binary, SQLite-backed, stdio MCP. (by Opita-Code, ★1, security:PASS) - [Engine DJ Library Assistant (unofficial)](https://github.com/Venut-Technologies/engine-dj-mcp): Ask AI about your Engine DJ library: BPM/key search, audits, cues, opt-in playlist and tag edits. (by Venut-Technologies, ★1, security:PASS) - [fasttransfer-mcp](https://github.com/arpe-io/fasttransfer-mcp): MCP server for FastTransfer — high-performance parallel data transfer between databases (by arpe-io, ★1, security:PASS) - [lakexpress-mcp](https://github.com/arpe-io/lakexpress-mcp): MCP server for LakeXpress — automated database-to-cloud data pipeline as Parquet (by arpe-io, ★1, security:PASS) - [Boyce](https://github.com/boyce-io/boyce): Deterministic SQL compiler for AI agents. Your agent stops guessing SQL. (by boyce-io, ★1, security:PASS) - [LiteScope](https://github.com/croc100/Litescope): Operations toolchain for SQLite, Cloudflare D1 & Turso: inspect, diff, migrate, monitor & repair. (by croc100, ★1, security:PASS) - [Patent MCP Server](https://github.com/deeparchi-ai/patent-mcp-server): Patent search over 1.4B global records via Google Patents on BigQuery, with CN coverage. (by deeparchi-ai, ★1, security:PASS) - [ellmos Homebase](https://github.com/ellmos-ai/ellmos-homebase-mcp): Local-first LLM orchestration: memory, knowledge, state, routing, swarm, API discovery, plugins. (by ellmos-ai, ★1, security:PASS) - [ERP Report Engine](https://github.com/gulmezeren2-byte/erp-report-engine): Read-only MCP for the SQL database behind an ERP: provably read-only guard, public benchmark. (by gulmezeren2-byte, ★1, security:PASS) - [Hostim](https://github.com/hostimdev/cli): Deploy and manage apps, databases, volumes and domains on Hostim, an EU cloud hosting platform. (by hostimdev, ★1, security:PASS) - [JDBC MCP Server](https://github.com/igorolv/jdbc-mcp-server): Read-only SQL, plans, schema for AI agents: PostgreSQL, Oracle, SQL Server, Firebird, SQLite, JDBC (by igorolv, ★1, security:PASS) - [InternetData](https://github.com/internetdata/mcp): List InternetData's IP and ASN databases, your license for each, what one holds, and its digests. (by internetdata, ★1, security:PASS) - [Cost Guard MCP](https://github.com/mcpsmiths/cost-guard-mcp): Pre-flight query cost and result-size guardrails for AI agents on BigQuery, Snowflake, Databricks (by mcpsmiths, ★1, security:PASS) - [Discogs](https://github.com/pipeworx-io/mcp-discogs): Discogs MCP — music release / artist / label database (by pipeworx-io, ★1, security:PASS) - [Gdelt](https://github.com/pipeworx-io/mcp-gdelt): GDELT MCP — Global Database of Events, Language, and Tone (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Ygoprodeck](https://github.com/pipeworx-io/mcp-ygoprodeck): YGOPRODeck MCP — Yu-Gi-Oh! trading card game (TCG) database. (by pipeworx-io, ★1, security:PASS) - [redash-mcp](https://github.com/seob717/redash-mcp): Connect Redash to Claude -- query data, manage dashboards, and run SQL with natural language. (by seob717, ★1, security:PASS) - [MCPDBWizard](https://github.com/srmadscience/mcpdbwizard-open): An Oracle MCP server built from the PL/SQL, tables and statements you select. No run-sql tool (by srmadscience, ★1, security:PASS) - [WhisperGraph](https://github.com/whisper-sec/whisper-graph-mcp): The internet's infrastructure graph for AI agents - 46B nodes and edges, free trial via 2 HTTP calls (by whisper-sec, ★1, security:PASS) - [DealWatch](https://github.com/xiaojiou176-open/dealwatcher): Local-first grocery price intelligence with a read-only MCP server. (by xiaojiou176-open, ★1, security:PASS) - [sap-abap-sql](https://github.com/daslabhq/sap-abap-sql-mcp): Checks and fixes ABAP Open SQL for SAP's ADT data-preview console. Connects to nothing. (by daslabhq, ★1, security:PASS) - [Nacre](https://github.com/nacre-work/nacre): Self-hosted permission-aware context layer. Search returns only what the caller may read. (by nacre-work, ★1, security:PASS) - [mcp-run-sql-connectorx](https://github.com/gigamori/mcp-run-sql-connectorx): Execute SQL via ConnectorX and stream results to CSV or Parquet files, supporting PostgreSQL, MariaDB, BigQuery, Redshift, SQL Server and more. (by gigamori, ★1, security:PASS) - [mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db): Unified read-only tools for PostgreSQL, MySQL and SQLite: list databases and tables, describe tables and run queries, enforced at SQL and database level. (by mahAnuj, ★1, security:PASS) - [thinair-data](https://github.com/ThinAirTelematics/thinair-data): Dialect-aware tools for PostgreSQL, MySQL and SQL Server: queries, schema introspection, optimization, migrations and PII scanning. (by ThinAirTelematics, ★1, security:PASS) - [cadence](https://github.com/rajanshxrma/cadence): Local-first health context from WHOOP and Apple Health: sleep, recovery, workouts and personal baselines in a local SQLite store. (by rajanshxrma, ★1, security:PASS) - [Postgres AIops](https://github.com/AIops-tools/Postgres-AIops): Governed PostgreSQL DBA ops: slow-query RCA, bloat/vacuum & blocking-lock analysis; 35 MCP tools. (by AIops-tools, ★0, security:PASS) - [db-access-mcp](https://github.com/Rheopyrin/db-access-mcp): MCP server for Postgres/MySQL/Redshift/SQL Server over SSH/SSM tunnels with secret providers. (by Rheopyrin, ★0, security:PASS) - [MySQL Legacy MCP](https://github.com/Rufflet/mysql-legacy-mcp): Inspect and query MySQL 5.0–5.6; opt-in INSERT/UPDATE/DELETE/DDL. Live-verified 5.0–8.0. (by Rufflet, ★0, security:PASS) - [google-health-mcp](https://github.com/partymola/google-health-mcp): MCP server for the Google Health API, with a local SQLite cache and trend analysis. (by partymola, ★0, security:PASS) - [withings-mcp](https://github.com/partymola/withings-mcp): MCP server for the Withings Health API with OAuth, local SQLite cache, and trend analysis. (by partymola, ★0, security:PASS) - [sqemo](https://github.com/sqemo/sqemo-mcp): Design ERDs with your team's naming standards: query/edit entities and relationships, SQL/DBML (by sqemo, ★0, security:PASS) - [queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp): Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode. (by Yusufihsangorgel, ★0, security:PASS) - [schema-bridge-mcp](https://github.com/rafim-dev/schema-bridge-mcp): Compile SQL and Prisma schemas to Zod, TypeScript and Pydantic, and generate realistic synthetic mock API data. (by rafim-dev, ★0, security:PASS) ## Developer Tools - [PostHog MCP Server](https://github.com/PostHog/posthog/tree/master/services/mcp): Official PostHog MCP Server for product analytics, feature flags, experiments, and more. (by PostHog, ★40149, security:REVIEW) - [Magic-MCP](https://github.com/21st-dev/magic-mcp): Create UI components inspired by 21st.dev design engineers. (by 21st-dev, ★5970, security:PASS) - [Radar Kubernetes MCP Server](https://github.com/skyhook-io/radar): Kubernetes MCP server for diagnosis, resource management, GitOps, and RBAC-enforced operations. (by skyhook-io, ★3641, security:PASS) - [ref-tools-ref-tools-mcp](https://github.com/ref-tools/ref-tools-mcp): Provide your AI coding tools with token-efficient access to up-to-date technical documentation for… (by ref-tools, ★1177, security:PASS) - [mcpProxy](https://github.com/JetBrains/mcp-jetbrains): Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio. (by JetBrains, ★963, security:PASS) - [Octocode MCP - AI Context Platform](https://github.com/bgauryy/octocode): AI code research platform. Search, analyze, and extract insights from any GitHub repository. (by bgauryy, ★945, security:PASS) - [next-devtools-mcp](https://github.com/vercel/next-devtools-mcp): Next.js development tools MCP server with stdio transport (by vercel, ★822, security:REVIEW) - [gk-cli](https://github.com/gitkraken/gk-cli): The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more. (by gitkraken, ★460, security:REVIEW) - [edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-makers-mcp): Deploy HTML content to EdgeOne Pages and get a public URL. (by TencentEdgeOne, ★435, security:PASS) - [Plane](https://github.com/makeplane/plane-mcp-server): The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more. (by makeplane, ★335, security:PASS) - [Postman MCP Server](https://github.com/postmanlabs/postman-mcp-server): Give your AI agents trusted access to the full Postman platform. (by postmanlabs, ★318, security:PASS) - [ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server): Run Python in a code sandbox. (by jamsocket, ★229, security:REVIEW) - [Opik](https://github.com/comet-ml/opik-mcp): Read and score Opik traces, experiments, datasets and prompts from your AI assistant. (by comet-ml, ★219, security:PASS) - [PayPal](https://github.com/paypal/agent-toolkit): The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact wit (by paypal, ★195, security:PASS) - [mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse): Access and manage LLM application prompts created with Langfuse Prompt Management. (by langfuse, ★173, security:REVIEW) - [hostinger-api-mcp](https://github.com/hostinger/api-mcp-server): MCP server for Hostinger API (by hostinger, ★157, security:PASS) - [Twilio](https://github.com/twilio-labs/mcp): Interact with Twilio APIs to send messages, manage phone numbers, configure your account, and more. (by twilio-labs, ★112, security:PASS) - [CHAP Coordinator](https://github.com/BrightbeamAI/chap/tree/main/packages/coordinator-mcp): Auditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations. (by BrightbeamAI, ★104, security:PASS) - [mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci): Fix CircleCI build failures. (by CircleCI-Public, ★93, security:REVIEW) - [Gitee](https://github.com/oschina/mcp-gitee): Gitee API integration, repository, issue, and pull request management, and more. (by oschina, ★66, security:PASS) - [mcp](https://github.com/jsdelivr/globalping-mcp-server): Interact with a global network measurement platform.Run network commands from any point in the world (by jsdelivr, ★64, security:REVIEW) - [Mailgun](https://github.com/mailgun/mailgun-mcp-server): Interact with Mailgun API. (by mailgun, ★62, security:PASS) - [buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server): MCP server exposing Buildkite API data (pipelines, builds, jobs, tests) to AI tooling and editors. (by buildkite, ★54, security:PASS) - [xray](https://github.com/srijanshukla18/xray): Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go. (by srijanshukla18, ★53, security:PASS) - [argot](https://github.com/get-tmonier/argot): Read-only context and complete checks against patterns learned from git history. Local; no LLM. (by get-tmonier, ★50, security:PASS) - [mcp-zenml](https://github.com/zenml-io/mcp-zenml): MCP server for discovering, reading, and changing ZenML resources with compact generic tools (by zenml-io, ★49, security:PASS) - [VeyraX](https://github.com/VeyraX/veyrax-mcp): Single tool to control all 100+ API integrations, and UI components (by VeyraX, ★49, security:REVIEW) - [Rootly](https://github.com/rootlyhq/rootly-mcp-server): Incident management, on-call scheduling, and intelligent analysis powered by Rootly. (by rootlyhq, ★45, security:PASS) - [Hyperiux Vault](https://github.com/Hyperiux-Immersion-Labs/hyperiux-components/tree/main/packages/mcp-server): Browse, inspect, and retrieve installable React and Next.js interaction effects from Hyperiux Vault. (by Hyperiux-Immersion-Labs, ★42, security:PASS) - [Bitrise](https://github.com/bitrise-io/bitrise-mcp): Set up & manage mobile CI/CD on Bitrise: build, test, distribute iOS, Android, Flutter, RN apps. (by bitrise-io, ★42, security:PASS) - [LogiSheets](https://github.com/logisky/logisheets-mcp): An Excel-compatible spreadsheet engine for agents: deterministic formulas, block memory, real .xlsx. (by logisky, ★41, security:PASS) - [mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures): Contract and template management for drafting, reviewing and sending binding contracts via the eSignatures API. (by esignaturescom, ★40, security:PASS) - [apisix-mcp](https://github.com/api7/apisix-mcp): Query and manage all resources in Apache APISIX. (by api7, ★38, security:REVIEW) - [codelogic-mcp-server](https://github.com/lineai-intelligence/lineai-mcp-server): An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant. (by lineai-intelligence, ★37, security:PASS) - [code-context](https://github.com/infino-ai/supergrep): Local code search for AI coding agents: hybrid keyword + semantic + SQL over an index in your repo. (by infino-ai, ★31, security:PASS) - [mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli): Manage Reflag feature flags from chat in your IDE. (by reflagcom, ★25, security:PASS) - [Currents](https://github.com/currents-dev/currents-mcp): Self-healing CI tests and proof of work for AI agents (by currents-dev, ★21, security:PASS) - [growi-mcp-server](https://github.com/growilabs/growi-mcp-server): Integrate with GROWI APIs. (by growilabs, ★20, security:PASS) - [mcp-server](https://github.com/configcat/mcp-server): Enables AI agents to interact with ConfigCat, a feature flag service for teams. (by configcat, ★17, security:PASS) - [firefly-mcp](https://github.com/gofireflyio/firefly-mcp): Discover, manage and codify cloud resources with Firefly. (by gofireflyio, ★16, security:PASS) - [sports-mcp-server](https://github.com/cloudbet/sports-mcp-server): Sports data via the Cloudbet API: upcoming events, live odds, stake limits and market info across soccer, basketball, tennis, esports and more. (by cloudbet, ★14, security:REVIEW) - [SlideSpeak](https://github.com/SlideSpeak/slidespeak-mcp): Create presentations and PowerPoints using AI and SlideSpeak MCP (by SlideSpeak, ★14, security:REVIEW) - [Powerdrill](https://github.com/powerdrillai/powerdrill-mcp): An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights. (by powerdrillai, ★13, security:PASS) - [Riza](https://github.com/riza-io/riza-mcp): Arbitrary code execution and tool-use platform for LLMs by Riza (by riza-io, ★13, security:REVIEW) - [ALAPI](https://github.com/ALAPI-SDK/mcp-alapi-cn): ALAPI MCP Tools,Call hundreds of API interfaces via MCP (by ALAPI-SDK, ★12, security:REVIEW) - [bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp): Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects. (by chunkydotdev, ★11, security:REVIEW) - [conan-mcp](https://github.com/conan-io/conan-mcp): Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities. (by conan-io, ★10, security:PASS) - [testdino-mcp](https://github.com/testdino-hq/testdino-mcp): A MCP server for TestDino (by testdino-hq, ★9, security:PASS) - [etincel-nonfiction](https://github.com/AIStoryHub/etincel): Trainable non-fiction writing voice, presets, and an anti-AI-tells audit for Claude, via MCP. (by AIStoryHub, ★8, security:PASS) - [mcp](https://github.com/Webvizio/mcp): Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio. (by Webvizio, ★6, security:PASS) - [mcp-server](https://github.com/Jungle-Grid/mcp-server): Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid. (by Jungle-Grid, ★4, security:PASS) - [Agile Luminary](https://github.com/AgileLuminary/mcp-agile-luminary): Simpler Project Management - send Agile Luminary stories straight to your IDE (by AgileLuminary, ★3, security:REVIEW) - [PlainSignal](https://github.com/plainsignal/plainsignal-mcp): Official MCP server that connects to PlainSignal's API and querying realtime website analytics data in conversational AI. (by plainsignal, ★3, security:REVIEW) - [yocoolab](https://github.com/Yocoolab/mcp-server): Pin visual feedback on any live web page and send it to Claude Code, Cursor or your AI agent. (by Yocoolab, ★2, security:PASS) - [Verificate MCP](https://github.com/VerificateAI/verificate-mcp-quickstart): Agentic code review, no signup to try: reality gates + frontier-model review, with veto. (by VerificateAI, ★1, security:PASS) - [2ools](https://github.com/2ools/mcp-server): Build, version, review, and export websites, web apps, and games from a conversation. (by 2ools, ★1, security:PASS) - [ARADIA | sovereign & private agentic systems](https://github.com/ARADIA-systems/aradia-mcp-server): On-prem Agentic AI on NVIDIA DGX. Query specs, model CapEx ROI, Purchase & join Partner Program. (by ARADIA-systems, ★1, security:PASS) - [feode-mcp](https://github.com/FarEastAI/feode-mcp): FEODE: AI-accessible precision machining & testing; offshore P&A, subsea wellhead, drill-pipe (by FarEastAI, ★1, security:PASS) - [Homespun](https://github.com/homespunapps/homespun/tree/main/packages/mcp): Deploy a multi-user web app from your agent: hosting, auth, database, and permissions. (by homespunapps, ★1, security:PASS) - [Human For AI](https://github.com/humanforai/humanforai-mcp): Hire a real human for real-world verification, product testing, AI output review, and errands. (by humanforai, ★1, security:PASS) - [pntr](https://github.com/oddunits/pntr-cli): Free developer subdomains with DNS, catch-all email, and webhook capture, managed via MCP. (by oddunits, ★1, security:PASS) - [crapkit](https://github.com/JeanFrancoisGagne/crapkit): Twelve tools to inspect CRAP scores, find work, and check edited functions against their ceiling. (by JeanFrancoisGagne, ★1, security:PASS) - [x402-mcp](https://github.com/x402node/x402-mcp): Hundreds of x402-paid APIs as MCP tools, auto-discovered from Coinbase Bazaar. USDC on Base+Solana. (by x402node, ★1, security:PASS) - [nahook-mcp](https://github.com/getnahook/nahook-mcp): Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints. (by getnahook, ★1, security:PASS) - [vibecheck](https://github.com/Sensie-agents/vibecheck): SomaCheck: get an Aligned or Unaligned reading with model confidence for a proposition, as extra input when reasoning and responding. (by Sensie-agents, ★1, security:PASS) - [serve](https://github.com/servelink-swyftlabs/serve-mcp): Public links for local services and static artifacts: live from your machine or hosted by Serve. (by servelink-swyftlabs, ★0, security:PASS) - [DVERA CT verification tools](https://github.com/SuresoftTechnologies/dvera-plugin): DVERA drives CT verification of mission-critical C/C++: setup, analysis, tests, coverage. (by SuresoftTechnologies, ★0, security:PASS) - [TheRundown Data MCP](https://github.com/TheRundown/data-mcp): Six Product API tools require authentication; protocol metadata discovery is keyless. (by TheRundown, ★0, security:REVIEW) - [wcagc — accessibility scanning](https://github.com/WCAG-Compliance/wcagc-mcp): Deterministic axe-core accessibility scans (WCAG 2.1 AA, EN 301 549, PDF/UA) via your account. (by WCAG-Compliance, ★0, security:PASS) - [Featureflip](https://github.com/canopy-labs/featureflip-mcp): Manage Featureflip feature flags, targeting and rollouts from AI agents and editors. (by canopy-labs, ★0, security:PASS) - [klanex](https://github.com/chrassy/klanex-mcp): Reliable async execution for agent tool calls: schema gating, retries, idempotency, audit trail. (by chrassy, ★0, security:PASS) - [M00N Report](https://github.com/m00nreport/mcp-server): Test management over MCP: author cases, run manual executions, cut releases, read health (by m00nreport, ★0, security:PASS) - [anyhook-mcp](https://github.com/gba3124/anyhook-mcp): Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends. (by gba3124, ★0, security:PASS) - [storybook](https://github.com/storybookjs/storybook/tree/next/code/addons/mcp): Helps agents write and test Storybook stories for UI components. (by storybookjs, ★91201, security:PASS) - [Front-End Checklist](https://github.com/thedaviddias/Front-End-Checklist/tree/main/packages/mcp): Review frontend code and live pages against 386 quality-gated web development rules. (by thedaviddias, ★74372, security:REVIEW) - [claude-flow](https://github.com/ruvnet/ruflo): AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev. (by ruvnet, ★73923, security:PASS) - [Codebase Memory](https://github.com/DeusData/codebase-memory-mcp): Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens. (by DeusData, ★45829, security:PASS) - [Compiler Explorer](https://github.com/compiler-explorer/compiler-explorer): Compile code with thousands of compilers, inspect the assembly, and share godbolt.org links (by compiler-explorer, ★19107, security:PASS) - [Keploy](https://github.com/keploy/keploy): End-to-end API testing — generate and run tests from OpenAPI, curl, Postman, or real user traffic. (by keploy, ★18535, security:PASS) - [Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP): Give your coding agent access to your Figma data. Implement designs in any framework in one-shot. (by GLips, ★15955, security:PASS) - [mobile-mcp](https://github.com/mobile-next/mobile-mcp): MCP server for iOS and Android Mobile Development, Automation and Testing (by mobile-next, ★8686, security:PASS) - [git-mcp](https://github.com/idosal/git-mcp): Generic remote server that provides documentation for any GitHub repository or project. (by idosal, ★8451, security:PASS) - [Repowise](https://github.com/repowise-dev/repowise): Codebase intelligence for AI coding agents — graph, git history, docs, decisions, code health. (by repowise-dev, ★7155, security:PASS) - [XcodeBuildMCP](https://github.com/getsentry/MobileBuildMCP): XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities. (by getsentry, ★6460, security:PASS) - [mockserver](https://github.com/mock-server/mockserver-monorepo): Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP. (by mock-server, ★4983, security:PASS) - [agent-device](https://github.com/callstack/agent-device): MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps (by callstack, ★4892, security:PASS) - [Excel MCP Server](https://github.com/haris-musa/excel-mcp-server): Create, read and edit Excel workbooks without Microsoft Excel. (by haris-musa, ★4211, security:PASS) - [AdsAgent](https://github.com/nowork-studio/notfair-plugin): Google Ads analysis and operations — read performance, manage keywords, bids, and campaigns. (by nowork-studio, ★3898, security:PASS) - [shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server): Access shadcn/ui v4 components, blocks, demos and metadata. (by Jpisnice, ★3024, security:PASS) - [jCodemunch MCP](https://github.com/jgravelle/jcodemunch-mcp): Token-efficient code exploration via tree-sitter AST parsing. 70+ languages, 86-99% token savings. (by jgravelle, ★2731, security:PASS) - [mcp](https://github.com/medplum/medplum): Securely access and manage FHIR healthcare data stored in Medplum. (by medplum, ★2721, security:PASS) - [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp): Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements. (by joshuayoes, ★2188, security:PASS) - [mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager): Task management for coding agents with task memory, self-reflection and dependency management. (by cjo4m06, ★2145, security:REVIEW) - [mcp-cli](https://github.com/IBM/mcp-cli): CLI tool for testing MCP servers. (by IBM, ★2025, security:PASS) - [blitz](https://github.com/blitzdotdev/blitz-mac): Give AI agents full control over iOS/macOS development via a native macOS app with 30+ MCP tools. (by blitzdotdev, ★1752, security:PASS) - [MATLAB MCP Server](https://github.com/matlab/matlab-mcp-server): Connect AI coding agents to MATLAB. Run code, tests, and analysis via MCP. (by matlab, ★1617, security:PASS) - [mcp-language-server](https://github.com/isaacphi/mcp-language-server): Navigate codebases with language server tools: go to definition, find references, rename and diagnostics. (by isaacphi, ★1604, security:PASS) - [ros-mcp-server](https://github.com/robotmcp/ros-mcp-server): Connect AI models like Claude & ChatGPT with ROS robots using MCP (by robotmcp, ★1484, security:PASS) - [mcp](https://github.com/sceneview/sceneview): 3D & AR SDK for Android, iOS, Web — API docs, samples, validation, and code generation. (by sceneview, ★1331, security:PASS) - [monitor](https://github.com/BetterDB-inc/monitor/tree/master/packages/mcp): BetterDB MCP server - Valkey observability for Claude Code and other MCP clients (by BetterDB-inc, ★1302, security:REVIEW) - [MCPJungle](https://github.com/mcpjungle/MCPJungle): 🌳 - Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises) (by mcpjungle, ★1287, security:PASS) - [token-savior](https://github.com/Mibayy/token-savior): Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions. (by Mibayy, ★1162, security:PASS) - [rsdoctor](https://github.com/web-infra-dev/rsdoctor): An MCP server that provides build analysis and optimization recommendations for Rspack projects. (by web-infra-dev, ★1143, security:PASS) - [LLM Sandbox](https://github.com/vndee/llm-sandbox): Securely run LLM-generated code in isolated containers across 7 languages and 3 container backends. (by vndee, ★1129, security:PASS) - [pyscn](https://github.com/ludo-technologies/pyscn): Python code analysis for AI agents: complexity, dead code, clones, coupling, and a health score. (by ludo-technologies, ★1089, security:PASS) - [loki-mode](https://github.com/asklokesh/loki-mode): Autonomous spec-to-product coding-agent CLI with an MCP server exposing 39 tools over stdio. (by asklokesh, ★1083, security:REVIEW) - [Scaleway MCP server](https://github.com/scaleway/scaleway-cli/tree/main/internal/namespaces/mcp): Scaleway MCP server for interacting with the Scaleway APIs (by scaleway, ★1000, security:PASS) - [openapi-mcp-server](https://github.com/janwilmake/openapi-mcp-server): Connect to any HTTP/REST API server using an OpenAPI v3 spec. (by janwilmake, ★903, security:PASS) - [mcp-nixos](https://github.com/utensils/mcp-nixos): Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings. (by utensils, ★851, security:PASS) - [fetch-mcp](https://github.com/zcaceres/fetch-mcp): Fetch JSON, text and HTML data. (by zcaceres, ★829, security:PASS) - [Android MCP](https://github.com/minhalvp/android-mcp-server): 📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB comman (by minhalvp, ★811, security:REVIEW) - [MCP Server for Excel](https://github.com/sbroenne/mcp-server-excel): Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only. (by sbroenne, ★803, security:PASS) - [mcp-server-docker](https://github.com/ckreiling/mcp-server-docker): Manage Docker containers, images, volumes and networks. (by ckreiling, ★746, security:PASS) - [mcp](https://github.com/Buoy-gg/buoy): Let AI agents read and drive a running React Native or Flutter app through Buoy's devtools. (by Buoy-gg, ★692, security:REVIEW) - [wcgw](https://github.com/rusiaaman/wcgw/tree/main/src/wcgw/client/mcp_server/Readme.md): Autonomous shell execution, computer control and coding agent for Mac. (by rusiaaman, ★677, security:PASS) - [rustunnel](https://github.com/joaoh82/rustunnel): Give AI agents public HTTPS/TCP/UDP URLs for any localhost service. Open source, self-hostable. (by joaoh82, ★659, security:PASS) - [TokenSave](https://github.com/aovestdipaperino/tokensave): Code intelligence for 15+ languages: semantic graph queries instead of file reads. 37 MCP tools. (by aovestdipaperino, ★656, security:PASS) - [sqz](https://github.com/ojuschugh1/sqz): Pre-injection context compression for coding agents. Zero LLM calls, zero telemetry, offline-safe. (by ojuschugh1, ★640, security:REVIEW) - [mcp-link](https://github.com/automation-ai-labs/mcp-link): Integrate any API with AI agents using its OpenAPI schema. (by automation-ai-labs, ★624, security:REVIEW) - [figma-use](https://github.com/dannote/figma-use): Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports. (by dannote, ★607, security:PASS) - [Decionis Commerce Gate MCP](https://github.com/decionis/agent-safe-pipeline/tree/master/packages/commerce-mcp): Commerce preflights, Walmart mappings, D365 authorization, and offer checks; no external writes. (by decionis, ★587, security:PASS) - [mcp-pandoc](https://github.com/vivekVells/mcp-pandoc): Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more. (by vivekVells, ★582, security:PASS) - [Hex Graph](https://github.com/levnikolaevich/claude-code-skills): Deterministic layered code graph MCP server with framework overlays and SCIP interop. (by levnikolaevich, ★569, security:PASS) - [webcomponents-react-mcp-server](https://github.com/UI5/webcomponents-react/tree/main/packages/mcp-server): MCP server for UI5 Web Components for React - Developer documentation and API assistance (by UI5, ★541, security:PASS) - [token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp): Context-window optimization: caching, compression & smart file tools that cut tokens 60-90%. (by ooples, ★538, security:PASS) - [anytype-mcp](https://github.com/anyproto/anytype-mcp): Official MCP server for Anytype API - your encrypted, local and collaborative wiki. (by anyproto, ★527, security:PASS) - [claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you): VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation. (by jasonjmcghee, ★516, security:PASS) - [docker-mcp](https://github.com/QuantGeekDev/docker-mcp): Docker container management and operations. (by QuantGeekDev, ★503, security:REVIEW) - [Hevy MCP Server](https://github.com/chrisdoc/hevy-mcp): MCP server for managing workouts, routines, and exercise data through the Hevy API (by chrisdoc, ★501, security:PASS) - [strava-mcp](https://github.com/r-huijts/strava-mcp): MCP server for accessing Strava API (by r-huijts, ★496, security:PASS) - [Claudexor](https://github.com/razzant/claudexor): Route coding work across Claude Code, Codex, Cursor, and OpenCode with shared context. (by razzant, ★494, security:PASS) - [Flyto Core](https://github.com/flytohub/flyto-core): Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto. (by flytohub, ★483, security:PASS) - [Octocode](https://github.com/Muvon/octocode): AI-powered code indexer with semantic search and knowledge graphs (by Muvon, ★479, security:PASS) - [EVMole](https://github.com/cdump/evmole/tree/master/agent/mcp): Local structured analysis of deployed EVM runtime bytecode (by cdump, ★467, security:PASS) - [Firefox DevTools MCP](https://github.com/mozilla/firefox-devtools-mcp): Control and debug Firefox: navigate, fill forms, inspect network and console, profile. (by mozilla, ★460, security:PASS) - [mcp-cli](https://github.com/wong2/mcp-cli): CLI tool for testing MCP servers. (by wong2, ★446, security:PASS) - [droidmind](https://github.com/hyperb1iss/droidmind): Android device control, debugging, system analysis and UI automation, with a security framework. (by hyperb1iss, ★435, security:PASS) - [Zapier](https://github.com/zapier/zapier-mcp): Hosted MCP server connecting AI assistants to 9,000+ apps and 40,000+ actions via Zapier. (by zapier, ★427, security:PASS) - [context](https://github.com/neuledge/context): Local-first documentation for AI agents. Offline, instant, private doc retrieval. (by neuledge, ★418, security:PASS) - [humanizer-ru](https://github.com/ilyautov/humanizer-ru): Следы нейросети в русском тексте: балл чистоты 0-100, запреты и маркеры с позициями, факт-замок. (by ilyautov, ★411, security:PASS) - [mcp-graphql](https://github.com/blurrah/mcp-graphql): Query GraphQL servers. (by blurrah, ★407, security:PASS) - [mcp-server-12306](https://github.com/drfccv/mcp-server-12306): An MCP server that provides 12306 ticket query (by drfccv, ★403, security:PASS) - [flutter-skill](https://github.com/ai-dashboad/flutter-skill): AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero test code needed. (by ai-dashboad, ★385, security:PASS) - [xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server): Xcode integration for project management, file operations and build automation. (by r-huijts, ★385, security:PASS) - [Ghost in the Droid](https://github.com/ghost-in-the-droid/android-agent): Give any LLM agent a real Android or iPhone as its body. 62 MCP tools for mobile automation. (by ghost-in-the-droid, ★377, security:PASS) - [DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server): Official DeepSeek MCP server for chat, completion, model listing, and balance endpoints. (by DMontgomery40, ★354, security:PASS) - [jetbrains-index-mcp-plugin](https://github.com/hechtcarmel/jetbrains-index-mcp-plugin): JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more. (by hechtcarmel, ★350, security:PASS) - [ClaudeR - RStudio MCP Server](https://github.com/IMNMV/ClaudeR): Connect RStudio to AI assistants for interactive R coding and data analysis. (by IMNMV, ★349, security:PASS) - [walkerOS Flow](https://github.com/elbwalker/walkerOS/tree/main/packages/mcps/mcp): Build, validate, simulate, and deploy walkerOS event pipelines (by elbwalker, ★347, security:PASS) - [Unity MCP](https://github.com/isuzu-shiranui/UnityMCP): Unity Editor automation for AI agents: scenes, prefabs, assets, shaders, Timeline, tests, builds. (by isuzu-shiranui, ★331, security:PASS) - [Svelte MCP](https://github.com/sveltejs/ai-tools/tree/main/packages/mcp-stdio): The official Svelte MCP server providing docs and autofixing tools for Svelte development (by sveltejs, ★330, security:PASS) - [mcp-server](https://github.com/PackmindHub/packmind/tree/main/apps/mcp-server): Packmind captures, scales, and enforces your organization's technical decisions. (by PackmindHub, ★316, security:PASS) - [mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb): Interact with iOS simulators (iPhone, iPad and more) through natural language commands. (by InditexTech, ★316, security:PASS) - [MCP Fiscal Brasil](https://github.com/DeHor-Labs/mcp-fiscal-brasil): Ferramentas fiscais brasileiras: CNPJ, NF-e, IBS/CBS, ICMS, Simples Nacional, NCM/CFOP. Sem API key. (by DeHor-Labs, ★314, security:PASS) - [Apollo MCP Server](https://github.com/apollographql/apollo-mcp-server): MCP server that exposes GraphQL operations as tools for AI models. (by apollographql, ★310, security:PASS) - [mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code): Implements Claude Code-like capabilities for code understanding, modification and project analysis. (by SDGLBL, ★305, security:PASS) - [FileScopeMCP](https://github.com/admica/FileScopeMCP): Identifies important files in a codebase from dependency relationships, with diagrams and importance scores. (by admica, ★302, security:PASS) - [rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server): Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization. (by Govcraft, ★300, security:PASS) - [consult7](https://github.com/szeider/consult7): Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code (by szeider, ★296, security:PASS) - [AsDecided](https://github.com/asdecided/core): Read-only access to deterministic engineering decisions stored in a local repository. (by asdecided, ★295, security:PASS) - [contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp): Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates. (by OpenZeppelin, ★294, security:PASS) - [kolibri](https://github.com/public-ui/kolibri): Accessible KoliBri web component samples, specs, docs and scenarios. (by public-ui, ★283, security:PASS) - [mcp-ap2](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/ap2): DEPRECATED: no live endpoint (AP2 is a spec; ap2.googleapis.com serves no API) (by codespar, ★272, security:PASS) - [mcp-braintree](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/braintree): MCP server for Braintree (PayPal) — global card processing via GraphQL: charge, refund, vault (by codespar, ★272, security:PASS) - [mcp-brasil-api](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/brasil-api): MCP server for BrasilAPI — CEP, CNPJ, banks, FIPE, holidays, weather (by codespar, ★272, security:PASS) - [mcp-caf](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/caf): DEPRECATED: no live endpoint (api.caf.io does not resolve) (by codespar, ★272, security:PASS) - [mcp-certta](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/certta): DEPRECATED: no live endpoint (api.certta.com.br does not resolve) (by codespar, ★272, security:PASS) - [mcp-dock](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/dock): DEPRECATED: no live endpoint (api.dock.tech does not resolve) (by codespar, ★272, security:PASS) - [mcp-facturapi](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/facturapi): FacturAPI — Mexican CFDI e-invoicing (by codespar, ★272, security:PASS) - [mcp-jumio](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/jumio): MCP server for Jumio — global identity verification + KYX: documents, liveness, AML screening (by codespar, ★272, security:PASS) - [mcp-matera](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/matera): DEPRECATED: no live endpoint (api.matera.com does not resolve) (by codespar, ★272, security:PASS) - [mcp-nubank](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/nubank): DEPRECATED: no live endpoint (api.nubank.com.br does not resolve) (by codespar, ★272, security:PASS) - [mcp-onfido](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/onfido): MCP server for Onfido — global identity verification + KYC: applicants, documents, checks, workflows (by codespar, ★272, security:PASS) - [mcp-persona](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/persona): MCP server for Persona — developer-first identity verification + KYC (inquiries, accounts, reports) (by codespar, ★272, security:PASS) - [mcp-pix-bcb](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/pix-bcb): MCP server for Pix BCB API — official Banco Central do Brasil Pix standard (by codespar, ★272, security:PASS) - [mcp-rinne](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/rinne): Brazilian card acquiring API — merchants, cards-on-file, 3DS, PIX, banking, pricing. (by codespar, ★272, security:PASS) - [mcp-shopee](https://github.com/codespar/mcp-dev-latam/tree/main/packages/ecommerce/shopee): MCP server for Shopee — LatAm marketplace Partner API v2 (orders, products, shipping, returns) (by codespar, ★272, security:PASS) - [mcp-shopify](https://github.com/codespar/mcp-dev-latam/tree/main/packages/ecommerce/shopify): MCP server for Shopify — Admin REST API (orders, products, customers, inventory, fulfillments) (by codespar, ★272, security:PASS) - [mcp-unico](https://github.com/codespar/mcp-dev-latam/tree/main/packages/identity/unico): DEPRECATED: no live endpoint (api.unico.co does not resolve) (by codespar, ★272, security:PASS) - [mcp-x402](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/x402): DEPRECATED: no live endpoint (api.x402.org does not resolve) (by codespar, ★272, security:PASS) - [gopeak](https://github.com/HaD0Yun/Doyunha-Gopeak): GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools, LSP, DAP, screenshots. (by HaD0Yun, ★264, security:PASS) - [QVeris](https://github.com/QVerisAI/qveris-agent-toolkit/tree/main/packages/mcp): Discover, inspect, quote, and call external tools, with usage and final credit settlement audits (by QVerisAI, ★261, security:PASS) - [code-runner](https://github.com/formulahendry/mcp-server-code-runner): Code Runner MCP Server which can run code in various programming languages. (by formulahendry, ★245, security:PASS) - [llmtrim](https://github.com/fkiene/llmtrim): MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost. (by fkiene, ★244, security:PASS) - [iphone-mirroir-mcp](https://github.com/jfarcand/mirroir-mcp): Control a real iPhone through macOS iPhone Mirroring: screenshot, tap, swipe, type. (by jfarcand, ★244, security:PASS) - [Figma-Flutter-MCP](https://github.com/mhmzdev/figma-flutter-mcp): Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations. (by mhmzdev, ★244, security:PASS) - [Vexor](https://github.com/scarletkc/vexor): A semantic search engine for files and code. (by scarletkc, ★242, security:PASS) - [google-analytics-mcp](https://github.com/surendranb/google-analytics-mcp): GA4 MCP server for AI agents: schema discovery, server-side aggregation, analysis-ready defaults. (by surendranb, ★242, security:PASS) - [mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server): Generate interactive mind maps. (by YuChenSSR, ★240, security:PASS) - [gograph](https://github.com/ozgurcd/gograph): Local Go repository call graphs and structural analysis for coding agents over stdio. (by ozgurcd, ★227, security:PASS) - [three.ws Activity](https://github.com/nirholas/three.ws/tree/main/packages/activity-mcp): Trending agents and coins, the $THREE holder leaderboard, and the site-wide activity ticker. (by nirholas, ★224, security:PASS) - [three.ws Brain](https://github.com/nirholas/three.ws/tree/main/packages/brain-mcp): List LLM providers and run chat completions through the three.ws multi-provider router. (by nirholas, ★224, security:PASS) - [Metaplex Agent Registry](https://github.com/nirholas/three.ws/tree/main/packages/metaplex-agent-mcp): Deploy AI agents on-chain on Solana with an EIP-8004 identity. Deploy fee funds $THREE buybacks. (by nirholas, ★224, security:PASS) - [three.ws Tutor](https://github.com/nirholas/three.ws/tree/main/packages/tutor-mcp): Read a Pay-As-You-Learn tutoring session's itemized tab and close it for an attested invoice. (by nirholas, ★224, security:PASS) - [VSCode Devtools](https://github.com/biegehydra/BifrostMCP): Connect to the VS Code IDE and use semantic tools like find usages. (by biegehydra, ★223, security:PASS) - [Antigravity Link](https://github.com/cafeTechne/antigravity-link-extension): MCP server and OpenAPI-backed mobile companion for controlling Antigravity IDE sessions (by cafeTechne, ★220, security:PASS) - [claude-mermaid](https://github.com/veelenga/claude-mermaid): Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export. (by veelenga, ★215, security:PASS) - [Financial Modeling Prep (fmpsdk)](https://github.com/daxm/fmpsdk): Financial Modeling Prep API as MCP tools — quotes, statements, prices, and ~240 endpoints. (by daxm, ★214, security:RISK) - [CortexPilot Read-only MCP](https://github.com/xiaojiou176-open/codeflow): Read-only MCP server for CortexPilot workflows, queue state, proof, replay, and incident summaries. (by xiaojiou176-open, ★207, security:PASS) - [mcp-abap-abap-adt-api](https://github.com/mario-andreschak/mcp-abap-abap-adt-api): MCP server wrapping abap-adt-api for ABAP ADT development workflows against SAP systems (by mario-andreschak, ★202, security:PASS) - [mcp-text-editor](https://github.com/tumf/mcp-text-editor): Line-oriented text file editor with partial file access to minimize token usage. (by tumf, ★200, security:PASS) - [telnyx](https://github.com/team-telnyx/telnyx-node): Official TypeScript library for the Telnyx API (by team-telnyx, ★197, security:PASS) - [macOS-MCP](https://github.com/CursorTouch/MacOS-MCP): MCP server for macOS desktop automation via the Accessibility API. (by CursorTouch, ★194, security:PASS) - [SandBase](https://github.com/sandbaseai/cli): Connect MCP clients to 2,000+ AI models without managing provider API keys. (by sandbaseai, ★188, security:PASS) - [Sanity](https://github.com/sanity-io/agent-toolkit): Direct access to your Sanity projects (content, datasets, releases, schemas) and agent rules (by sanity-io, ★188, security:PASS) - [claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp): Reusable prompt templates, multi-step workflow chains, and quality gates for any MCP client. (by minipuft, ★187, security:PASS) - [dash-mcp-server](https://github.com/Kapeli/dash-mcp-server): MCP server for Dash, the macOS API documentation browser. Search 200+ docsets. (by Kapeli, ★185, security:PASS) - [trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp): Code graph MCP: 81 languages, 88 frameworks, 72.7% fewer PR-review tokens, comprehension at parity (by nikolai-vysotskyi, ★185, security:PASS) - [SvGrid](https://github.com/sv-grid/sv-grid/tree/main/packages/mcp): Checks AI-written SvGrid code against the real API, plus version-pinned Svelte 5 grid docs. (by sv-grid, ★179, security:PASS) - [mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow): Connect to Apache Airflow. (by yangkyeongmo, ★178, security:PASS) - [Godot MCP](https://github.com/satelliteoflove/godot-mcp): Agent-driven Godot playtesting: editor control, input injection, game-time stepping, live state. (by satelliteoflove, ★172, security:PASS) - [Codex Bridge](https://github.com/Fanch-hui/codex-bridge): Connect MCP clients to local Codex Bridge agents, projects, approvals and workspace tools. (by Fanch-hui, ★169, security:PASS) - [ai-distiller-mcp](https://github.com/janreges/ai-distiller): Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs. (by janreges, ★169, security:PASS) - [any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp): Chat with any OpenAI SDK-compatible Chat Completions API, such as Perplexity, Groq and xAI. (by pyroprompts, ★165, security:PASS) - [office-oxide-mcp](https://github.com/Aimino-Tech/opendocswork-mcp): Rust-native MCP server for Office document processing (by Aimino-Tech, ★163, security:PASS) - [mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket): Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code. (by aashari, ★163, security:PASS) - [arbor](https://github.com/Anandb71/arbor): The Graph-Native Intelligence Layer for Code. (by Anandb71, ★160, security:PASS) - [Rails AI Context](https://github.com/crisnahine/rails-ai-context): 45 MCP tools give AI agents live Rails schema, routes, models, and conventions. (by crisnahine, ★159, security:PASS) - [postman-mcp-server](https://github.com/delano/postman-mcp-server): Interact with the Postman API. (by delano, ★159, security:PASS) - [svelte-llm-mcp](https://github.com/khromov/svelte-llm-mcp): An MCP server that provides access to Svelte 5 and SvelteKit documentation (by khromov, ★158, security:PASS) - [Miro](https://github.com/miroapp/miro-ai): Official Miro MCP server - Supports context to code and creating diagrams, docs, and data tables. (by miroapp, ★158, security:PASS) - [agent-lsp](https://github.com/blackwell-systems/agent-lsp): Orchestrates language servers into 65 code-intelligence tools across 32 languages, token-optimized. (by blackwell-systems, ★156, security:PASS) - [website-downloader](https://github.com/pskill9/website-downloader): Download entire websites using wget, preserving their structure and converting links to work locally. (by pskill9, ★156, security:REVIEW) - [hypertool-mcp](https://github.com/toolprint/hypertool-mcp): Dynamically expose tools from proxied servers based on an Agent Persona (by toolprint, ★155, security:PASS) - [livetennisapi-mcp](https://github.com/livetennisapi/livetennisapi-mcp): Live tennis scores, players, rankings, odds and win-probability. ATP, WTA, Challenger, ITF, juniors. (by livetennisapi, ★152, security:PASS) - [wechat-devtools-mcp](https://github.com/WaterTian/wechat-devtools-mcp): MCP Server for WeChat DevTools CLI - Automate development & testing with 7 aggregated APIs. (by WaterTian, ★150, security:PASS) - [mockd](https://github.com/getmockd/mockd): Multi-protocol API mock server: HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, SOAP. (by getmockd, ★147, security:PASS) - [Paperless-MCP](https://github.com/baruchiro/paperless-mcp): An MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in yo (by baruchiro, ★146, security:PASS) - [Benzi](https://github.com/oooscoos/Benzi): Compiler-backed code intelligence: calls, data flow, references and class hierarchy as tools. (by oooscoos, ★139, security:PASS) - [build](https://github.com/Dave-London/Pare): Structured build tool output (tsc, generic commands) as typed JSON diagnostics. (by Dave-London, ★138, security:PASS) - [cesium-mcp-dev](https://github.com/gaopengbin/cesium-mcp/tree/main/packages/cesium-mcp-dev): CesiumJS API docs, code generation and development tools for IDE AI assistants. (by gaopengbin, ★138, security:PASS) - [evalview-mcp](https://github.com/hidai25/eval-view): Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude. (by hidai25, ★137, security:PASS) - [Ignite UI MCP Server](https://github.com/IgniteUI/igniteui-cli): Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding (by IgniteUI, ★136, security:PASS) - [Avrotize](https://github.com/clemensv/avrotize): Schema conversion and schema-driven code generation MCP server. (by clemensv, ★131, security:PASS) - [mcp](https://github.com/augmnt/augments-mcp-server): Augments MCP Server - A comprehensive framework documentation provider for Claude Code (by augmnt, ★128, security:PASS) - [Suede Skills MCP](https://github.com/JasonColapietro/suede-creator-skills/tree/main/mcp): Read-only access to 71 Suede skills: discovery, install options, SEO audits, A-F grading. (by JasonColapietro, ★126, security:PASS) - [Reloaderoo](https://github.com/cameroncooke/reloaderoo): A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate o (by cameroncooke, ★125, security:PASS) - [godoc-mcp](https://github.com/mrjoshuak/godoc-mcp): Token-efficient access to Go package documentation and types without reading entire source files. (by mrjoshuak, ★124, security:PASS) - [Codesys-mcp-toolkit](https://github.com/johannesPettersson80/codesys-mcp-toolkit): A Model Context Protocol (MCP) server for CODESYS V3 programming environments. (by johannesPettersson80, ★124, security:PASS) - [p4mcp-server](https://github.com/perforce/p4mcp-server): Perforce P4 MCP Server is a MCP server that integrates with the Perforce P4 version control system. (by perforce, ★122, security:PASS) - [docs-mcp](https://github.com/frumu-ai/tandem): Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help. (by frumu-ai, ★121, security:PASS) - [lm](https://github.com/houtini-ai/houtini-lm): Connect Claude to any OpenAI-compatible LLM endpoint and offload routine work to a local model. (by houtini-ai, ★120, security:PASS) - [sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp): Semantic code search and navigation that reduces token waste. (by st3v3nmw, ★119, security:PASS) - [GoSQLX](https://github.com/ajitpratap0/GoSQLX): SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects. (by ajitpratap0, ★118, security:PASS) - [Prometheus MCP Server](https://github.com/prometheus/prometheus-mcp): An API-complete MCP server to manage Prometheus-compatible backends. (by prometheus, ★117, security:PASS) - [Flameox](https://github.com/morluto/flameox): Bounded local runtime evidence from explicit artifacts and typed direct targets. (by morluto, ★116, security:PASS) - [Three.js DevTools MCP](https://github.com/DmitriyGolub/threejs-devtools-mcp): Inspect and edit Three.js scenes, materials, shaders, lights in real time from any AI agent (by DmitriyGolub, ★115, security:PASS) - [lldb-mcp](https://github.com/stass/lldb-mcp): LLDB integration for binary and core file analysis, debugging and disassembly. (by stass, ★114, security:PASS) - [django-telescope](https://github.com/vintasoftware/django-ai-boost): A Model Context Protocol (MCP) server for Django applications, inspired by Laravel Boost (by vintasoftware, ★113, security:PASS) - [ckb](https://github.com/SimplyLiz/ckb): Code intelligence MCP server — 80+ tools for navigation, impact analysis, and architecture (by SimplyLiz, ★110, security:PASS) - [jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin): JetBrains IDE plugin giving coding agents programmatic control of the debugger. (by hechtcarmel, ★108, security:PASS) - [SuperCompress](https://github.com/Supercompress/Supercompress/tree/main/packages/proxy): Compress coding-agent context ~64%. Hosted Neural Keep MCP for Cursor/Claude/Codex. (by Supercompress, ★104, security:PASS) - [mcp-gopls](https://github.com/hloiseau/mcp-gopls): Go code analysis via gopls, the Go language server. (by hloiseau, ★102, security:PASS) - [Basecamp](https://github.com/georgeantonopoulos/Basecamp-MCP-Server): Integration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration (by georgeantonopoulos, ★101, security:PASS) - [Wayfinder](https://github.com/StayCurious-Xuan/wayfinder): Read local AI coding paths, decisions, and branches as an in-host voyage map. (by StayCurious-Xuan, ★99, security:PASS) - [godot-mcp-enhanced](https://github.com/wgt19861219/godot-mcp-enhanced): Enhanced Godot 4.5-4.7 MCP: headless+editor+bridge, secure GDScript sandbox, closed-loop AI dev. (by wgt19861219, ★99, security:PASS) - [mellos-mapping](https://github.com/GuangminJu/mellos-mapping): Live layered dependency map for bottom-up development, drawn by the agent in a terminal pane. (by GuangminJu, ★98, security:PASS) - [Unreal Engine API Documentation](https://github.com/Codeturion/unreal-api-mcp): Accurate UE5 C++ API docs for AI agents. Prevents hallucinated signatures and includes. (by Codeturion, ★96, security:PASS) - [tsbootstrap](https://github.com/astrogilda/tsbootstrap): Read-only time-series bootstrap server: diagnose a series and compute confidence intervals. (by astrogilda, ★95, security:PASS) - [cynicalsally](https://github.com/w1ckedxt/cynical-sally): Brutally honest code reviews: scores, real issues, and usable fixes. CLI + MCP server. (by w1ckedxt, ★95, security:PASS) - [mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity): Interact with the Perplexity API. (by tanigami, ★95, security:PASS) - [llm-router](https://github.com/ypollak2/llm-router): Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost. (by ypollak2, ★93, security:PASS) - [PhpCodeArcheology](https://github.com/PhpCodeArcheology/PhpCodeArcheology): PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis. (by PhpCodeArcheology, ★92, security:PASS) - [a11ymcp](https://github.com/ronantakizawa/a11ymcp): Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection. (by ronantakizawa, ★92, security:PASS) - [Arm MCP Server](https://github.com/arm/mcp): Official Arm MCP server for code migration, optimization, and Arm architecture guidance (by arm, ★91, security:PASS) - [AAI Gateway](https://github.com/gybob/aai-gateway): Unified MCP & Skill management gateway, shared across AI agents, 99% context token savings (by gybob, ★90, security:PASS) - [mcp-openapi](https://github.com/ReAPI-com/mcp-openapi): Discover and explain OpenAPI specifications and generate code or mock data from them. (by ReAPI-com, ★90, security:PASS) - [jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server): JVM-based MCP server implementation. (by xzq-xu, ★90, security:PASS) - [mcp_server_ros_2](https://github.com/wise-vision/ros2_mcp): View ROS 2 nodes and topics, and call services and actions via MCP (by wise-vision, ★89, security:PASS) - [mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp): Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app. (by abrinsmead, ★89, security:PASS) - [multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp): Query multiple Ollama models and combine their responses for diverse perspectives on a single question. (by YuChenSSR, ★88, security:PASS) - [unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server): Control the Unitree Go2 robot with natural language commands interpreted by an LLM. (by lpigeon, ★87, security:PASS) - [gin-mcp](https://github.com/ckanthony/gin-mcp): Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools. (by ckanthony, ★85, security:PASS) - [xcodebuild](https://github.com/ShenghaiWang/xcodebuild): Build iOS Xcode workspaces or projects and feed errors back to the LLM. (by ShenghaiWang, ★85, security:PASS) - [hotelbooking-ai](https://github.com/RollingGo-AI/RollingGo-Hotel-MCP-Global): RollingGo Hotel Booking MCP Server (Global/AI Edition) (by RollingGo-AI, ★84, security:PASS) - [Kibana](https://github.com/TocharianOU/mcp-server-kibana): Kibana MCP Server with dynamic API discovery and comprehensive Elastic Stack integration (by TocharianOU, ★83, security:PASS) - [ClariLayer](https://github.com/clarilayer/clarilayer): Individual-analyst context layer: recall, remember, and reconcile your data and engineering context. (by clarilayer, ★82, security:PASS) - [jDataMunch MCP](https://github.com/jgravelle/jdatamunch-mcp): Tabular data retrieval. Index CSV/Excel, query rows, aggregate. 99%+ savings vs raw file reads. (by jgravelle, ★82, security:PASS) - [redmine-mcp-server](https://github.com/jztan/redmine-mcp-server): MCP server that lets AI assistants manage Redmine issues, projects, wikis, and time tracking (by jztan, ★82, security:PASS) - [google-docs](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/google-docs): MCP server for Google Docs integration with OAuth2 and service account support. (by pulsemcp, ★81, security:PASS) - [mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse): Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations. (by lamemind, ★81, security:PASS) - [auto-mobile](https://github.com/zillow/auto-mobile): Android automation tool suite for developer workflows and testing. (by zillow, ★80, security:PASS) - [MarkuprPlus](https://github.com/hashfunction/MarkuprPlus): Records your screen and voice, returns one annotated screenshot and finding per mark. (by hashfunction, ★79, security:PASS) - [mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira): Atlassian Jira Cloud: work with projects, issues, comments and related development information. (by aashari, ★77, security:PASS) - [mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server): Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs. (by zaizaizhao, ★77, security:PASS) - [mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer): Token-efficient access to OpenAPI/Swagger specs via MCP Resources. (by kadykov, ★76, security:PASS) - [ipybox](https://github.com/gradion-ai/ipybox): Unified execution environment for Python code, shell commands, and programmatic MCP tool calls (by gradion-ai, ★75, security:PASS) - [jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server): Performance testing with JMeter. (by QAInsights, ★75, security:PASS) - [asc-mcp](https://github.com/zelentsov-dev/asc-mcp): Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API. (by zelentsov-dev, ★75, security:PASS) - [piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server): Generate media with Midjourney, Flux, Kling, Hunyuan, Udio and Trellis via PiAPI. (by apinetwork, ★75, security:PASS) - [MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha): Query the Wolfram Alpha API. (by SecretiveShell, ★75, security:PASS) - [memcord](https://github.com/ukkit/memcord): Organize and search chat history with AI-generated summaries and secure memory. (by ukkit, ★74, security:PASS) - [altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp): File I/O and primitive-placement tools so AI assistants can create and manage Altium libraries. (by embedded-society, ★72, security:PASS) - [Trustabl](https://github.com/trustabl/agent-reliability-analyzer): Find and fix reliability and safety gaps in agent code, across nine agent SDKs. (by trustabl, ★72, security:PASS) - [Cisco Modeling Labs CML](https://github.com/xorrkaz/cml-mcp): An MCP server that provides access to common Cisco Modeling Labs (CML) operations. (by xorrkaz, ★72, security:PASS) - [nvim-mcp](https://github.com/linw1995/nvim-mcp): Interact with Neovim. (by linw1995, ★72, security:PASS) - [amazon_ads_mcp](https://github.com/KuudoAI/amazon_ads_mcp): Amazon Ads API MCP server for Amazon Advertising API (by KuudoAI, ★71, security:PASS) - [Nutrient DWS MCP Server](https://github.com/PSPDFKit/nutrient-dws-mcp-server): Nutrient Processor + Data Extraction MCP: convert, OCR, sign, redact, and extract PDFs/Office docs. (by PSPDFKit, ★71, security:PASS) - [brainstorm-mcp](https://github.com/spranab/brainstorm-mcp): Multi-model AI brainstorming debates with code review and quick perspectives (by spranab, ★71, security:PASS) - [android](https://github.com/martingeidobler/android-mcp-server): Control Android devices and emulators via ADB — screenshots, UI automation, and logcat. (by martingeidobler, ★70, security:PASS) - [mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp): MCP server for MDMA — exposes spec, prompts, docs, and package metadata to AI assistants. (by MobileReality, ★69, security:PASS) - [aicanvas](https://github.com/aicanvas-me/aicanvas/tree/main/mcp): Browse and install 75+ free animated, shadcn-compatible React components from AI Canvas. (by aicanvas-me, ★68, security:PASS) - [Unity API Documentation](https://github.com/Codeturion/unity-api-mcp): Accurate Unity API docs (2022/2023/6) for AI agents. Prevents hallucinated signatures. (by Codeturion, ★67, security:PASS) - [RvtMcp](https://github.com/bimwright/rvt-mcp): MCP gateway for Autodesk Revit 2022-2027 - toolset gating + Transaction-safe batch execution. (by bimwright, ★67, security:PASS) - [thoughtbox](https://github.com/Kastalien-Research/thoughtbox): Extended reasoning with structured processes, persistence, and workflow guidance (by Kastalien-Research, ★66, security:PASS) - [mcp-miro](https://github.com/k-jarzyna/mcp-miro): Miro integration exposing the functionality of the Miro SDK. (by k-jarzyna, ★66, security:PASS) - [DeepView MCP](https://github.com/Mitek99/deepview-mcp): Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window. (by Mitek99, ★66, security:PASS) - [codescene-mcp-server](https://github.com/codescene-oss/codescene-mcp-server): An MCP server that provides CodeScene Code Health analysis tools. (by codescene-oss, ★65, security:PASS) - [Skill of Skills](https://github.com/the911fund/skill-of-skills): Quality-ranked, cross-platform directory of AI coding skills, plugins and MCP servers. (by the911fund, ★64, security:PASS) - [codebase-context](https://github.com/PatrickSys/codebase-context): Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally. (by PatrickSys, ★64, security:PASS) - [nvim-mcp](https://github.com/paulburgess1357/nvim-mcp): Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights. (by paulburgess1357, ★64, security:PASS) - [mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index): Structural codebase indexer with 17 query tools. 87% token reduction. Zero dependencies. (by MikeRecognex, ★63, security:PASS) - [mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence): Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion. (by aashari, ★63, security:PASS) - [servicegraph](https://github.com/nostrband/ServiceGraph): Datasets for founders: directories, newsletters, and agencies, with metrics attached. (by nostrband, ★61, security:PASS) - [mcp-devkit-server](https://github.com/mapbox/mcp-devkit-server): Provides AI assistants with direct access to Mapbox developer APIs and documentation. (by mapbox, ★61, security:PASS) - [SAS Viya](https://github.com/sassoftware/sas-mcp-server): Execute SAS code and query Compute, CAS, and model APIs on SAS Viya via OAuth 2.0. (by sassoftware, ★61, security:PASS) - [hmr](https://github.com/promplate/hmr): Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI) (by promplate, ★60, security:PASS) - [Just MCP Server](https://github.com/PromptExecution/just-mcp): Expose curated Justfile recipes via MCP for safe deterministic automation. (by PromptExecution, ★60, security:PASS) - [DevLens](https://github.com/devlensio/devlensOSS): Query a precomputed code graph (nodes, edges, summaries) of TS/JS/React/Next.js/Node repos via MCP. (by devlensio, ★60, security:PASS) - [TesterArmy](https://github.com/tester-army/cli): Agents that test your web and mobile app like real users, on every pull request. (by tester-army, ★60, security:PASS) - [mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp): Proxy to the public MLB API for player info, stats and game information. (by guillochon, ★59, security:PASS) - [home-assistant-mcp](https://github.com/Coolver/home-assistant-mcp): Vibecode your Home Assistant setup from your IDE: automations, dashboards, themes and configs (by Coolver, ★58, security:PASS) - [repo-graph](https://github.com/James-Chahwan/repo-graph): Structural graph map of any codebase so LLMs navigate by structure, not guesswork. (by James-Chahwan, ★58, security:PASS) - [Agent Spreadsheet MCP](https://github.com/PSU3D0/agent-spreadsheet): Agent-safe Excel workbook analysis, editing, recalc, and verification tools. (by PSU3D0, ★58, security:PASS) - [react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp): Analyze React code locally and generate docs or llm.txt for a whole project at once. (by azer, ★58, security:REVIEW) - [Roslyn CodeLens](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp): Roslyn MCP server: semantic .NET/C# intelligence - analysis, refactoring, tests, IL inspection. (by MarcelRoozekrans, ★57, security:PASS) - [srclight](https://github.com/srclight/srclight): Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search. (by srclight, ★57, security:PASS) - [Mastercard Developers MCP](https://github.com/Mastercard/developers-agent-toolkit/tree/main/modelcontextprotocol): Access Mastercard Developers APIs, documentation, and API specifications through MCP. (by Mastercard, ★56, security:PASS) - [Wayback Machine](https://github.com/Mearman/mcp-wayback-machine): MCP server and CLI tool for interacting with the Wayback Machine without API keys (by Mearman, ★56, security:PASS) - [godotiq](https://github.com/salvo10f/godotiq): Intelligent MCP server for Godot 4. Spatial intelligence, code analysis, 35 tools. (by salvo10f, ★54, security:PASS) - [user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp): Enable a human-in-the-loop feedback workflow in AI coding tools. (by mrexodia, ★54, security:PASS) - [Django REST Framework MCP](https://github.com/zacharypodbela/django-rest-framework-mcp): Expose Django REST Framework APIs as MCP tools for LLMs and agentic applications (by zacharypodbela, ★54, security:PASS) - [simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server): Control iOS Simulators. (by JoshuaRileyDev, ★53, security:REVIEW) - [agentmako](https://github.com/drhalto/agentmako): Local-first codebase intelligence MCP server for AI coding agents. (by drhalto, ★52, security:PASS) - [pmcp](https://github.com/paiml/rust-mcp-sdk): High-quality Rust SDK for Model Context Protocol (MCP) with full TypeScript SDK compatibility (by paiml, ★52, security:PASS) - [wemo](https://github.com/qrussell/wemo-ops-center): Control WeMo smart home devices - discover, toggle, adjust brightness, and manage HomeKit codes (by qrussell, ★52, security:PASS) - [Codex MCP Go](https://github.com/w31r4/codex-mcp-go): MCP server wrapping Codex CLI for stdio-based tool calls. (by w31r4, ★52, security:PASS) - [mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio): Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution. (by LadislavSopko, ★52, security:PASS) - [Redmine](https://github.com/aarondpn/redmine-cli): Work with Redmine issues, projects, time entries, wiki pages and more. Read-only by default. (by aarondpn, ★51, security:PASS) - [Heimdall](https://github.com/erayendes/app-store-connect-mcp): Every App Store Connect + StoreKit 2 endpoint. 895 tools in 13 profiles, narrow to 27. (by erayendes, ★51, security:PASS) - [Credit Optimizer v5 for Manus AI](https://github.com/rafsilva85/credit-optimizer-v5): Optimizes Manus AI credit usage by 30-75% via intelligent model routing and smart testing. (by rafsilva85, ★51, security:PASS) - [mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify): Interact with Spotify. (by imprvhub, ★51, security:PASS) - [Sema](https://github.com/sema-lisp/sema): MCP tools for Sema — eval, compile, build, format, and docs for a Lisp with LLM primitives. (by sema-lisp, ★50, security:PASS) - [vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp): AI-powered search and querying of the Vercel AI SDK documentation. (by IvanAmador, ★50, security:REVIEW) - [Markifact - Ads & Analytics](https://github.com/markifact/markifact-mcp): AI marketing agent for Google Ads, Meta, GA4, TikTok, LinkedIn, Shopify, HubSpot and more. (by markifact, ★49, security:PASS) - [Open & Async](https://github.com/open-and-async/mcp): Draft decision docs, turn meetings into async artifacts, and triage sync vs async in your editor. (by open-and-async, ★49, security:PASS) - [OpenSTAAD MCP Server](https://github.com/BentleySystems/openstaad-mcp): MCP server for Bentley STAAD.Pro via the OpenSTAAD API (by BentleySystems, ★49, security:PASS) - [ProofFlow](https://github.com/Hyperion-GPU/ProofFlow-v0.1): Audit infrastructure for AI coding agents with evidence-backed review and policy gates. (by Hyperion-GPU, ★49, security:PASS) - [agentmap](https://github.com/raymondchins/agentmap): The TS/JS-accurate repo map for coding agents: ts-morph import/symbol/call graph + MCP query tools (by raymondchins, ★49, security:PASS) - [Zscaler Zero Trust Exchange](https://github.com/zscaler/zscaler-mcp-server): Manage Zscaler Zero Trust Exchange via 400+ tools — ZPA, ZIA, ZDX, ZCC, ZTW, ZMS, EASM, and more. (by zscaler, ★49, security:PASS) - [Auvik MCP](https://github.com/Servosity/msp-skills/tree/main/skills/auvik): Every Auvik endpoint as a command, plus the cross-client answers the Auvik UI and API cannot give (by Servosity, ★48, security:PASS) - [Avanan MCP](https://github.com/Servosity/msp-skills/tree/main/skills/avanan): Every Avanan API operation, plus shift-start triage, campaign grouping, and quarantine evidence. (by Servosity, ★48, security:PASS) - [Axcient MCP](https://github.com/Servosity/msp-skills/tree/main/skills/axcient): Every x360Recover endpoint, plus the fleet-wide backup-health answers the API alone can't give (by Servosity, ★48, security:PASS) - [Cork MCP](https://github.com/Servosity/msp-skills/tree/main/skills/cork): Every Cork API operation, plus cross-client risk attribution and exploitability-first vuln triage. (by Servosity, ★48, security:PASS) - [Nerdio Manager MCP](https://github.com/Servosity/msp-skills/tree/main/skills/nerdio): The first non-PowerShell client for the Nerdio Manager for MSP API - cross-account AVD fleet (by Servosity, ★48, security:PASS) - [NinjaOne MCP](https://github.com/Servosity/msp-skills/tree/main/skills/ninjaone): Every NinjaOne report, plus a local store that answers fleet-wide questions no single API call can (by Servosity, ★48, security:PASS) - [Pax8 MCP](https://github.com/Servosity/msp-skills/tree/main/skills/pax8): Every Pax8 Partner API endpoint, plus an offline store that reconciles billing, tracks MRR, and (by Servosity, ★48, security:PASS) - [Riverside MCP](https://github.com/Servosity/msp-skills/tree/main/skills/riverside-fm): Riverside API surface as MCP tools. (by Servosity, ★48, security:PASS) - [Servosity MCP](https://github.com/Servosity/msp-skills/tree/main/skills/servosity): Fleet-wide backup triage, stale-backup detection, and cross-engine analytics for any MCP agent. (by Servosity, ★48, security:PASS) - [hermai-cli](https://github.com/hermai-ai/hermai-cli): Hermai MCP server — look up, submit, and classify website API schemas from any MCP client. (by hermai-ai, ★48, security:PASS) - [pagecast](https://github.com/mcpware/pagecast): Record any browser page as GIF or video via MCP (by mcpware, ★48, security:PASS) - [jev-use](https://github.com/shitianfang/jev-use): Typed yes/no, pick-one and score judgments from Jev in one batched call; typed escalation back. (by shitianfang, ★48, security:PASS) - [Morocco communes](https://github.com/zkousama/morocco-communes): Morocco's régions, provinces and communes: HCP codes, names, census population and boundaries (by zkousama, ★48, security:PASS) - [memi](https://github.com/memi-design/memi): Memi is the design layer for agentic AI. (by memi-design, ★47, security:PASS) - [Mobile Device MCP](https://github.com/srmorete/mobile-device-mcp): Control iOS and Android devices with multi-device and seamless Native/WebView support. (by srmorete, ★47, security:PASS) - [Sipcode](https://github.com/Anuj7411/sipcode): Context hygiene for Claude Code: drift detection, re-read dedup, and token analytics. (by Anuj7411, ★46, security:PASS) - [hotelbooking-ai](https://github.com/DIDA-AI/Dida-Hotel-MCP-Global): Hotel Booking MCP Server (Global/AI Edition) (by DIDA-AI, ★46, security:PASS) - [open-notebook](https://github.com/Epochal-dev/open-notebook-mcp): MCP server that wraps the Open Notebook API (by Epochal-dev, ★46, security:PASS) - [floom](https://github.com/floomhq/floom): Deploy Python functions as web apps with auto-generated UI, REST API, and shareable links. (by floomhq, ★46, security:PASS) - [awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp): Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS. (by Tommertom, ★46, security:PASS) - [mcp-typescribe](https://github.com/yWorks/mcp-typescribe): Provides TypeScript API information so agents can work with APIs not in their training data. (by yWorks, ★46, security:PASS) - [Cypress Cloud MCP](https://github.com/cypress-io/ai-toolkit): Direct access to Cypress tests results and accessibility reports in your AI workflow. (by cypress-io, ★45, security:PASS) - [Horizun Revit MCP](https://github.com/HorizunGroup/horizun-revit-mcp): Local Windows MCP for Revit 2023-2027. Run the Windows installer before connecting a client. (by HorizunGroup, ★45, security:PASS) - [PiloTY](https://github.com/yiwenlu66/PiloTY): Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management. (by yiwenlu66, ★45, security:PASS) - [SmartBear MCP](https://github.com/SmartBear/smartbear-mcp): MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J. (by SmartBear, ★44, security:PASS) - [aidex](https://github.com/CSCSoftware/AiDex): Persistent code indexing for AI assistants. 50x less context than grep. 11 languages. (by CSCSoftware, ★44, security:PASS) - [KonQuest Meta Ads MCP](https://github.com/brandu-mos/konquest-meta-ads-mcp): Supervised Meta Ads operating system for Claude Code with 57 campaign management tools. (by brandu-mos, ★44, security:PASS) - [bruno-mcp](https://github.com/hungthai1401/bruno-mcp): Interact with the Bruno API client. (by hungthai1401, ★44, security:REVIEW) - [TiaCommander](https://github.com/a4webdev/tiacommander-mcp): Siemens TIA Portal MCP server — AI-assisted PLC programming. 19 tools, 230 actions. (by a4webdev, ★42, security:PASS) - [JavaLens](https://github.com/pzalutski-pixel/javalens-mcp): 63 semantic Java analysis tools via Eclipse JDT: navigation, refactoring, code intelligence. (by pzalutski-pixel, ★42, security:PASS) - [flowbite-mcp](https://github.com/themesberg/flowbite-mcp): MCP server to convert Figma designs to Flowbite UI components in Tailwind CSS (by themesberg, ★42, security:PASS) - [Qiskit Code Assistant MCP Server](https://github.com/Qiskit/mcp-servers/tree/main/qiskit-code-assistant-mcp-server): MCP server for the Qiskit Code Assistant intelligent code completion (by Qiskit, ★40, security:PASS) - [Qiskit Documentation MCP Server](https://github.com/Qiskit/mcp-servers/tree/main/qiskit-docs-mcp-server): MCP server for querying and retrieving Qiskit documentation, guides, and API references (by Qiskit, ★40, security:PASS) - [mcp-server-zotero-dev](https://github.com/introfini/mcp-server-zotero-dev/tree/main/packages/mcp-server): MCP server enabling AI assistants to build, test, and debug Zotero plugins (by introfini, ★40, security:PASS) - [appstore-connect-mcp](https://github.com/ryaker/appstore-connect-mcp): MCP server for Apple Store Connect API integration with OAuth authentication support (by ryaker, ★40, security:PASS) - [testrail-mcp-server](https://github.com/uarlouski/testrail-mcp-server): Connect AI assistants to TestRail: manage test cases, suites, runs, results, and attachments. (by uarlouski, ★40, security:PASS) - [open-code-review](https://github.com/raye-deng/open-code-review): Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects. (by raye-deng, ★40, security:PASS) - [src-to-kb](https://github.com/vezlo/src-to-kb): Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search. (by vezlo, ★40, security:PASS) - [plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server): Manage projects and issues through Plane's API. (by kelvin6365, ★40, security:PASS) - [SpecPilot](https://github.com/girishr/SpecPilot): Generate and validate a .specs/ bundle for your repo, then hand it to your AI coding agent (by girishr, ★39, security:PASS) - [mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications): Queryable UniFi API docs: endpoint search, schemas, code examples. No controller access. (by KallistoX, ★39, security:PASS) - [UnrealMCP — AI Bridge for Unreal Engine 5](https://github.com/aadeshrao123/Unreal-MCP): Control the Unreal Engine 5 editor from any MCP client: Blueprints, materials, Niagara. (by aadeshrao123, ★39, security:PASS) - [Computer-Use Agents API](https://github.com/hcompai/hai-agents-python): Run and manage H Company's Computer-Use Agents from any MCP client. (by hcompai, ★39, security:PASS) - [fortnox](https://github.com/erp-mafia/fortnox-mcp): MCP server for Fortnox Swedish accounting API integration (by erp-mafia, ★39, security:PASS) - [Umbraco-CMS-MCP-Dev](https://github.com/umbraco/Umbraco-CMS-MCP-Dev): A developer focused model context protocol (MCP) server for Umbraco CMS (by umbraco, ★39, security:PASS) - [mcp-1c-platform-tools](https://github.com/yellow-hammer/mcp-1c-platform-tools): MCP для команд 1c-platform-tools. Нужно расширение 1c-platform-tools с включённым IPC. (by yellow-hammer, ★39, security:PASS) - [package-registry-mcp](https://github.com/Artmann/package-registry-mcp): Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages. (by Artmann, ★39, security:PASS) - [HAL](https://github.com/DeanWard/HAL): HAL (HTTP API Layer) - An MCP server that provides HTTP API capabilities to Large Language Models (by DeanWard, ★38, security:PASS) - [Laravel MCP Companion](https://github.com/brianirish/laravel-mcp-companion): Laravel documentation aggregator: multi-version core docs, services, packages, learning paths. (by brianirish, ★38, security:PASS) - [MarkView](https://github.com/paulhkang94/markview): Native macOS markdown preview with MCP server for Claude Code. Swift/SwiftUI, no Electron. (by paulhkang94, ★38, security:PASS) - [godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server): Query Go package information on pkg.go.dev. (by yikakia, ★38, security:PASS) - [ios-agent-skill](https://github.com/Nagarjuna2997/ios-agent-skill): Swift reviews, local Apple references, app scaffolding and iOS simulator workflows. (by Nagarjuna2997, ★37, security:PASS) - [LinkedIn Ads MCP by AdPlug](https://github.com/danielpopamd/linkedin-ads-mcp): LinkedIn Ads MCP server: 10 tools for campaigns, creatives, audiences, lead forms. Writes preview. (by danielpopamd, ★37, security:PASS) - [sports-hub](https://github.com/lacausecrypto/mcp-sports-hub): 41 sports API providers, 396 tools: scores, stats, odds, esports, chess, motorsport & more. (by lacausecrypto, ★37, security:PASS) - [Qase Test Management](https://github.com/qase-tms/qase-mcp-server): Official MCP server for Qase — manage test cases, runs, suites, defects via AI tools. (by qase-tms, ★37, security:PASS) - [mk-qa-master](https://github.com/kao273183/mk-qa-master): End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan. (by kao273183, ★37, security:PASS) - [Fuse](https://github.com/Litenova-Solutions/Fuse/tree/main/src/Host/Fuse.Cli): Local .NET compiler verification, change impact, and typed wiring for AI agents. (by Litenova-Solutions, ★36, security:PASS) - [mcp-sap-gui](https://github.com/kts982/mcp-sap-gui): SAP GUI for Windows automation for AI agents - 60 structured tools via SAP GUI Scripting API (by kts982, ★36, security:PASS) - [genexus](https://github.com/lennix1337/Genexus18MCP): Read, edit, and analyze GeneXus 18 KB objects from Claude, Cursor, and AI agents. (by lennix1337, ★36, security:PASS) - [selvage](https://github.com/selvage-lab/selvage): An LLM-based code review MCP server with AST-powered smart context extraction (by selvage-lab, ★36, security:PASS) - [ros-mcp](https://github.com/Yutarop/ros-mcp): Control robots with natural language via ROS 2 topics, services and actions. (by Yutarop, ★36, security:PASS) - [grafema](https://github.com/Disentinel/grafema): Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking. (by Disentinel, ★36, security:PASS) - [DocSlicer](https://github.com/DocSlicer/DocSlicer): Answer questions from documents too large to fit in context, reading only the sections you need. (by DocSlicer, ★35, security:PASS) - [EOxElements](https://github.com/EOX-A/EOxElements): A server to provide information about EOxElements custom elements for coding agents. (by EOX-A, ★35, security:PASS) - [InsForge](https://github.com/InsForge/insforge-mcp): MCP server for InsForge BaaS — database, storage, edge functions, and deployments (by InsForge, ★35, security:PASS) - [.NET MCP Server](https://github.com/jongalloway/dotnet-mcp): AI assistant access to .NET SDK for projects, packages, building, testing, and development tools. (by jongalloway, ★35, security:PASS) - [VOC Amazon Reviews](https://github.com/mguozhen/voc-amazon-reviews): Amazon review intelligence via Shulex OpenAPI. 10 marketplaces, verified-purchase & Vine signals. (by mguozhen, ★35, security:PASS) - [app-publish](https://github.com/mikusnuz/app-publish-mcp): MCP server for App Store Connect & Google Play Console — iOS/Android app management (by mikusnuz, ★35, security:PASS) - [SharpLens](https://github.com/pzalutski-pixel/sharplens-mcp): 67 semantic C#/.NET analysis tools via Roslyn: navigation, refactoring, codegen, audit. (by pzalutski-pixel, ★35, security:PASS) - [Starwind UI MCP Server](https://github.com/starwind-ui/starwind-ui-mcp): Framework-aware Starwind UI v3 tools for Astro and React setup, components, docs, and migration. (by starwind-ui, ★35, security:PASS) - [mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server): ADR drift detection, content safety, and decision memory for architectural decisions (by tosin2013, ★35, security:PASS) - [PlaceCall](https://github.com/voygr-tech/placecall): Real phone calls to US businesses: book, ask, get quotes. Returns outcome and transcript. (by voygr-tech, ★35, security:PASS) - [HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server): Device control and UI automation for HarmonyOS Next devices. (by XixianLiang, ★35, security:PASS) - [mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression): Local compression of various image formats. (by InhiblabCore, ★34, security:PASS) - [Maven](https://github.com/Bigsy/maven-mcp-server): Tools to query latest Maven dependency information (by Bigsy, ★34, security:PASS) - [mcp-server](https://github.com/thoughtspot/mcp-server): MCP Server for ThoughtSpot - provides OAuth authentication and tools for querying data (by thoughtspot, ★33, security:PASS) - [airflow-mcp-server](https://github.com/abhishekbhakat/airflow-mcp-server): An MCP server for Apache Airflow (by abhishekbhakat, ★33, security:PASS) - [AgentGate](https://github.com/agentkitai/agentgate): Human-in-the-loop approval gateway for AI agents over MCP: request, decide, approve. (by agentkitai, ★33, security:PASS) - [maven-tools-mcp](https://github.com/arvindand/maven-tools-mcp): JVM dependency intelligence for AI assistants via Maven Central (by arvindand, ★33, security:PASS) - [Documentation Extractor](https://github.com/nirholas/extract-llms-docs): Extract llms.txt from any docs site - Mintlify Docusaurus GitBook parser (by nirholas, ★33, security:PASS) - [PubNub MCP Server](https://github.com/pubnub/pubnub-mcp-server): PubNub Model Context Protocol MCP Server for Cursor and Claude (by pubnub, ★33, security:PASS) - [variflight-mcp](https://github.com/variflight/variflight-mcp): VariFlight's official MCP server provides tools to query flight, weather, comfort, and fare data. (by variflight, ★33, security:PASS) - [agentql](https://github.com/mcparmory/registry): Query webpages and extract structured data using natural language (by mcparmory, ★32, security:PASS) - [iso27001-mcp](https://github.com/Sushegaad/MCP-Server-for-ISO27001): ISO 27001 compliance workspace for Claude. Risks, policies, SoA, evidence, and audit workflows. (by Sushegaad, ★32, security:PASS) - [adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp): Generate, validate, and optimize Adaptive Cards for Teams, Outlook, and Copilot. (by VikrantSingh01, ★32, security:PASS) - [DocGuard](https://github.com/raccioly/docguard): Deterministic doc-drift detection: guard, score, explain, verify-claims and diagnose MCP tools. (by raccioly, ★32, security:PASS) - [roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio): Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring. (by paramount-engineering, ★32, security:PASS) - [mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer): SQL analysis, linting and dialect conversion using SQLGlot. (by j4c0bs, ★32, security:PASS) - [github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp): Browse GitHub repositories, explore directories and view file contents. (by Ryan0204, ★32, security:PASS) - [Follow Up Boss](https://github.com/mindwear-capitian/followupboss-mcp-server): Follow Up Boss CRM in plain English. 160 tools; bring your own API key. (by mindwear-capitian, ★31, security:PASS) - [Airtable User MCP](https://github.com/Automations-Project/VSCode-Airtable-Formula): Manage Airtable bases: schema, field CRUD, views, formula validation, extensions (by Automations-Project, ★31, security:PASS) - [Riksdag & Regering MCP](https://github.com/isakskogstad/Riksdag-Regering-MCP): Svenska Riksdagens och Regeringskansliets öppna data - 27 verktyg för politik, dokument och analys (by isakskogstad, ★31, security:PASS) - [docspace](https://github.com/ONLYOFFICE/docspace-mcp): A room-based collaborative platform (by ONLYOFFICE, ★31, security:PASS) - [lightcms](https://github.com/jonradoff/lightcms): AI-native, open-source CMS (Go) with 128 MCP tools: content, agent sandbox, SEO & AI. (by jonradoff, ★31, security:PASS) - [ai-quality-gate](https://github.com/mustafacagri/ai-quality-gate): 🚀 Kill the Junior AI Era. 🤖 Level up AI code to automatically Principal standards. 🛡️ Quality Gate ✨ (by mustafacagri, ★31, security:PASS) - [Electrik Slate](https://github.com/electrikhq/slate): Read-only MCP for Electrik Slate: Blade component docs, blocks gallery, source, and llms.txt. (by electrikhq, ★31, security:PASS) - [teamcity](https://github.com/Daghis/teamcity-mcp): MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants (by Daghis, ★30, security:PASS) - [claudinho](https://github.com/arturogarrido/claudinho/tree/main/packages/mcp): Live 2026 World Cup scores, fixtures & standings for your AI agent. No keys. Unofficial fan project. (by arturogarrido, ★30, security:PASS) - [janee](https://github.com/rsdouglas/janee): Secure secrets proxy for AI agents — manages API keys so agents never see raw credentials. (by rsdouglas, ★30, security:PASS) - [DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer): Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration. (by V0v1kkk, ★30, security:PASS) - [Gemsuite](https://github.com/PV-Bhat/gemsuite-mcp): The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models. (by PV-Bhat, ★30, security:PASS) - [fr24api-mcp](https://github.com/Flightradar24/fr24api-mcp): MCP server providing access to the Flightradar24 API for real-time and historical flight data (by Flightradar24, ★29, security:PASS) - [Horizun PBI MCP](https://github.com/HorizunGroup/horizun-pbi-mcp): Build, audit and repair Power BI Desktop models and PBIP reports with DAX, TMDL and PBIR. (by HorizunGroup, ★29, security:PASS) - [Hera Agent Unity](https://github.com/NotNull92/hera-agent-unity): Control and verify a live Unity Editor through a local, low-token MCP server. (by NotNull92, ★29, security:PASS) - [sfcc-dev-mcp](https://github.com/taurgis/sfcc-dev-mcp): MCP server for Salesforce B2C Commerce Cloud development assistance (by taurgis, ★28, security:PASS) - [cli](https://github.com/endorhq/cli): Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes. (by endorhq, ★28, security:REVIEW) - [postmancer](https://github.com/hijaz/postmancer): Maintain and use API collections, replacing REST clients like Postman or Insomnia. (by hijaz, ★28, security:PASS) - [MCP Memory Gateway](https://github.com/IgorGanapolsky/ThumbGate): Pre-action gates that block AI agents from repeating known mistakes. (by IgorGanapolsky, ★27, security:PASS) - [Topos](https://github.com/Krv-Labs/topos): Structural code-quality tools for AI coding agents. (by Krv-Labs, ★27, security:PASS) - [GEML — a plain-text document format built to be edited in place, one section at a time](https://github.com/geml-spec/geml): One section in, one section out — on Markdown/GEML files, bad writes refused. (by geml-spec, ★27, security:PASS) - [Rails Agent Skills](https://github.com/igmarin/rails-agent-skills/tree/main/mcp_server): Rails development skills, docs, and workflows exposed through MCP stdio. (by igmarin, ★27, security:PASS) - [KitWright Unity MCP](https://github.com/kitwright/unity-mcp): Unity Editor MCP server: execute_code, screenshots, input simulation, play mode automation. (by kitwright, ★27, security:PASS) - [ai-cli-mcp](https://github.com/mkXultra/ai-cli-mcp): Run Claude, Codex, Gemini, Forge, and OpenCode CLIs through MCP with background jobs (by mkXultra, ★27, security:PASS) - [Nelson MCP — LibreOffice](https://github.com/quazardous/nelson-mcp): An MCP server inside LibreOffice: agents read and edit your open Writer and Calc documents. (by quazardous, ★27, security:PASS) - [aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server): Identifies refactoring hotspots to help agents improve code. (by cqfn, ★27, security:PASS) - [k6-mcp-server](https://github.com/QAInsights/k6-mcp-server): Performance testing with Grafana k6. (by QAInsights, ★27, security:PASS) - [QRcodly](https://github.com/FloB95/qrcodly): Create, manage, and share QR codes and short URLs (by FloB95, ★26, security:PASS) - [DevProjex](https://github.com/Avazbek22/DevProjex): Read-only MCP server that turns a folder or repository into redacted, token-efficient context. (by Avazbek22, ★26, security:PASS) - [n3mo](https://github.com/RajX-dev/N3MO): N3MO: Code intelligence engine mapping repositories into queryable symbol graphs. (by RajX-dev, ★26, security:PASS) - [Agent Intern](https://github.com/SinanTufekci/agent-intern): Delegate from Claude Code to Gemini, Codex, Copilot, Cursor and opencode CLIs as sub-agents. (by SinanTufekci, ★26, security:PASS) - [omni-lpr](https://github.com/habedi/omni-lpr): An MCP server for automatic license plate recognition (by habedi, ★26, security:PASS) - [BLACKPROOF Local MCP](https://github.com/l0gfr/BLACKPROOF-AGPL/tree/main/packages/mcp): Local read-only cyber evidence integrity checks and aggregate comparison (alpha). (by l0gfr, ★26, security:PASS) - [keenetic-mcp](https://github.com/salatmaster/keenetic-mcp): Control a Keenetic router: devices, Wi-Fi, VPN routing, segments, safe verified writes. (by salatmaster, ★26, security:PASS) - [baton](https://github.com/Kaseban/baton): Pass the baton between coding agents: convert sessions across Claude Code, OpenCode, Codex & more. (by Kaseban, ★26, security:PASS) - [hono-telescope](https://github.com/Jubstaaa/hono-telescope): Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries. (by Jubstaaa, ★26, security:PASS) - [balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp): Player, team and game information for the NBA, NFL and MLB via the balldontlie API. (by mikechao, ★26, security:PASS) - [unreal-mcp-ue4](https://github.com/conaman/unreal-mcp-ue4): UE4.27 MCP server for controlling Unreal Editor sessions over Python Remote Execution. (by conaman, ★25, security:PASS) - [inbed](https://github.com/geeks-accelerator/in-bed-ai): AI agent dating — personality matching, compatibility scoring, and real conversations on inbed.ai (by geeks-accelerator, ★25, security:PASS) - [codex-tldraw-mcp](https://github.com/jananadiw/codex-tldraw-mcp): A Codex stdio MCP server that generates repo-local tldraw diagrams and detects code graph drift. (by jananadiw, ★25, security:PASS) - [zspace-cli](https://github.com/skyzhao1223/zspace-cli): Zero-config MCP server + CLI for ZSpace NAS: file ops and pool stats via the desktop client. (by skyzhao1223, ★25, security:PASS) - [serveMyAPI](https://github.com/Jktfe/serveMyAPI): Securely store and access API keys across projects using the macOS Keychain. (by Jktfe, ★25, security:PASS) - [metatron](https://github.com/kerbelp/metatron): Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents. (by kerbelp, ★25, security:PASS) - [Text-To-GraphQL](https://github.com/Arize-ai/text-to-graphql-mcp): MCP server for text-to-graphql, integrates with Claude Desktop and Cursor. (by Arize-ai, ★25, security:PASS) - [mfukushim-map-traveler-mcp](https://github.com/mfukushim/map-traveler-mcp): Create immersive travel experiences by instructing an avatar to navigate Google Maps. Report on th… (by mfukushim, ★24, security:PASS) - [Pitroom](https://github.com/ATASTECH/pitroom): Hands bounded coding work to cheaper worker agents: verified answers, exact diffs, cost receipts. (by ATASTECH, ★24, security:PASS) - [Proxmox VE MCP Server](https://github.com/Samik081/mcp-pve): Manage Proxmox VE through AI assistants (by Samik081, ★24, security:PASS) - [Delimit](https://github.com/delimit-ai/delimit-mcp-server): One workspace for every AI coding assistant. Shared tasks, memory, and governance. (by delimit-ai, ★24, security:PASS) - [Selvedge](https://github.com/masondelan/selvedge): Persistent decision memory for AI coding agents: rationale, rejected approaches, and entity history. (by masondelan, ★24, security:PASS) - [storeshots-mcp](https://github.com/mtbun/storeshots-mcp): Render store-ready App Store and Google Play screenshots: device frames, headlines, exact sizes. (by mtbun, ★24, security:PASS) - [ARBuilder](https://github.com/Quantum3-Labs/ARBuilder): Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation. (by Quantum3-Labs, ★24, security:PASS) - [bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp): Interact with Bugsnag. (by tgeselle, ★24, security:PASS) - [BLS OEWS](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/bls-oews-mcp): BLS Occupational Employment and Wage Statistics market wages, bundled; no API key. 8 tools. (by 1102tools-dev, ★23, security:PASS) - [eCFR](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/ecfr-mcp): Electronic Code of Federal Regulations including FAR, DFARS, and agency supplements. 13 tools. (by 1102tools-dev, ★23, security:PASS) - [GSA Per Diem](https://github.com/1102tools-dev/federal-contracting-mcps/tree/main/servers/gsa-perdiem-mcp): GSA Per Diem access readiness, lodging, and meals and incidental expense rates. 7 tools. (by 1102tools-dev, ★23, security:PASS) - [Django Admin MCP](https://github.com/7tg/django-admin-mcp): Django admin models over MCP: CRUD, actions, history, autocomplete — capped by Django permissions. (by 7tg, ★23, security:PASS) - [sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp): Live sports data and cross-book betting odds — 801 tools, 63 providers, 43 needing no key. (by DanielTomaro13, ★23, security:PASS) - [Maya MCP](https://github.com/GimbalGoats/GG_MayaMCP): Control Autodesk Maya scenes with 71 typed tools for modeling, animation, shading, and more. (by GimbalGoats, ★23, security:PASS) - [Mneme Decision MCP](https://github.com/MnemeHQ/mneme): Local MCP server for architectural decisions, traceability, and non-authoritative proposals. (by MnemeHQ, ★23, security:PASS) - [claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp): Persistent project context for Claude. IANA-registered .faf format. (by Wolfe-Jam, ★23, security:PASS) - [rag-rat](https://github.com/cq27-dev/rag-rat): Repository intelligence, code graph, history, papertrail, and cross-agent memory for coding agents. (by cq27-dev, ★23, security:PASS) - [ServiceNow MCP Server](https://github.com/jschuller/mcp-server-servicenow): ServiceNow developer data plane: Table API, CMDB, update sets, schema. Read-only, allow/deny, audit. (by jschuller, ★23, security:PASS) - [MCP Document Reader](https://github.com/xt765/mcp_documents_reader): An MCP enabled multi-format document reader supporting DOCX, PDF, TXT, and Excel files (by xt765, ★23, security:PASS) - [higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server): Manage Higress gateway configuration and operations. (by higress-group, ★23, security:REVIEW) - [mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp): Identifies resource-intensive processes on macOS and suggests performance improvements. (by Pratyay, ★23, security:PASS) - [AION Indian Market Intelligence for Macro Event & Sector Impact Analysis](https://github.com/AION-Analytics-India/aion-indian-market-intelligence/tree/main/wheel_build): Indian macro-event and sector impact intelligence for MCP workflows. (by AION-Analytics-India, ★22, security:PASS) - [cucumberstudio](https://github.com/HeroSizy/cucumberstudio-mcp): MCP server for Cucumber Studio - test scenarios, action words, and execution data (by HeroSizy, ★22, security:PASS) - [Agent Droid Bridge](https://github.com/Neverlow512/agent-droid-bridge): MCP server giving AI agents eyes and hands inside Android devices via ADB (by Neverlow512, ★22, security:PASS) - [appstore-connect](https://github.com/SardorbekR/appstore-connect-mcp): MCP server for Apple's App Store Connect API. Manage apps, TestFlight, and more. (by SardorbekR, ★22, security:PASS) - [mcp](https://github.com/Swap-API/swap-api/tree/master/mcp): MCP server for SwapAPI - get executable token swap calldata for EVM chains (by Swap-API, ★22, security:PASS) - [sequa-mcp](https://github.com/sequa-ai/sequa-mcp): Gives AI coding tools context from your entire codebase and docs via Sequa. (by sequa-ai, ★22, security:PASS) - [codesurface](https://github.com/Codeturion/codesurface): Indexes your codebase's public API and serves it via compact MCP tool responses. (by Codeturion, ★21, security:PASS) - [Kivgraph](https://github.com/Luqueee/kivgraph): Cross-repository semantic code intelligence for AI coding agents, from a local code graph. (by Luqueee, ★21, security:PASS) - [AndroJack MCP](https://github.com/VIKAS9793/AndroJack-mcp): Android engineering MCP server with verified documentation grounding and AI validation tools. (by VIKAS9793, ★21, security:PASS) - [BoondManager MCP Server](https://github.com/silamir/boondmanager-mcp-server): MCP Server for BoondManager API - 182 tools, 12 prompts, 22 resources (ERP/CRM) (by silamir, ★21, security:PASS) - [mcp-zuul](https://github.com/imatza-rh/mcp-zuul): Zuul CI — build failure analysis, log search, pipeline status, and job configuration (by imatza-rh, ★21, security:PASS) - [m1nd](https://github.com/maxkle1nz/m1nd): The shell around your coding agent: a neuro-symbolic code graph with calibrated trust, via MCP. (by maxkle1nz, ★21, security:PASS) - [ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp): Annotates any web page with hover labels for AI assistants — zero extensions, any browser (by mcpware, ★21, security:PASS) - [claude-octopus](https://github.com/xiaolai/claude-octopus): Spawn multiple specialized Claude Code agents as MCP servers, each independently configured. (by xiaolai, ★21, security:PASS) - [perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs): Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery. (by tooluse-labs, ★21, security:PASS) - [mcp](https://github.com/apideck-libraries/mcp): Apideck Unified API MCP — 330 tools across 200+ SaaS connectors (accounting, CRM, HRIS, ATS). (by apideck-libraries, ★20, security:PASS) - [Call Me](https://github.com/radres/call-me): Your AI rings your iPhone, speaks its question, and gets your spoken answer back as text. (by radres, ★20, security:PASS) - [Xcode: MCP Bridge Wrapper for Cursor](https://github.com/SoundBlaster/XcodeMCPWrapper): Python wrapper that makes Xcode's MCP bridge compatible with strict MCP clients like Cursor (by SoundBlaster, ★20, security:PASS) - [excel-vision-mcp](https://github.com/VOYAGER-Inc/excel-vision-mcp): Excel MCP with image extraction and write support — AI agents see and edit xlsx files (by VOYAGER-Inc, ★20, security:PASS) - [knowing](https://github.com/blackwell-systems/knowing): Content-addressed code graph with 22 MCP tools for AI agents. (by blackwell-systems, ★20, security:PASS) - [context-foundry](https://github.com/context-foundry/context-foundry): Recursive Claude spawning for autonomous project builds with self-healing test loops (by context-foundry, ★20, security:PASS) - [avito-mcp](https://github.com/elchin92/avito-mcp): MCP server for Avito: chats, listings, orders and analytics, with previews and confirmations. (by elchin92, ★20, security:PASS) - [NEAT](https://github.com/neat-technologies/neat): Fused graph of your codebase — static code + runtime OTel — for AI agents, over MCP. (by neat-technologies, ★20, security:PASS) - [mcp](https://github.com/sapiom/sapiom-js/tree/main/packages/mcp): Local Sapiom developer MCP for authoring, testing, deploying, and inspecting agents. (by sapiom, ★20, security:PASS) - [codex-octopus](https://github.com/xiaolai/codex-octopus): Spawn multiple specialized Codex agents as MCP servers, each independently configured. (by xiaolai, ★20, security:PASS) - [simctl-mcp](https://github.com/ambar/simctl-mcp): Control the iOS Simulator. (by ambar, ★20, security:PASS) - [dep-scope](https://github.com/FlorianBruniaux/node-dep-scope): Symbol-level npm dependency analysis: scan verdicts, native alternatives, migration prompts. (by FlorianBruniaux, ★19, security:PASS) - [intercom](https://github.com/MuhammadTalhaMT/claude-intercom): Relays messages between two Claude Code sessions on different machines using the Channels API (by MuhammadTalhaMT, ★19, security:PASS) - [opencage-geocoding-mcp](https://github.com/OpenCageData/opencage-geocoding-mcp): MCP server for OpenCage geocoding API (by OpenCageData, ★19, security:PASS) - [BioMASS ODE Model Builder](https://github.com/marcorusc/mcp-biomodelling-servers/tree/main/BioMASS): Construct, inspect, visualize, and simulate evidence-backed ODE models with BioMASS (by marcorusc, ★19, security:PASS) - [opentargets](https://github.com/nickzren/opentargets-mcp): Open Targets MCP server for targets, diseases, drugs, variants, and evidence (by nickzren, ★19, security:PASS) - [tilda-mcp](https://github.com/theYahia/tilda-mcp): MCP server for Tilda API — projects, pages. 3 tools. (by theYahia, ★19, security:PASS) - [primitiv](https://github.com/AI-by-design/primitiv): Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules. (by AI-by-design, ★19, security:PASS) - [weapp-agent-mcp](https://github.com/Chaixueyuan/weapp-agent-mcp): Agent-first MCP server for WeChat Mini Program debugging & automation via WeChat DevTools. (by Chaixueyuan, ★18, security:PASS) - [CleanSlice](https://github.com/CleanSlice/mcp): Architecture docs and patterns for NestJS + Nuxt full-stack apps (by CleanSlice, ★18, security:PASS) - [calm-mcp](https://github.com/Eilodon/CALM): MCP server giving coding agents a call-graph-aware, hash-verified view of a codebase, not grep. (by Eilodon, ★18, security:PASS) - [ask-antigravity](https://github.com/Lykhoyda/ask-llm): Bridge Claude with Google's Antigravity CLI (agy) for code review and second opinions (by Lykhoyda, ★18, security:PASS) - [Sidereon](https://github.com/neilberkman/sidereon): GNSS positioning and astrodynamics: orbit propagation, passes, GNSS solves, and RINEX QC (by neilberkman, ★18, security:PASS) - [Patchloom](https://github.com/patchloom/patchloom): Agent-safe structured edits: JSON/YAML/TOML/md/AST, dry-run, batch/tx. Not a filesystem MCP. (by patchloom, ★18, security:PASS) - [hmr](https://github.com/promplate/pyth-on-line): Hot Module Reload (HMR) for Python with reactive programming and MCP tools (by promplate, ★18, security:PASS) - [alphadesk-terminal](https://github.com/vigneshv1cky/alphadesk-terminal): Read-only market data, SEC filings and financial statements, on your own vendor keys. (by vigneshv1cky, ★18, security:PASS) - [mcp-code-runner](https://github.com/axliupore/mcp-code-runner): Run code in multiple programming languages locally via Docker. (by axliupore, ★18, security:PASS) - [mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine): Manage and serve dynamic prompt templates using a text template engine. (by vasayxtx, ★18, security:PASS) - [firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp): Cycling race data from FirstCycling: start lists, race results, rider information and statistics. (by r-huijts, ★18, security:PASS) - [google-health-fitbit-mcp](https://github.com/BerkKilicoglu/google-health-fitbit-mcp): Privacy-first Google Health API MCP server for health, sleep, activity and HR agents (by BerkKilicoglu, ★17, security:PASS) - [ Flex](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/biology/opentrons): MCP server for Opentrons OT-2 and Flex liquid-handling robots (HTTP API). (by K-Dense-AI, ★17, security:PASS) - [Thermo Orbitrap (Instrument API)](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/thermo-iapi): MCP server adapter for Thermo Fisher Orbitrap mass spectrometers via the licensed Instrument API. (by K-Dense-AI, ★17, security:PASS) - [Promptheus](https://github.com/abhichandra21/Promptheus): AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends) (by abhichandra21, ★17, security:PASS) - [Axint](https://github.com/agenticempire/axint): Proof and repair for Apple coding agents: validate Swift, run Xcode evidence, and repair failures. (by agenticempire, ★17, security:PASS) - [brilliant-directories-mcp](https://github.com/brilliantdirectories/brilliant-directories-mcp): Official MCP server for Brilliant Directories — manage members, posts, leads, reviews, and more. (by brilliantdirectories, ★17, security:PASS) - [glider](https://github.com/glidermcp/glidermcp): Roslyn-powered C# code analysis server for LLMs. Supports stdio and HTTP transports. (by glidermcp, ★17, security:PASS) - [gmc-mcp](https://github.com/kiwoongeom/gmc-mcp): MIT-licensed pip-installable MCP for Google Merchant Center on Merchant API v1 (126 tools). (by kiwoongeom, ★17, security:PASS) - [replicant-mcp](https://github.com/thecombatwombat/replicant-mcp): Android MCP server for AI-assisted development. Build, test, emulate, and automate. (by thecombatwombat, ★17, security:PASS) - [LLM CLI Gateway](https://github.com/verivus-oss/llm-cli-gateway): One MCP endpoint for Claude Code, Codex, Gemini, Grok and Mistral CLIs, with durable async jobs. (by verivus-oss, ★17, security:PASS) - [NavisCoord](https://github.com/HorizunGroup/naviscoord-mcp): Autodesk Navisworks coordination: clash triage, root causes, work plans and reports (by HorizunGroup, ★16, security:PASS) - [Octofs](https://github.com/Muvon/octofs): Standalone MCP filesystem tools server — view, edit, shell, workdir. (by Muvon, ★16, security:PASS) - [Fathom MCP Server](https://github.com/agencyenterprise/fathom-mcp-server): Connect Claude to Fathom meeting recordings, transcripts, and summaries (by agencyenterprise, ★16, security:PASS) - [DWG MCP Server](https://github.com/dimitrovakulenko/dwg-mcp-server): Read-only DWG file access for AI clients through MCP. (by dimitrovakulenko, ★16, security:PASS) - [DSers Official MCP Server](https://github.com/dsers/dsers-mcp-server): Official DSers MCP for dropshipping: import, edit, price, and publish products to Shopify and Wix. (by dsers, ★16, security:PASS) - [qikly](https://github.com/gal-a/qikly): Generates tests from acceptance criteria, then converges code with an agent that never sees them. (by gal-a, ★16, security:PASS) - [GraphPilot](https://github.com/graphpilot-oss/graphpilot): Structural memory for coding agents: callers, callees, blast radius and symbols over MCP. (by graphpilot-oss, ★16, security:PASS) - [CodeWiki MCP — AI-generated docs for GitHub repos](https://github.com/izzzzzi/codewiki-mcp): MCP server for codewiki.google: search repos, fetch wiki docs, ask questions (by izzzzzi, ★16, security:PASS) - [qcad-mcp](https://github.com/sandraschi/qcad-mcp): QCAD MCP server - DXF/DWG floor plans to SVG preview + STL extrusion via MCP tools and REST API (by sandraschi, ★16, security:PASS) - [matplotlibnet](https://github.com/xkqg/MatPlotLibNet): Renders MatPlotLibNet charts to PNG, SVG or PDF from a JSON spec an AI agent writes. (by xkqg, ★16, security:PASS) - [naja-scope](https://github.com/keplertech/naja-scope): Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source. (by keplertech, ★16, security:PASS) - [DataDoe MCP](https://github.com/Deltologic/datadoe-mcp): Hosted Amazon Seller and Vendor MCP server for Claude, ChatGPT, Cursor, Codex, Gemini, Copilot. (by Deltologic, ★15, security:PASS) - [thingctx](https://github.com/thingctx/thingctx): Drive devices and APIs from their W3C Thing Description. You gate every operation. (by thingctx, ★15, security:PASS) - [mistral-mcp](https://github.com/Swih/mistral-mcp): Mistral MCP server: extract invoices and documents from text, Markdown or OCR into typed JSON. (by Swih, ★15, security:PASS) - [cashfree-mcp](https://github.com/cashfree/cashfree-mcp): Cashfree MCP server for cashfree docs and APIs (by cashfree, ★15, security:PASS) - [my-cool-proxy](https://github.com/karashiiro/my-cool-proxy): An MCP server gateway that minimizes context usage via progressive Lua-driven discovery 🌙 (by karashiiro, ★15, security:PASS) - [MITRE ATT&CK](https://github.com/Montimage/mitre-mcp): MCP server exposing the MITRE ATT&CK framework via the official MCP Python SDK. (by Montimage, ★15, security:PASS) - [ASP.NET Core Debugger — MCP Server for AI Agents](https://github.com/magna-nz/aspnetcore-debugger-mcp): MCP server giving AI agents interactive .NET / ASP.NET Core debugging via netcoredbg + DAP. (by magna-nz, ★15, security:PASS) - [kronan-mcp](https://github.com/sandsower/kronan-mcp): MCP server for the Krónan grocery store API (Iceland) (by sandsower, ★15, security:PASS) - [tokenchit](https://github.com/iyashjayesh/tokenchit): Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap. (by iyashjayesh, ★15, security:PASS) - [Local History MCP](https://github.com/xxczaki/local-history-mcp): MCP server for accessing VS Code/Cursor's Local History. (by xxczaki, ★15, security:PASS) - [Screeny](https://github.com/rohanrav/screeny): Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots (by rohanrav, ★15, security:PASS) - [archlang-mcp](https://github.com/ChanMeng666/archlang/tree/main/packages/mcp): Compile, describe, lint, validate, score and repair multi-storey and curved ArchLang floor plans. (by ChanMeng666, ★14, security:PASS) - [Ads Manager by AdKit: Google Ads, Meta Ads, TikTok Ads, LinkedIn Ads](https://github.com/adkit/ads-mcp): PPC advertising on Google Ads, Meta Ads (Facebook Ads), TikTok Ads, LinkedIn Ads, Reddit Ads & more. (by adkit, ★14, security:PASS) - [agent-skill-loader](https://github.com/back1ply/agent-skill-loader): Dynamically load Claude Code skills into AI agents without copying files. (by back1ply, ★14, security:PASS) - [Jev-Style](https://github.com/lawrence3699/jev-style): Local 2B and 0.8B decision models: calibrated yes/no, choice and score answers for your agent. (by lawrence3699, ★14, security:PASS) - [Northwestern University Libraries Digital Collections API](https://github.com/nulib/dc-api-v2/tree/deploy/staging/mcp): Agent integration with the Northwestern University Libraries Digital Collections API (by nulib, ★14, security:PASS) - [Microsoft 365 Admin](https://github.com/okapi-ca/ms-365-admin-mcp-server): Microsoft 365 administration via Graph API application permissions (read-only by default). (by okapi-ca, ★14, security:PASS) - [Unterm](https://github.com/zhitongblog/unterm): The terminal AI agents can drive: spawn panes, run commands, read screens, scrolling screenshots. (by zhitongblog, ★14, security:PASS) - [FiveM MCP](https://github.com/ziyacivan/fivem-mcp): Build, run and live-test FiveM servers with AI agents: RCON, DevCon, window control, mcpb bridge. (by ziyacivan, ★14, security:PASS) - [fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics): Retrieve SonarQube project information: current and historical metrics, issues and health status. (by ArchAI-Labs, ★14, security:PASS) - [Vynix](https://github.com/UseVynix/vynix-mcp): Give AI coding agents access to your Vynix visual feedback, bug reports, and AI diagnosis. (by UseVynix, ★13, security:PASS) - [ZuckerBot — Meta Ads MCP Server](https://github.com/DatalisHQ/zuckerbot): 60+ Meta Ads tools for AI agents: audits, campaign management, audiences and CAPI tracking. (by DatalisHQ, ★13, security:PASS) - [clarifyprompt](https://github.com/LumabyteCo/clarifyprompt-mcp): AI prompt optimization for 58+ platforms across 7 categories with custom platforms (by LumabyteCo, ★13, security:PASS) - [Authentik MCP Server](https://github.com/Samik081/mcp-authentik): Manage Authentik through AI assistants (by Samik081, ★13, security:PASS) - [Kotlin & Java Library Sources](https://github.com/aoreshkov/kotlin-lib-mcp): Kotlin/Java library sources, public API and KDoc from the real Maven sources jar, for AI agents (by aoreshkov, ★13, security:PASS) - [app-store-connect](https://github.com/beautyfree/appstore-connect-mcp): App Store Connect API as MCP: apps, TestFlight, subscriptions, localizations, reports. JWT auth. (by beautyfree, ★13, security:PASS) - [memorydetective](https://github.com/carloshpdoc/memorydetective): iOS leak/perf debugging via MCP: memgraph cycles, .trace analysis, SourceKit-LSP bridging. (by carloshpdoc, ★13, security:PASS) - [deployhq-mcp-server](https://github.com/deployhq/deployhq-mcp-server): Model Context Protocol (MCP) server for DeployHQ API integration (by deployhq, ★13, security:PASS) - [IFC MCP](https://github.com/flinker-app/ifc-mcp): Local IFC/BIM MCP server with IfcOpenShell Python in Pyodide and an IFC viewer. (by flinker-app, ★13, security:PASS) - [windbg-mcp](https://github.com/glslang/windbg-mcp): WinDbg/DbgEng over MCP: crash dumps, live user & kernel, driver IOCTLs, and TTD. (by glslang, ★13, security:PASS) - [doom-mcp](https://github.com/gunnargrosch/doom-mcp): Play DOOM via MCP - works with Claude Code, Cursor, and any MCP client (by gunnargrosch, ★13, security:PASS) - [quickbooks-mcp](https://github.com/laf-rge/quickbooks-mcp): MCP server for QuickBooks Online API integration (by laf-rge, ★13, security:PASS) - [Loomle MCP for Unreal](https://github.com/loomle/loomle): Structured, verifiable Unreal Engine editing for AI agents. (by loomle, ★13, security:PASS) - [devdocs-mcp](https://github.com/madhan-g-p/DevDocs-MCP): Local DevDocs MCP Server (Developer Docs with project specific context awareness) (by madhan-g-p, ★13, security:PASS) - [Perforce Agentic Gateway](https://github.com/perforce/perforce-agentic-gateway): Local MCP gateway that proxies AI clients to many MCP servers with a token-efficient code mode (by perforce, ★13, security:PASS) - [n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp): MCP server for n8n: generate, lint, explain failed executions, drive live n8n via REST. (by AutomateLab-tech, ★13, security:PASS) - [context-rot-detection](https://github.com/milos-product-maker/context-rot-detection): Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations. (by milos-product-maker, ★13, security:PASS) - [locust-mcp-server](https://github.com/QAInsights/locust-mcp-server): Performance testing with Locust. (by QAInsights, ★13, security:PASS) - [vs-token-safer](https://github.com/JSungMin/vs-token-safer): Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction. (by JSungMin, ★13, security:PASS) - [fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp): Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs. (by richer-richard, ★13, security:PASS) - [mcp](https://github.com/balldontlie-api/mcp): Provides access to live sports data and analytics from BALLDONTLIE: The Sports API (by balldontlie-api, ★12, security:PASS) - [sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp): Live scores, standings, top scorers, brackets for football, basketball, cricket, tennis. Free API. (by Backspace-me, ★12, security:PASS) - [interactive-leetcode-mcp](https://github.com/SPerekrestova/interactive-leetcode-mcp): Interactive LeetCode MCP server with authorization and solution submission capabilities (by SPerekrestova, ★12, security:PASS) - [BPMN Kit](https://github.com/bpmnkit/monorepo/tree/main/apps/cli): Create, validate, simulate and deploy Camunda 8 BPMN processes, forms and DMN from an agent. (by bpmnkit, ★12, security:PASS) - [Claude Bridge](https://github.com/constripacity/Claude-Bridge): Durable local-first MCP relay for independent coding agents. (by constripacity, ★12, security:PASS) - [irs-taxpayer](https://github.com/dma9527/irs-taxpayer-mcp): 44 local US tax estimation and planning tools for supported TY2024 through TY2026 scenarios. (by dma9527, ★12, security:PASS) - [Foxit PDF API MCP Server](https://github.com/foxitsoftware/foxit-pdf-api-mcp-server): MCP server that exposes Foxit PDF API capabilities via stdio. (by foxitsoftware, ★12, security:PASS) - [zendesk-mcp-server](https://github.com/fruggr/zendesk-mcp-server): Draft, translate and update Help Center articles and manage Zendesk tickets from your AI assistant. (by fruggr, ★12, security:PASS) - [Canary](https://github.com/mindstone/mcp-servers/tree/main/connectors/canary): Mindstone-internal release-pipeline test connector; not for use. Single ping tool; no auth. (by mindstone, ★12, security:PASS) - [noisy-coding](https://github.com/noisy/noisy-studio): Voice interface for Claude Code: talk to your agent and it talks back while it works. (by noisy, ★12, security:PASS) - [rclone](https://github.com/rclone-ui/rclone-mcp): MCP server for the Rclone RC API, with selectable toolsets. (by rclone-ui, ★12, security:PASS) - [inbody-api-mcp](https://github.com/rwestergren/inbody-api-mcp): MCP server for InBody body-composition data — scans, body fat, muscle mass, body water (by rwestergren, ★12, security:PASS) - [meta-api-mcp-server](https://github.com/savhascelik/meta-api-mcp-server): You can connect any API to LLMs. This enables AI to interact directly with APIs (by savhascelik, ★12, security:REVIEW) - [Async Parallel Antigravity for Codex & Claude Code](https://github.com/varadfromeast/codex-agy-bridge): Run parallel, resumable, human-operable Antigravity CLI sessions from any MCP agent harness (by varadfromeast, ★12, security:PASS) - [IdentArk Gateway](https://github.com/identArk/identark): Zero-secret MCP gateway for AI agents: risk-scored, audited calls with human-in-the-loop approval. (by identArk, ★12, security:PASS) - [skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server): Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations. (by aktsmm, ★12, security:PASS) - [unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp): Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs. (by gorosun, ★12, security:REVIEW) - [restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer): Access CSV files via RestCSV. (by JordanDalton, ★12, security:REVIEW) - [climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server): Calculate carbon emissions and climate impact via the Climatiq API. (by jagan-shanmugam, ★12, security:PASS) - [Backup](https://github.com/hexitex/MCP-Backup-Server): Add smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc (by hexitex, ★12, security:PASS) - [Nauro](https://github.com/Nauro-AI/nauro): Decision system for software built with AI (by Nauro-AI, ★11, security:PASS) - [mcp-server-analyzer](https://github.com/Anselmoo/mcp-server-analyzer): MCP server for Python, JavaScript, and TypeScript code analysis with Ruff, ty, Vulture, and Biome (by Anselmoo, ★11, security:PASS) - [justicelibre](https://github.com/Dahliyaal/justicelibre): MCP jurisprudence française : 3,5 M+ décisions (Cass, CE, CAA, TA, CEDH, CJUE) + lois à date (by Dahliyaal, ★11, security:PASS) - [mcp-server-taiwan-weather](https://github.com/GoneTone/mcp-server-taiwan-weather): 用於取得臺灣中央氣象署 API 資料的 Model Context Protocol (MCP) Server (by GoneTone, ★11, security:PASS) - [japan-data-mcp](https://github.com/Izyuusya/japan-data-mcp): 日本の公的データ(統計・法人・不動産)にAIからアクセスするMCPサーバー。e-Stat統計API・法人番号Web-API・不動産情報ライブラリAPIの3API統合。全国約1,700市区町村対応。 (by Izyuusya, ★11, security:PASS) - [Skolverket MCP](https://github.com/isakskogstad/Skolverket-MCP): MCP server for Skolverket's open APIs - Curriculum, School Units, and Adult Education (by isakskogstad, ★11, security:PASS) - [Hated WoW MCP](https://github.com/RdyGaming/hated-wow-mcp): MCP server for WoW addons: Lua API, Blizzard UI source, CVars, art lookup, linting, scaffolding. (by RdyGaming, ★11, security:PASS) - [AdGuard Home MCP Server](https://github.com/Samik081/mcp-adguard-home): Manage AdGuard Home through AI assistants (by Samik081, ★11, security:PASS) - [Caddy MCP Server](https://github.com/YawLabs/caddy-mcp): MCP server for managing Caddy web servers via the admin API (by YawLabs, ★11, security:PASS) - [renforge](https://github.com/alex-jordan547/renforge-mcp): Inspect, drive and debug a running Ren'Py game: state, screenshots, guarded clicks, saves, builds. (by alex-jordan547, ★11, security:PASS) - [ControlKeel](https://github.com/aryaminus/controlkeel): Governed MCP workflows with policy validation, findings tracking, and review gates. (by aryaminus, ★11, security:PASS) - [nuxt-i18n-mcp](https://github.com/fabkho/the-i18n-kit): MCP server for managing i18n translations in Nuxt projects. (by fabkho, ★11, security:PASS) - [grok-mcp](https://github.com/howardpen9/grok-mcp): Use xAI Grok as a peer reviewer + PR gate from Claude Code, Cursor, Cline and any MCP host. (by howardpen9, ★11, security:PASS) - [fedit](https://github.com/amalexico/fedit): Go-based MCP server for surgical file editing: anchored insert, delete, replace, move, copy. (by amalexico, ★11, security:PASS) - [ASOHawk](https://github.com/prodocik/asohawk): ASO analytics and App Store optimization tools for indie iOS developers and AI agents. (by prodocik, ★11, security:PASS) - [Tailscale](https://github.com/tailscale-mcp/tailscale-mcp): Drive a Tailscale node and its tailnet through the CLI and the control-plane API (by tailscale-mcp, ★11, security:PASS) - [abap-adt-mcp](https://github.com/williansaez/abap-adt-mcp): ABAP development from Claude and other MCP hosts: source, transports, tests, ATC, debugger (by williansaez, ★11, security:PASS) - [ContextOS — Powered Exoskeleton for AI Coding](https://github.com/yubinbin32-ops/ContextOS): Context exoskeleton for AI development: reduce token usage and context occupancy. (by yubinbin32-ops, ★11, security:PASS) - [OpenQR](https://github.com/open-qr/openqr): Generate, edit and track dynamic (editable) QR codes with scan analytics. Hosted MCP and REST API. (by open-qr, ★11, security:PASS) - [ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server): iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI. (by a-25, ★11, security:PASS) - [echo-mcp](https://github.com/BrunoKrugel/echo-mcp): Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools. (by BrunoKrugel, ★11, security:PASS) - [mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira): GitLab and Jira: manage projects, merge requests, files, releases and tickets. (by HainanZhao, ★11, security:PASS) - [npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp): Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository. (by meanands, ★11, security:PASS) - [gitingest-mcp](https://github.com/narumiruna/gitingest-mcp): Convert any Git repository into a text digest of its codebase using gitingest. (by narumiruna, ★11, security:PASS) - [garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server): Offline Garmin Connect IQ SDK documentation with search and API examples. (by ztuskes, ★11, security:REVIEW) - [x402-fpl-api](https://github.com/dohyung1/x402-fpl-api): Personalized Fantasy Premier League insights: captain picks, transfer suggestions, differentials, fixture outlook, price predictions and live points. (by dohyung1, ★11, security:PASS) - [utopia](https://github.com/altinoren/Utopia): Simulated smart home and lifestyle devices for testing an agent's reasoning and discovery capabilities. (by altinoren, ★11, security:REVIEW) - [WebAnatomy](https://github.com/GabrielAmz/web-anatomy): Help your AI improve landing pages, grounded in 3,500+ scored sections and 500 real pages. (by GabrielAmz, ★10, security:PASS) - [infrahub-mcp](https://github.com/opsmill/infrahub-mcp): An MCP server connects your AI assistants to Infrahub using the open MCP standard. (by opsmill, ★10, security:PASS) - [Paxa Labs](https://github.com/paxalabs/mcp): Thai, English, Mandarin speech AI: TTS with playback, transcription, translation, OCR, extraction (by paxalabs, ★10, security:PASS) - [OhMyWind](https://github.com/qdonnars/ohmywind): Sailing passage planner for any coast, with high-precision tides on the French Atlantic. (by qdonnars, ★10, security:PASS) - [agents-party](https://github.com/1gr14/agents-party): One encrypted channel where Claude Code, Cursor, Codex and any other agent talk to each other. (by 1gr14, ★10, security:PASS) - [zoo-mcp](https://github.com/KittyCAD/mcp): An MCP server that provides access to the Zoo API for various CAD operations and tools. (by KittyCAD, ★10, security:PASS) - [memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp): MCP server for .NET memory profiling — in-process heap snapshots via EventPipe with leak heuristics (by MarcelRoozekrans, ★10, security:PASS) - [BLEA](https://github.com/Nitmi/blea): Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents. (by Nitmi, ★10, security:PASS) - [Monobank](https://github.com/akutishevsky/monobank-mcp-server): MCP server for Monobank API — currency rates, client info, and account statements (by akutishevsky, ★10, security:PASS) - [gcf-proxy](https://github.com/blackwell-systems/gcf-proxy): Drop-in MCP proxy. 71% fewer tokens. Session dedup compounds to 92%. Zero code changes. (by blackwell-systems, ★10, security:PASS) - [Orchestrator](https://github.com/crAK1644/orchestrator-mcp): Let one coding-agent CLI consult another: Codex, Claude Code, OpenCode, Copilot or Antigravity. (by crAK1644, ★10, security:PASS) - [Krita Codex MCP](https://github.com/cyyprezz/krita-codex-mcp): Control Krita through a secure local MCP server and authenticated Windows bridge. (by cyyprezz, ★10, security:PASS) - [Word AI](https://github.com/flyfish-dev/word-ai): Structure-preserving Word DOCX editing MCP server and Office.js bridge for AI agents. (by flyfish-dev, ★10, security:PASS) - [Multimeter](https://github.com/mshobeyri/multimeter): Scaffold, validate, format, and run YAML .mmt API tests. Do not invent syntax. (by mshobeyri, ★10, security:PASS) - [docket](https://github.com/pasichDev/docket): One list every AI tool you use can write to — scoped per project, local-first, self-hostable. (by pasichDev, ★10, security:PASS) - [sauce-api-mcp](https://github.com/saucelabs/sauce-api-mcp): An open-source MCP server that provides LLM access to the Sauce Labs API (by saucelabs, ★10, security:PASS) - [SignNow Api Helper MCP](https://github.com/signnow/sn-api-helper-mcp): MCP server for SignNow API helper tools (stdio only). (by signnow, ★10, security:PASS) - [MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher): Dynamic SOC security threat analysis for a Text2SQL AI agent. (by akramIOT, ★10, security:REVIEW) - [deploy-mcp](https://github.com/alexpota/deploy-mcp): Deployment tracking and monitoring with live status badges. (by alexpota, ★10, security:PASS) - [gavel](https://github.com/gavelcode/gavel): Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict. (by gavelcode, ★10, security:PASS) - [apifable](https://github.com/ycs77/apifable): Explore OpenAPI specs, search endpoints and generate TypeScript types. (by ycs77, ★10, security:PASS) - [Files](https://github.com/flesler/mcp-files): Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere. (by flesler, ★10, security:PASS) - [DSAIL](https://github.com/JaxonAI/dsail): Turn a written policy into rules a program can check, and get the same answer every time. (by JaxonAI, ★9, security:PASS) - [mason](https://github.com/adrianczuczka/mason): Engineering decisions, change impact, documentation audits, and CI evidence for coding assistants. (by adrianczuczka, ★9, security:PASS) - [Doc Bridge](https://github.com/AgentsKit-io/doc-bridge): Resolve documentation ownership, edit roots, checks, and human handoffs before an agent edits code. (by AgentsKit-io, ★9, security:PASS) - [pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp): Write-capable PDF toolkit MCP: 22 tools to read, create, render, encrypt, merge & fill PDFs. (by AryanBV, ★9, security:PASS) - [janusmcp](https://github.com/Bayway/janusmcp): Multi-account tool broker for AI agents — CLI and MCP. (by Bayway, ★9, security:PASS) - [orderly-mcp](https://github.com/OrderlyNetwork/orderly-mcp): MCP Server for Orderly Network - Documentation and SDK patterns (by OrderlyNetwork, ★9, security:PASS) - [XLIDE](https://github.com/WilliamSmithEdward/xlide_mcp): Read, write, analyze, test and diff the VBA in Office files, and the document around it (by WilliamSmithEdward, ★9, security:PASS) - [Sounio Compiler](https://github.com/Sounio-lang/sounio/tree/main/tools/mcp): Check, compile, run, and test Sounio programs locally. (by Sounio-lang, ★9, security:PASS) - [api-testing-mcp](https://github.com/cocaxcode/api-testing-mcp): MCP server for API testing. 35 tools: HTTP, assertions, flows, OpenAPI, collections. (by cocaxcode, ★9, security:PASS) - [Causari](https://github.com/croviatrust/causari): Records what an AI agent did in a repo (prompt, model, files) and answers why a line exists. (by croviatrust, ★9, security:PASS) - [twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-io-mcp): Offline access to TwitterAPI.io docs for AI assistants. 52 endpoints, guides, pricing. (by dorukardahan, ★9, security:PASS) - [core](https://github.com/electron-stagewright/electron-stagewright): Agent-native MCP server for driving, inspecting, and asserting on real Electron desktop apps. (by electron-stagewright, ★9, security:PASS) - [strategy-skills](https://github.com/eterdis/strategy-skills/tree/main/mcp-server): 11 open strategy frameworks as AI-guided prompts for any MCP client. (by eterdis, ★9, security:PASS) - [PAPI: Persistent Adaptive Project Intelligence](https://github.com/getpapi/papi): Adaptive plan/build/review cycles for AI coding assistants, persisted across sessions. (by getpapi, ★9, security:PASS) - [stacksfinder](https://github.com/hoklims/stacksfinder-mcp): Deterministic tech stack recommendations, audits, and project estimates. No hallucinations. (by hoklims, ★9, security:PASS) - [ducklab](https://github.com/jrullan/ducklab): Multi-LLM dev harness, MCP-operable: bugs, cycles, gates. Verdicts are exit codes, never opinions. (by jrullan, ★9, security:PASS) - [livewire-flux-mcp](https://github.com/leMaur/livewire-flux-mcp): Flux UI component and layout docs for AI coding agents. Live from fluxui.dev, Pro-tier aware. (by leMaur, ★9, security:PASS) - [lynx](https://github.com/lorenzo-cambiaghi/LynxMCP): LynxMCP: 100% local MCP server for the code questions grep can't answer: call graph, hybrid search (by lorenzo-cambiaghi, ★9, security:PASS) - [ADCIRC Model Setup MCP Server](https://github.com/oceanmodeling/ocean-mcp): ADCIRC model configuration debugging, parameter lookup, and validation (by oceanmodeling, ★9, security:PASS) - [IBM Maximo](https://github.com/markusvankempen/maximo-mcp-ai-integration-options): Connect AI assistants to IBM Maximo for API discovery, OSLC querying, and Carbon UI generation. (by markusvankempen, ★9, security:PASS) - [redacta-mcp](https://github.com/nickjlamb/redacta): Pseudonymise and restore patient identifiers & PII in text — local, HIPAA Safe Harbor mode. (by nickjlamb, ★9, security:PASS) - [occasio](https://github.com/occasiolabs/occasio): Tamper-evident, Sigstore-signed audit trail for Claude Code agents. (by occasiolabs, ★9, security:PASS) - [mcp-server-colab-exec](https://github.com/pdwi2020/mcp-server-colab-exec): Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client (by pdwi2020, ★9, security:PASS) - [GodotLens](https://github.com/pzalutski-pixel/godotlens-mcp): Godot's own view of your GDScript project: navigation, diagnostics, engine API, scene checks (by pzalutski-pixel, ★9, security:PASS) - [CAPI Gateway](https://github.com/surisoft-io/capi-core): Apache Camel API Gateway with REST-to-MCP bridging for LLM agents. (by surisoft-io, ★9, security:PASS) - [rune](https://github.com/thecolourfoundation/rune): Evidence-backed codebase understanding with file:line citations, for AI clients over MCP. (by thecolourfoundation, ★9, security:PASS) - [mkdocs-mcp](https://github.com/ubaumann/mkdocs-mcp): An MCP server that provides serves MkDocs as resources. (by ubaumann, ★9, security:PASS) - [Gerrit Code Review](https://github.com/GaijinEntertainment/go-gerrit-mcp): Capability-gated Gerrit code review tools with opt-in review notifications pushed into the session (by GaijinEntertainment, ★9, security:PASS) - [codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp): Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API. (by 3KniGHtcZ, ★9, security:PASS) - [system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server): Exposes a catalog of coding assistant system prompts as tools, with model-aware suggestions and persona activation to emulate agents like Cursor or Devin. (by JamesANZ, ★9, security:PASS) - [xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp): iOS development tools: build, run, screenshot and interact with the iOS Simulator. (by kevinswint, ★9, security:PASS) - [repocrunch](https://github.com/kimwwk/repocrunch): Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output. (by kimwwk, ★9, security:PASS) - [tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server): Cryptocurrency tipping using the x402 payment protocol and CDP Wallet. (by tipdotmd, ★9, security:REVIEW) - [Lumify Sports Intelligence](https://github.com/lumifyai/lumify): Schedules, scores, odds, splits & explainable AI bet confidence — 8+ sports, free instant key. (by lumifyai, ★8, security:PASS) - [anirbanbasu-pymcp](https://github.com/anirbanbasu/pymcp): Primarily to be used as a template repository for developing MCP servers with FastMCP in Python, P… (by anirbanbasu, ★8, security:PASS) - [formio-mcp](https://github.com/formio/ai/tree/main/packages/mcp-server): Create and manage Form.io forms, resources, actions, roles, and projects from your AI agent. (by formio, ★8, security:PASS) - [code-auditor-mcp](https://github.com/BenAHammond/code-auditor-mcp): Code Quality Auditor: Analyze code for SOLID principles, DRY violations, and more (by BenAHammond, ★8, security:PASS) - [Bruno MCP Studio](https://github.com/Ostico/bruno-mcp-studio): Author, edit and run Bruno collections as files: HTTP, WebSocket, gRPC, per-request pass/fail. (by Ostico, ★8, security:PASS) - [dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp): MCP server for dotnet new: discover, inspect, preview and create .NET projects from templates. (by YuliiaKovalova, ★8, security:PASS) - [instagram-mcp](https://github.com/adelaidasofia/instagram-mcp): Official, multi-account Instagram Graph API MCP: read, publish, analytics, comments, DMs. (by adelaidasofia, ★8, security:PASS) - [amcharts5](https://github.com/amcharts/amcharts5-mcp): On-demand access to amCharts 5 docs, code examples, and API reference (by amcharts, ★8, security:PASS) - [Python Docs MCP Server](https://github.com/ayhammouda/python-docs-mcp-server): The canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal. (by ayhammouda, ★8, security:PASS) - [make-mcp](https://github.com/danishashko/make-mcp): Unofficial MCP server for Make.com automation - build, validate & deploy scenarios via AI (by danishashko, ★8, security:PASS) - [Deed](https://github.com/deed-lang/deed/tree/main/crates/deed-cli): Contract-first language and MCP server for capability-aware code and patch review. (by deed-lang, ★8, security:PASS) - [Fitness AI Connector](https://github.com/fmp-projects/fitness-ai-connector): Garmin data in Claude & ChatGPT via the Garmin Health API. OAuth sign-in, no password sharing. (by fmp-projects, ★8, security:PASS) - [Unified AI System MCP Gateway](https://github.com/happy520ai/unified-ai-system/tree/master/packages/mcp-server): Self-hosted MCP gateway for Codex, Cursor, and Cline with provider-free prompt enhancement. (by happy520ai, ★8, security:PASS) - [Consilium Principis](https://github.com/ilyautov/consilium-principis): AI advisory board (MCP): quotes verified word-for-word against public-domain texts, fail-closed (by ilyautov, ★8, security:PASS) - [OECD MCP Server](https://github.com/isakskogstad/OECD-MCP): OECD economic and statistical data via SDMX API. Access 5,000+ datasets across 17 categories. (by isakskogstad, ★8, security:PASS) - [lurq](https://github.com/jadenryu/lurq): Verify npm packages before your AI agent installs them: hallucinations, advisories, API drift. (by jadenryu, ★8, security:PASS) - [agent-comm](https://github.com/keshrath/agent-comm): Agent intercommunication - messaging, channels, shared state, and real-time events (by keshrath, ★8, security:PASS) - [Petsonality](https://github.com/nanami-he/petsonality): An MBTI-powered terminal pet companion for Claude Code and OpenClaw. (by nanami-he, ★8, security:PASS) - [ai-context-kit](https://github.com/ofershap/ai-context-kit): Lint, measure, and sync AI context files across Cursor, Claude Code, Copilot. (by ofershap, ★8, security:PASS) - [litmus](https://github.com/polygraphso/litmus): Grade MCP servers A to F with the open behavioral litmus. npm: full toolset; hosted: lookups only. (by polygraphso, ★8, security:PASS) - [RLM Tools](https://github.com/stefanoshea/rlm-tools): Persistent Python sandbox for token-efficient codebase exploration in MCP clients (by stefanoshea, ★8, security:PASS) - [Writing Style Checker](https://github.com/theserverlessdev/wsc): Prose linter + AI-slop detector: weasel words, passive voice, hedging, and research-cited AI tells (by theserverlessdev, ★8, security:PASS) - [ai-dev-analytics](https://github.com/LWTlong/aida): Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules. (by LWTlong, ★8, security:PASS) - [webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp): Create, retrieve and delete webhooks on webhook-test.com. (by alimo7amed93, ★8, security:REVIEW) - [cursor-usage](https://github.com/ofershap/cursor-usage): AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions. (by ofershap, ★8, security:PASS) - [tnl](https://github.com/janaraj/tnl): TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against. (by janaraj, ★8, security:PASS) - [swarmia-mcp](https://github.com/mattjegan/swarmia-mcp): Read-only access to Swarmia metrics for quick reporting. (by mattjegan, ★8, security:PASS) - [pipepie](https://github.com/pipepie/pipepie): Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains. (by pipepie, ★8, security:PASS) - [vibealive](https://github.com/skullzarmy/vibealive): Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP. (by skullzarmy, ★8, security:PASS) - [pantheon-mcp](https://github.com/valado/pantheon-mcp): Serves task-specific instructions to agents instead of static Markdown files. (by valado, ★8, security:PASS) - [scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp): Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts. (by yanmxa, ★8, security:PASS) - [Sonatype MCP Server](https://github.com/brianveltman/sonatype-mcp): MCP for Sonatype Nexus Repository Manager and Sonatype Repository Firewall. Manage your DevSecOps practices through AI-assisted Workflows. (by brianveltman, ★8, security:PASS) - [mcp](https://github.com/wklm/beacio-sdk/tree/main/packages/mcp): MCP server for Web Bluetooth on iOS Safari: scaffolding, UUID lookup, extension detection. (by wklm, ★7, security:PASS) - [ToughTongue AI](https://github.com/tough-tongue/toughtongue-skills): Create voice-agent scenarios, pull session analytics, place SIP calls, schedule meeting bots. (by tough-tongue, ★7, security:PASS) - [Tidesman](https://github.com/JeronimoColon/tidesman-mcp): A free native MCP server for running and debugging Linux containers with Apple's container tool. (by JeronimoColon, ★7, security:PASS) - [Web Validator by DigestSEO](https://github.com/AKzar1el/mcp-web-validator): Audit public webpages and supplied markup for HTML, CSS, SEO, JSON-LD, and link issues. (by AKzar1el, ★7, security:PASS) - [Statistics Canada MCP Server](https://github.com/Aryan-Jhaveri/mcp-statcan): Access Statistics Canada data via the Web Data Services API (by Aryan-Jhaveri, ★7, security:PASS) - [ToolPipe MCP Server](https://github.com/Ithiel-Labs/make-money-30-Day-experiment/tree/master/products/mcp-server): 238+ dev tools via MCP: JSON, QR, PDF, DNS, hash, UUID, code review, JWT, SSL, WHOIS, and more (by Ithiel-Labs, ★7, security:PASS) - [dejared](https://github.com/hqkh4nh/dejared-mcp): Explore, analyze, and decompile Java JAR files via MCP (by hqkh4nh, ★7, security:PASS) - [atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server): Auto-download & launch https://github.com/LinuxSuRen/atest-mcp-server (by LinuxSuRen, ★7, security:PASS) - [tech-debt-mcp](https://github.com/PierreJanineh/TechDebtMCP): MCP Server for analyzing technical debt across multiple programming languages (by PierreJanineh, ★7, security:PASS) - [Komodo MCP Server](https://github.com/Samik081/mcp-komodo): Manage Komodo through AI assistants (by Samik081, ★7, security:PASS) - [Archprint](https://github.com/Tommkruix/archprint): Mine the architecture rules your TypeScript repo already enforces, with the evidence attached. (by Tommkruix, ★7, security:PASS) - [.FAF Context](https://github.com/Wolfe-Jam/faf-mcp): Dedicated IDE Edition. Persistent project context for Cursor, Windsurf, Cline, VS Code. (by Wolfe-Jam, ★7, security:PASS) - [mcp-state-sidecar](https://github.com/askadvaith/MCP-State-Sidecar): MCP State Sidecar: durable state persistence for multi-agent AI workflows (by askadvaith, ★7, security:PASS) - [VULK](https://github.com/VULK-dev/vulk-mcp-server): Generate, edit, and deploy immersive 3D/WebGL web projects from any MCP assistant. (by VULK-dev, ★7, security:PASS) - [AIContextBuilder](https://github.com/gregordadera/aicb-roslyn-mcp): Symbol-aware C# and .NET code context for AI coding assistants. (by gregordadera, ★7, security:PASS) - [archy](https://github.com/hslee16/Archy): Architectural sensor for Python codebases. (by hslee16, ★7, security:PASS) - [Lucius MCP](https://github.com/ivanostanin/lucius-mcp): MCP server for managing Allure TestOps tests, launches, plans, defects, and metadata. (by ivanostanin, ★7, security:PASS) - [che-word-mcp](https://github.com/PsychQuant/che-word-mcp): Swift-native MCP server for Word (.docx) manipulation with 148 tools (by PsychQuant, ★7, security:PASS) - [aiterm-mcp](https://github.com/kitepon/aiterm-mcp): Claude Code drives Codex CLI's interactive TUI and durable tmux terminals over MCP. (by kitepon, ★7, security:PASS) - [reddit-growth-mcp](https://github.com/latent-9/reddit-growth-mcp): Find where to post on Reddit and score your draft before posting — no API keys needed. (by latent-9, ★7, security:PASS) - [DevPlan MCP Server](https://github.com/mmorris35/devplan-mcp-server): Transform project ideas into paint-by-numbers development plans with phases, tasks, and subtasks. (by mmorris35, ★7, security:PASS) - [reddit-mcp-server](https://github.com/mypracticaltools/Reddit-MCP-Server): Reddit MCP Server via Apify (by mypracticaltools, ★7, security:PASS) - [athena-protocol](https://github.com/n0zer0d4y/athena-protocol): AI tech lead for coding agents with validation and impact analysis (by n0zer0d4y, ★7, security:PASS) - [jitapi](https://github.com/nk3750/jitapi): Turn any OpenAPI spec into an executable agent interface using graphs and semantic search. (by nk3750, ★7, security:PASS) - [markdown](https://github.com/ofershap/mcp-server-markdown): Markdown MCP — search, extract sections, list headings, find code blocks. (by ofershap, ★7, security:PASS) - [pseolint](https://github.com/ouranos-labs/pseolint/tree/main/packages/mcp): Penalty-risk audit for programmatic SEO sites: verdict, risk score, and a fix manifest. (by ouranos-labs, ★7, security:PASS) - [pepesto-mcp](https://github.com/pepesto-solutions/pepesto-mcp): MCP server for the Pepesto grocery shopping API — recipe-to-cart across European supermarkets. (by pepesto-solutions, ★7, security:PASS) - [PnP PowerShell](https://github.com/pnp/pnp-powershell-mcp-server): Manage Microsoft 365 in natural language with PnP PowerShell and author PnP PowerShell scripts. (by pnp, ★7, security:PASS) - [crashdx](https://github.com/r00tify/crashdx): Diagnoses Apple .ips crash reports: ranks likely causes with cited evidence, not just a stack trace. (by r00tify, ★7, security:PASS) - [revenueos](https://github.com/unempyd/revenueos): Self-hosted revenue department: find opportunities, execute approved work, measure results. (by unempyd, ★7, security:PASS) - [skeletongraph](https://github.com/yashdoke7/skeletongraph): Zero-LLM structural code retrieval for AI coding agents, served over MCP. (by yashdoke7, ★7, security:PASS) - [PlanWright](https://github.com/Planwright/planwright): Control plane for autonomous software labor. Agents claim objectives over MCP with audit trail. (by Planwright, ★7, security:PASS) - [mobile-easy-use](https://github.com/agent-easy-use/mobile-easy-use): Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots. (by agent-easy-use, ★7, security:PASS) - [openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp): Converts any OpenAPI/Swagger specification into MCP tools automatically. (by bbonnin, ★7, security:PASS) - [claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp): Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary. (by optimaquantum, ★7, security:PASS) - [pt-edge](https://github.com/grahamrowe82/pt-edge): Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis. (by grahamrowe82, ★7, security:PASS) - [mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server): Interact with the Kibela API. (by kiwamizamurai, ★7, security:PASS) - [rae-mcp](https://github.com/rae-api-com/rae-mcp): Access the Royal Spanish Academy (RAE) dictionary via the RAE API. (by rae-api-com, ★7, security:REVIEW) - [netbox-mcp](https://github.com/simonpainter/netbox-mcp): Interact with the NetBox API. (by simonpainter, ★7, security:PASS) - [Chart](https://github.com/KamranBiglari/mcp-server-chart): This server offers a wide variety of chart types with comprehensive Zod schema validation for type-safe chart configuration. (by KamranBiglari, ★7, security:PASS) - [Webex](https://github.com/Kashyap-AI-ML-Solutions/webex-messaging-mcp-server): A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities. (by Kashyap-AI-ML-Solutions, ★7, security:PASS) - [Frisian MCP (Django)](https://github.com/Frisian-MCP/frisian-mcp): Your DRF API as MCP tools — 1,800 endpoints become 16 dispatchers, permissioned by Django. (by Frisian-MCP, ★6, security:PASS) - [textarttools-mcp](https://github.com/humanjesse/textarttools-mcp): Unicode text styling and ASCII art generation with 23 styles and 322+ figlet fonts (by humanjesse, ★6, security:PASS) - [eu-registry](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/eu-registry): EU company registry lookup: 16 countries incl. Lithuania (JAR: identity + legal status). (by martinhavel, ★6, security:PASS) - [Axis](https://github.com/VirSanghavi/axis/tree/main/packages/axis-server): Coding agents from Claude Code, Cursor and Codex claim jobs and lock files on one shared board. (by VirSanghavi, ★6, security:PASS) - [AgentsKit Registry](https://github.com/AgentsKit-io/agentskit-registry): Discover open-source AI agents and get source-owned installation instructions through MCP. (by AgentsKit-io, ★6, security:PASS) - [Google Play Console MCP](https://github.com/AgiMaulana/GooglePlayConsoleMcp): Google Play release lifecycle: tracks, testers, rollout, and Android Vitals. (by AgiMaulana, ★6, security:PASS) - [archstone](https://github.com/NousVigil/archstone): Compile your own business capabilities from declarative YAML and serve them as MCP tools. (by NousVigil, ★6, security:PASS) - [tick-mcp](https://github.com/Cocabadger/tick-mcp): A time server that keeps your AI honest about time. Real clock + drift guard, zero dependencies. (by Cocabadger, ★6, security:PASS) - [CodeCartographer](https://github.com/HuginnIndustries/CodeCartographer): Turn an unfamiliar codebase into validated architecture, contracts, and a reimplementation spec. (by HuginnIndustries, ★6, security:PASS) - [MERN MCP](https://github.com/IrtezaAsadRizvi/mern-mcp): Scaffolds MERN CRUD resources into existing Express and React codebases. (by IrtezaAsadRizvi, ★6, security:PASS) - [getregdata](https://github.com/Nolpak14/getregdata): Business-registry data for agents: one-call Poland KYB verdict, UBO, insolvency, adverse media (by Nolpak14, ★6, security:PASS) - [NOAA Tides and Currents](https://github.com/RyanCardin15/Perigee-Tides): NOAA tides and currents: water levels, tide predictions, currents, met data, flooding, sun and moon (by RyanCardin15, ★6, security:PASS) - [Steam (read-only)](https://github.com/Sarg338/steam-mcp): Read-only Steam: friends, games, achievements, sales, plus game recommendations and co-op nights. (by Sarg338, ★6, security:PASS) - [Tokenectomy Razor](https://github.com/Tokenectomy-Labs/Tokenectomy): Cut 95% of framework noise and token bloat from error logs for AI agents. (by Tokenectomy-Labs, ★6, security:PASS) - [Reuse Before Generate](https://github.com/aradar46/reuse-before-generate): Checks whether your idea already exists before your agent builds it. Searches GitHub, npm, Python. (by aradar46, ★6, security:PASS) - [Godot Agent Loop](https://github.com/beremaran/godot-agent-loop): MCP automation loop with 167 tested tools for Godot 4 (by beremaran, ★6, security:PASS) - [genefoundry](https://github.com/berntpopp/genefoundry-router): MCP gateway federating 22 biomedical MCP servers behind one endpoint: gnomAD, ClinVar, HPO, VEP. (by berntpopp, ★6, security:PASS) - [Tuning Engines - Governed AI Runtime](https://github.com/cerebrixos-org/tuning-engines-cli): Govern model, agent, skill, and MCP workflows with policy, approvals, traces, and usage analytics. (by cerebrixos-org, ★6, security:PASS) - [Aptu Coder](https://github.com/clouatre-labs/aptu-coder): MCP server for code structure analysis using tree-sitter. (by clouatre-labs, ★6, security:PASS) - [nominatim-mcp-server](https://github.com/cyanheads/openstreetmap-mcp-server): Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data. (by cyanheads, ★6, security:PASS) - [DC Member API](https://github.com/dynamitecircle/dc): Read and act on your own Dynamite Circle membership data via the public DC Member API. (by dynamitecircle, ★6, security:PASS) - [OpenSCAD](https://github.com/fboldo/openscad-mcp-server): Render STL and PNG from OpenSCAD code. (by fboldo, ★6, security:PASS) - [Enrich — Company Domain Intelligence](https://github.com/globalsearchdata/enrich-mcp-plugin): Free — no API key required. Enrich by domain or name. Country, contacts, social profiles. (by globalsearchdata, ★6, security:PASS) - [qai-consultant-mcp](https://github.com/gvasile29/qai-consultant): Keyless local MCP server for QA: standards retrieval, effort estimation, doc review, test analysis. (by gvasile29, ★6, security:PASS) - [adb-mcp: Android emulator and device control over adb](https://github.com/iksnerd/adb-mcp): Drive an Android emulator or device over adb: screenshot, inspect UI, tap, type, build and test. (by iksnerd, ★6, security:PASS) - [UNICEF Stats MCP](https://github.com/jpazvd/unicefstats-mcp): UNICEF child development statistics: 790+ indicators, 200+ countries, SDMX-sourced. No API key. (by jpazvd, ★6, security:PASS) - [lexware](https://github.com/lazyants/lexware-mcp-server): MCP server for the Lexware Office API — invoices, contacts, articles, and vouchers. (by lazyants, ★6, security:PASS) - [publish-mcp-server](https://github.com/marlenezw/publish-mcp-server): An MCP server that helps developers publish their MCP servers to the registry (by marlenezw, ★6, security:PASS) - [Legislative Yuan](https://github.com/narumiruna/ly-mcp): Model Context Protocol server for Taiwan Legislative Yuan API v2. (by narumiruna, ★6, security:PASS) - [AGENTS.md Generator](https://github.com/nushey/agents-md-generator): Analyzes codebases with tree-sitter and generates AGENTS.md files for AI coding agents. (by nushey, ★6, security:PASS) - [scraper](https://github.com/ofershap/mcp-server-scraper): Web scraping MCP — extract clean markdown, links, and metadata from any URL. (by ofershap, ★6, security:PASS) - [OpenScout](https://github.com/oscout/scout/tree/main/packages/cli): Coordinate local coding agents and track handoffs. For high-trust developer pilots. (by oscout, ★6, security:PASS) - [symbols](https://github.com/p1va/symbols): MCP server to read, inspect and troubleshoot codebase symbols (by p1va, ★6, security:PASS) - [postbag](https://github.com/parasxos/postbag): Local Claude Code and Codex sessions on one machine exchange letters through native inputs. (by parasxos, ★6, security:PASS) - [groundtruth](https://github.com/rm-rf-prod/GroundTruth-MCP): Live docs MCP server. 598+ libraries, evidence-verified answers, code audit, snippets, dispatch. (by rm-rf-prod, ★6, security:PASS) - [AI Divination Skills](https://github.com/sapuyou45-bit/oraclebone): Audited tarot, I Ching, Xiao Liu Ren, Bazi (Four Pillars). Model never invents results. (by sapuyou45-bit, ★6, security:PASS) - [rlg-mcp](https://github.com/sebastienrousseau/rlg): MCP server exposing rlg log streams to LLM agents via JSON-RPC 2.0 over stdio. (by sebastienrousseau, ★6, security:PASS) - [notepatra-mcp](https://github.com/singhpratech/notepatra): Notepatra editor MCP server — 35 tools; every write human-approved in the editor; local-only. (by singhpratech, ★6, security:PASS) - [moysklad-mcp](https://github.com/theYahia/moysklad-mcp): MCP server for MoySklad — warehouse, inventory, orders, reports (Russia) (by theYahia, ★6, security:PASS) - [vulners-mcp](https://github.com/vulnersCom/vulners-mcp): MCP server for the Vulners.com API (by vulnersCom, ★6, security:PASS) - [llmmcp](https://github.com/zero-abd/llmmcp): MCP server for real-time LLM API documentation — stop hallucinations (by zero-abd, ★6, security:PASS) - [mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt): Interact with feature flags in Flipt. (by flipt-io, ★6, security:PASS) - [rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp): Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search. (by Muhammed-AbdelGhany, ★6, security:PASS) - [PatchWarden](https://github.com/jiezeng2004-design/PatchWarden): Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence. (by jiezeng2004-design, ★6, security:PASS) - [pmpt-cli](https://github.com/pmptwiki/pmpt-cli): Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki. (by pmptwiki, ★6, security:PASS) - [Gentoro](https://github.com/gentoro-GT/mcp-nodejs-server): Gentoro generates MCP Servers based on OpenAPI specifications. (by gentoro-GT, ★6, security:PASS) - [Tailscale RMCP](https://github.com/dinglebear-ai/rtailscale): Tailscale device, route, DNS, key, user, and ACL management over MCP and CLI. (by dinglebear-ai, ★5, security:PASS) - [Norma by Quality Clouds](https://github.com/qualityclouds/norma-mcp): Deterministic AI code review, with an audit record. Governance inside the agent loop. (by qualityclouds, ★5, security:PASS) - [Avalara Tax Content](https://github.com/avadev/mcp): Provides access to Avalara Tax Content: TTE configs, jobs, communications, lodging, autorental (by avadev, ★5, security:PASS) - [Agenzax](https://github.com/Agenzax/agenzax-mcp): B2B network where companies' AI agents discover, negotiate, and build reputation. E2E-encrypted. (by Agenzax, ★5, security:PASS) - [Aident Loadout](https://github.com/Aident-AI/aident-skill): Connect any AI agent to 1,000+ apps and 27,000+ actions through one remote MCP server (OAuth). (by Aident-AI, ★5, security:PASS) - [zsh-tool](https://github.com/ArkTechNWA/zsh-tool): Zsh for Claude Code. PTY mode lets Claude type passwords. NEVERHANG + A.L.A.N. (by ArkTechNWA, ★5, security:PASS) - [RoselineMCP](https://github.com/Atypical-Consulting/RoselineMCP): MCP server for C# code analysis and automated fixing using Roslyn analyzers and code fix providers. (by Atypical-Consulting, ★5, security:PASS) - [SAP ABAP MCP](https://github.com/Coaspe/sap-abap-mcp): Develop, test, analyze, and operate SAP ABAP systems through ADT from AI coding agents. (by Coaspe, ★5, security:PASS) - [Contentrain](https://github.com/Contentrain/ai/tree/main/packages/mcp): Git-native content governance for AI agents — 27 deterministic MCP tools over stdio and HTTP. (by Contentrain, ★5, security:PASS) - [ozon-mcp-server](https://github.com/DeviceIngineering/ozon-mcp-server): Ozon Seller & Performance API, 156 tools; responses trimmed 476k to 64k tokens. (by DeviceIngineering, ★5, security:PASS) - [token-pilot](https://github.com/Digital-Threads/token-pilot): Save up to 80% tokens when AI reads code via AST-aware structural reading (by Digital-Threads, ★5, security:PASS) - [Divoom LAN Watchface](https://github.com/DivoomDevelop/mcp-divoom-lan): MCP server for Divoom LAN watchface APIs; read-before-write safe. V2 editor linked in README. (by DivoomDevelop, ★5, security:PASS) - [NotifyHub — Unified Notification MCP Server](https://github.com/GabrielBBaldez/Notify-Hub): Send notifications across 23 channels with 36 AI-ready tools. One API, zero boilerplate. (by GabrielBBaldez, ★5, security:PASS) - [openai-ads-mcp](https://github.com/HYPD-AI/openai-ads-mcp): Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and insights. (by HYPD-AI, ★5, security:PASS) - [Mirofy](https://github.com/Hasan-Laraib/Mirofy): Ask a repository what depends on what. Every answer cites the file, line and commit it came from. (by Hasan-Laraib, ★5, security:PASS) - [Pointcast](https://github.com/Hugelidus/Pointcast/tree/main/packages/cli): Talk and Alt+click on your web app: your agent gets the exact elements and the code behind them. (by Hugelidus, ★5, security:PASS) - [Apollo.io MCP Server](https://github.com/Inferensys/apollo-io-mcp): Apollo.io MCP server for prospecting, enrichment, CRM, sequences, and outreach workflows (by Inferensys, ★5, security:PASS) - [Houdini MCP](https://github.com/JTCHE/houdini-mcp): Connect agents to SideFX Houdini: edit the scene, cook, render, see the viewport, read the docs. (by JTCHE, ★5, security:PASS) - [computer-use-omni](https://github.com/Jason26214/omni-computer-use): A 1:1 replica of Claude Desktop's computer-use tool surface, for Windows and the Claude Code CLI. (by Jason26214, ★5, security:PASS) - [mcp-broker](https://github.com/doricstack/mcp-broker): Local MCP broker that exposes one compact entry for many upstream servers. (by doricstack, ★5, security:PASS) - [Jev agent tools](https://github.com/NomenAK/jev-tools): Evidence-oriented code questions, diff review and test selection via a Jev endpoint. (by NomenAK, ★5, security:PASS) - [admob-mcp-server](https://github.com/ParkSangGwon/admob-mcp-server): MCP server for the Google AdMob API — apps, ad units, mediation, and revenue reports (by ParkSangGwon, ★5, security:PASS) - [RoadRaven](https://github.com/Shuffzord/RoadRaven/tree/master/plugins/claude-code): Create and update roadmap tree nodes and statuses in the RoadRaven desktop app (must be running). (by Shuffzord, ★5, security:PASS) - [prumo](https://github.com/TomD4vs/prumo): Checks the context files a coding agent reads against the git index, and reports what drifted. (by TomD4vs, ★5, security:PASS) - [dekko](https://github.com/aahlijia/dekko): Static code map generator: MAP.md + map.json for any repo, plus a Claude Code /map plugin (by aahlijia, ★5, security:PASS) - [prelude](https://github.com/adjective-rob/prelude): Committed, machine-readable codebase context and code map that tells agents where to look. (by adjective-rob, ★5, security:PASS) - [appstoreconnect-mcp](https://github.com/akoskomuves/appstoreconnect-mcp): App Store Connect for MCP clients: PPP pricing, subscriptions, TestFlight, reviews, reports & more (by akoskomuves, ★5, security:PASS) - [shopify-multi-store](https://github.com/alex-brecher/shopify-multi-store): Connect AI agents to multiple Shopify Admin stores for reports, comparisons, and guarded updates. (by alex-brecher, ★5, security:PASS) - [agent-never-give-up](https://github.com/askman-dev/agent-never-give-up-mcp): An escape guide for coding agents, providing structured thinking tools to help agents unstick. (by askman-dev, ★5, security:PASS) - [FixThis](https://github.com/beyondwin/FixThis): Local-first MCP handoff for Jetpack Compose UI feedback and source candidates. (by beyondwin, ★5, security:PASS) - [coding-standards](https://github.com/corbat-tech/coding-standards-mcp): AI coding standards that enforce production-grade code with DDD, SOLID, TDD guardrails. (by corbat-tech, ★5, security:PASS) - [hibp](https://github.com/darrenjrobinson/HIBP-MCP-Server): A Model Context Protocol (MCP) server for the Have I Been Pwned (HIBP) API (by darrenjrobinson, ★5, security:PASS) - [misterdev](https://github.com/dcondrey/misterdev): Autonomous LLM build orchestrator that plans, edits, and verifies code across languages. (by dcondrey, ★5, security:PASS) - [agentverse](https://github.com/doc2mcp/doc2mcp): MCP server for agentverse documentation, generated by doc2mcp. (by doc2mcp, ★5, security:PASS) - [archsteer](https://github.com/einvoice-dev1/archsteer): Architecture governance for AI agents: query the live model, get target patterns, check files. (by einvoice-dev1, ★5, security:PASS) - [sber-mcp](https://github.com/ex3lite/sber-mcp): Unofficial SberBank Online: read accounts and operations, transfer with human approval. (by ex3lite, ★5, security:PASS) - [cv](https://github.com/francisco-perez-sorrosal/cv): An MCP server that provides access to Francisco Perez-Sorrosal's CV (by francisco-perez-sorrosal, ★5, security:PASS) - [agent-audit](https://github.com/fullstackdegen/agent-audit): Turn Lighthouse audits into coding-agent fix packs for Claude Code, Cursor, and Copilot. (by fullstackdegen, ★5, security:PASS) - [masv](https://github.com/getmasv/masv-mcp-server): Provides tools to use MASV API. MASV is reliable and secure large file transfer service. (by getmasv, ★5, security:PASS) - [project-human](https://github.com/humanity4ai/project_human/tree/main/mcp-servers): 9 humanity skills for AI agents — crisis detection, WCAG 2.2, empathy, cultural sensitivity (by humanity4ai, ★5, security:PASS) - [mcp-tesla](https://github.com/MyTeslaMate/mcp-tesla): MCP server wrapping the Tesla Fleet API and TeslaMate API (by MyTeslaMate, ★5, security:PASS) - [Slidev MCP](https://github.com/joelbarmettlerUZH/slidev-mcp): Generate, render, and host Slidev presentations from markdown (by joelbarmettlerUZH, ★5, security:PASS) - [Pacioli — the ERPNext broker you can hand the books](https://github.com/john-broadway/pacioli): Governed agent access to ERPNext — MCP + A2A doors, one spine. No debit without a credit. (by john-broadway, ★5, security:PASS) - [sevdesk-mcp](https://github.com/joosthel/sevdesk-mcp): Complete sevDesk MCP server: all API endpoints, guarded writes, built-in bookkeeping audits. (by joosthel, ★5, security:PASS) - [gofact](https://github.com/kOlapsis/gofact): Creates compliant French e-invoices locally: Factur-X PDF/A-3 with EN 16931 CII XML, legal numbering (by kOlapsis, ★5, security:PASS) - [design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp): Translate design tokens between Tailwind, Figma, CSS, Material 3, and SwiftUI (by kenneives, ★5, security:PASS) - [hetzner](https://github.com/lazyants/hetzner-mcp-server): MCP server for the Hetzner Cloud API — servers, networks, volumes, firewalls, and more. (by lazyants, ★5, security:PASS) - [okama-mcp](https://github.com/mbk-dev/okama-mcp): Portfolio analytics via the okama library: backtests, Monte Carlo, efficient frontier, PNG charts (by mbk-dev, ★5, security:PASS) - [Asaas](https://github.com/mcp-dir/asaas-mcp): Digital account and billing on Asaas with the full official REST API v3 (api.asaas.com), balance, ch (by mcp-dir, ★5, security:PASS) - [fagan](https://github.com/motock/fagan): Autonomous coding pipeline: frontier models plan and review, a local model implements, gated by TDD. (by motock, ★5, security:PASS) - [pkgdiet](https://github.com/om-tajne/pkgdiet): Put your node_modules on a diet - find unused dependencies, analyze health, and reduce size (by om-tajne, ★5, security:PASS) - [DevUtils MCP Server](https://github.com/paladini/devutils-mcp-server): 36 local developer utilities for AI agents. Hash, encoding, UUID, JWT, JSON, network, text. (by paladini, ★5, security:PASS) - [specrun](https://github.com/pavelpiha/specrun): MCP server that converts OpenAPI specs into tools which can query API endpoints (by pavelpiha, ★5, security:PASS) - [Vigilis](https://github.com/piyushpathakqa/Vigilis): Gate AI-written tests: heal safe drift, refuse to hide real bugs, sign a verifiable receipt. (by piyushpathakqa, ★5, security:PASS) - [diffgate](https://github.com/srbsa/diffgate): Deterministic guardrail your coding agent runs on itself: diff-scoped findings, zero LLM tokens. (by srbsa, ★5, security:PASS) - [chestnyznak-mcp](https://github.com/theYahia/chestnyznak-mcp): MCP server for Chestniy ZNAK (Честный ЗНАК) API — product marking verification. No auth needed for (by theYahia, ★5, security:PASS) - [yandex-direct-mcp](https://github.com/theYahia/yandex-direct-mcp): MCP server for Yandex Direct — PPC campaigns, ads, keywords, statistics (Russia) (by theYahia, ★5, security:PASS) - [x-openapi-flow-mcp](https://github.com/tiago-marques/x-openapi-flow/tree/main/x-openapi-flow): OpenAPI lifecycle guard and MCP sidecar for policy-driven API orchestration. (by tiago-marques, ★5, security:PASS) - [remote-bridge](https://github.com/varaprasadreddy9676/remote-bridge): Sync code to remote servers via SSH/rsync and deploy from any AI IDE. (by varaprasadreddy9676, ★5, security:PASS) - [Polis Protocol](https://github.com/ymxlx/polis-protocol): Local-first control plane for coding agents: routing, reservations, and guardrails. (by ymxlx, ★5, security:PASS) - [checkyourself](https://github.com/KyaniteLabs/checkyourself): Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes. (by KyaniteLabs, ★5, security:PASS) - [session-watcher](https://github.com/nomadop/session-watcher): Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line. (by nomadop, ★5, security:PASS) - [wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp): WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache. (by mvtandas, ★5, security:PASS) - [agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp): Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding. (by aparajithn, ★5, security:PASS) - [project-context-mcp](https://github.com/ericbrown/project-context-mcp): Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions. (by ericbrown, ★5, security:PASS) - [editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp): Formats files using .editorconfig rules so AI-generated code follows project formatting standards. (by neilberkman, ★5, security:PASS) - [mcp](https://github.com/var-gg/mcp): Enforces team naming conventions in AI-generated code. (by var-gg, ★5, security:PASS) - [omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp): AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination. (by VrtxOmega, ★5, security:PASS) - [llm-token-tracker](https://github.com/wn01011/llm-token-tracker): Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking. (by wn01011, ★5, security:PASS) - [tarn](https://github.com/NazarKalytiuk/tarn): API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans. (by NazarKalytiuk, ★5, security:PASS) - [ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp): Ethical analysis of AI conversations: detect bias and harmful content and provide critical-thinking assessments, with automated pattern learning. (by r-huijts, ★5, security:PASS) - [mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge): Expose curated GraphQL queries as modular tools via configuration. (by UnitVectorY-Labs, ★5, security:PASS) - [UniFi RMCP](https://github.com/dinglebear-ai/runifi): Rust MCP server and CLI for UniFi Network controller operations. (by dinglebear-ai, ★4, security:PASS) - [Star Wars MCP](https://github.com/eldermoraes/swapi.build): Star Wars API (SWAPI) as a remote MCP server: films, people, planets, species, starships, vehicles. (by eldermoraes, ★4, security:PASS) - [Entscheidsuche — Schweizer Gerichtsentscheide](https://github.com/entscheidsuche/entscheidsuche-mcp): Suche in Schweizer Gerichtsentscheiden aller Instanzen (Bund, Kantone) in DE/FR/IT. (by entscheidsuche, ★4, security:PASS) - [jooq-mcp](https://github.com/martinellich/jooq-mcp): An MCP server that provides access to the jOOQ documentation (by martinellich, ★4, security:PASS) - [PDF Redaction MCP](https://github.com/StabRise/pdf-redaction-api): MCP server for detecting and redacting PII (Personally Identifiable Information) in PDF documents. (by StabRise, ★4, security:PASS) - [Nigeria Postcode](https://github.com/Adeniyikayodee/ng-postcode/tree/main/mcp): Validate, look up and resolve addresses to Nigeria's NIPOST digital postcodes (NDAPS). (by Adeniyikayodee, ★4, security:PASS) - [HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp): Huawei AppGallery Connect MCP: upload APK/AAB, update metadata, submit and manage app releases. (by AgiMaulana, ★4, security:PASS) - [OuterSpace Apizr](https://github.com/Alien6-Studio/outerspace-apizr/tree/master/plugins/mcp): Python capability compiler: local read-only analysis and explicit MCP/REST exposure planning. (by Alien6-Studio, ★4, security:PASS) - [flyto-indexer](https://github.com/flytohub/flyto-indexer): Code intelligence MCP server: impact analysis, dependency graphs, dead code detection. (by flytohub, ★4, security:PASS) - [ComplyEdge TrustLint — offline EU AI Act compliance checks](https://github.com/ComplyEdge/complyedge/tree/main/sdks/python): Offline TrustLint checks: EU AI Act Article 5, Article 50, GPAI, plus GDPR and HIPAA. (by ComplyEdge, ★4, security:PASS) - [Fonto Docs](https://github.com/DrRataplan/fonto-docs-mcp): Fonto (FontoXML) documentation for AI tools. Converts DITA XML to Markdown on demand. (by DrRataplan, ★4, security:PASS) - [shanghai-library-open-data-mcp](https://github.com/FreyaBit/OpenSH-mcp): 上海图书馆开放数据检索 MCP:纪年/家谱/建筑/红色事件/99 个 webapi + 搜韵诗词,支持 stdio 与 HTTP。 (by FreyaBit, ★4, security:PASS) - [ToolPipe MCP Server](https://github.com/Ithiel-Labs/toolpipe): 120+ developer utility tools for AI agents via Model Context Protocol (by Ithiel-Labs, ★4, security:PASS) - [Korext: AI Code Governance](https://github.com/Korext/enforce-action): Governance copilot for AI-assisted coding. 72 packs, 532 rules, proof bundles. (by Korext, ★4, security:PASS) - [Swagger MCP Bridge](https://github.com/Neo1228/spring-boot-starter-swagger-mcp): Spring Boot example that exposes SpringDoc OpenAPI operations as safe MCP tools. (by Neo1228, ★4, security:PASS) - [korg-introspect-mcp](https://github.com/New1Direction/korg): Wrap any korg:introspect@v1-aware binary as a Claude Code tool, honoring declared side-effects. (by New1Direction, ★4, security:PASS) - [ABAPilot](https://github.com/NicoHern/abapilot-mcp): ABAP MCP connector for SAP ECC and on-premise S/4HANA. Requires a licensed ABAPilot backend. (by NicoHern, ★4, security:PASS) - [Frappe Dev MCP Server](https://github.com/SajmustafaKe/frappe-dev-mcp-server): MCP server for Frappe/ERPNext development with AI assistance for DocTypes, bench commands, and APIs (by SajmustafaKe, ★4, security:PASS) - [Weavatrix](https://github.com/Weavatrix/weavatrix): Native Weavatrix MCP: 67 read-only tools for code, local CI, n8n, Dify, agents, Mermaid, Web3. (by Weavatrix, ★4, security:PASS) - [rust-faf-mcp](https://github.com/Wolfe-Jam/rust-faf-mcp): Persistent project context — Rust-native MCP server. IANA-registered .faf format. (by Wolfe-Jam, ★4, security:PASS) - [wopee-mcp](https://github.com/Wopee-io/wopee-mcp): AI testing agents for web apps — dispatch test runs, crawls, fetch artifacts and status. (by Wopee-io, ★4, security:PASS) - [LemonSqueezy MCP Server](https://github.com/YawLabs/lemonsqueezy-mcp): LemonSqueezy MCP server for managing your store from AI assistants (by YawLabs, ★4, security:PASS) - [Launch Engine — Business Execution OS](https://github.com/ZionHopkins/asset-factory-mcp): Agentic pipeline — 39 tools from idea to revenue for solo founders. (by ZionHopkins, ★4, security:PASS) - [SSH Session MCP](https://github.com/Zw-awa/ssh-session-mcp): Shared SSH PTY runtime for MCP clients with viewer, input lock, async tracking, and policy rules. (by Zw-awa, ★4, security:PASS) - [qontoctl](https://github.com/alexey-pelykh/qontoctl): CLI and MCP server for the Qonto banking API (by alexey-pelykh, ★4, security:PASS) - [YAAC](https://github.com/amyodov/yet-another-agentic-chat): Messaging between concurrent AI coding sessions, across clients, over MCP. Zero infrastructure. (by amyodov, ★4, security:PASS) - [sonde](https://github.com/anishmoncivarghese/sonde): Local code graph for TypeScript, Python and Swift: who calls this, what breaks if I change it. (by anishmoncivarghese, ★4, security:PASS) - [BumpGuard](https://github.com/appcreationsca/bumpguard-mcp): Reports which of your code's API usages break when you upgrade a dependency (Python, .NET, Java). (by appcreationsca, ★4, security:PASS) - [mcp-flutterwave](https://github.com/bajoski34/mcp-flutterwave): MCP Server to interact with Flutterwave APIs. (by bajoski34, ★4, security:PASS) - [Grafyx](https://github.com/bilal07karadeniz/Grafyx): Real-time codebase graph for AI assistants: call graphs, dependencies, symbol lookup. (by bilal07karadeniz, ★4, security:PASS) - [squiggles](https://github.com/carldaws/squiggles): Let your coding agent see the squiggles — LSP diagnostics, navigation, refactoring, and extras (by carldaws, ★4, security:PASS) - [ai-architect-mcp-spec](https://github.com/cdeust/ai-architect-mcp-spec): PRD verification and host-driven generation with multi-judge consensus across 17 MCP tools. (by cdeust, ★4, security:PASS) - [brapi-mcp-server](https://github.com/cyanheads/brapi-mcp-server): Collaborative BrAPI v2.1 MCP workspace — studies, germplasm, genotypes across Breedbase, T3, more. (by cyanheads, ★4, security:PASS) - [MCHS NWAU Calculator](https://github.com/edithatogo/mchs): Stdio MCP server for MCHS schemas, validation, support status, and evidence. (by edithatogo, ★4, security:PASS) - [Fingerprint](https://github.com/fingerprintjs/fingerprint-mcp-server): Device intelligence for AI agents: Fingerprint events, smart signals, and API key management. (by fingerprintjs, ★4, security:PASS) - [appfactory](https://github.com/gbatistuta0/appfactory): Lets your coding agent ship a SwiftUI iOS subscription app from idea to TestFlight. (by gbatistuta0, ★4, security:PASS) - [google-docs-mcp-server](https://github.com/gigabrainobserver/google-docs-mcp-server): Google Docs MCP server with full tab support, markdown extraction, and batch updates. (by gigabrainobserver, ★4, security:PASS) - [admin-mcp](https://github.com/hellocoop/admin-mcp): Model Context Protocol (MCP) for Hellō Admin API. (by hellocoop, ★4, security:PASS) - [podium-mcp](https://github.com/hoainho/podium-mcp): Mobile E2E MCP (51 tools): iOS + Android, native UI + canvas/WebGL, no-vision, RN debug (by hoainho, ★4, security:PASS) - [aegis-protocol](https://github.com/im-sham/aegis-protocol): Trustless escrow for AI agent-to-agent transactions on Base L2 with ERC-8004 identity and USDC. (by im-sham, ★4, security:PASS) - [dealflowpro](https://github.com/jbechtel-97/dealflowpro-mcp-server): Multifamily real estate deal analysis — cap rate, DSCR, IRR, DFP Score, max offer price (by jbechtel-97, ★4, security:PASS) - [Font Lab](https://github.com/jmg698/Font-Lab): A decision surface for typography: curate font directions on your real site, ship next/font code. (by jmg698, ★4, security:PASS) - [Yaver](https://github.com/yaver-io/yaver.io): Phone-first local dev MCP for Claude Code and Codex: install Yaver, pair mobile, run, build, deploy. (by yaver-io, ★4, security:PASS) - [regula](https://github.com/kuzivaai/getregula): Offline AI governance code indicators (EU AI Act, Korea, Colorado). Indication, not legal advice. (by kuzivaai, ★4, security:PASS) - [Session Steward](https://github.com/mallikcheripally/session-steward): Review and safely clean local Codex and Claude Code sessions (by mallikcheripally, ★4, security:PASS) - [tierward](https://github.com/marcoguillermaz/Tierward): Read a Tierward project's governance state (doctor, team-settings, arch-audit, skills) over MCP. (by marcoguillermaz, ★4, security:PASS) - [MetaGO Agent Harness](https://github.com/metago-ai/metagolifeform/tree/main/packages/mcp-server): Decision lock, anti-hallucination, meta-evolution and provenance for any MCP agent. 55 tools. (by metago-ai, ★4, security:PASS) - [MetaGO Algorithms](https://github.com/metago-ai/metagolifeform/tree/main/packages/algorithms): 927 deterministic algorithms as 57 MCP tools: coupling, value, distance, correlation, reduction. (by metago-ai, ★4, security:PASS) - [Relay](https://github.com/mhcoen/mcp-relay): MCP relay server for Claude Desktop <-> Claude Code communication (by mhcoen, ★4, security:PASS) - [cws](https://github.com/mikusnuz/cws-mcp): MCP server for Chrome Web Store — extension upload, publish, status, and rollout (by mikusnuz, ★4, security:PASS) - [metricui](https://github.com/mpmcgowen/metricui/tree/main/mcp-server): React dashboard components — API lookup, code generation, and prop validation for AI tools. (by mpmcgowen, ★4, security:PASS) - [mercury-spec-ops](https://github.com/n0zer0d4y/mercury-spec-ops): Modular MCP server for dynamic prompt generation and software development analysis tools (by n0zer0d4y, ★4, security:PASS) - [Banxico (Banco de México)](https://github.com/nanisadw3/mcp-banxico): Mexico's official economic data from Banxico: USD/MXN, inflation, UDIS, TIIE and reserves. (by nanisadw3, ★4, security:PASS) - [commutescout](https://github.com/nicglazkov/commutescout): Live road conditions in 37 US states: incidents, closures, chain controls, cameras, wildfires. (by nicglazkov, ★4, security:PASS) - [iPhone Mirror](https://github.com/nickatnight96/iphone-mirror-mcp): Drive a real iPhone via macOS iPhone Mirroring; Xcode build/test automation for sims and devices. (by nickatnight96, ★4, security:PASS) - [Nifra docs](https://github.com/nifrajs/nifra): Nifra docs, runnable examples, and API types as an MCP server for any AI assistant. (by nifrajs, ★4, security:PASS) - [Manifold](https://github.com/nonchan7720/manifold): MCP gateway aggregating MCP servers and OpenAPI/Swagger REST APIs behind one MCP endpoint (by nonchan7720, ★4, security:PASS) - [devutils](https://github.com/ofershap/mcp-server-devutils): Developer utilities MCP: base64, UUID, hash, JWT decode, cron, timestamps. (by ofershap, ★4, security:PASS) - [github-actions](https://github.com/ofershap/mcp-server-github-actions): GitHub Actions MCP — view runs, read logs, re-run jobs, and manage CI/CD. (by ofershap, ★4, security:PASS) - [mcp-server](https://github.com/opengolfapi/mcp-server): Golf for AI agents — every US course free, plus open contribution, identity & tournaments. (by opengolfapi, ★4, security:PASS) - [northdata-mcp](https://github.com/p-meier/northdata-connectors/tree/main/northdata-mcp): NorthData API for German company, owner, and financial data — with a built-in credit guard. (by p-meier, ★4, security:PASS) - [Plumb](https://github.com/plumbkit/plumb): LSP-backed IDE intelligence plus concurrency-safe, transactional edits for AI coding agents. (by plumbkit, ★4, security:PASS) - [pocketlantern](https://github.com/pocketlantern/pocketlantern): Blocker-aware decision layer for AI coding agents, grounded in source-linked, time-sensitive facts. (by pocketlantern, ★4, security:PASS) - [rn-devtools-hub](https://github.com/rn-devtools-hub/rn-devtools-hub): Drive a running React Native or Expo app from inside its JS runtime: see, act, prove. (by rn-devtools-hub, ★4, security:PASS) - [mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp): AI control of Android/iOS devices. Screenshots, UI tree, AI vision, Flutter, video. 49 tools. (by saranshbamania, ★4, security:PASS) - [codeweave](https://github.com/semihkayan/codeweave-mcp): Save tokens while coding — your AI agent gets structured code context, not file dumps. (by semihkayan, ★4, security:PASS) - [PokéArena](https://github.com/shaumik/PokeArena): Play a real 6v6 Pokémon battle. Runs entirely in-process: no server, no API key, no setup. (by shaumik, ★4, security:PASS) - [oxcode](https://github.com/oxgraph/oxcode): PageRank-curated code intelligence for coding agents over an indexed source repository. (by oxgraph, ★4, security:PASS) - [mindbox-mcp](https://github.com/theYahia/mindbox-mcp): MCP server for Mindbox CDP API — customer profiles, orders, segments. 3 tools. (by theYahia, ★4, security:PASS) - [Realtime Avatar](https://github.com/theinfluencecompany/realtime-avatar-sdk/tree/main/libs/mcp): Read your Realtime Avatar avatars, credit balance and session bill from a coding agent. (by theinfluencecompany, ★4, security:PASS) - [Easy Digital Downloads](https://github.com/verygoodplugins/mcp-edd): MCP server for Easy Digital Downloads REST API - sales, customers, products, analytics (by verygoodplugins, ★4, security:PASS) - [Tokenscope](https://github.com/wartzar-bee/tokenscope): Analyze Claude Code session cost & context attribution: output, cached re-reads, cache writes. (by wartzar-bee, ★4, security:PASS) - [Elecz Electricity Price Signal API](https://github.com/zemloai-ctrl/elecz-api): Real-time electricity prices for AI agents. 40+ countries, 100+ zones. No auth required. (by zemloai-ctrl, ★4, security:PASS) - [mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit): Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection. (by naveenayalla1-CS50, ★4, security:PASS) - [Diffcontext](https://github.com/trakshan-mishra/Diffcontext): Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget. (by trakshan-mishra, ★4, security:PASS) - [telos](https://github.com/HarperZ9/telos): Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets. (by HarperZ9, ★4, security:PASS) - [jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server): Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations. (by avisangle, ★4, security:PASS) - [time-node-mcp](https://github.com/davidan90/time-node-mcp): Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling. (by davidan90, ★4, security:PASS) - [media-mcp](https://github.com/Adityaaery20/media-mcp): Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations. (by Adityaaery20, ★4, security:PASS) - [heap-seance](https://github.com/SegfaultSorcerer/heap-seance): Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts. (by SegfaultSorcerer, ★4, security:PASS) - [testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server): List, create and update test cases in TestCollab with filtering, sorting and pagination. (by TCSoftInc, ★4, security:PASS) - [jsr-mcp](https://github.com/wyattjoh/jsr-mcp): Access JSR, the JavaScript Registry. (by wyattjoh, ★4, security:PASS) - [mcp-confluence-server](https://github.com/masna-ai/mcp-confluence-server): Interact with Confluence Data Center via its REST API. (by masna-ai, ★4, security:REVIEW) - [clj-kondo-MCP](https://github.com/Bigsy/clj-kondo-MCP): Clojure linter (by Bigsy, ★4, security:PASS) - [Israel Statistics MCP](https://github.com/reuvenaor/israel-statistics-mcp): MCP server that provides programmatic access to the Israeli Central Bureau of Statistics (CBS) price indices and economic data. (by reuvenaor, ★4, security:PASS) - [Lazy Toggl MCP](https://github.com/movstox/lazy-toggl-mcp): Simple unofficial MCP server to track time via Toggl API (by movstox, ★4, security:REVIEW) - [PBS API](https://github.com/matthewdcage/pbs-mcp-server): 🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI. (by matthewdcage, ★4, security:PASS) - [hithereiamaliff-mcp-datagovmy](https://github.com/hithereiamaliff/mcp-datagovmy): This MCP server provides seamless access to Malaysia's government open data, including datasets, w… (by hithereiamaliff, ★3, security:PASS) - [Spiderbrain](https://github.com/aabhisrv/Spiderbrain.ai-Coremind/tree/main/spiderbrain): Deterministic context layer for your codebase: change impact, blast radius, answers with receipts. (by aabhisrv, ★3, security:PASS) - [A11y Check](https://github.com/IsaacEryn/a11ychk): Web accessibility scanning (WCAG 2.2 AA + KWCAG 2.2) with Korean remediation guides (by IsaacEryn, ★3, security:PASS) - [APIVerve](https://github.com/apiverve/mcp-server): 350+ production-ready APIs through one MCP server — weather, geocoding, validation, financial data. (by apiverve, ★3, security:PASS) - [CompletionKit](https://github.com/homemade-software-inc/completion-kit): Prompt evals over MCP: run a prompt on your dataset, score each output 1-5 with an LLM judge. (by homemade-software-inc, ★3, security:PASS) - [python-mcp](https://github.com/Files-com/files-mcp): Local-only Python MCP server for the Files.com API. (by Files-com, ★3, security:PASS) - [Pairoa](https://github.com/pairoa/docs): Your AI meets theirs before you do — private matching for needs, offers, and opportunities over MCP. (by pairoa, ★3, security:PASS) - [LiveCheck AI](https://github.com/qualityclouds/qualityclouds): Secure MCP runtime server for scanning and autofixing code issues (by qualityclouds, ★3, security:PASS) - [constellation](https://github.com/ShiftinBits/constellation-mcp): Code Intelligence Platform for AI Coding Agents (by ShiftinBits, ★3, security:PASS) - [Zillow MCP — Property Data, Zestimates & Listings for AI Agents](https://github.com/ZeroPointRepo/zillow-mcp): Zillow MCP for AI agents: property data, Zestimates & listings — 300+ fields per home. Free tier. (by ZeroPointRepo, ★3, security:PASS) - [GoodBarber](https://github.com/goodbarber/goodbarber-skills): No-code app builder: manage your GoodBarber mobile app, shop, community and content. MCP 2026-07-28. (by goodbarber, ★3, security:PASS) - [Postproxy](https://github.com/postproxy/postproxy-mcp): Publish, schedule, and manage social media posts across major platforms via the Postproxy API. (by postproxy, ★3, security:PASS) - [Ramus Android](https://github.com/ramus-dev/android-use): Disposable cloud Android emulators for coding agents: run an APK or PR build, tap, type, screenshot. (by ramus-dev, ★3, security:PASS) - [Clarigrid](https://github.com/AlexanderHoogsteyn/ClariGrid): Read-only electricity, gas, and weather data with structured provenance and units. (by AlexanderHoogsteyn, ★3, security:PASS) - [mcp-server](https://github.com/1lystore/1ly-mcp-server): MCP server for 1ly.store — buy/sell APIs and launch tokens on Bags.fm with USDC & $1LY. (by 1lystore, ★3, security:PASS) - [NOMOS Cross-Border Broker](https://github.com/AgentNOMOS/nomos-crossborder-broker): Cross-border preflight, x402 quote and evidence receipts for A2A/MCP agent workflows. (by AgentNOMOS, ★3, security:PASS) - [otskit-mcp](https://github.com/OTSkit/OTSkit-MCP): Stamp, upgrade, and verify Bitcoin timestamps via AI agents. No API keys required. (by OTSkit, ★3, security:PASS) - [mappls-mcp](https://github.com/AmanMakesStuff/mappls-mcp): MCP server for Mappls (MapMyIndia) — India-first maps API for AI agents (by AmanMakesStuff, ★3, security:PASS) - [VRChat MCP](https://github.com/BASIC-BIT/vrchat-mcp): MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX history. (by BASIC-BIT, ★3, security:PASS) - [peak-window](https://github.com/ByteOverDev/peak-window-mcp-app): Ranks the best weather windows to climb any peak worldwide, on the sharpest regional model. (by ByteOverDev, ★3, security:PASS) - [omni-nli](https://github.com/CogitatorTech/omni-nli): An MCP server for natural language inference (by CogitatorTech, ★3, security:PASS) - [agent-skill](https://github.com/Deep-Identity-Inc/agent-skills): An MCP Server that provides identity verification and anti-fraud tools for AI agents via deepidv. (by Deep-Identity-Inc, ★3, security:PASS) - [wb-mcp-server](https://github.com/DeviceIngineering/wb-mcp-server): Wildberries Seller API, 197 tools; responses measured and trimmed: 770k to 75k tokens. (by DeviceIngineering, ★3, security:PASS) - [oorep-mcp](https://github.com/Dhi13man/oorep-mcp): MCP server and TypeScript SDK for OOREP homeopathic repertory and materia medica reference data. (by Dhi13man, ★3, security:PASS) - [openapi](https://github.com/Docat0209/mcp-openapi): Turn any OpenAPI/Swagger spec into MCP tools. Zero config, zero code. (by Docat0209, ★3, security:PASS) - [German Newsfeed MCP Server](https://github.com/Jakolo121/german-newsfeed-mcp): MCP server for the public news API of tagesschau.de, including regional news from ARD broadcasters (by Jakolo121, ★3, security:PASS) - [CyberHuaTuo](https://github.com/JinNing6/CyberHuaTuo-Plugin): Gold-first AI-agent traceback diagnosis, exact fixes, verification, and reusable prescriptions. (by JinNing6, ★3, security:PASS) - [Canvas API MCP](https://github.com/JohannsenLum/canvas-api-mcp): MCP server exposing the Canvas LMS REST API (1,116 endpoints) for AI assistants (by JohannsenLum, ★3, security:PASS) - [agent-gate](https://github.com/Jott2121/agent-gate): Fail-closed quality gate and hash-chained receipt ledger for AI agent workflows. (by Jott2121, ★3, security:PASS) - [TestAtlas](https://github.com/Karzone/TestAtlas): Semantic map of a .NET test-automation solution for AI agents — search, impact, endpoints (by Karzone, ★3, security:PASS) - [joLink](https://github.com/L1ch404/jolink-runtime): A lightweight Java IDE for AI agents: incremental builds, fast tests, HotSwap and live debugging. (by L1ch404, ★3, security:PASS) - [Lulu Ads — Publisher Concierge](https://github.com/Lulu-The-Narwhal/lulu-ads): Self-serve publisher onboarding for Lulu Ads. 70% CPA, disclosed sponsored field. (by Lulu-The-Narwhal, ★3, security:PASS) - [ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff): Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost. (by Michael-WhiteCapData, ★3, security:PASS) - [ariadne](https://github.com/sazanami-lab/ariadne): Returns only the unit tests affected by your current Kotlin/Android code changes. (by sazanami-lab, ★3, security:PASS) - [elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent): Agency-grade MCP for WordPress Elementor — multi-site, safe edits, templates, versions. (by Mogacode-ma, ★3, security:PASS) - [mcp-react-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit): 9 MCP servers for React/TypeScript — dep auditing, a11y, test gen, and TypeScript enforcement. (by Nishant-Chaudhary5338, ★3, security:PASS) - [JMeter Docs](https://github.com/QAInsights/docs.jmeter.ai): Apache JMeter community documentation, conversion tools, linters, and calculators for AI agents. (by QAInsights, ★3, security:PASS) - [Qwen DAP MCP](https://github.com/SLP-DEV1/qwen-dap-mcp): Native runtime debugging via DAP-to-MCP for crashes, hangs, dumps, symbols, and forensics. (by SLP-DEV1, ★3, security:PASS) - [taplio-linkedin-mcp](https://github.com/TaplioOfficial/taplio-linkedin-mcp): Draft, schedule, publish, and analyze your LinkedIn posts from your AI assistant via Taplio. (by TaplioOfficial, ★3, security:PASS) - [shiwake-mcp](https://github.com/USHIKUNDESUYO/shiwake-mcp): Journal entry testing (JET) for accounting audits. 15 screening rules, zero dependencies. (by USHIKUNDESUYO, ★3, security:PASS) - [Action1](https://github.com/WYRE-AI/action1-mcp): Action1 MCP server — endpoint inventory, patch visibility, and policy automation via REST API. (by WYRE-AI, ★3, security:PASS) - [FastMCP server for Apollo](https://github.com/adelaidasofia/apollo-mcp): FastMCP server for Apollo.io — 22 tools: sequences, campaign health, mailbox warmup, enrichment,… (by adelaidasofia, ★3, security:PASS) - [Big Indexer](https://github.com/ahmedxuhri/bigindexer): Architecture-aware MCP context with boundaries, seams, impact scope, and BGI-TWIN guidance. (by ahmedxuhri, ★3, security:PASS) - [kira](https://github.com/benyalgx/Kira): Skills and Scars for AI agents - your agent records its failures and never repeats them. (by benyalgx, ★3, security:PASS) - [server](https://github.com/aidemd-mcp/server): MCP server that teaches any AI agent the AIDE methodology via progressive disclosure (by aidemd-mcp, ★3, security:PASS) - [Archicad](https://github.com/alesdev88/Archicad-MCP): Delivery-readiness QA and full official + Tapir API access for a running Archicad 29. (by alesdev88, ★3, security:PASS) - [ALM X++ MCP Server](https://github.com/alimbenhelal-pro/ALM-XPP-MCP): D365 F&O: 90 AI tools over 200K+ objects, 25M+ cross-refs, 24M+ label translations. (by alimbenhelal-pro, ★3, security:PASS) - [truepane](https://github.com/antonkarliner/truepane/tree/main/packages/truepane-mcp): Local MCP server generating complete App Store & Google Play screenshot sets. (by antonkarliner, ★3, security:PASS) - [2Captcha MCP](https://github.com/0-SOFT/2Captcha-MCP): Full 2Captcha API (43 tools) for Claude Code: 31 captcha solvers + management + webhook. (by 0-SOFT, ★3, security:PASS) - [Assinafy](https://github.com/assinafy/mcp-server): Send documents for legally valid e-signature in Brazil, track signers and download signed files. (by assinafy, ★3, security:PASS) - [Palimpsest — censorship, China economy and model-eval observatory](https://github.com/beepboop2025/palimpsest): Rights-aware censorship, China-economic status, and tamper-evident AI evaluation tools. (by beepboop2025, ★3, security:PASS) - [QR for Agent](https://github.com/benswel/qr-for-agent-api): Dynamic QR codes for AI agents — custom styling, scan tracking, webhooks (by benswel, ★3, security:PASS) - [Yandex 360 (ycli)](https://github.com/bim-ba/ycli): Yandex 360 Tracker, Wiki and Forms: read and write tools with honest read-only annotations. (by bim-ba, ★3, security:PASS) - [blinkbox](https://github.com/blinkboxhq/Blinkbox): Open-source Zapier/n8n alternative as an MCP server: agents build, run and debug your workflows. (by blinkboxhq, ★3, security:PASS) - [mcp-ksef-pl](https://github.com/cmendezs/mcp-ksef-pl): Polish e-invoicing MCP: KSeF API v2, FA(3)/FA(2) XML, Peppol BIS 3.0, NIP/REGON validation. (by cmendezs, ★3, security:PASS) - [ComparEdge Pricing](https://github.com/comparedge/pricing-api): Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, TCO, and alternatives. (by comparedge, ★3, security:PASS) - [ContinueWith](https://github.com/continuewith-ai/mcp): Install the ContinueWith AI handoff widget from coding agents (Cursor, Claude Code, Codex). (by continuewith-ai, ★3, security:PASS) - [amazonads-mcp](https://github.com/cprice70/amazonads-mcp): MCP server for Amazon Ads API - manage campaigns, keywords, bids, and performance reports (by cprice70, ★3, security:PASS) - [wordpress-mcp](https://github.com/cvrt-jh/wordpress-mcp): Lightweight WordPress MCP server - 42 tools, token-optimized (95% smaller responses) (by cvrt-jh, ★3, security:PASS) - [un-comtrade-mcp-server](https://github.com/cyanheads/un-comtrade-mcp-server): UN Comtrade international trade statistics via MCP. Country/HS lookups, flows, balances, rankings. (by cyanheads, ★3, security:PASS) - [footballcharts-mcp](https://github.com/ddevetak/footballcharts-mcp): Tables, results, fixtures, goal timing, season projections: 93 football leagues incl. lower tiers (by ddevetak, ★3, security:PASS) - [Sublime Text MCP](https://github.com/dpc00/sublime-mcp): MCP server for Sublime Text 4. Lets AI coding agents read and control a running ST instance. (by dpc00, ★3, security:PASS) - [office-addin-mcp](https://github.com/dsbissett/office-addin-mcp): MCP server for Office add-ins via WebView2/CDP. Provides excel.*, page.*, and addin.* tools. (by dsbissett, ★3, security:PASS) - [firefox-css-theme](https://github.com/easonwong-de/Firefox-CSS-Theme): MCP for building, inspecting, and live-debugging Firefox CSS themes. (by easonwong-de, ★3, security:PASS) - [MeteoSwiss MCP Server](https://github.com/eins78/meteoswiss-llm-tools/tree/main/packages/meteoswiss-mcp): Swiss weather data for AI assistants — forecasts, measurements, stations, pollen. (by eins78, ★3, security:PASS) - [ellmos CodeCommander](https://github.com/ellmos-ai/ellmos-codecommander-mcp): Developer MCP server: code analysis, JSON repair, imports, diffs, regex, format conversion. (by ellmos-ai, ★3, security:PASS) - [ParaView MCP Server](https://github.com/failed33/paraview-mcp): Control ParaView through arbitrary Python code (by failed33, ★3, security:PASS) - [Flowra](https://github.com/flowradev/sdk): Hosted AI agents and workflows with app OAuth, human approval gates, and a run ledger. (by flowradev, ★3, security:PASS) - [FlutterSDK Dusk](https://github.com/fluttersdk/dusk): Drive live Flutter apps: snapshot the Semantics tree, tap, type, scroll and screenshot. (by fluttersdk, ★3, security:PASS) - [Jev MCP](https://github.com/freepik-company/jev-mcp): Typed decisions with Jev / System One via OpenRouter or TypeSafe: classify, verify, rerank, decide. (by freepik-company, ★3, security:PASS) - [npm-run-mcp-server](https://github.com/fstubner/npm-run-mcp-server): An MCP server that exposes package.json scripts as tools for agents. (by fstubner, ★3, security:PASS) - [stream-estate](https://github.com/StreamEstate/mcp-server): MCP server for the Stream.estate French real estate API (by StreamEstate, ★3, security:PASS) - [ACMS](https://github.com/gattjoe/ACMS): Apple Container MCP Server (ACMS) provides access to Apple's container CLI tool on macOS (by gattjoe, ★3, security:PASS) - [Adrex AI](https://github.com/adrex-ai/adrex-ai): Open-source MCP server for Google Ads & Meta Ads — manage campaigns from any AI assistant. (by adrex-ai, ★3, security:PASS) - [animalhouse](https://github.com/geeks-accelerator/animal-house-ai-tamagotchi): A Tamagotchi for AI agents. Real-time care, permanent death, dozens of species, evolution. (by geeks-accelerator, ★3, security:PASS) - [Sabline](https://github.com/gowrishankar-infra/sabline-lang): Run code an AI wrote without handing it everything you can reach. (by gowrishankar-infra, ★3, security:PASS) - [GuniWeb SAP MCP](https://github.com/guniweb/guniweb-sap-mcp): SAP S/4HANA and ECC: OData V2/V4, IDoc and RFC/BAPI for n8n and other MCP clients (by guniweb, ★3, security:PASS) - [Hackle](https://github.com/hackle-io/hackle-mcp): Remote MCP server for the Hackle Admin API: experiments, feature flags, remote config, messaging. (by hackle-io, ★3, security:PASS) - [Diavlos](https://github.com/harisnopen/diavlos): Signed messages between AI agents. Dangerous actions wait for a human-signed approval. (by harisnopen, ★3, security:PASS) - [MCPBridge](https://github.com/iamjrmh/MCPBridge/tree/main/mcp-server): Unified MCP server bridging Claude Code and Ollama to Roblox Studio and Blender. (by iamjrmh, ★3, security:PASS) - [ParCAD](https://github.com/ierehon1905/parcad): Parametric CAD as code: model 3D-printable parts on an exact B-rep kernel, measured. (by ierehon1905, ★3, security:PASS) - [Ozon Seller MCP (RU)](https://github.com/ilyautov/ozon-mcp-ru): API Ozon Seller в ИИ-ассистенте: товары, заказы, цены, остатки, финансы, отзывы (by ilyautov, ★3, security:PASS) - [WSG Check](https://github.com/ivanoats/wsg-check): Check websites against the W3C Web Sustainability Guidelines and look up the guidelines (by ivanoats, ★3, security:PASS) - [fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp): Search 25K+ verified engineering fixes by error or technology. For developers and AI agents. (by jawdat6, ★3, security:PASS) - [google-hotels](https://github.com/johnisanerd/Apify-Google-Hotels-API): Google Hotels prices, ratings, reviews, and photos via an Apify Actor, hosted MCP. (by johnisanerd, ★3, security:PASS) - [meta-prompt-mcp](https://github.com/kapillamba4/meta-prompt-mcp): MCP server providing official Google and Anthropic prompting guides for meta-prompt generation. (by kapillamba4, ★3, security:PASS) - [OpenProject](https://github.com/kar-thik/openproject-mcp): 91 tools for the OpenProject API v3, with read-only, admin-gate, profile and per-group switches. (by kar-thik, ★3, security:PASS) - [fonparam-mcp](https://github.com/kemalersin/fonparam-mcp): MCP server for FonParam API - Turkish mutual funds data (by kemalersin, ★3, security:PASS) - [Mushi Mushi](https://github.com/kensaurus/mushi-mushi/tree/master/packages/mcp): The bug mediator for AI-built apps: plain-English diagnosis + a ready fix, in your editor. (by kensaurus, ★3, security:PASS) - [AionMCP](https://github.com/kiransth77/aionmcp): Dynamic API tool generator for OpenAPI, GraphQL, and AsyncAPI specifications (by kiransth77, ★3, security:PASS) - [BrewPage MCP](https://github.com/kochetkov-ma/brewpage-openapi/tree/main/mcp-server): Publish HTML, Markdown, KV, JSON, and files to brewpage.app from AI assistants. No signup. (by kochetkov-ma, ★3, security:PASS) - [inhalt](https://github.com/kozmos-tech/inhalt): An open-source headless CMS for managing content models and entries. (by kozmos-tech, ★3, security:PASS) - [mcp-nbb](https://github.com/lacausecrypto/mcp-nbb): MCP server for the National Bank of Belgium SDMX statistical API (221 dataflows). (by lacausecrypto, ★3, security:PASS) - [fittok](https://github.com/likhithreddy/fittok): Retrieve only the relevant code for a codebase question, within a token budget. (by likhithreddy, ★3, security:PASS) - [korail-mcp](https://github.com/lovelyquality/korail-mcp): 한국철도공사(KORAIL) 공공데이터 MCP 서버 — 98개 도구, API 키 신청 불필요. 역·열차·화물·통계 데이터 자연어 조회. (by lovelyquality, ★3, security:PASS) - [mcp-devtools](https://github.com/marin1321/mcp-devtools): MCP server giving AI agents safe access to filesystem, databases, processes, and APIs. (by marin1321, ★3, security:PASS) - [aiko](https://github.com/masa-san-jp/Agent-Aiko): A portable persona for MCP clients — the same agent in Claude Code, Codex, Cursor and VS Code (by masa-san-jp, ★3, security:PASS) - [allure-testops-mcp](https://github.com/mshegolev/allure-testops-mcp): Allure TestOps MCP — projects, launches, test cases, test results via REST API. (by mshegolev, ★3, security:PASS) - [codeindex](https://github.com/munhq/codeindex): Structural code intelligence over MCP: symbols, callers, imports and blast radius, 40+ languages. (by munhq, ★3, security:PASS) - [Ambient Context MCP](https://github.com/nassie256/ambient-context-mcp): Local Windows ambient context (presence, foreground app, battery) as privacy-gated MCP tools. (by nassie256, ★3, security:PASS) - [shopify-store-builder-mcp](https://github.com/nazarii-nalyvaiko-bs/EasyCrm-MCP): MCP server for building Shopify stores via the Admin GraphQL API: themes, pages, and navigation (by nazarii-nalyvaiko-bs, ★3, security:PASS) - [toolcairn-mcp](https://github.com/neurynae/toolcairn-mcp): MCP server for tool discovery: find, compare, and verify tools across 35+ registries. (by neurynae, ★3, security:PASS) - [NVEIL](https://github.com/nveil-ai/nveil-toolkit): Data processing and visualization toolkit — 50+ chart types, raw data stays local. (by nveil-ai, ★3, security:PASS) - [dns](https://github.com/ofershap/mcp-server-dns): MCP server for DNS lookups, reverse DNS, WHOIS, and domain checks — zero auth, zero config (by ofershap, ★3, security:PASS) - [docker](https://github.com/ofershap/mcp-server-docker): MCP server for Docker — manage containers, images, volumes, and compose services from your IDE (by ofershap, ★3, security:PASS) - [ProductPlan MCP Server](https://github.com/olgasafonova/productplan-mcp-server): Talk to roadmaps with AI. Query and manage bars, OKRs, ideas, and launches. (by olgasafonova, ★3, security:PASS) - [mcp-server](https://github.com/pathmodeio/mcp-server): Deterministic intent preflight before your agent builds: six gates, keyless, no model call. (by pathmodeio, ★3, security:PASS) - [Genomics MCP](https://github.com/rewire-bio/genomics-mcp): Bounded genomic data from archives and indexed files, with versioned reference evidence. (by rewire-bio, ★3, security:PASS) - [ecb-mcp](https://github.com/scka-de/ecb-mcp): ECB data for AI agents — rates, yields, inflation, money supply, and 100+ datasets. No API key. (by scka-de, ★3, security:PASS) - [Reelier](https://github.com/seldonframe/reelier): Snapshot tests and CI for agent workflows: record a run, replay it at 0 tokens, diff for drift. (by seldonframe, ★3, security:PASS) - [Sinter](https://github.com/shellfu/sinter): Persistent, evidence-backed code graph for coding agents. (by shellfu, ★3, security:PASS) - [Kwork](https://github.com/simonether/kwork-mcp): Account-bound, typed and durable stdio MCP gateway for the Kwork freelance marketplace (by simonether, ★3, security:PASS) - [Supero](https://github.com/supero-platform/supero-apps): Build multi-tenant apps over MCP. Schemas, CRUD, deploys — access control enforced server-side. (by supero-platform, ★3, security:PASS) - [lsp-mcp](https://github.com/theUpsider/lsp-mcp): Universal LSP MCP server (by theUpsider, ★3, security:PASS) - [dadata-mcp](https://github.com/theYahia/dadata-mcp): MCP server for DaData.ru — address validation, company lookup, geocoding. 31 tools. (by theYahia, ★3, security:PASS) - [overllm](https://github.com/theadamdanielsson/overllm): Find the LLM/AI calls you didn't need — where plain code or a regex does the job. No model. (by theadamdanielsson, ★3, security:PASS) - [Parselbox](https://github.com/thesanjeetc/Parselbox): Secure Python sandbox — MCP servers, APIs, shells and host functions as native Python objects. (by thesanjeetc, ★3, security:PASS) - [mcp-thinkgate](https://github.com/tjp2021/mcp-thinkgate): Auto-classifies prompt complexity and routes to the right Claude thinking mode. No API key needed. (by tjp2021, ★3, security:PASS) - [Notra](https://github.com/usenotra/notra-mcp): Access the Notra API for posts, brand identities, integrations, schedules, and GEO. (by usenotra, ★3, security:PASS) - [testa](https://github.com/valewnrt/testa): Drive the iOS Simulator from an agent: read the screen, tap/type/swipe, replay flows in CI. (by valewnrt, ★3, security:PASS) - [Valuein — SEC EDGAR Fundamentals & Smart-Money Data](https://github.com/valuein/valuein): Point-in-time, survivorship-free SEC EDGAR fundamentals + smart-money signals for AI agents. (by valuein, ★3, security:PASS) - [exerciseapi](https://github.com/westvegh/exerciseapi-mcp-server): Give your AI coding agent direct access to 2,198+ exercises via exerciseapi.dev (by westvegh, ★3, security:PASS) - [Ariadne](https://github.com/whyy9527/ariadne): Deterministic local cross-service API-chain discovery for AI coding agents. (by whyy9527, ★3, security:PASS) - [SAP SuccessFactors](https://github.com/wudaoyou/successfactors-toolkit): SAP SuccessFactors OData and Compound Employee queries with PII tokenization for AI agents. (by wudaoyou, ★3, security:PASS) - [draw2agent](https://github.com/zero-abd/draw2agent): Draw on your website, let your AI agent see it. Visual context for code generation via MCP. (by zero-abd, ★3, security:PASS) - [mojulo](https://github.com/zombico/mojulo): A 3D compiler for coding agents: objects, worlds and games as small recipes. Emits Godot and STL. (by zombico, ★3, security:PASS) - [discomcp](https://github.com/ieranama/discomcp): Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class. (by ieranama, ★3, security:PASS) - [CyberRescue](https://github.com/Vivekpatil200320/cyberrescue): Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics. (by Vivekpatil200320, ★3, security:PASS) - [nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server): NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally. (by tatavarthitarun, ★3, security:PASS) - [repocontext](https://github.com/ILoveMyJay/repocontext): AST-based codebase map, token compression and context packaging for AI coding agents and IDEs. (by ILoveMyJay, ★3, security:PASS) - [spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp): Read-only Nacos config and service discovery for Spring Cloud repos: finds environments from application/bootstrap files and diffs config keys across them. (by kestiny18, ★3, security:PASS) - [atlassian-browser-mcp](https://github.com/GeiserX/atlassian-browser-mcp): Wraps mcp-atlassian with Playwright SSO login to reach Atlassian Server/Data Center behind corporate SSO (Okta, SAML, ADFS) where API tokens are unavailable. (by GeiserX, ★3, security:PASS) - [adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup): Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts. (by wooxogh, ★3, security:PASS) - [desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp): Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights. (by andrewschreiber, ★3, security:PASS) - [codex-pets](https://github.com/astandrik/codex-pets): Read-only registry of animated companion packs (pets) for Codex: search, preview and install community pets and generate badges and embed cards. (by astandrik, ★3, security:PASS) - [callout](https://github.com/fantasieleven-code/callout): Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring. (by fantasieleven-code, ★3, security:PASS) - [docorbit](https://github.com/HakashiKatake/docorbit): Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code. (by HakashiKatake, ★3, security:PASS) - [loopsense](https://github.com/jarvisassistantux/loopsense): Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling. (by jarvisassistantux, ★3, security:PASS) - [hird](https://github.com/no-materials/hird): Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs. (by no-materials, ★3, security:PASS) - [Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega): Chat, generate, pull, list and inspect models with Ollama. (by VrtxOmega, ★3, security:PASS) - [cpp26-adapter](https://github.com/parasxos/cpp26-adapter): C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus. (by parasxos, ★3, security:PASS) - [mcp-architect](https://github.com/kannajune/mcp-architect): Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries. (by kannajune, ★3, security:PASS) - [jev-mcp-server](https://github.com/wangkuangkuang/jev-mcp-server): Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification. (by wangkuangkuang, ★3, security:PASS) - [Salaah MCP](https://github.com/yusufk/salaah-mcp): FastAPI and MCP service providing Islamic prayer times and other useful calculations. (by yusufk, ★3, security:REVIEW) - [mcp](https://github.com/cueapi/cueapi-mcp): Schedule agent work and report write-once outcomes via CueAPI from any MCP host. (by cueapi, ★2, security:PASS) - [Apprise RMCP](https://github.com/dinglebear-ai/rapprise): Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backends. (by dinglebear-ai, ★2, security:PASS) - [Gotify RMCP](https://github.com/dinglebear-ai/rgotify): Rust MCP server and CLI for Gotify push notifications and message management. (by dinglebear-ai, ★2, security:PASS) - [PixdataOrg-coderide](https://github.com/PixdataOrg/coderide-mcp): CodeRide eliminates the context reset cycle once and for all. Through MCP integration, it seamless… (by PixdataOrg, ★2, security:PASS) - [unulu](https://github.com/unulu-ai/unulu): AI agent website builder. Create and publish link-in-bio sites via MCP or REST API. (by unulu-ai, ★2, security:PASS) - [Rapidly](https://github.com/Exponentially-Platform/Rapidly-MCP): Test the idea before you build it. Rapidly works inside your AI agent. (by Exponentially-Platform, ★2, security:PASS) - [Receipt Extraction](https://github.com/ACJLabs/receipt-extraction): AU GST/ABN receipt extraction — assigns entertainment/ITC tax codes per line, not just OCR. (by ACJLabs, ★2, security:PASS) - [InterviewFlowAI](https://github.com/interviewflowai/interviewflowai-mcp): Query InterviewFlowAI candidate and interview data from MCP-compatible AI assistants. (by interviewflowai, ★2, security:PASS) - [Maskbreak](https://github.com/sentinelsup/maskbreak-mcp): Public IP signals (cloud hosting, Tor exits) and Maskbreak API status for fraud checks. (by sentinelsup, ★2, security:PASS) - [server-side-tracking](https://github.com/tracklution/tracklution-cli/tree/main/packages/tracklution): Server-side conversion tracking, installed and configured by your AI coding agent. (by tracklution, ★2, security:PASS) - [vehicle-data](https://github.com/Vincario/MCP-vincario): Vehicle data for AI: VIN decoder, automotive specs, stolen checks, valuation and way more. (by Vincario, ★2, security:PASS) - [Cernion Energy Tools MCP](https://github.com/energychain/cernion-energy-tools): Energy-domain MCP tools for Cernion context, evidence and guarded process preparation (by energychain, ★2, security:PASS) - [BeeL](https://github.com/beel-es/beel-mcp): Spanish e-invoicing with VeriFactu (AEAT): issue invoices, manage customers, validate NIFs. (by beel-es, ★2, security:PASS) - [Actvt](https://github.com/oye-collective/actvt-macos-releases): Query live Mac system metrics, listening ports, and Claude Code and Codex session history. (by oye-collective, ★2, security:PASS) - [mcp](https://github.com/capawesome-team/mcp): The official MCP server for Capawesome documentation and Capawesome Cloud. (by capawesome-team, ★2, security:PASS) - [Dibs](https://github.com/Agenxy/dibs): Tells an AI agent when another is already doing its work. Board, typed mail, directory claims. (by Agenxy, ★2, security:PASS) - [Òtítọ́](https://github.com/BASHBOP/solumbe): Deterministic local repository context, impact analysis, and merge-readiness evidence for AI agents. (by BASHBOP, ★2, security:PASS) - [lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp): MCP server for LynxPrompt — browse, search, and manage AI configuration blueprints (by GeiserX, ★2, security:PASS) - [HYPD AI - Paid Ads & Analytics](https://github.com/HYPD-AI/ads-mcp-plugin): Google Ads, Meta (Facebook) Ads, GA4 and Merchant Center analysis in plain language. Read-only. (by HYPD-AI, ★2, security:PASS) - [Hormonaly Clinical Intelligence](https://github.com/Hormonaly-ai/hormonaly-public): 24 tools for evidence-graded clinical queries, hormones, peptides, longevity & drug interactions. (by Hormonaly-ai, ★2, security:PASS) - [mcp-probe](https://github.com/Incultnitollc/mcp-probe): Inspect and score any MCP server 0-100 on publishability, schema and protocol before publish. (by Incultnitollc, ★2, security:PASS) - [cubelife](https://github.com/Ivy-Innovation/cubelife/tree/master/cli): Give AI agents a persistent pixel-art character reflecting their state in real time. (by Ivy-Innovation, ★2, security:PASS) - [TechDraw AI](https://github.com/MeltFlexDevs/techdrawai-skills): Photo to technical drawing, CAD-ready DXF and DWG, 3D models and product renders. (by MeltFlexDevs, ★2, security:PASS) - [SandboxAPI](https://github.com/sandboxapi/sandboxapi-mcp): Execute code in 8 languages (Python, JS, TS, Go, Java, C++, C, Bash) in gVisor sandboxes. (by sandboxapi, ★2, security:PASS) - [opendock](https://github.com/Pollamin/opendock-mcp): MCP for the Opendock Neutron API. (by Pollamin, ★2, security:PASS) - [helm-mcp](https://github.com/SCGIS-Wales/helm-mcp): The full Helm CLI surface as 46 MCP tools, backed by the Helm v3 and v4 Go SDKs. (by SCGIS-Wales, ★2, security:PASS) - [openunfurl](https://github.com/SolvoHQ/openunfurl): Zero-signup anonymous link-unfurl API. One GET returns clean JSON metadata for any public URL. (by SolvoHQ, ★2, security:PASS) - [reftrixmcp](https://github.com/TKMD/ReftrixMCP): Web design analysis with 26 MCP tools: layout, motion, quality, semantic search via pgvector (by TKMD, ★2, security:PASS) - [Recall Kitchen](https://github.com/Recall-Kitchen/rk-mcp): US recalls MCP: free API key/signup or x402 $0.025 Base; some tools need key; verify↑limits (by Recall-Kitchen, ★2, security:PASS) - [hotato](https://github.com/attenlabs/hotato): Open-source, self-hosted conversation QA for voice agents. MIT. (by attenlabs, ★2, security:PASS) - [Daimonos](https://github.com/beardfaceguy/daimonos): Agent-optimized MCP server with structured JSON tools. 20-45% token savings. (by beardfaceguy, ★2, security:PASS) - [clappia-mcp](https://github.com/clappia-dev/clappia-mcp): An MCP server that provides Clappia workspace, forms, workflows, submissions, and analytics (by clappia-dev, ★2, security:PASS) - [Corply — Start and run your company](https://github.com/corply-dev/corply-plugin): Form and manage a Delaware C-Corp from your agent. Setup: https://corply.dev/skills.md (by corply-dev, ★2, security:PASS) - [Swing MCP](https://github.com/crosstech-solutions-bv/swing-mcp): Let AI drive Swing and JavaFX apps — see the UI, click, fill forms, read tables. No API needed. (by crosstech-solutions-bv, ★2, security:PASS) - [FlutterSDK Artisan](https://github.com/fluttersdk/artisan): CLI framework and stdio MCP server for Flutter: scaffolding, hot reload, REPL, codegen. (by fluttersdk, ★2, security:PASS) - [aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp): ASO Scanner — the free Agent Readiness scanner as an MCP server. Measures your ASO Score (Agent. (by forgemeshlabs, ★2, security:PASS) - [App Store Connect](https://github.com/forgeopslabs/appstore-mcp): MCP server for the Apple App Store Connect API - 114 annotated tools, optional read-only mode. (by forgeopslabs, ★2, security:PASS) - [Seline](https://github.com/getseline/seline-mcp): MCP server for the Seline Analytics API (by getseline, ★2, security:PASS) - [GridProof](https://github.com/gridproof/gridproof): Gridproof your UI — automated spacing & grid QA in the agent loop (MCP server). (by gridproof, ★2, security:PASS) - [gud-api-mcp](https://github.com/gudlab/gud-api): AI agents create, run, and save API requests as Gud API collections in your project. (by gudlab, ★2, security:PASS) - [fmp](https://github.com/houtini-ai/fmp-mcp): Access financial data and market information via Financial Modeling Prep API (by houtini-ai, ★2, security:PASS) - [ComparEdge LLM Cost](https://github.com/comparedge/llm-cost-mcp): Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers. (by comparedge, ★2, security:PASS) - [True Memory Fragments](https://github.com/kyle641320/true-memory-fragments): Detect stale source context and retain traceable code-chain understanding for AI coding agents. (by kyle641320, ★2, security:PASS) - [mcp-saos](https://github.com/matematicsolutions/mcp-saos): MCP server for Polish court judgments via the SAOS API with verifiable citations. (by matematicsolutions, ★2, security:PASS) - [EDGAR (SEC filings)](https://github.com/mcpwright/edgar-mcp): SEC filings in your agent: issuers, Reg CF/D/A raises, XBRL financials, insider trades. (by mcpwright, ★2, security:PASS) - [jaeger-mcp](https://github.com/mshegolev/jaeger-mcp): Jaeger MCP — search traces, inspect spans, map service dependencies (read-only). (by mshegolev, ★2, security:PASS) - [mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer): Strict AI code reviewer powered by Groq. Finds bugs and vulnerabilities. (by notasandy, ★2, security:PASS) - [github-gist](https://github.com/ofershap/mcp-server-github-gist): MCP server to create, read, update, list, and search GitHub Gists from your IDE (by ofershap, ★2, security:PASS) - [hooksense](https://github.com/ozers/hooksense-mcp): Webhook & callback layer for AI agents: create a URL, wait_for_callback, and verify over MCP. (by ozers, ★2, security:PASS) - [fitbit-mcp](https://github.com/partymola/fitbit-mcp): Retired, superseded by google-health-mcp. Fitbit Web API shuts down 30 Sept 2026. (by partymola, ★2, security:PASS) - [Wiktionary](https://github.com/pipeworx-io/mcp-wiktionary): Wiktionary MCP — multilingual dictionary via Wikimedia REST + MediaWiki Action API (by pipeworx-io, ★2, security:PASS) - [MythxEngine](https://github.com/protoLabsAI/mythx-mcp): Tabletop RPG engine over MCP: dice, combat, stress, clocks, world generation, four bundled worlds (by protoLabsAI, ★2, security:PASS) - [mcp](https://github.com/refgrow/refgrow-mcp): Model Context Protocol server for Refgrow affiliate program management API (by refgrow, ★2, security:PASS) - [4da-mcp-server](https://github.com/4DA-Systems/4DA/tree/main/mcp-4da-server): Dependency intelligence for AI agents. CVE scanning, health checks, upgrade planning. (by 4DA-Systems, ★2, security:PASS) - [MCP Billing Gateway](https://github.com/sapph1re/mcp-billing-gateway-sdk): Billing proxy for MCP servers. Adds Stripe and x402 crypto payments without writing billing code. (by sapph1re, ★2, security:PASS) - [Vectr](https://github.com/swapnanil/vectr): Semantic codebase search + persistent working memory for AI code editors. Local, no API key. (by swapnanil, ★2, security:PASS) - [Whisper](https://github.com/whisper-sec/whisper-cli): One routable IPv6 per AI agent, verifiable from the DNS root. Keyless tools need no signup. (by whisper-sec, ★2, security:PASS) - [MCP Gateway Scan](https://github.com/willianpinho/mcp-gateway-scan): Read-only MCP/agent-gateway readiness scanner — scores a repo across 7 security dimensions. (by willianpinho, ★2, security:PASS) - [koncept-mcp-server](https://github.com/yourtechtribe-labs/koncept-mcp): Query a curated YAML semantic concept graph for codebase invariants and cross-cutting facts. (by yourtechtribe-labs, ★2, security:PASS) - [opn-mcp](https://github.com/ysalitrynskyi/opn-mcp): MCP server for opn.onl: shorten links, analytics, branded QR codes, and link management. (by ysalitrynskyi, ★2, security:PASS) - [CGIS Code Graph](https://github.com/zaebee/codegraph-brain): Code graph for AI agents: impact analysis and call tracing for Python and TypeScript. (by zaebee, ★2, security:PASS) - [Periphery Code Audit](https://github.com/zyntx-lab/periphery-mcp-server): Swift code analysis with Periphery - detect unused code and improve code quality (by zyntx-lab, ★2, security:PASS) - [AgentForge](https://github.com/sciscale-studio/agentforge-mcp): Turn rough requests into rigorously structured prompts, for any coding agent. (by sciscale-studio, ★2, security:PASS) - [my-pi](https://github.com/BoxBoxmari/my-pi): Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling. (by BoxBoxmari, ★2, security:PASS) - [bastion](https://github.com/apatureai/bastion): Design review of rendered UI for coding agents: submit a preview URL, get findings with element references and recheck after fixing. Read-only. (by apatureai, ★2, security:PASS) - [mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer): Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures. (by Nishant-Chaudhary5338, ★2, security:PASS) - [codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp): Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens. (by FI-Mihej, ★2, security:PASS) - [claudecodenavi-mcp](https://github.com/asicojp/claudecodenavi-mcp): Search and share Claude Code snippets, prompts, Q&A solutions, error fixes and MCP server configurations from the ClaudeCodeNavi community. (by asicojp, ★2, security:PASS) - [genable](https://github.com/musepy/genable): Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual verification. (by musepy, ★2, security:PASS) - [pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server): Network control and management via the POX SDN controller. (by davidlin2k, ★2, security:PASS) - [gptzero-mcp](https://github.com/louis030195/gptzero-mcp): Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support. (by louis030195, ★2, security:PASS) - [git-context-mcp](https://github.com/muhannad-hash/git-context-mcp): Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and contributors. (by muhannad-hash, ★2, security:PASS) - [RulesetMCP](https://github.com/n8daniels/RulesetMCP): Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files. (by n8daniels, ★2, security:PASS) - [P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP): HTTP 402 (Payment Required) implementation using Solana. (by paracetamol951, ★2, security:PASS) - [retrieval-lens](https://github.com/Vbj1808/retrieval-lens): Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs. (by Vbj1808, ★2, security:PASS) - [mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate): Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns. (by shellsage-ai, ★2, security:PASS) - [moth](https://github.com/stfade/moth): Structured bug-fix analysis and project-local memory of verified fixes for coding agents. (by stfade, ★2, security:PASS) - [jira-github-mcp](https://github.com/TamarEngel/jira-github-mcp): Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges. (by TamarEngel, ★2, security:PASS) - [hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server): Extract handwritten math formulas from uploaded images as LaTeX using a vision-language model, with a Vue frontend. (by Wooonster, ★2, security:REVIEW) - [inkcheck](https://github.com/chaoz23/inkcheck): CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending. (by chaoz23, ★2, security:PASS) - [workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism): Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal. (by metabolism-tools, ★2, security:PASS) - [qa-probe](https://github.com/LS-SIEM-LLP/qa-probe): Probe live APIs and classify why each endpoint failed, with root cause, evidence and confidence. Supports FastAPI, Express, Next.js, tRPC and GraphQL. (by LS-SIEM-LLP, ★2, security:PASS) - [touch-grass](https://github.com/nalediym/touch-grass): Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats. (by nalediym, ★2, security:PASS) - [mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong): Experimental, educational ping-pong server demonstrating remote MCP calls. (by kimtth, ★2, security:REVIEW) - [mcp-triage](https://github.com/neufagents/mcp-triage): Diagnose and fix MCP client config files: broken JSON, commands missing from PATH, missing env vars, relative paths, transport mismatches and config drift. (by neufagents, ★2, security:PASS) - [server](https://github.com/CallMCP/callmcp): One MCP tool contract for telephony — any call provider, hosted, local, or BYOK. (by CallMCP, ★1, security:PASS) - [Hyreflow](https://github.com/automindz-solutions/hyreflow-plugins): Recruitment automation: source, enrich, qualify and sequence candidates, push to your ATS. (by automindz-solutions, ★1, security:PASS) - [llmintel](https://github.com/hivemindunit/llmintel-mcp): Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. (by hivemindunit, ★1, security:PASS) - [ZeroMind (OrigoZero game engine)](https://github.com/OrigoZero/zeromind-plugin): Build, run and publish 3D games in the Zero engine from Claude Code, Cursor or Codex, over MCP. (by OrigoZero, ★1, security:PASS) - [Stratum MCP](https://github.com/smartmemory/stratum): Structured execution for coding agents: contracts, postconditions, gates, guardrails. (by smartmemory, ★1, security:PASS) - [Tokonomix Council](https://github.com/TokonoMix/tokonomix-council-mcp): Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesises one answer. (by TokonoMix, ★1, security:PASS) - [VegvisAI guide](https://github.com/vegvisai/vegvisai/tree/main/connector): Open guide to businesses, public services and parties in Norway. Never ranks; read-only. (by vegvisai, ★1, security:PASS) - [Cardog](https://github.com/cardog-ai/mcp-server): VIN decode, Canadian listings, market quotes, TC+NHTSA recalls. Full API: https://cardog.app/docs.md (by cardog-ai, ★1, security:PASS) - [superdocs](https://github.com/superdocsapp/superdocs-plugin): AI document editing for agents: draft, edit, export .docx/PDF. 37 MCP tools; agent self-signup. (by superdocsapp, ★1, security:PASS) - [WeJob](https://github.com/WeJob-IT/WeJob-MCP): Read-only MCP server for public WeJob jobs, formations, and companies. (by WeJob-IT, ★1, security:PASS) - [Dregs](https://github.com/dregs-sdk/dregs-mcp): Fraud and abuse detection for SaaS: investigate scored identities, triage escalations, tune rules. (by dregs-sdk, ★1, security:PASS) - [EntRoute](https://github.com/entroute/mcp-server): Discover and call pay-per-request (x402) APIs, ranked by reliability, latency and price. (by entroute, ★1, security:PASS) - [esimoa — travel eSIM comparison](https://github.com/nbase-io/esimoa-mcp): Compare travel eSIM plans by country, days and data — live prices and links to buy on esimoa. (by nbase-io, ★1, security:PASS) - [furrow-forms](https://github.com/useburrow/furrow-forms): Form backend an agent runs end to end: provision forms, snippets, spam, signed webhooks. (by useburrow, ★1, security:PASS) - [LaunchDistro](https://github.com/LaunchDistro/launchdistro-mcp): Plan startup directory submissions and verify the links went live, with your own AI agent. (by LaunchDistro, ★1, security:PASS) - [mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker): Audit a domain email deliverability via Apify: SPF, DKIM, DMARC, MX, blacklist, catch-all, age. (by mambalabsdev, ★1, security:PASS) - [Meta Ads MCP by Markifact](https://github.com/markifact/meta-ads-mcp): Meta Ads MCP: Facebook and Instagram reports, campaigns, creatives, audiences. Approval on writes. (by markifact, ★1, security:PASS) - [mendapi](https://github.com/mendapi/mendapi): Detect API breaking changes, scan your codebase for impact, and draft the fix. Runs locally. (by mendapi, ★1, security:PASS) - [schedulala](https://github.com/schedulala/schedulala-agent): Schedule and publish social posts to 12 platforms with first comments, analytics, and listening. (by schedulala, ★1, security:PASS) - [Runtime Cloud](https://github.com/withruntime/runtime/tree/main/packages/cloud-sdk): Linux microVM sandboxes for AI agents: run commands, files, processes, pause and wake. (by withruntime, ★1, security:PASS) - [XCREENER](https://github.com/xcreener/xcreener-mcp): Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and run queries. (by xcreener, ★1, security:PASS) - [XOOMAR market data](https://github.com/xoomar-code/xoomar-mcp): Free US market data as tools: SEC filings, insiders, short interest, 13F, COT, Fed liquidity. (by xoomar-code, ★1, security:PASS) - [agentsouk](https://github.com/agent-souk/agentsouk): Marketplace for AI agents: hire, sell, get paid in USDC on Base. Identity, jobs, reputation. (by agent-souk, ★1, security:PASS) - [Cloche](https://github.com/cloche-it/plugin): Publish a client-side app with Cloche and share it with a link. (by cloche-it, ★1, security:PASS) - [minitok](https://github.com/floticinfo/minitok): Verified coding workflows with planning, verification, bounded retries, evidence, and evolution. (by floticinfo, ★1, security:PASS) - [Context — ctxt.io](https://github.com/ctxt-io/ctxt-agents): Share text, markdown, code, or HTML as auto-expiring links (by ctxt-io, ★1, security:PASS) - [mcp-api](https://github.com/FusionAuth/fusionauth-mcp-api): Preview release of FusionAuth API MCP server (by FusionAuth, ★1, security:PASS) - [a2a-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/a2a-auditor): Scans Agent2Agent (A2A) protocol code for webhook SSRF, missing auth, and credential exposure (by GuardBee, ★1, security:PASS) - [ai-code-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/ai-code-scanner): Scans code for insecure LLM/AI integration: exposed keys, unsafe output, prompt injection (by GuardBee, ★1, security:PASS) - [compliance-checker](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/compliance-checker): KVKK/GDPR/CCPA compliance checks for codebases (by GuardBee, ★1, security:PASS) - [dependency-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/dependency-auditor): CVE scanning for npm/pip/cargo dependencies via OSV (by GuardBee, ★1, security:PASS) - [mcp-config-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/mcp-config-auditor): Scans Cursor/Claude/Windsurf/VS Code MCP configs for unpinned versions, secrets, typosquats (by GuardBee, ★1, security:PASS) - [oauth-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/oauth-auditor): Scans MCP server auth code for OAuth 2.1 anti-patterns: token passthrough, missing audience (by GuardBee, ★1, security:PASS) - [secret-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/secret-scanner): Scans files for leaked secrets and API keys (by GuardBee, ★1, security:PASS) - [slopsquat-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/slopsquat-scanner): Checks declared npm/PyPI dependencies against real registries to catch slopsquatting (by GuardBee, ★1, security:PASS) - [Google Sheets MCP](https://github.com/A1-x-Tech/mcp-google-sheets): MCP server for the Google Sheets API: read and write ranges, sheets, formatting, charts, sharing. (by A1-x-Tech, ★1, security:PASS) - [Google Tag Manager MCP](https://github.com/A1-x-Tech/mcp-google-tagmanager): MCP server for the Google Tag Manager API v2: containers, workspaces, tags, triggers, publishing. (by A1-x-Tech, ★1, security:PASS) - [mcp-shorturl](https://github.com/AceDataCloud/ShortURLMCP): MCP server for URL shortening and management (by AceDataCloud, ★1, security:PASS) - [aethis-mcp](https://github.com/Aethis-ai/aethis-mcp): Deterministic eligibility decisions and test-driven rule authoring via the Aethis developer API. (by Aethis-ai, ★1, security:PASS) - [AdrMcp](https://github.com/Atypical-Consulting/AdrMcp): MCP server for Architectural Decision Records: navigate, author, validate, link, and analyze them. (by Atypical-Consulting, ★1, security:PASS) - [qnexus-mcp](https://github.com/Blite-HQ/qnexus-mcp): MCP server for Quantinuum Nexus, wrapping the qnexus SDK. Not affiliated with Quantinuum. (by Blite-HQ, ★1, security:PASS) - [Buzzr Sports Engine](https://github.com/Buzzr-app/dfs-engine/tree/main/packages/mcp): Local sports math, DFS settlement, bet analytics, and game-entertainment tools. (by Buzzr-app, ★1, security:PASS) - [crosspad-mcp](https://github.com/CrossPad/crosspad-mcp): Development workflow server for CrossPad — build, test, run, screenshot, and navigate code (by CrossPad, ★1, security:PASS) - [Packkit](https://github.com/PackkitLabs/create-packkit-js/tree/main/mcp): Scaffold modern npm packages, CLIs, services and apps as a native tool for AI agents. (by PackkitLabs, ★1, security:PASS) - [dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp): Translates a lockfile diff into a human-readable upgrade plan for npm, PyPI, and GitHub Actions. (by DigiCatalyst-Systems, ★1, security:PASS) - [dingdawg-healthcare-agent](https://github.com/dingdawg/dingdawg-healthcare-agent): HIPAA-aware healthcare AI. Clinical documentation, compliance checks, audit prep. Free local tier. (by dingdawg, ★1, security:PASS) - [code-fundi-mcp](https://github.com/Code-Fundi/code-fundi-mcp): CodeFundi MCP server for codebase mapping and blast-radius analysis. (by Code-Fundi, ★1, security:PASS) - [QECTOR Quantum Error Correction](https://github.com/GuillaumeLessard/qector-claude-plugin): Local quantum error correction tools; decoder output verified against H c = s (mod 2). (by GuillaumeLessard, ★1, security:PASS) - [mcp-server](https://github.com/Hebline/mcp-server): Intelligent API routing for AI agents. Best service, best price, free alternatives. (by Hebline, ★1, security:PASS) - [mcp-atlas](https://github.com/urbankitstudio/mcp-atlas): Owner and APN lookup across 171 verified US county parcel ArcGIS endpoints. No API key needed. (by urbankitstudio, ★1, security:PASS) - [LocalPro — Verified US Local Service Provider Data](https://github.com/LocalProDev/mcp-server): Verified US local service providers across 10 home-services trades. Owned data, no API key. (by LocalProDev, ★1, security:PASS) - [localfig](https://github.com/LucasGorgal/localfig): The Figma desktop app as an MCP server: full Plugin API for AI agents. Local, no token, no quota. (by LucasGorgal, ★1, security:PASS) - [stellify-mcp](https://github.com/Stellify-Software-Ltd/stellify-mcp): Build Laravel apps through conversation. Code stored as structured JSON for surgical AI edits. (by Stellify-Software-Ltd, ★1, security:PASS) - [modelbound-mcp](https://github.com/ModelBound/modelbound-mcp-server): Local-first MCP server for agent skills. Validate, lint, diff, and convert across IDEs. (by ModelBound, ★1, security:PASS) - [aurora-agent](https://github.com/AURORA-NEURO/aurora-agent): FIBER decision-context compiler with honest omission accounting: 259 evidence-bearing MCP tools. (by AURORA-NEURO, ★1, security:PASS) - [nimistu — Estonian Business Register](https://github.com/Nimistu/nimistu-mcp): Estonian Business Register: companies, people, beneficial owners, trademarks. Free, no API key. (by Nimistu, ★1, security:PASS) - [Rhizome MCP](https://github.com/Odrin/rhizome-mcp): Local-first MCP server for task tracking and coordination of autonomous AI coding agents. (by Odrin, ★1, security:PASS) - [CiteWire](https://github.com/Openly-Useful/citewire): Attribution-first MCP server for free news sources and free article APIs. (by Openly-Useful, ★1, security:PASS) - [Pearl](https://github.com/Pearl-Passport/pearl-agent-plugin/tree/main/plugins/pearl): Pearl places, table availability, and confirmed visit, save and trip actions for reviewed hosts. (by Pearl-Passport, ★1, security:PASS) - [PostSyncer](https://github.com/PostSyncer/claude-plugin): Schedule, publish, and analyze social media posts across 11 platforms from any MCP client. (by PostSyncer, ★1, security:PASS) - [Pushary](https://github.com/Pushary/pushary-skill): The decision layer for AI agents. Your agent asks, a person approves or denies on their phone. (by Pushary, ★1, security:PASS) - [Treering](https://github.com/RedholeTechnologies/Treering): A local map of your codebase over time: symbols, callers, subgraphs and structural change. (by RedholeTechnologies, ★1, security:PASS) - [CDT Express by Riskthinking.AI](https://github.com/RiskThinking/cdt-express-mcp): Interact with climate metrics via Riskthinking.AI's CDT Express API in supported AI chat experiences (by RiskThinking, ★1, security:PASS) - [SocialAPIs](https://github.com/SocialAPIsHub/mcp-server): Facebook & Instagram data for AI agents: pages, posts, groups, ads, Marketplace, profiles, reels. (by SocialAPIsHub, ★1, security:PASS) - [VOC OpenAPI MCP](https://github.com/SolveaCX/voc-mcp): VOC OpenAPI gives AI agents authorized review and product data for insights, tagging, and listings. (by SolveaCX, ★1, security:PASS) - [sorsa-mcp](https://github.com/Sorsa-io/sorsa-mcp): MCP server for the Sorsa.io X/Twitter data API (by Sorsa-io, ★1, security:PASS) - [htmlbook](https://github.com/Streamize-llc/htmlbook): Publish AI-generated HTML & Markdown to a hosted, shareable URL via MCP. (by Streamize-llc, ★1, security:PASS) - [SubcueAI](https://github.com/Subcue/subcue-mcp): Public read-only MCP for SubcueAI: live pricing, latest desktop version, overview and FAQ. (by Subcue, ★1, security:PASS) - [lockdocs](https://github.com/SylphxAI/lockdocs): Exact-version library docs from your lockfile — local, offline, no rate limits. (by SylphxAI, ★1, security:PASS) - [LinkPilot](https://github.com/TetraCoreHQ/linkpilot-mcp): Send a password or API key as a link that opens once. Encrypted client-side, so we cannot read it. (by TetraCoreHQ, ★1, security:PASS) - [Doxa MCP](https://github.com/The-Doxa-Way/doxa-mcp-schema): Christian AI for any question, in any season. Bible (BSB), grace + truth. faith.tools 5/5. (by The-Doxa-Way, ★1, security:PASS) - [ThinkReview](https://github.com/Thinkode/thinkreview-mcp): Live PR/MR code reviews via review_url_code. OAuth or portal Bearer auth. (by Thinkode, ★1, security:PASS) - [signalint](https://github.com/TranQui004/signalint): Local stdio MCP server for cached, loop-aware JS/TypeScript diagnostics (Oxlint, tsc, Biome). (by TranQui004, ★1, security:PASS) - [sports](https://github.com/Vublox/vublox-agent-tools): Live football scores, match summaries, and fan clip links from Vublox. No API key required. (by Vublox, ★1, security:PASS) - [RoboShadow](https://github.com/WYRE-AI/roboshadow-mcp): MCP server for RoboShadow's Rubicon Platform Data API. (by WYRE-AI, ★1, security:PASS) - [weavatrix-refactor](https://github.com/Weavatrix/weavatrix-refactor): Transactional refactoring extension with 11 evidence-backed tools, previews, and rollback. (by Weavatrix, ★1, security:PASS) - [rundida-mcp](https://github.com/XWeaponX7/rundida-mcp): Running tools for AI agents: 92 calculators, 46 guides, marathon data, pace and HR zones. (by XWeaponX7, ★1, security:PASS) - [Zelinqa MCP](https://github.com/Zelinqa/zelinqa-mcp): Goal-oriented conversations and next-question selection through the Zelinqa API. (by Zelinqa, ★1, security:PASS) - [defluff](https://github.com/ahmedak/defluff): Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hedges, clichés. (by ahmedak, ★1, security:PASS) - [veto](https://github.com/aiveto/veto): Turn OpenAPI services into tools an agent can call under your rules. (by aiveto, ★1, security:PASS) - [ProjectPulse MCP](https://github.com/alexbypa/github-projectpulse-mcp): Monitor GitHub repo health, DORA metrics and CI signals from your AI assistant. (by alexbypa, ★1, security:PASS) - [Fitness Tools](https://github.com/almostjacked/fitness-tools): Deterministic fitness calculators — TDEE, adaptive TDEE, body fat, 1RM, macros — with consensus. (by almostjacked, ★1, security:PASS) - [resharper-cli-mcp](https://github.com/andypgray/resharper-cli-mcp): ReSharper CLI inspection/cleanup via MCP. Unofficial: not affiliated with or endorsed by JetBrains. (by andypgray, ★1, security:PASS) - [deterministic](https://github.com/archradhq/arch-deterministic): Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). Apache-2.0. (by archradhq, ★1, security:PASS) - [Lexicon](https://github.com/ashlrai/lexicon): Fixes the names and jargon speech-to-text gets wrong before your agent acts on a dictated prompt. (by ashlrai, ★1, security:PASS) - [DemandScope](https://github.com/baobabcat/demandscope): Live demand signals for idea validation: npm/PyPI downloads, GitHub + HN attention trends. (by baobabcat, ★1, security:PASS) - [cadlens-mcp](https://github.com/cadlens-co/cadlens-mcp): Model Context Protocol server that wraps the CADLens REST API. (by cadlens-co, ★1, security:PASS) - [expenselm-mcp-server](https://github.com/expenselm/expenselm-mcp-server): An MCP server that provides access to your expense data on ExpenseLM. (by expenselm, ★1, security:PASS) - [Ellmos Clatcher MCP](https://github.com/ellmos-ai/ellmos-clatcher-mcp): Utility MCP server: JSON repair, encoding fixes, conversion, duplicates, batch rename, archives. (by ellmos-ai, ★1, security:PASS) - [ellmos ControlCenter](https://github.com/ellmos-ai/ellmos-controlcenter-mcp): MCP control plane: local server discovery, profiles, capability bundles, and policy audits. (by ellmos-ai, ★1, security:PASS) - [algoum](https://github.com/fi4all/algoum_mcp): SEC EDGAR insider trades (Form 4/5), 8-K events and 13F holdings as clean JSON. (by fi4all, ★1, security:PASS) - [Flyto2 Runtime](https://github.com/flytohub/flyto-runtime): Self-hosted MCP runtime for ChatGPT to edit files, run commands, and test local projects. (by flytohub, ★1, security:PASS) - [osnova](https://github.com/getdomovoi/osnova): Deterministic code map for AI coding agents: a tree-sitter call graph with exact file:line over MCP. (by getdomovoi, ★1, security:PASS) - [ReMCP](https://github.com/getremcp/remcp): Securely control paired computers with ReMCP. (by getremcp, ★1, security:PASS) - [dsr_mcp_server](https://github.com/grupo-avispa/dsr_mcp_server): An MCP server that provides tools for interacting with Deep State Representation (DSR) graphs. (by grupo-avispa, ★1, security:PASS) - [Folklore Clinical Variant Interpretation MCP](https://github.com/helena-bioinformatics/folklore-mcp): Bioinformatics MCP for genomic variant interpretation, gene-disease evidence and literature. (by helena-bioinformatics, ★1, security:RISK) - [eleata Claim Verifier](https://github.com/eleata/eleata-verify-mcp): Grounding/hallucination guard: verify a claim against evidence (Supported/Refuted/NEE). (by eleata, ★1, security:PASS) - [huoshui-pdf-translator](https://github.com/huoshuiai42/huoshui-pdf-translator): An MCP server that provides PDF translation service (by huoshuiai42, ★1, security:REVIEW) - [razorpay](https://github.com/indiamcp/razorpay-mcp): MCP server for Razorpay API. (by indiamcp, ★1, security:PASS) - [mulmocast-vision](https://github.com/receptron/mulmocast-vision): Easy and stylish presentation slide generator. (by receptron, ★1, security:PASS) - [koment](https://github.com/koment-dev/koment): Read and write checked code rationale stored outside source comments. (by koment-dev, ★1, security:PASS) - [contactapi](https://github.com/kozmos-tech/contactapi): An open-source API for collecting and managing contacts and signups. (by kozmos-tech, ★1, security:PASS) - [open-compute (computer-use)](https://github.com/ellmos-ai/open-compute-mcp): Model-agnostic computer-use MCP: screenshot, safety-gated actions, Windows UIA targeting. (by ellmos-ai, ★1, security:PASS) - [validate](https://github.com/machinegrade/validate): Deterministic validation for AI-generated artifacts: JSON Schema, OpenAPI response, SQL syntax. (by machinegrade, ★1, security:PASS) - [mcp-docs-server](https://github.com/mapbox/mcp-docs-server): AI access to Mapbox docs, API references, style specs, and guides. No token required. (by mapbox, ★1, security:PASS) - [fi-eli-mcp](https://github.com/matematicsolutions/fi-eli-mcp): MCP server for Finnish Finlex consolidated statutes: ELI identifiers and verifiable citations. (by matematicsolutions, ★1, security:PASS) - [mcp-krs](https://github.com/matematicsolutions/mcp-krs): MCP server for the Polish KRS company registry via the official Ministry of Justice API. (by matematicsolutions, ★1, security:PASS) - [tr-eli-mcp](https://github.com/matematicsolutions/tr-eli-mcp): MCP server for Turkish legislation (Adalet Bakanligi Bedesten API): verifiable citations. (by matematicsolutions, ★1, security:PASS) - [us-eli-mcp](https://github.com/matematicsolutions/us-eli-mcp): US law MCP: bills, US Code, Federal Register, executive orders, case law (state+federal), eCFR (by matematicsolutions, ★1, security:PASS) - [eulerian-marketing-platform-mcp](https://github.com/EulerianTechnologies/eulerian-marketing-platform-mcp): Provides access to the Eulerian Marketing Platform: analytics, attribution & data activation. (by EulerianTechnologies, ★1, security:PASS) - [Feegow Clinic](https://github.com/mcp-dir/feegow-mcp): Full clinic management on Feegow Clinic, patients, appointments, providers, specialties, insurance, (by mcp-dir, ★1, security:PASS) - [GestãoClick](https://github.com/mcp-dir/gestaoclick-mcp): GestãoClick ERP (business management for SMBs) via the official API: customers, suppliers, products (by mcp-dir, ★1, security:PASS) - [npm](https://github.com/mikusnuz/npm-mcp): MCP server for npm package management — publish, version, search, audit, and more (by mikusnuz, ★1, security:PASS) - [distil](https://github.com/munhq/distil): Context optimization for LLM agents: tool registry, result masking, budgeting, compaction. (by munhq, ★1, security:PASS) - [uk-parliament-bills](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-bills): MCP server for UK Parliament Bills API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-committees](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-committees): MCP server for UK Parliament Committees API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-commonsvotes](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-commonsvotes): MCP server for UK Parliament Commons Votes API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-erskinemay](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-erskinemay): MCP server for UK Parliament Erskine May API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-interests](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-interests): MCP server for UK Parliament Register of Interests API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-lordsvotes](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-lordsvotes): MCP server for UK Parliament Lords Votes API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-members](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-members): MCP server for UK Parliament Members API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-now](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-now): MCP server for UK Parliament NOW Annunciator Content API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-oralquestionsandmotions](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-oralquestionsandmotions): MCP server for UK Parliament Oral Questions and Motions API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-questions-statements](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-questions-statements): MCP server for UK Parliament Questions and Statements API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-statutoryinstruments](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-statutoryinstruments): MCP server for UK Parliament Statutory Instruments API (by DarkhorseOne, ★1, security:PASS) - [uk-parliament-treaties](https://github.com/DarkhorseOne/mcp-servers/tree/main/servers/uk-parliament-treaties): MCP server for UK Parliament Treaties API (by DarkhorseOne, ★1, security:PASS) - [Pallas Athena Tools](https://github.com/nous-ehr/claude_pallas_extension): athenahealth DataView, API, and workflow tools for Claude Code with learning loop (by nous-ehr, ★1, security:PASS) - [npm-plus](https://github.com/ofershap/mcp-server-npm-plus): npm MCP — search packages, bundle sizes, vulnerabilities, compare downloads. (by ofershap, ★1, security:PASS) - [Ovellum](https://github.com/oinam/ovellum): Auto, manual, or hybrid docs that never fall out of sync. (by oinam, ★1, security:PASS) - [xap](https://github.com/agentra-commerce/xap-sdk/tree/main/npm): Agent settlement protocol — discover, negotiate, settle, and verify with XAP. (by agentra-commerce, ★1, security:PASS) - [Shopify Admin MCP Server (Read-Only)](https://github.com/scalably-io/shopify-mcp): Read-only MCP for the Shopify Admin GraphQL API. 6 tools, full read surface, multi-store. (by scalably-io, ★1, security:PASS) - [Amtrak](https://github.com/pipeworx-io/mcp-amtrak): Amtrak MCP — live Amtrak train tracking via the community Amtraker API (by pipeworx-io, ★1, security:PASS) - [Art](https://github.com/pipeworx-io/mcp-art): Art MCP — Metropolitan Museum of Art Collection API (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Data Oregon](https://github.com/pipeworx-io/mcp-data-oregon): Oregon Open Data — US government open data (data.oregon.gov) via the Socrata SoQL API: state… (by pipeworx-io, ★1, security:PASS) - [Dictionary](https://github.com/pipeworx-io/mcp-dictionary): Dictionary MCP — wraps Free Dictionary API (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Digimon](https://github.com/pipeworx-io/mcp-digimon): Digimon API MCP (digi-api.com). (by pipeworx-io, ★1, security:PASS) - [Ebay](https://github.com/pipeworx-io/mcp-ebay): eBay MCP — Browse + Taxonomy APIs via client_credentials OAuth (by pipeworx-io, ★1, security:PASS) - [Esef Filings](https://github.com/pipeworx-io/mcp-esef-filings): XBRL filings index MCP — wraps the filings.xbrl.org JSON:API index run by (by pipeworx-io, ★1, security:PASS) - [Fmp](https://github.com/pipeworx-io/mcp-fmp): Financial Modeling Prep MCP (/stable API; v3 deprecated 2025-08-31). (by pipeworx-io, ★1, security:PASS) - [Gamedeals](https://github.com/pipeworx-io/mcp-gamedeals): Gamedeals MCP — wraps CheapShark API (game deal aggregator, no auth required) (by pipeworx-io, ★1, security:PASS) - [Geo](https://github.com/pipeworx-io/mcp-geo): Geo MCP — geographic utilities from free public APIs (by pipeworx-io, ★1, security:PASS) - [Gutendex](https://github.com/pipeworx-io/mcp-gutendex): Gutendex MCP — wraps Gutendex API for Project Gutenberg books (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Housing Intel](https://github.com/pipeworx-io/mcp-housing-intel): Housing Intel MCP — Meta-pack that chains FRED, BLS, ATTOM, and HUD APIs (by pipeworx-io, ★1, security:PASS) - [Iconify](https://github.com/pipeworx-io/mcp-iconify): Iconify MCP — wraps the Iconify public API (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Imgflip](https://github.com/pipeworx-io/mcp-imgflip): Imgflip MCP — wraps Imgflip API (free, no auth for template listing) (by pipeworx-io, ★1, security:PASS) - [Mediastack](https://github.com/pipeworx-io/mcp-mediastack): Mediastack MCP — wraps Mediastack API (api.mediastack.com/v1) (by pipeworx-io, ★1, security:PASS) - [Nyt](https://github.com/pipeworx-io/mcp-nyt): NYT MCP — wraps The New York Times Developer APIs (developer.nytimes.com) (by pipeworx-io, ★1, security:PASS) - [Odds Api](https://github.com/pipeworx-io/mcp-odds-api): The Odds API MCP — sportsbook odds across 70+ books, 30+ leagues (by pipeworx-io, ★1, security:PASS) - [Overheid Nl](https://github.com/pipeworx-io/mcp-overheid-nl): data.overheid.nl MCP — the Netherlands national open-data portal (CKAN API). (by pipeworx-io, ★1, security:PASS) - [Pubmed](https://github.com/pipeworx-io/mcp-pubmed): PubMed MCP — wraps the NCBI E-utilities API (biomedical literature, free, no auth) (by pipeworx-io, ★1, security:PASS) - [Sports Game Odds](https://github.com/pipeworx-io/mcp-sports-game-odds): Sports Game Odds MCP — wraps the Sports Game Odds API (sportsgameodds.com) (by pipeworx-io, ★1, security:PASS) - [Stackexchange](https://github.com/pipeworx-io/mcp-stackexchange): StackExchange MCP — wraps the StackExchange API v2.3 (free, no auth required for read) (by pipeworx-io, ★1, security:PASS) - [Words](https://github.com/pipeworx-io/mcp-words): Words MCP — wraps Datamuse API (free, no auth required) (by pipeworx-io, ★1, security:PASS) - [Zenquotes](https://github.com/pipeworx-io/mcp-zenquotes): ZenQuotes MCP — wraps ZenQuotes API (free, no auth) with a dummyjson (by pipeworx-io, ★1, security:PASS) - [pricewatcha](https://github.com/pricewatcha/pricewatcha-api): Track prices & price history on any online shop, with alerts and an API (by pricewatcha, ★1, security:PASS) - [ProvenTools](https://github.com/proventools/agent-clients): Read-only ProvenTools business ideas, evidence, build prompts, and validation reports. (by proventools, ★1, security:PASS) - [Resemble AI](https://github.com/resemble-ai/resemble-mcp): Resemble AI: deepfake detection, media intelligence, and watermarking actions, plus docs tools. (by resemble-ai, ★1, security:PASS) - [mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server): Wine pairing intelligence with 7 tools. Deterministic scoring, sommelier-calibrated. (by rogertheunissenmerge-oss, ★1, security:PASS) - [ListingGood MCP](https://github.com/DedeGroup/listinggood-skills): Get recommended by Amazon's AI. Hosted MCP server for Amazon listing compliance & generation. (by DedeGroup, ★1, security:PASS) - [kiyas](https://github.com/saiffmirza/kiyas): AI design fidelity — compare Figma designs or screenshots against rendered UI. No API keys. (by saiffmirza, ★1, security:PASS) - [presence-mcp](https://github.com/sara-star-quant/presence-mcp): Read-only MCP access to presence: living project model and outcome telemetry. (by sara-star-quant, ★1, security:PASS) - [slang-workflows](https://github.com/shofer-dev/claude-code-slang-orchestrator): Provable, declarative multi-agent workflows for Claude Code (typed .slang, non-LLM executor). (by shofer-dev, ★1, security:PASS) - [slima](https://github.com/slima-ai/slima-mcp): MCP Server for Slima - AI Writing IDE for Novel Authors with AI Beta Reader. (by slima-ai, ★1, security:PASS) - [Smarter Weather Developer Onboarding](https://github.com/smarterweather/developer/tree/main/packages/mcp-onboarding): Agent-first onboarding to Smarter Weather: plans, docs, signup, API keys, MCP config, billing. (by smarterweather, ★1, security:PASS) - [Symbols MCP](https://github.com/symbo-ls/symbols-mcp): Symbols.app MCP — docs, code generation, publishing, CLI/SDK reference (by symbo-ls, ★1, security:PASS) - [Tactual](https://github.com/tactual-dev/tactual): Screen-reader navigation cost analyzer. Scores AT user effort to find, reach, and operate content. (by tactual-dev, ★1, security:PASS) - [bling-bag](https://github.com/tjclaude88/mcp-bling): Give your bot an identity! (by tjclaude88, ★1, security:PASS) - [acta-mcp](https://github.com/VeritasActa/acta-mcp): Contribute, challenge, verify, and query contestable public records on Veritas Acta. (by VeritasActa, ★1, security:PASS) - [VerifyAX](https://github.com/verifyax/verifyax-mcp): Evaluate, benchmark, and simulate AI agents on the VerifyAX agent-evaluation platform. (by verifyax, ★1, security:PASS) - [veris](https://github.com/vighriday/Veris): Behavioral verification intelligence for AI coding agents. 17 MCP tools. Local-first. MIT. (by vighriday, ★1, security:PASS) - [VMware Debug](https://github.com/vmware-skills/VMware-Debug): VMware incident timeline, root-cause routing, local case ledger; no vSphere access. 14 MCP tools. (by vmware-skills, ★1, security:PASS) - [VPNDetection](https://github.com/vpndetection-io/mcp): VPN, proxy, Tor, hosting and CDN detection for any IP address, from the VPNDetection API. (by vpndetection-io, ★1, security:PASS) - [mcp-vibe-checker](https://github.com/webmoleai/mcp-vibe-checker): Vibe-check your code — personality types, energy ratings, aesthetic suggestions. (by webmoleai, ★1, security:PASS) - [Magellan Data Spotlight](https://github.com/sorrek/mcp): Find parent companies, PE backers, corporate families, and portfolio siblings for any company. (by sorrek, ★1, security:PASS) - [paste](https://github.com/pasteapp/paste-mcp): Give AI tools access to your Mac clipboard history and pinboards from Paste. Runs locally. (by pasteapp, ★1, security:PASS) - [StudioMeyer Academy](https://github.com/studiomeyer-io/mcp-academy): The Academy curriculum as an offline MCP library. Hosted course connector adds progress. (by studiomeyer-io, ★1, security:PASS) - [Identik Firma Electrónica](https://github.com/Identik-me/identik-mcp): Firma electrónica argentina (Ley 25.506): enviar documentos a firmar, seguir estado y validar. (by Identik-me, ★1, security:PASS) - [SpeedOf.Me](https://github.com/SpeedOfMe/speedofme-mcp): Official SpeedOf.Me server - Accurate speed tests via over 200 global edge servers with analytics. (by SpeedOfMe, ★1, security:PASS) - [@imqueue](https://github.com/imqueue/mcp): Search @imqueue docs and scaffold typed services & clients from your AI coding agent. (by imqueue, ★1, security:PASS) - [IP Judge](https://github.com/ipjudge/ipjudge): Check an IP or your own network exit before using ChatGPT, Claude, Gemini or Meta Muse. (by ipjudge, ★1, security:PASS) - [Cenogram - Polish Real Estate Prices & Parcel Data](https://github.com/cenogram/mcp-server): Polish real estate for AI: 8M+ deed transaction prices (RCN) + per-parcel context by cadastral ID (by cenogram, ★1, security:PASS) - [microservices.sh](https://github.com/microservices-sh/mcp): MCP server for AI agents to plan, verify, and deploy Cloudflare-native apps. (by microservices-sh, ★1, security:PASS) - [managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp): Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them. (by modus-agendi, ★1, security:PASS) - [mcp-drill](https://github.com/TimurRakhmatullin86/mcp-drill): Fault injection for MCP servers (timeouts, malformed JSON-RPC, corrupted outputs) with a reliability scorecard for output schemas and error conformance. (by TimurRakhmatullin86, ★1, security:PASS) - [briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server): Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies. (by mithun4elp, ★1, security:PASS) - [omni-dev](https://github.com/rust-works/omni-dev): Atlassian Jira and Confluence with schema-validated Markdown/ADF conversion that flags content-model violations instead of silently dropping nodes. (by rust-works, ★1, security:PASS) - [codelattice](https://github.com/aiulms/codelattice): Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis. (by aiulms, ★1, security:PASS) - [chatpipe-mcp](https://github.com/darktw/chatpipe-mcp): Publish HTML as live, shareable web pages with public, password-protected or email-restricted access. (by darktw, ★1, security:PASS) - [onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server): Developer and security utilities via the onlinecybertools.com API: encoding, hashing, JWT decoding, regex testing, formatters, network diagnostics and OSINT. (by Jambozx, ★1, security:PASS) - [kdb](https://github.com/Kindly-Software/kdb): Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding. (by Kindly-Software, ★1, security:PASS) - [mcp-server](https://github.com/lisamaraventano-spine/mcp-server): Underground Cultural District: developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron), creative tools and a marketplace of digital goods. (by lisamaraventano-spine, ★1, security:PASS) - [mcp-server](https://github.com/dinosaur24/mockhero): Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data. (by dinosaur24, ★1, security:PASS) - [n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe): Test, score and inspect n8n workflows with config-driven test suites, two-tier scoring, execution traces and a built-in node catalog. (by Souzix76, ★1, security:PASS) - [android-mcp-server](https://github.com/Neem2004/android-mcp-server): ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands. (by Neem2004, ★1, security:PASS) - [pincushion-plugin](https://github.com/jcooley8/pincushion-plugin): Visual feedback for coding agents: stakeholders drop pins on a live app, and the agent reads each pin's selector, screenshot, DOM snippet and thread to fix it. (by jcooley8, ★1, security:PASS) - [pylon-mcp](https://github.com/pylonapi/pylon-mcp): x402 API gateway for web extraction, search, translation, image generation, screenshots, PDF and OCR, paid per call in USDC on Base. (by pylonapi, ★1, security:PASS) - [devpulse-mcp](https://github.com/tao-izm/devpulse-mcp): Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state. (by tao-izm, ★1, security:PASS) - [mcp-abacus](https://github.com/laszlopere/mcp-abacus): Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact. (by laszlopere, ★1, security:PASS) - [codemagic-mcp](https://github.com/todah-zg/codemagic-mcp): Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play. (by todah-zg, ★1, security:PASS) - [atmospore-mcp](https://github.com/atmospore/atmospore-mcp): Seven-day, per-species pollen forecasts for any location via the Atmospore API. (by atmospore, ★1, security:PASS) - [digisign-mcp](https://github.com/davidsimoes/digisign-mcp): Create, send and manage digital signature envelopes via the DigiSign.cz API. (by davidsimoes, ★1, security:PASS) - [MCP Expr Lang](https://github.com/ivan-saorin/mcp-expr-lang): MCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine. (by ivan-saorin, ★1, security:PASS) - [Kiprio MCP Server](https://github.com/ForeverTools/kiprio-mcp): 23 API tools for Claude Code — email, DNS, SSL, NLP, scraping. Free tier included. (by ForeverTools, ★0, security:PASS) - [smplkit MCP Server](https://github.com/smplkit/mcp): Operate smplkit from your agent: feature flags, config, logging, audit, and scheduled jobs. (by smplkit, ★0, security:PASS) - [imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp): Audit a web page's images: natural vs rendered sizes, oversized detection, and formats. (by Bishop81, ★0, security:PASS) - [bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic): Micro-settled web content extraction and JSON schema validation utilities for AI agents via XRPL. (by Bristlecone2026, ★0, security:PASS) - [quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp): MCP server for quelllm.fr: 190+ open-weights LLM catalog - list, compare, VRAM and cost estimates (by MGM-FALCON, ★0, security:PASS) - [ WCAG)](https://github.com/MasterPlayspots/motionspec): Deterministic motion compiler + validator: reports WCAG 2.2.2 pause-path candidates, fail-closed. (by MasterPlayspots, ★0, security:PASS) - [Packkit](https://github.com/PackkitLabs/packkit-mcp): Scaffold and upgrade modern projects (JS/TS, Python) as a native tool for AI agents. (by PackkitLabs, ★0, security:PASS) - [Repo Test Architect](https://github.com/RepoAssay/repo-test-architect): Audit-first test strategy MCP server for repository-native test planning. (by RepoAssay, ★0, security:PASS) - [SigRank SignalAF — AI Operator Cascade & Leaderboard](https://github.com/SunrisesIllNeverSee/sigrank-mcp): SigRank SignalAF on-device scanner — four-token cascade, leaderboard, 24 local tools. (by SunrisesIllNeverSee, ★0, security:PASS) - [TrainBud](https://github.com/Zsadigzade/trainbud): Talk to your own fitness data. Findings computed in code against your own 28-day baselines. (by Zsadigzade, ★0, security:PASS) - [EffectFence](https://github.com/aurumflux20/effectfence): Stops agents double-firing side effects: 1,000 racing duplicates, exactly one execution. (by aurumflux20, ★0, security:PASS) - [openfoot-mcp](https://github.com/bartokulus/openfoot-mcp): Football fixtures, standings, lineups, live events and shot-level xG across 75 competitions. (by bartokulus, ★0, security:PASS) - [Delx MCP Server](https://github.com/davidmosiah/delx-mcp-server): Free stdio bridge to Delx Protocol: resume after compaction, warm handoff, recover. No API key. (by davidmosiah, ★0, security:PASS) - [flash-props-api](https://github.com/iFan6oy/flash-props-mcp): Flash Props API: player-prop analysis, projections, evidence, and line movement over REST/MCP. (by iFan6oy, ★0, security:PASS) - [codesentinel-mcp](https://github.com/icohangar-ops/codesentinel): Codebase health MCP: dead code, cycles, coupling, architectural drift. (by icohangar-ops, ★0, security:PASS) - [Sonar MCP Server](https://github.com/igorolv/sonar-mcp-server): Read-only SonarQube Community Build access for AI agents: issues, hotspots, rules, code snippets (by igorolv, ★0, security:PASS) - [overseer-nvim-mcp](https://github.com/impossiblecode/overseer-nvim-mcp): Gives coding agents the user's own view and control of overseer.nvim tasks in Neovim (by impossiblecode, ★0, security:PASS) - [mcp-factory](https://github.com/jaimenbell/mcp-factory): Manifest-driven MCP server scaffolder and runtime hub for tool integrations. (by jaimenbell, ★0, security:PASS) - [ARNO](https://github.com/julianbei/ARNO): The IDE for agents: read by symbol, edit against a revision, validate with your own build, revert. (by julianbei, ★0, security:PASS) - [US Government Data](https://github.com/malonestar/gov-data-mcp): US government open-data APIs as MCP tools: EPA, FEMA, USGS, NOAA, FDIC, HUD, CMS and more. (by malonestar, ★0, security:PASS) - [vdiff-mcp](https://github.com/mcurmi05/vdiff): Breaking-change diffs for npm packages: removed exports, changed signatures, migration notes. (by mcurmi05, ★0, security:PASS) - [JsonFabrica](https://github.com/ms-methos/jsonfabrica-mcp-server): Generate realistic, relational synthetic JSON test data from templates, via the JsonFabrica API. (by ms-methos, ★0, security:PASS) - [Woodpecker CI](https://github.com/ni-c/woodpecker-ci-mcp): Read Woodpecker CI repositories, pipelines and logs, and drive builds, secrets and crons (by ni-c, ★0, security:PASS) - [bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp): MCP server for Bosch eBike Flow (BES3): battery health, charge cycles, components, and ride data. (by partymola, ★0, security:PASS) - [appstore-connect-mcp](https://github.com/pofky/asc-mcp): Check app review status, read reviews, download sales reports from App Store Connect (by pofky, ★0, security:PASS) - [appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp): App Store release pilot — version bump, TestFlight upload, metadata, review submission (by rabdulsal, ★0, security:PASS) - [Symfony Agent MCP](https://github.com/shakaran/symfony-agent-mcp): Read-only Symfony introspection: routes, services, entities, Doctrine, security, Twig and more. (by shakaran, ★0, security:PASS) - [specshield-mcp-server](https://github.com/specshield-io/specshield-mcp-server): The API-change deploy gate for AI coding agents. Read-only breaking-change detection. (by specshield-io, ★0, security:PASS) - [drwho.me network and developer tools](https://github.com/hikmahtech/drwhome): 29 free tools: DNS, email auth (SPF, DKIM, DMARC), TLS, headers, WHOIS, dev utils. (by hikmahtech, ★0, security:PASS) - [Compound Labs MCP](https://github.com/kyisaiah47/openlookup): Compound Labs: eleven keyless lookups. Model pricing, dep health, stack cost, registries. (by kyisaiah47, ★0, security:PASS) - [mcp-server](https://github.com/decision-anchor/mcp-server): External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment. (by decision-anchor, ★0, security:PASS) - [glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp): Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains. (by TheRealDalaiLama, ★0, security:PASS) - [mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser): AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage. (by rafim-dev, ★0, security:PASS) - [mcp-doctor](https://github.com/rafim-dev/mcp-doctor): Health checks, binary validation and JSON auto-repair for MCP client configuration files. (by rafim-dev, ★0, security:PASS) - [sensorium](https://github.com/bricelancasterwcp-sudo/sensorium): Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow. (by bricelancasterwcp-sudo, ★0, security:PASS) - [agentic-os](https://github.com/kinnister/agentic-os): Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification. (by kinnister, ★0, security:PASS) - [mcp](https://github.com/NicolasMartalog/docweave-mcp): Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs. (by NicolasMartalog, ★0, security:PASS) - [ActionD](https://github.com/JoeGlenn1213/ActionD): Local CI/CD for agents: runs jobs on LGH git events in isolated checkouts, with failure diagnosis, approval gates, auto-rollback and a web console. (by JoeGlenn1213, ★0, security:PASS) - [CTX](https://github.com/halloffame12/CTX): Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis. (by halloffame12, ★0, security:PASS) - [wordpress-mcp-agent-bridge](https://github.com/nipun-arora/wordpress-mcp-agent-bridge): WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log. (by nipun-arora, ★0, security:PASS) - [mobius-mcp](https://github.com/tcgunel/mobius-mcp): Build WordPress sites on the Sweipe or FlatMobile themes: import demos, build a site from a brief, review it, rewrite page copy and change settings. (by tcgunel, ★0, security:PASS) - [mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius): Static blast-radius extraction and an AOS manifest.json divergence check (Oracle, Permitted, Prohibited), also usable as a blocking CI gate. (by aos-standard, ★0, security:PASS) - [mcp-agent-health](https://github.com/aos-standard/mcp-agent-health): Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence. (by aos-standard, ★0, security:PASS) - [port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp): Leases development port blocks to each clone or git worktree, writes .env files and resolves service names to URLs so parallel agents get their own ports. (by gridhra, ★0, security:PASS) - [layout-doctor-mcp](https://github.com/h-kazuki-pixel/layout-doctor-mcp): Renders HTML in a headless browser and detects layout defects (text overlap, element overflow, leftover placeholders) without baseline images. (by h-kazuki-pixel, ★0, security:PASS) - [Nexus-MCP](https://github.com/jaggernaut007/nexus-mcp): Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory. (by jaggernaut007, ★0, security:PASS) - [readystack-mcp](https://github.com/jmshinhwa/rulestamp-mcp): Regulation and deadline linters for EU CRA, DORA, NIS2, the EU AI Act, PCI DSS, WCAG, e-invoicing and more, reporting file, line and fix for each finding. (by jmshinhwa, ★0, security:PASS) - [mcp](https://github.com/OverlayQA/mcp): WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent. (by OverlayQA, ★0, security:PASS) - [promethic-mcp](https://github.com/soulware-studio/promethic-mcp): Prompt library with versioned prompts and per-version model settings for text, image and JSON; tracks edits and proposes refined versions. (by soulware-studio, ★0, security:PASS) - [magzdown-agent-tools](https://github.com/xarl3z/magzdown-agent-tools): Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded. (by xarl3z, ★0, security:PASS) - [HAP-MCP](https://github.com/mingdaocloud/hap-mcp): HAP (Super Application Platform) is developed by Mingdao( https://www.mingdao.com )The launched APaaS platform helps you build enterprise level applications qui (by mingdaocloud, ★0, security:PASS) ## Education - [brightspace](https://github.com/RohanMuppa/brightspace-mcp-server): D2L Brightspace MCP server: grades, due dates, assignments, announcements and files. Any school. (by RohanMuppa, ★57, security:PASS) - [pronounce](https://github.com/anzy-renlab-ai/pronounce): How engineers pronounce developer jargon — 1,903 confidence-tagged entries with citations. (by anzy-renlab-ai, ★41, security:PASS) - [connectry-architect-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp): Free certification prep for the Claude Certified Architect exam by Connectry LABS (by Connectry-io, ★36, security:PASS) - [SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp): Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection. (by peopleworks, ★27, security:PASS) - [ictexam-mcp](https://github.com/ictinnovations/ictexam-mcp): Read exams, gradebooks and item analysis; parse papers with AI and publish exams. (by ictinnovations, ★16, security:PASS) - [campus-cli](https://github.com/alejooroncoy/campus-cli): Unofficial Blackboard Learn (LMS) MCP for students: courses, assignments, grades, materials. (by alejooroncoy, ★11, security:PASS) - [SCORM Packager (HTML → SCORM 2004)](https://github.com/giacomomaria81/scorm-mcp-server): Turn HTML or mobile-learning exports into SCORM 2004/1.2 packages, and validate any SCORM zip. (by giacomomaria81, ★6, security:PASS) - [canvas-mcp](https://github.com/admin978/canvas-mcp): Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker. (by admin978, ★4, security:PASS) - [Pronunciation & Voice Coach](https://github.com/JuhongPark/mcp-server-pronunciation): Local MCP voice coach with English pronunciation, grammar, and fluency feedback. (by JuhongPark, ★3, security:PASS) - [learn-shell](https://github.com/sf-shenfeng/learn-shell): Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory. (by sf-shenfeng, ★3, security:PASS) - [brightspace-d2l-mcp](https://github.com/AnonymousOnyx22/brightspace-d2l-mcp): D2L Brightspace for AI agents: due dates with submission status, grades and course content. (by AnonymousOnyx22, ★2, security:PASS) - [moodle-mcp-server-aql](https://github.com/csmediapro/moodle-mcp-server): Query Moodle LMS data through natural language. Attach your agent to your LMS data. (by csmediapro, ★1, security:PASS) - [paxaver-mcp](https://github.com/Smartoire/paxaver-mcp): MCP adapter for the Paxaver school community platform. Streamable HTTP, OAuth 2.1, capability auth. (by Smartoire, ★0, security:PASS) ## File Systems - [markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp): Convert many file formats, local or remote, to Markdown for LLMs using MarkItDown. (by microsoft, ★188619, security:PASS) - [server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem): Direct local file system access. (by modelcontextprotocol, ★91017, security:PASS) - [mcp-server-box-remote](https://github.com/box/mcp-server-box-remote): Access Box content: search, ask questions about files and folders, and extract data. (by box, ★6, security:REVIEW) - [mcp](https://github.com/Regan-Milne/obsideo-mcp): Encrypted S3-compatible storage with possession proofs you can verify yourself. 12 GB free. (by Regan-Milne, ★0, security:REVIEW) - [filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp): Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, Git, FTPS, Google Cloud, Azure Blob, SharePoint and more. (by mickael-kerjean, ★14760, security:REVIEW) - [mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server): Local file system access. (by mark3labs, ★693, security:PASS) - [mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search): Windows file search using the Everything SDK. (by mamertofabian, ★364, security:PASS) - [llm-context.py](https://github.com/cyberchitta/llm-context.py): Share code context with LLMs via MCP or the clipboard. (by cyberchitta, ★307, security:PASS) - [mcp-gdrive](https://github.com/isaacphi/mcp-gdrive): Read from Google Drive and edit Google Sheets. (by isaacphi, ★282, security:PASS) - [smart-tree](https://github.com/8b-is/smart-tree): Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization. (by 8b-is, ★270, security:PASS) - [quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem): Filesystem access for browsing and editing files. (by quarkiverse, ★196, security:PASS) - [Safe Docx](https://github.com/UseJunior/safe-docx/tree/main/packages/safe-docx): AI-native surgical editing of Word .docx and OpenDocument .odt files with formatting preservation (by UseJunior, ★45, security:PASS) - [mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal): Access any storage backend through Apache OpenDAL. (by Xuanwo, ★35, security:PASS) - [homebrew-mcp](https://github.com/jeannier/homebrew-mcp): Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues. (by jeannier, ★29, security:PASS) - [MCP File Tools](https://github.com/dimitar-grigorov/mcp-file-tools): Non-UTF-8 files: CP1251, CP1252, KOI8, ISO-8859, UTF-16, GBK auto-detected and preserved (by dimitar-grigorov, ★24, security:PASS) - [Chisel](https://github.com/ckanthony/Chisel): Token-efficient file access: unified-diff edits, targeted grep/sed reads of large files and kernel-enforced confinement to a configured root. (by ckanthony, ★24, security:PASS) - [filesystem-context](https://github.com/j0hanz/filesystem-mcp): 🔍 Read-only MCP server for secure filesystem exploration, searching, and analysis (by j0hanz, ★23, security:PASS) - [transfa](https://github.com/colapsis/transfa): Upload any file, get a signed link. SHA-256 verified, TTL-enforced, no account required. (by colapsis, ★20, security:PASS) - [dowse](https://github.com/ltspace/dowse): Fast local full-text search for Windows files (tantivy + jieba), exposed to AI agents over MCP. (by ltspace, ★20, security:PASS) - [large-file-mcp](https://github.com/willianpinho/large-file-mcp): Large-file handling with chunking, navigation, streaming, regex search and LRU caching. (by willianpinho, ★19, security:PASS) - [Agent Coherence — Stale Write Guard (FS)](https://github.com/cohexa-ai/agent-coherence): Coherence guard for shared files: denies stale writes so agents don't silently overwrite each other. (by cohexa-ai, ★11, security:PASS) - [box-mcp-server](https://github.com/hmk/box-mcp-server): Box integration for listing, reading and searching files. (by hmk, ★11, security:PASS) - [go-docs-mcp](https://github.com/drolosoft/go-docs-mcp): Read, search, OCR and extract from PDF, TXT, Markdown, DOCX, CSV and image files, with caching and directory confinement. (by drolosoft, ★10, security:PASS) - [md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp): Convert Markdown files to PDF with customizable themes, headers, footers and styling. (by MarceauSolutions, ★8, security:PASS) - [ChangeThisFile](https://github.com/aadilr/changethisfile-mcp): 1,000+ conversion routes plus translate, extract tables, compress. 25 free/month, then a free key. (by aadilr, ★6, security:PASS) - [oxidize-pdf MCP Server](https://github.com/bzsanti/oxidize-python): MCP server for PDF generation, parsing, splitting, merging, and manipulation via oxidize-pdf (by bzsanti, ★5, security:PASS) - [ellmos FileCommander](https://github.com/ellmos-ai/ellmos-filecommander-mcp): Filesystem MCP server: files, processes, sessions, async search, OCR, archives, safe delete. (by ellmos-ai, ★4, security:PASS) - [DirForge](https://github.com/Dissimilis/DirForge): Read-only directory listing web app: browse directories, read files, search content, inspect archives, compute hashes and check disk usage. (by Dissimilis, ★4, security:PASS) - [GuruPDF](https://github.com/GuruPDF/gurupdf-mcp): Convert, compress & merge PDFs and 100+ file formats from any AI agent. By GuruPDF. (by GuruPDF, ★2, security:PASS) - [PDF Card MCP](https://github.com/velyan/pdf-card-mcp): Local-first MCP server + CLI that turns PDFs into source-linked, card-based HTML readers. (by velyan, ★2, security:PASS) - [filesystem-mcp](https://github.com/LincolnBurrows2017/filesystem-mcp): File system operations: read, write, search, copy and move, with path restrictions. (by LincolnBurrows2017, ★2, security:PASS) - [distill-mcp](https://github.com/juergenkoller-software/distill-mcp): Rename files with descriptive names via Distill, which analyzes PDF, OCR, Office, email and media content, with folder monitoring. (by juergenkoller-software, ★2, security:PASS) - [MintPDF](https://github.com/TrendTweekers/mintpdf): Turn HTML or Markdown into a clean, styled PDF and get a download link. (by TrendTweekers, ★1, security:PASS) - [hledit MCP](https://github.com/dabito/hledit-mcp): Hash-anchored file edits for MCP clients. Rejects stale writes before they happen. (by dabito, ★1, security:PASS) - [text_file_read_and_refactor_mcp](https://github.com/FI-Mihej/text_file_read_and_refactor_mcp): Token-efficient text-file search, reading and refactoring that detects each file's BOM and codepage and preserves them on save. (by FI-Mihej, ★1, security:PASS) - [Hiberden](https://github.com/Agaveis/hiberden-mcp): Read and verify your local media archive's 3-2-1 coverage across tape, disk, NAS, and cloud. (by Agaveis, ★0, security:PASS) - [mcp](https://github.com/convertica-net/convertica-mcp): Convert PDF, Word, Excel, PowerPoint, EPUB, HEIC & images — 35+ tools from convertica.net (by convertica-net, ★0, security:PASS) - [yandex-workspace-mcp](https://github.com/denis-samatov/yandex-workspace-mcp): Yandex Disk and Yandex Wiki integration with unified search, read-only by default, plus granular permissions, path allowlisting and audit logging. (by denis-samatov, ★0, security:PASS) - [ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp): Deploy files to FTP, FTPS or SFTP servers: multi-server config, recursive deploys with dry-run and excludes, path jails, read-only mode and FileZilla import. (by alebgl77, ★0, security:PASS) ## Finance & Crypto - [Financial Datasets](https://github.com/financial-datasets/mcp-server): Stock market API made for AI agents (by financial-datasets, ★2300, security:REVIEW) - [mcp](https://github.com/stripe/ai): MCP server integrating with Stripe - tools for customers, products, payments, and more. (by stripe, ★1856, security:PASS) - [xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server): Access Xero's accounting and business features via its API. (by XeroAPI, ★372, security:PASS) - [armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp): Interface with multiple blockchains: staking, DeFi, swaps, bridging, wallet management, DCA, limit orders, coin lookup and tracking. (by armorwallet, ★178, security:REVIEW) - [octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server): Integrate private and public market data via Octagon AI agents. (by OctagonAI, ★147, security:PASS) - [alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server): Interact with Alchemy's blockchain APIs. (by alchemyplatform, ★88, security:PASS) - [mcp](https://github.com/twelvedata/mcp): Twelve Data MCP: real-time & historical market data (stocks, crypto, forex, etc). (by twelvedata, ★82, security:REVIEW) - [onchain-mcp](https://github.com/Bankless/onchain-mcp): Interact with smart contracts and query transaction and token information via the Bankless Onchain API. (by Bankless, ★79, security:REVIEW) - [heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server): Access Heurist Mesh web3 AI agents for blockchain analysis, smart contract auditing, token metrics, DeFi analysis, NFT valuation and transaction monitoring. (by heurist-network, ★67, security:PASS) - [mcp](https://github.com/getAlby/mcp): Connect any Bitcoin Lightning wallet to send and receive instant payments. (by getAlby, ★66, security:PASS) - [Trade It](https://github.com/trade-it-inc/trade-it-mcp): Trade stock, crypto, and options on Robinhood, ETrade, Webull, Charles Schwab, Coinbase, or Kraken. (by trade-it-inc, ★60, security:PASS) - [DexPaprika](https://github.com/coinpaprika/dexpaprika-mcp): DEX and on-chain data: liquidity pools, token prices, swaps, and trading volume. (by coinpaprika, ★46, security:PASS) - [mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm): MCP server for Klever blockchain smart contract development. (by klever-io, ★31, security:PASS) - [codex-mcp](https://github.com/Codex-Data/codex-mcp): Real-time enriched blockchain and market data across many networks via the Codex API. (by Codex-Data, ★25, security:REVIEW) - [Hive Intelligence MCP](https://github.com/hive-intel/hive-sdk): Evidence-backed crypto due diligence with sources, freshness, and a runtime receipt on every call. (by hive-intel, ★20, security:PASS) - [bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp): BICScan risk scores and asset holdings for EVM addresses (EOA, CA, ENS) and domain names. (by ahnlabio, ★16, security:PASS) - [mcp](https://github.com/longbridge/longbridge-mcp): US/HK markets — 163 tools: quotes, options, orders, fundamentals, screener, IPO, alerts, DCA & grid (by longbridge, ★13, security:PASS) - [Agent-skills](https://github.com/EmblemCompany/Agent-skills): Crypto tools for Solana, Ethereum, Base, BSC, Polygon, Hedera and Bitcoin: swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges and market data. (by EmblemCompany, ★12, security:PASS) - [Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin): The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin. (by Adfin-Engineering, ★11, security:REVIEW) - [finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp): Alternative financial data from FinBrain. (by ahmetsbilgin, ★9, security:PASS) - [dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin): Dodo Payments: manage payments, subscriptions, customers, products, refunds, license keys and usage-based billing, plus semantic search over the docs. (by dodopayments, ★6, security:PASS) - [Arcadia Finance](https://github.com/arcadia-finance/mcp-server): Concentrated liquidity on Uniswap/Aerodrome (rebalance, compound, leverage) or single-sided lending. (by arcadia-finance, ★5, security:PASS) - [CoinPaprika](https://github.com/coinpaprika/coinpaprika-mcp): Real-time crypto market data: prices, tickers, exchanges, OHLCV candles, and metadata. (by coinpaprika, ★4, security:PASS) - [Ophis MCP](https://github.com/ophis-fi/ophis/tree/main/apps/mcp-server): Gasless, MEV-protected onchain token swaps for AI agents on 14 EVM chains, built on CoW Protocol. (by ophis-fi, ★4, security:PASS) - [mcp-server](https://github.com/OilpriceAPI/mcp-server): Source-timestamped energy data and reviewed OilPriceAPI product facts for MCP clients. (by OilpriceAPI, ★4, security:PASS) - [mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai): Access the CRIC Wuye AI platform, an assistant for the property management industry. (by wuye-ai, ★4, security:REVIEW) - [ibanforge](https://github.com/cammac-creator/ibanforge/tree/main/mcp): Check the bank behind an IBAN before you pay: bank-code check, BIC with source, bank-level sanctions (by cammac-creator, ★3, security:PASS) - [stablecoin-yield](https://github.com/barkermoney/barker-mcp): Barker's real-time stablecoin yield index + AI advisor + non-custodial deposit/redeem (x402 paid). (by barkermoney, ★3, security:PASS) - [savvly](https://github.com/Savvly/savvly-mcp): Savvly MCP: query fund data, model projections, and compare against alternative retirement products. (by Savvly, ★2, security:PASS) - [gainium-mcp](https://github.com/Gainium/gainium-mcp): MCP server for Gainium — manage trading bots, deals, and balances via AI assistants (by Gainium, ★2, security:PASS) - [zerodust](https://github.com/andresdefi/zerodust): Recover stranded native gas: empty a chain's balance to exactly zero on 25 EVM chains. (by andresdefi, ★2, security:PASS) - [AlphAI](https://github.com/makeev/alphai-mcp): Financial news for AI agents: search, trending, insider, earnings reads, macro, scored 1-10. (by makeev, ★2, security:PASS) - [secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp): Standardized SEC EDGAR financial data for US public companies: income statements, balance sheets, cash flow and ratios, normalized from XBRL. (by michalperni11-gif, ★2, security:REVIEW) - [pantrist-mcp](https://github.com/Pantrist-dev/pantrist-mcp): Manage your Pantrist pantry, shopping lists, recipes and weekly meal plan: check off items, track stock and plan meals from saved recipes. (by Pantrist-dev, ★2, security:PASS) - [Bankstatemently](https://github.com/bankstatemently/plugins): Convert PDF bank statements into structured transactions, accounts, and balances. (by bankstatemently, ★1, security:PASS) - [Gloria AI](https://github.com/cryptobriefing-labs/gloria-mcp): Real-time curated crypto news for AI agents with sentiment, recaps, and search. (by cryptobriefing-labs, ★1, security:PASS) - [ENTIA Entity Verification](https://github.com/ENTIA-IA/entia-mcp-server): 11.3M entities, 10 countries, 12 tools. EU VAT (VIES), BORME, GLEIF, KYB. Free: 100 req/month. (by ENTIA-IA, ★1, security:PASS) - [AbaPay](https://github.com/investorphem/AbaPay): Non-custodial stablecoin bill-pay rails on Celo & Base for AI agents, settled on-chain via MCP. (by investorphem, ★1, security:PASS) - [SQD](https://github.com/subsquid-labs/portal-mcp-server): Query 130+ SQD Portal datasets across blockchains, including native Tron transactions and events. (by subsquid-labs, ★1, security:PASS) - [mcp](https://github.com/SiftingIO/siftingio-mcp): Live crypto/forex/metals prices, OHLCV bars, SEC fundamentals, 13F holdings and econ calendar. (by SiftingIO, ★1, security:PASS) - [quantdata](https://github.com/celineycn/quantdata-plugin): Four market-statistics tools + a free qd_ key by email: 1 anonymous look, then 10 calls/UTC day. (by celineycn, ★1, security:PASS) - [mcp-server](https://github.com/bitcompare/mcp-server): Crypto lending, staking and borrowing rates, coin metadata, aggregated prices, market stats, stablecoin peg stability and symbol resolution from Bitcompare. (by bitcompare, ★1, security:PASS) - [equivault-mcp](https://github.com/equivault/equivault-mcp): EquiVault equity research: fundamentals, financial statements, ratios, quotes, screening, peer comparison, insider transactions and portfolio analytics. (by equivault, ★1, security:PASS) - [MainBook Bank Statement Converter](https://github.com/human-beyond/mainbook-mcp): Convert PDF bank statements to checked Excel, CSV or JSON with balance validation. (by human-beyond, ★0, security:PASS) - [Peil](https://github.com/Luminc/peil-mcp): Log hours, draft invoices and check where you stand — finance for Dutch freelancers. (by Luminc, ★0, security:PASS) - [mcp-server](https://github.com/debitura/Debitura.MCP): Cross-border debt collection: submit and track cases handled by local partners in 183 countries. (by debitura, ★0, security:PASS) - [Commodities Markets Desk](https://github.com/predictionmarketspicks/mcp): Kalshi gold, silver, oil and crypto: live 15-minute markets, perps liquidation, and model edges. (by predictionmarketspicks, ★0, security:PASS) - [gl-importer-mcp](https://github.com/SynderAccounting/gl-importer-plugin): Import CSV/XLSX accounting data into QuickBooks Online or Xero via the Synder Importer API. (by SynderAccounting, ★0, security:PASS) - [mcp-server](https://github.com/true402/mcp-server): Pay-per-call AI + web + on-chain tools over x402 (USDC on Base): LLM, SEO, extract, token safety. (by true402, ★0, security:PASS) - [CukaiMax Malaysian Tax Authority](https://github.com/jakzaizzat/cukaimax-agent): Source-linked Malaysian individual and sole-proprietor tax guidance for AI agents. (by jakzaizzat, ★0, security:PASS) - [pattern-vista](https://github.com/xsf0221/pattern-vista-cli): End-of-day US equity data: MA200 deviation rankings, market breadth, chart-pattern win rates. (by xsf0221, ★0, security:PASS) - [finlight Financial News](https://github.com/callbk/finlight-mcp): Real-time financial news for AI agents: search by ticker and source, with sentiment and entities. (by callbk, ★0, security:PASS) - [facturolia-mcp](https://github.com/toomasgutman-blip/facturolia-mcp): Read and validate European e-invoices (Factur-X, ZUGFeRD, XRechnung, UBL, CII) against EN 16931 and flag Factur-X PDF vs embedded XML mismatches. (by toomasgutman-blip, ★0, security:PASS) - [agent-mcp](https://github.com/IMBAwallet/agent-mcp): IMBA Wallet for agents: docs, plus USDT TRC-20 deposits and spending on prepaid Visa cards, travel eSIMs and gift cards. No withdrawals. (by IMBAwallet, ★0, security:PASS) - [bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn): On-chain data for the $BOBAI token on BNB Chain: price from pair reserves and Chainlink, liquidity depth, LP-burn proof and a buyback-and-burn audit trail. (by mmxrealQQ, ★0, security:PASS) - [wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations): Read-only Solana and EVM liquidity pool scores: Enter/Hold/Exit verdicts, a composite Wealthville Score, top pools, signals and a public track record. (by amitesh-m, ★0, security:PASS) - [cryptotaxedge-mcp](https://github.com/sturs49/cryptotaxedge-mcp): US tax classification for on-chain transactions: submit a transaction hash to get its category, tax treatment, a confidence score and a review flag. (by sturs49, ★0, security:PASS) - [CCXT](https://github.com/ccxt/ccxt/tree/master/mcp): Official CCXT MCP server - Market data and trading across 100+ exchanges and prediction markets (by ccxt, ★44255, security:PASS) - [Finance Toolkit](https://github.com/JerBouma/FinanceToolkit): 200+ transparent financial metrics calculated from raw statements, not third-party endpoints. (by JerBouma, ★5401, security:PASS) - [tradingview-mcp](https://github.com/atilaahmettaner/tradingview-mcp): Real-time market data, screeners, technical analysis & backtesting for stocks, crypto and forex. (by atilaahmettaner, ★4914, security:PASS) - [EdgarTools](https://github.com/dgunning/edgartools): Open-source SEC EDGAR toolkit — 11 tools, 7 prompts, every filing type. No API key required. (by dgunning, ★2771, security:PASS) - [Solana MCP by Vybe](https://github.com/vybenetwork/solana-mcp-vybe): Solana MCP developer toolkit: wallets, trades, markets, PnL, transfers, onchain, swaps & API tools. (by vybenetwork, ★1625, security:REVIEW) - [tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol): Tamper-evident decision audit trail and outcome-weighted memory for AI trading agents. (by mnemox-ai, ★1423, security:PASS) - [Attestix](https://github.com/VibeTensor/attestix): AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools. (by VibeTensor, ★875, security:PASS) - [TickDB Market Data](https://github.com/TickDB/tickdb-unified-realtime-marketdata-api): Real-time & historical market data: forex, stocks, crypto, indices, metals, K-line, quotes (by TickDB, ★850, security:PASS) - [metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server): Execute trades on the MetaTrader 5 platform. (by ariadng, ★820, security:PASS) - [xbbg MCP](https://github.com/underloam/xbbg/tree/main/apps/xbbg-mcp): Local Bloomberg tools for xbbg users. (by underloam, ★706, security:PASS) - [Polymarket Paper Trader](https://github.com/agent-next/polymarket-paper-trader): Polymarket paper trading for AI agents: $10k paper money, real order books, official fees. (by agent-next, ★434, security:PASS) - [OpenAccountants](https://github.com/openaccountants/openaccountants): Open-source AI accounting skills verified by licensed accountants (tax, VAT, payroll). (by openaccountants, ★424, security:PASS) - [finlab-ai](https://github.com/koreal6803/finlab-ai): Quantitative trading toolkit with 900+ data columns, backtesting, and 60+ strategy examples. (by koreal6803, ★416, security:PASS) - [mcp_polygon](https://github.com/massive-com/mcp_massive): Access Polygon.io financial market data APIs for stocks, indices, forex, options and more. (by massive-com, ★395, security:PASS) - [AkTools MCP Server](https://github.com/aahl/mcp-aktools): MCP Server for stock and crypto (by aahl, ★390, security:PASS) - [evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server): Blockchain services for many EVM networks: native tokens, ERC-20, NFTs, smart contracts, transactions and ENS resolution. (by mcpdotdirect, ★379, security:PASS) - [investor-agent](https://github.com/ferdousbhai/investor-agent): Fetch stock market data, including options recommendations, from Yahoo Finance. (by ferdousbhai, ★346, security:PASS) - [Oracle3 prediction-market arbitrage checks](https://github.com/YichengYang-Ethan/oracle3-prediction-market-agent): Kalshi and Polymarket data, venue fees, no-arbitrage checks and paper execution for AI agents. (by YichengYang-Ethan, ★317, security:PASS) - [Free Crypto News](https://github.com/nirholas/cryptocurrency.cv): Free crypto news MCP server — 38 tools, 130+ sources, market data, sentiment, whale alerts & more (by nirholas, ★317, security:PASS) - [BankMCP™](https://github.com/noskillish/bankmcp): Read-only MCP server for your own bank accounts via Enable Banking. Self-hosted, one user. (by noskillish, ★275, security:PASS) - [mcp-adyen](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/adyen): MCP server for Adyen Checkout API v71 — enterprise payments (iFood, Uber, Spotify in LatAm) (by codespar, ★272, security:PASS) - [mcp-amazon](https://github.com/codespar/mcp-dev-latam/tree/main/packages/ecommerce/amazon): MCP server for Amazon Selling Partner API (SP-API) — orders, listings, catalog, inventory, finances (by codespar, ★272, security:PASS) - [mcp-belvo](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/belvo): Belvo — Open Finance aggregator for LATAM (by codespar, ★272, security:PASS) - [mcp-bitso](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/bitso): MCP server for Bitso — Latin American crypto exchange, trading, funding, withdrawals (by codespar, ★272, security:PASS) - [mcp-bling](https://github.com/codespar/mcp-dev-latam/tree/main/packages/erp/bling): MCP server for Bling — ERP: products, orders, invoices (NF-e/NFS-e), stock, AR/AP, webhooks (by codespar, ★272, security:PASS) - [mcp-bold-co](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/bold-co): MCP server for Bold — Colombian acquirer: payment links for cards, PSE and Nequi (by codespar, ★272, security:PASS) - [mcp-celcoin](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/celcoin): MCP server for Celcoin — Pix, boleto, transfers, bill payments, top-ups (by codespar, ★272, security:PASS) - [mcp-cielo](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/cielo): MCP server for Cielo — credit card, debit, boleto, recurrent payments (by codespar, ★272, security:PASS) - [mcp-circle](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/circle): MCP server for Circle — USDC payments, wallets, payouts, transfers (by codespar, ★272, security:PASS) - [mcp-clip](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/clip): MCP server for Clip (PayClip) — Mexico's leading acquirer: payment links, card charges, refunds (by codespar, ★272, security:PASS) - [mcp-coinbase-cdp](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/coinbase-cdp): MCP server for Coinbase Developer Platform (CDP) — Trading, Wallets, Payments under one CDP key (by codespar, ★272, security:PASS) - [mcp-coinbase-commerce](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/coinbase-commerce): MCP server for Coinbase Commerce — crypto merchant payments (BTC/ETH/USDC); settle crypto or fiat (by codespar, ★272, security:PASS) - [mcp-conekta](https://github.com/codespar/mcp-dev-latam/tree/main/packages/mexico/conekta): Conekta — Mexican payment gateway (cards, OXXO cash, SPEI) (by codespar, ★272, security:PASS) - [mcp-dlocal](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/dlocal): MCP server for dLocal — LatAm cross-border payments, payouts, refunds across 15+ countries (by codespar, ★272, security:PASS) - [mcp-ebanx](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/ebanx): MCP server for EBANX — cross-border payments, payouts, exchange rates (by codespar, ★272, security:PASS) - [mcp-flow-cl](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/flow-cl): MCP server for Flow.cl — Chilean PSP: hosted payment orders, Webpay, refunds, HMAC-signed API (by codespar, ★272, security:PASS) - [mcp-foxbit](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/foxbit): MCP server for Foxbit — Brazilian crypto exchange, trading, orderbook, institutional (by codespar, ★272, security:PASS) - [mcp-iniciador](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/iniciador): MCP server for Iniciador — Open Finance Brasil Pix payment initiation (PISP), ICP-Brasil + DCR (by codespar, ★272, security:PASS) - [mcp-iugu](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/iugu): MCP server for iugu — invoices, subscriptions, customers, payment methods (by codespar, ★272, security:PASS) - [mcp-khipu](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/khipu): MCP server for Khipu — Chilean instant bank-transfer payments (complements Transbank cards) (by codespar, ★272, security:PASS) - [mcp-mercado-bitcoin](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/mercado-bitcoin): MCP server for Mercado Bitcoin — Brazilian crypto exchange, trading, orderbook, withdrawals (by codespar, ★272, security:PASS) - [mcp-mercado-pago](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/mercado-pago): Mercado Pago — payments, checkout, PIX, refunds for LATAM (by codespar, ★272, security:PASS) - [mcp-moonpay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/moonpay): MCP server for MoonPay — fiat-to-crypto on/off-ramp, 100+ assets; Pix for Brazil onramp (by codespar, ★272, security:PASS) - [mcp-nequi](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/nequi): Nequi — Colombian digital wallet (50M+ users, by Bancolombia) (by codespar, ★272, security:PASS) - [mcp-nupay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/nupay): MCP server for NuPay — Nubank merchant checkout: Pix + wallet one-click for 100M+ BR users (by codespar, ★272, security:PASS) - [mcp-open-finance](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/open-finance): MCP server for Open Finance Brasil — accounts, transactions, consents, credit, loans, investments (by codespar, ★272, security:PASS) - [mcp-paypal](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/paypal): MCP server for PayPal — global payments + payouts: Orders v2, Payments, Subscriptions, Disputes (by codespar, ★272, security:PASS) - [mcp-picpay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/picpay): MCP server for PicPay Business — BR digital wallet (60M+ users): checkout, Pix QR, subscriptions (by codespar, ★272, security:PASS) - [mcp-pluggy](https://github.com/codespar/mcp-dev-latam/tree/main/packages/banking/pluggy): MCP server for Pluggy — Open Finance Brasil aggregator: accounts, transactions, payment initiation (by codespar, ★272, security:PASS) - [mcp-quickbooks](https://github.com/codespar/mcp-dev-latam/tree/main/packages/erp/quickbooks): MCP server for QuickBooks Online (Intuit) — customers, invoices, payments, items, accounts, P&L (by codespar, ★272, security:PASS) - [mcp-rapyd](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/rapyd): MCP server for Rapyd — global collect + disburse across 100+ countries, cash pickup, wallets (by codespar, ★272, security:PASS) - [mcp-stone](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/stone): MCP server for Stone — open banking, payments, Pix, transfers (by codespar, ★272, security:PASS) - [mcp-stripe](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/stripe): MCP server for Stripe — global payments API (PaymentIntents, Checkout, Billing, Refunds) (by codespar, ★272, security:PASS) - [mcp-stripe-acp](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/stripe-acp): Stripe ACP — AI agent checkout, payment delegation, products, invoices (by codespar, ★272, security:PASS) - [mcp-tiny](https://github.com/codespar/mcp-dev-latam/tree/main/packages/erp/tiny): MCP server for Tiny ERP — products, stock, warehouses, price lists, orders, invoices, AP/AR (by codespar, ★272, security:PASS) - [mcp-transak](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/transak): MCP server for Transak — fiat-to-crypto on/off-ramp across ~170 countries (Partner API) (by codespar, ★272, security:PASS) - [mcp-unblockpay](https://github.com/codespar/mcp-dev-latam/tree/main/packages/crypto/unblockpay): MCP server for UnblockPay — fiat-to-stablecoin onramp/offramp, wallets, transfers (by codespar, ★272, security:PASS) - [mcp-wompi](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/wompi): Wompi — Colombian payment gateway (by Bancolombia) (by codespar, ★272, security:PASS) - [mcp-xero](https://github.com/codespar/mcp-dev-latam/tree/main/packages/erp/xero): MCP server for Xero — global cloud accounting: contacts, invoices, payments, items, reports (by codespar, ★272, security:PASS) - [mcp-zoop](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/zoop): MCP server for Zoop — marketplace payments, splits, sellers, buyers, transfers (by codespar, ★272, security:PASS) - [Pyth Pro MCP Server](https://github.com/pyth-network/pyth-crosschain/tree/main/apps/mcp): Real-time and historical price feeds for 500+ crypto, equities, FX, and commodities assets. (by pyth-network, ★247, security:PASS) - [zwldarren-akshare-one-mcp](https://github.com/zwldarren/akshare-one-mcp): Provide access to Chinese stock market data including historical prices, real-time data, news, and… (by zwldarren, ★232, security:PASS) - [flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp): FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL. (by FLOX-Foundation, ★226, security:PASS) - [3D AI Agent Avatar](https://github.com/nirholas/three.ws/tree/main/packages/avatar-agent-mcp): 3D AI Agent Avatar — render any GLB, give it a Solana wallet, a voice, and pump.fun powers. (by nirholas, ★224, security:PASS) - [three.ws Agent Payments](https://github.com/nirholas/three.ws/tree/main/packages/agentcore-payments-mcp): Governed x402 payment sessions: pay any endpoint with budget, allowlist & per-tx caps, no key. (by nirholas, ★224, security:PASS) - [three.ws Copy Trading](https://github.com/nirholas/three.ws/tree/main/packages/copy-mcp): Manage copy-trade follows — follow leaders, tune sizing and guard rules, and track fees owed. (by nirholas, ★224, security:PASS) - [three.ws Intel](https://github.com/nirholas/three.ws/tree/main/packages/intel-mcp): Coin smart-money scores, wallet reputation, signal feeds, and KOL leaderboards. (by nirholas, ★224, security:PASS) - [three.ws KOL](https://github.com/nirholas/three.ws/tree/main/packages/kol-mcp): Per-wallet KOL deep dive — a tracked trader's portfolio P&L and its trades on a given mint. (by nirholas, ★224, security:PASS) - [three.ws Naming](https://github.com/nirholas/three.ws/tree/main/packages/naming-mcp): On-chain identity for AI agents: resolve .sol names, reverse-lookup wallets, check handles. (by nirholas, ★224, security:PASS) - [three.ws Portfolio](https://github.com/nirholas/three.ws/tree/main/packages/portfolio-mcp): An agent's trading state — portfolio value, PnL, live balances, trade feed, and signed transfers. (by nirholas, ★224, security:PASS) - [x402 Wallet](https://github.com/nirholas/three.ws/tree/main/packages/x402-mcp): Self-custodial x402 wallet for AI agents: pay any service in USDC or $THREE from your own key. (by nirholas, ★224, security:PASS) - [mpp32-mcp-server](https://github.com/MPP32/MPP32/tree/main/mcp-server): Payment layer for AI agents. One MCP, five protocols, thousands of paid APIs your agent can call. (by MPP32, ★221, security:PASS) - [alpha_vantage_mcp](https://github.com/alphavantage/alpha_vantage_mcp): Real-time financial market data: stocks, forex, crypto, commodities, and economic indicators (by alphavantage, ★218, security:PASS) - [opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server): Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop. (by traceloop, ★203, security:PASS) - [Yahoo Finance](https://github.com/narumiruna/yfinance-mcp): Access Yahoo Finance stock data, news, screeners, options, financials, and charts through MCP. (by narumiruna, ★197, security:PASS) - [polymarket-toolkit](https://github.com/runesleo/polymarket-toolkit): Read-only Polymarket data tools for AI agents: profiles, PnL, market scans. No keys, no orders. (by runesleo, ★193, security:PASS) - [Yolfi Payments MCP](https://github.com/yolfinance/yolfi-agent): Let AI agents add Yolfi crypto checkout, paylinks, webhooks, and status checks. (by yolfinance, ★178, security:PASS) - [jjlabsio-korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp): Search company disclosures and financial statements from the Korean market. Retrieve stock profile… (by jjlabsio, ★177, security:PASS) - [Bitview](https://github.com/bitcoinresearchkit/mono/tree/main/crates/bitview_mcp): Read-only Bitcoin blockchain, mempool, mining, market, and on-chain analytics; no API key. (by bitcoinresearchkit, ★176, security:PASS) - [lastsaas](https://github.com/jonradoff/lastsaas): Read-only admin MCP server for LastSaaS — dashboards, users, tenants, billing, logs, health. (by jonradoff, ★172, security:PASS) - [web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp): Deep research for crypto, running fully locally. (by aaronjmars, ★163, security:PASS) - [PayRam Helper MCP Server](https://github.com/PayRam/payram-mcp): Remote MCP server to integrate and validate self-hosted PayRam deployments. (by PayRam, ★158, security:PASS) - [Financial Modeling Prep MCP Server](https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server): MCP server for Financial Modeling Prep API with 250+ financial data tools (by imbenrabi, ★149, security:PASS) - [freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp): Integrate with the Freqtrade cryptocurrency trading bot. (by kukapay, ★146, security:PASS) - [mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt): Real-time crypto market data and trading across many exchanges via CCXT: spot, futures, OHLCV, balances and orders. (by doggybee, ★145, security:PASS) - [Tapetide — Indian Stock Market (NSE & BSE)](https://github.com/Tapetide-hq/nse-bse-indian-stock-market-data-mcp): 55 tools for Indian stock markets — NSE & BSE quotes, screener, filings, FII/DII, options (by Tapetide-hq, ★134, security:PASS) - [Pump SDK MCP Server](https://github.com/nirholas/pump-fun-sdk): Build extend and maintain pump - Token creation buying selling migration fee collection (by nirholas, ★133, security:PASS) - [ru-marketplace-mcp](https://github.com/Vladimir-Human/ru-marketplace-mcp): Read-only MCP servers for Russian marketplaces: prices, stock, ratings, reviews, seller identity (by Vladimir-Human, ★131, security:PASS) - [crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp): Cryptocurrency technical analysis indicators and strategies. (by kukapay, ★131, security:PASS) - [fred-mcp-server](https://github.com/stefanoamorelli/fred-mcp-server): Federal Reserve Economic Data (FRED) MCP Server - Access all 800,000+ economic time series (by stefanoamorelli, ★124, security:PASS) - [mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server): Access and analyze Chinese stock market data via baostock. (by HuggingAGI, ★119, security:PASS) - [RustChain MCP](https://github.com/Scottcjn/rustchain-mcp): MCP server for RustChain blockchain, BoTTube video, and Beacon agent messaging (by Scottcjn, ★118, security:PASS) - [Trading Signals](https://github.com/roman-rr/trading-skills): Live AI crypto trading signals for agents. No API key needed to try — 3 signals + hit rate. (by roman-rr, ★117, security:PASS) - [Lunch Money](https://github.com/akutishevsky/lunchmoney-mcp): MCP server for managing LunchMoney personal finances: transactions, budgets, categories, and more. (by akutishevsky, ★109, security:PASS) - [alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp): Fetch stock and crypto data from the Alpha Vantage API. (by berlinbra, ★104, security:PASS) - [coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp): Real-time cryptocurrency prices and market information from CoinCap's public API. (by QuantGeekDev, ★92, security:PASS) - [openInvest](https://github.com/longsizhuo/openInvest): Investment runtime for AI agents — LLM investment committee, portfolio ledger, decision accounting (by longsizhuo, ★87, security:PASS) - [tasty-agent](https://github.com/ferdousbhai/tasty-agent): Trade on Tastytrade via the Tastyworks API. (by ferdousbhai, ★87, security:PASS) - [Copilot Money](https://github.com/ignaciohermosillacornejo/copilot-money-mcp): Query and manage Copilot Money personal finances — local reads, opt-in GraphQL writes. (by ignaciohermosillacornejo, ★83, security:PASS) - [mcp-server](https://github.com/QuantConnect/mcp-server): QuantConnect API access: create projects, backtest strategies, manage collaborators and deploy live trading. (by QuantConnect, ★77, security:PASS) - [bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp): Interact with Bitcoin: generate keys, validate addresses, decode transactions and query the blockchain. (by AbdelStark, ★77, security:PASS) - [gnucash-mcp](https://github.com/ninetails-io/gnucash-mcp): Multi-currency double-entry accounting on local GnuCash books: transactions, invoices, bills, budgets, investment lots, reconciliation and reports. (by ninetails-io, ★76, security:PASS) - [trading-mcp](https://github.com/netanelavr/trading-mcp): Local stock research: screening, fundamentals, insider trades, options and Reddit sentiment, and AI news analysis. (by netanelavr, ★75, security:PASS) - [cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server): Latest cryptocurrency news from CryptoPanic. (by kukapay, ★74, security:PASS) - [hledger-mcp](https://github.com/iiAtlas/hledger-mcp): Read and optionally write local hledger journals for double-entry plain text accounting. (by iiAtlas, ★65, security:PASS) - [mcp](https://github.com/hummingbot/mcp): MCP server exposing Hummingbot API for automated multi-exchange trading (by hummingbot, ★59, security:PASS) - [gopls-mcp](https://github.com/xieyuschen/gopls-mcp): Semantic code analysis for Go using gopls - language-aware navigation, definitions, references (by xieyuschen, ★59, security:PASS) - [finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server): Access financial data from multiple providers, such as Tushare. (by zlinzzzz, ★57, security:PASS) - [whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp): Track cryptocurrency whale transactions. (by kukapay, ★56, security:PASS) - [Stockbit MCP](https://github.com/INo-xious/stockbit-mcp): Indonesian exchange (IDX) via your own Stockbit account: quotes, bandarmology, charts. Unofficial. (by INo-xious, ★52, security:PASS) - [crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp): Real-time and historical Crypto Fear & Greed Index data. (by kukapay, ★52, security:PASS) - [clickup-cli](https://github.com/nicholasbester/clickup-cli): ClickUp API integration covering all endpoints, with compact, token-efficient responses. Also works as a standalone CLI. (by nicholasbester, ★52, security:PASS) - [mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger): Manage financial transactions and generate reports with ledger-cli. (by minhyeoky, ★51, security:PASS) - [coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server): Fetch cryptocurrency listings and quotes via the Coinmarket API. (by anjor, ★49, security:PASS) - [Kaseya BMS MCP](https://github.com/Servosity/msp-skills/tree/main/skills/kaseya-bms): CLI and MCP server for Kaseya BMS PSA: tickets, CRM, contracts, finance, and offline analytics. (by Servosity, ★48, security:PASS) - [solscan-mcp](https://github.com/wowinter13/solscan-mcp): Query Solana transactions via the Solscan API. (by wowinter13, ★48, security:REVIEW) - [crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp): Cryptocurrency sentiment analysis. (by kukapay, ★47, security:PASS) - [blockscout-mcp-server](https://github.com/blockscout/mcp-server): Provide AI agents and automation tools with contextual access to blockchain data including balance… (by blockscout, ★46, security:PASS) - [Algorand](https://github.com/GoPlausible/algorand-mcp): A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain. (by GoPlausible, ★44, security:PASS) - [shopware-mcp](https://github.com/bnymnDev/shopware-mcp): Query and safely manage a Shopware 6 shop: products, orders, customers, stock, audits, reports. (by bnymnDev, ★43, security:PASS) - [Gate DEX MCP](https://github.com/gate/gate-mcp): Gate DEX MCP for wallet auth, transfers, swaps, token info, market data, and RPC access. (by gate, ★42, security:PASS) - [Universal Blockchain MCP](https://github.com/nirholas/universal-crypto-mcp): Universal blockchain MCP - swaps bridges staking lending Ethereum Arbitrum (by nirholas, ★42, security:PASS) - [trayd-mcp](https://github.com/trayders/trayd-mcp): Trade Robinhood through natural language in Claude Code. (by trayders, ★41, security:PASS) - [MCP35](https://github.com/infaton/MCP35): 1C:Enterprise ERP integration: metadata inspection, document CRUD, register queries and BSP integration. (by infaton, ★41, security:PASS) - [dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp): Access Dune Analytics data. (by kukapay, ★41, security:PASS) - [uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp): Automate token swaps on Uniswap across multiple blockchains. (by kukapay, ★40, security:PASS) - [unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server): Send requests to OpenAI, Mistral AI, Anthropic, xAI, Google AI or DeepSeek via a tool or predefined prompts. (by amidabuddha, ★40, security:PASS) - [truss44-mcp-crypto-price](https://github.com/truss44/mcp-crypto-price): Provide real-time cryptocurrency price data and market analysis. (by truss44, ★39, security:PASS) - [Signet MCP Tools](https://github.com/Prismer-AI/signet): MCP server exposing Signet cryptographic signing, verification, and content hash tools over stdio. (by Prismer-AI, ★39, security:PASS) - [D365FO MCP Server](https://github.com/mafzaal/d365fo-client): A community-driven Microsoft Dynamics 365 Finance & Operations MCP server (by mafzaal, ★39, security:PASS) - [MT5-Quant](https://github.com/masdevid/mt5-quant): MT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on macOS/Linux. (by masdevid, ★39, security:PASS) - [perp-cli](https://github.com/hypurrquant/perp-cli): Perpetual futures trading on Pacifica, Hyperliquid and Lighter: market data, execution with dry runs, funding rate arbitrage scanning and portfolio analytics. (by hypurrquant, ★38, security:PASS) - [UCAI](https://github.com/nirholas/UCAI): UCAI — The ABI-to-MCP Server Generator. Convert any smart contract ABI into an AI-ready MCP server. (by nirholas, ★37, security:PASS) - [prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp): Real-time prediction market odds, prices and market info from Polymarket, PredictIt and Kalshi. (by JamesANZ, ★37, security:PASS) - [YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop): Stock market data and analysis from the Yahoo Finance API. (by SaintDoresh, ★37, security:PASS) - [osint-agent-skills](https://github.com/frangelbarrera/osint-agent-skills): OSINT MCP server — 23 tools: DNS, WHOIS, Shodan, breaches, GEOINT, crypto. Works with Claude Code. (by frangelbarrera, ★36, security:PASS) - [T-Bank MCP](https://github.com/icyberdeveloper/tbank-mcp): T-Bank (Т-Банк) mobile banking: accounts, cards, transfers, bill pay, grocery, tickets, travel (by icyberdeveloper, ★35, security:PASS) - [DeFi Trading Agents](https://github.com/nirholas/defi-agents): DeFi agent definitions JSON API - crypto trading portfolio management bots (by nirholas, ★35, security:PASS) - [alpaca-mcp](https://github.com/laukikk/alpaca-mcp): Manage stock and crypto portfolios, place trades and access market data via the Alpaca trading API. (by laukikk, ★35, security:PASS) - [revolut-mcp](https://github.com/fingentic/revolut-mcp): MCP server for the Revolut Business API: accounts, transactions, payments, FX, and more. (by fingentic, ★33, security:PASS) - [debridge-mcp](https://github.com/debridge-finance/debridge-mcp): deBridge MCP (by debridge-finance, ★31, security:PASS) - [Crypto Market Data](https://github.com/nirholas/crypto-market-data): Real-time crypto prices OHLCV orderbook - Bitcoin Ethereum 10000+ tokens (by nirholas, ★31, security:PASS) - [wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp): Analyze content from Reddit's WallStreetBets community. (by ferdousbhai, ★30, security:PASS) - [hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp): Real-time data and insights from the Hyperliquid perp DEX for bots, dashboards and analytics. (by kukapay, ★30, security:PASS) - [StratEvo](https://github.com/NeuZhou/stratevo): Quantitative trading: quotes, backtesting, screening, and genetic algorithm strategy evolution. (by NeuZhou, ★29, security:PASS) - [jupiter-mcp](https://github.com/kukapay/jupiter-mcp): Execute token swaps on Solana using Jupiter's Ultra API. (by kukapay, ★29, security:PASS) - [WebCrypt MCP Server](https://github.com/putervision/WebCrypt): Zero-dependency Web Crypto & AI Agent MCP Server (AES-256-GCM, RSA-4096, PQC, Signatures). (by putervision, ★28, security:PASS) - [vouch-mcp](https://github.com/vouch-protocol/vouch): Sign and verify W3C Verifiable Credentials so AI agents can cryptographically authorize actions. (by vouch-protocol, ★28, security:PASS) - [TONNode — TON blockchain access](https://github.com/tonnode/mcp): Liteserver access to TON: balances, account state, transactions and get-methods over native ADNL. (by tonnode, ★27, security:PASS) - [Crypto Tools Registry](https://github.com/nirholas/lyra-registry): Registry API for 800+ crypto blockchain DeFi NFT trading tools discovery (by nirholas, ★26, security:PASS) - [Webull OpenAPI](https://github.com/webull-inc/webull-openapi-mcp): MCP server for Webull OpenAPI: trading and market data access for AI assistants (by webull-inc, ★26, security:PASS) - [mcp-mifosx](https://github.com/openMF/mcp-mifosx): Core banking integration for managing clients, loans, savings, shares and transactions, and generating financial reports. (by openMF, ★26, security:PASS) - [coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server): Fetch cryptocurrency prices from the Bitget API. (by pwh-pwh, ★26, security:PASS) - [Ethereum Wallet Generator](https://github.com/nirholas/ethereum-wallet-toolkit/tree/main/ethereum-wallet-mcp): Generate Ethereum wallets with BIP39 mnemonics, HD paths, vanity addresses, private key backup (by nirholas, ★25, security:PASS) - [Ethereum Keystore Encryption](https://github.com/nirholas/ethereum-wallet-toolkit/tree/main/keystore-mcp-server): Encrypt/decrypt Ethereum keystore JSON V3 with scrypt/PBKDF2 for secure cold storage (by nirholas, ★25, security:PASS) - [Ethereum & EVM Message Signing](https://github.com/nirholas/ethereum-wallet-toolkit/tree/main/signing-mcp-server): Sign Ethereum messages - EIP-191, EIP-712 typed data, Permit2, signature verification and recovery (by nirholas, ★25, security:PASS) - [Ethereum Transaction Builder](https://github.com/nirholas/ethereum-wallet-toolkit/tree/main/transaction-mcp-server): Build and sign Ethereum transactions - EIP-1559, gas estimation, RLP, ERC-20 transfers (by nirholas, ★25, security:PASS) - [Ethereum Address Validator](https://github.com/nirholas/ethereum-wallet-toolkit/tree/main/validation-mcp-server): Validate Ethereum addresses, keys, checksums, keccak256 hashes, function selectors, ENS (by nirholas, ★25, security:PASS) - [Banco MCP](https://github.com/douglac/banco-mcp): Brazilian Open Finance MCP — 30+ banks (Itaú, Nubank, etc.) to Claude/Cursor. Read-only. (by douglac, ★24, security:PASS) - [t2000](https://github.com/t2000-afi/t2000/tree/main/packages/mcp): MCP server for AI agent bank accounts on Sui — 23 tools, 15 prompts, stdio transport (by t2000-afi, ★23, security:PASS) - [churnkey](https://github.com/churnkey/sdk): Read and manage Churnkey cancel flows, retention metrics, and payment recovery (by churnkey, ★22, security:PASS) - [Yahoo Finance](https://github.com/danishashko/yahoo-finance-mcp): Real-time Yahoo Finance data: quotes, history, financials, analyst ratings, options, and news. (by danishashko, ★22, security:PASS) - [Chart Library — Market-state research](https://github.com/grahammccain/chart-library-mcp): Market memory for AI: historical states, published studies and source evidence. (by grahammccain, ★22, security:PASS) - [token-minter-mcp](https://github.com/kukapay/token-minter-mcp): Mint ERC-20 tokens across multiple blockchains. (by kukapay, ★22, security:PASS) - [rug-check-mcp](https://github.com/kukapay/rug-check-mcp): Detect potential risks in Solana meme tokens. (by kukapay, ★21, security:PASS) - [Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop): Cryptocurrency market data from the CoinGecko API. (by SaintDoresh, ★21, security:PASS) - [DataSinking](https://github.com/heubme2020/datasinking): Full-text financial reports (US, China, Japan, Korea, Taiwan) as clean Markdown for RAG agents. (by heubme2020, ★20, security:PASS) - [finlynq](https://github.com/finlynq/finlynq): Self-hostable personal finance app: track and query income, expenses, budgets, investments, loans, subscriptions and goals, with per-user encryption at rest. (by finlynq, ★20, security:PASS) - [Hippycampus](https://github.com/cromwellian/hippycampus): Turns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically. (by cromwellian, ★20, security:PASS) - [zenmoney-mcp](https://github.com/artarasov/zenmoney-mcp): MCP server for ZenMoney personal finance app (by artarasov, ★19, security:PASS) - [mcp-dexscreener](https://github.com/janswist/mcp-dexscreener): Real-time on-chain market prices from the Dexscreener API. (by janswist, ★19, security:REVIEW) - [toolkit-mcp-server](https://github.com/cyanheads/toolkit-mcp-server): Generate IDs, QR codes, and hashes, encode values, geolocate IPs, plus gated host diagnostics. (by cyanheads, ★18, security:PASS) - [cruxible-core](https://github.com/cruxible-ai/cruxible): Deterministic decision engine with receipts. Define rules in YAML, query a graph, get proof. (by cruxible-ai, ★17, security:PASS) - [crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp): Aggregate real-time cryptocurrency news from multiple RSS feeds. (by kukapay, ★17, security:PASS) - [polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp): Polymarket trading, market discovery, copy trading and backtesting — 48 MCP tools. (by demwick, ★16, security:PASS) - [SperaxOS](https://github.com/Sperax/sperax-crypto-mcp): Sperax Protocol MCP – USDs stablecoin, SPA, veSPA governance & Demeter DeFi on Arbitrum (by Sperax, ★16, security:PASS) - [crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp): Analyze order book depth and imbalance across major crypto exchanges. (by kukapay, ★16, security:PASS) - [defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp): Explore DeFi yield opportunities. (by kukapay, ★16, security:PASS) - [mcp-server](https://github.com/finmap-org/mcp-server): Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations. (by finmap-org, ★15, security:PASS) - [crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp): Real-time cryptocurrency news from NewsData. (by kukapay, ★15, security:PASS) - [mcp-eastmoney](https://github.com/27dream/mcp-eastmoney): China A-share market data via Eastmoney: real-time quotes, main capital flow rankings, sector fund flows and historical K-lines. (by 27dream, ★15, security:PASS) - [blockchain-mcp](https://github.com/tatumio/blockchain-mcp): Access Tatum's blockchain API across many networks, including an RPC gateway and blockchain data insights. (by tatumio, ★15, security:PASS) - [mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check): Russian tax authority (FNS) counterparty checks: status, debts, blocks. Due diligence MCP. (by atomno-mcp, ★14, security:PASS) - [PEAC Protocol: Signed interaction receipts](https://github.com/peacprotocol/peac/tree/main/packages/mcp-server): Portable signed records for agent, API, MCP, and cross-runtime interactions. (by peacprotocol, ★14, security:PASS) - [mcp](https://github.com/BitteProtocol/mcp): Run AI agents on several blockchains via Bitte Protocol. (by BitteProtocol, ★14, security:REVIEW) - [hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp): Real-time Hyperliquid whale alerts for positions with a notional value above $1 million. (by kukapay, ★14, security:PASS) - [xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl): XRP Ledger access: account information, transaction history, ledger objects, transaction submission and network monitoring. (by RomThpt, ★13, security:PASS) - [Conta Azul MCP](https://github.com/douglac/contaazul-mcp): Conta Azul ERP MCP — sales, customers, finance and NF-e via OAuth 2.0. Read + write, 35 tools. (by douglac, ★12, security:PASS) - [quantoracle](https://github.com/QuantOracledev/quantoracle/tree/main/mcp-server): 73 deterministic quant tools for AI agents. LLMs drift on Black-Scholes; these are exact math. (by QuantOracledev, ★12, security:PASS) - [Actual Budget](https://github.com/henfrydls/actual-budget-mcp): Spending analysis and safe writes for Actual Budget: every delete previews and asks first. (by henfrydls, ★12, security:PASS) - [Xero](https://github.com/mindstone/mcp-servers/tree/main/connectors/xero): Xero MCP server for invoices, contacts, payments, quotes, and financial reports. (by mindstone, ★12, security:PASS) - [deeplook](https://github.com/OSOJDJD/deeplook): Company research across multiple data sources: structured reports with a bull/bear verdict for stocks, crypto and private companies. (by OSOJDJD, ★12, security:PASS) - [cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp): Real-time access to the latest Cointelegraph news. (by kukapay, ★12, security:PASS) - [Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-): AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades and other sources. (by Mattbusel, ★12, security:PASS) - [substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs): Interact with Substrate-based blockchains. (by ThomasMarches, ★12, security:PASS) - [Eterna MCP](https://github.com/EternaHybridExchange/eterna-mcp): No-KYC managed MCP for AI agents: sandboxed TypeScript trading SDK, isolated sub-accounts, futures. (by EternaHybridExchange, ★11, security:PASS) - [SatGate – Economic Firewall for AI Agents](https://github.com/SatGate-io/satgate): Budget, payment and audit controls for AI agent API calls and MCP tool calls. (by SatGate-io, ★11, security:PASS) - [Wudao A-Share Stock Data MCP](https://github.com/jcdreamjc/wudao-mcp): Read-only China A-share data for AI agents: market, limit-up, capital flow and disclosures. (by jcdreamjc, ★11, security:PASS) - [CryptoCultCurt-appfolio-mcp-server](https://github.com/CryptoCultCurt/appfolio-mcp-server): Provide seamless access to Appfolio Property Manager Reporting API through a standardized MCP serv… (by CryptoCultCurt, ★10, security:PASS) - [BlindPay](https://github.com/blindpaylabs/blindpay-mcp): Official BlindPay MCP server: stablecoin payouts, payins, quotes and receivers for global payments. (by blindpaylabs, ★10, security:PASS) - [Chainflip Broker as a Service](https://github.com/CumpsD/broker-as-a-service): Native cross-chain swaps: Bitcoin, Ethereum, Solana, Polkadot, Tron, Arbitrum. Quote, swap, track. (by CumpsD, ★10, security:PASS) - [OpenPitch](https://github.com/Avierovich/openpitch): Open, sourced, confidence-scored intelligence on AI startups - a free PitchBook alternative. (by Avierovich, ★10, security:PASS) - [trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server): MCP server for Trading 212 API - portfolio, orders, pies, dividends, and analytics (by KyuRish, ★10, security:PASS) - [mcp-server](https://github.com/aibtcdev/aibtc-mcp-server): Bitcoin-native MCP server for AI agents: BTC/STX wallets, DeFi yield, sBTC peg, NFTs, x402 payments. (by aibtcdev, ★10, security:PASS) - [mcp-sam-gov](https://github.com/cliwant/mcp-sam-gov): Keyless-first MCP: 153 tools for US federal + state/local (SLED) contracting, spending & regulation (by cliwant, ★10, security:PASS) - [Bug Bounty Intelligence](https://github.com/holistis/bug-bounty-intelligence-mcp): AI security scanner for Solidity + free CC0 dataset of Sherlock audit-competition acceptance rates. (by holistis, ★10, security:PASS) - [d365fo-connector](https://github.com/zhound420/D365FO-claude-connector): Query and manage Microsoft Dynamics 365 Finance & Operations via MCP (by zhound420, ★10, security:PASS) - [blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp): Blockchain news and in-depth articles from BlockBeats. (by kukapay, ★10, security:PASS) - [crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp): Track and manage cryptocurrency portfolio allocations. (by kukapay, ★10, security:PASS) - [pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp): Track newly created pools on PancakeSwap. (by kukapay, ★10, security:PASS) - [uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp): Track newly created Uniswap liquidity pools across multiple blockchains. (by kukapay, ★10, security:PASS) - [quanttogo-mcp](https://github.com/QuantToGo/quanttogo-mcp): Macro-factor quantitative signal source for US and China stock markets via MCP. (by QuantToGo, ★9, security:PASS) - [ShareSEER](https://github.com/shareseer/shareseer-mcp-server): Access SEC filings, insider transactions, and financial data via the ShareSEER API. (by shareseer, ★9, security:PASS) - [mcp-server](https://github.com/Coinversaa/mcp-server): Crypto intelligence for AI agents. Hyperliquid trader analytics, cohorts, and live market data. (by Coinversaa, ★9, security:PASS) - [Banco Central do Brasil (BCB) — SGS Time Series MCP Server](https://github.com/SidneyBissoli/bcb-br-mcp): Banco Central do Brasil (BCB): SGS series, Focus expectations, PTAX, stats + provenance. 17 tools. (by SidneyBissoli, ★9, security:PASS) - [FXMacroData](https://github.com/fxmacrodata/fxmacrodata): Macroeconomic and FX time-series data for AI agents: indicators, calendars, COT, forex, commodities. (by fxmacrodata, ★9, security:PASS) - [SODAX Builders MCP](https://github.com/gosodax/builders-sodax-mcp-server): Cross-network DeFi API data, AMM analytics, and SDK docs for 17+ networks. (by gosodax, ★9, security:PASS) - [us-congress-trades](https://github.com/johnisanerd/Apify-Congressional-Trading-Data-Scraper): US Congress stock trades and financial disclosures by member, ticker, or date, hosted MCP. (by johnisanerd, ★9, security:PASS) - [Lightning Wallet](https://github.com/lightningfaucet/lightning-wallet-mcp): Give AI agents a Bitcoin wallet with Lightning Network payments and L402 support. (by lightningfaucet, ★9, security:PASS) - [OpenLMNP](https://github.com/manganate006/openlmnp): Accounting MCP for French LMNP furnished rentals: income, expenses, depreciation, tax return & FEC (by manganate006, ★9, security:PASS) - [Robinhood Crypto](https://github.com/nirholas/robinhood-mcp): Robinhood Crypto Trading API for AI agents: quotes, holdings, orders read-only; opt-in trading. (by nirholas, ★9, security:PASS) - [Pine Script v6 Documentation](https://github.com/paulieb89/pinescript-mcp): Pine Script v6 documentation lookup, function validation, and linting for AI code generation (by paulieb89, ★9, security:PASS) - [PipRail](https://github.com/piprail/piprail/tree/main/mcp): Budget-bound x402 payment wallet for AI agents — pays HTTP 402 URLs, capped locally. No backend. (by piprail, ★9, security:PASS) - [Lightning Enable MCP Server](https://github.com/refined-element/lightning-enable-mcp): AI agent Lightning payments: L402, invoices, wallets, API discovery, budgets, self-serve signup. (by refined-element, ★9, security:PASS) - [lightning-memory](https://github.com/singularityjason/lightning-memory): Decentralized agent memory for the Lightning economy. Nostr identity, L402 payments. (by singularityjason, ★9, security:PASS) - [QuantContext](https://github.com/zomma-dev/quantcontext-mcp-server): Deterministic stock screening, backtesting, and factor analysis for AI trading agents (by zomma-dev, ★9, security:PASS) - [etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp): Crypto ETF flow data. (by kukapay, ★9, security:PASS) - [thegraph-mcp](https://github.com/kukapay/thegraph-mcp): Indexed blockchain data from The Graph. (by kukapay, ★9, security:PASS) - [wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp): Inspect any wallet's balance and on-chain activity across major EVM chains and Solana. (by kukapay, ★9, security:PASS) - [mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service): Apache Fineract self-service integration: user registration, authentication, account management, transactions and third-party transfers. (by openMF, ★9, security:PASS) - [web3-mcp](https://github.com/tumf/web3-mcp): Access NFT, token and blockchain data across chains such as Ethereum, BSC, Polygon and Avalanche via the Ankr Advanced API. (by tumf, ★9, security:PASS) - [sdk](https://github.com/mnemopay/mnemopay-sdk): Memory + wallet for AI agents. Real payment rails, Agent FICO 300-850, Merkle audit, identity. (by mnemopay, ★8, security:PASS) - [AlgoVault — Crypto Quant Trade Calls](https://github.com/AlgoVaultLabs/crypto-quant-signal-mcp): The Brain Layer for AI Trading Agents — quant calls + cross-venue arb across perp venues via MCP. (by AlgoVaultLabs, ★8, security:PASS) - [dMoERA Creator](https://github.com/CacheCarti/dmoera-mcp): Build, backtest, and deploy crypto trading strategies via MCP with 7-stage validation. (by CacheCarti, ★8, security:PASS) - [OpenChainBench](https://github.com/ChainBench/OpenChainBench): Live, neutral benchmarks for public RPC latency, oracles, bridges, perp DEX, and prediction markets. (by ChainBench, ★8, security:PASS) - [personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp): Self-hosted, read-only MCP server that connects your banks and investments via Plaid. (by JosueM1109, ★8, security:PASS) - [mftool-mcp](https://github.com/NayakwadiS/mftool-mcp): MCP Server for publicly available Indian Mutual Funds data (by NayakwadiS, ★8, security:PASS) - [gold-mcp](https://github.com/ThaiTrevor/gold-mcp): MCP server for XAUUSD gold market data + 4-tier trading toolkit (TA, backtest, SMC, risk). (by ThaiTrevor, ★8, security:PASS) - [Froglet](https://github.com/armanas/froglet): Run local Froglet verifiable compute, signed receipts, settlement, and service publication. (by armanas, ★8, security:PASS) - [pumpclaw](https://github.com/clawd800/pumpclaw): Free token launcher on Base. Deploy ERC-20 tokens via Uniswap V4 with 80% creator fees. (by clawd800, ★8, security:PASS) - [Canary MCP](https://github.com/osauer/canary): Read-only IBKR MCP: account, positions, brief, regime, stress, reporting, Edge, and risk. (by osauer, ★8, security:PASS) - [crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp): Streams real-time cryptocurrency liquidation events from Binance. (by kukapay, ★8, security:PASS) - [crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp): Track the latest trending tokens on CoinGecko. (by kukapay, ★8, security:PASS) - [funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp): Real-time funding rate data across major crypto exchanges. (by kukapay, ★8, security:PASS) - [web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp): Real-time access to curated Web3 job listings. (by kukapay, ★8, security:PASS) - [aikstockdata — Korean Stock Data](https://github.com/na77tech-creator/aikstockdata): Korean stocks: median price path after each DART filing type, T+1 closes, earnings. 12 tools, no key (by na77tech-creator, ★7, security:PASS) - [SwapWizard](https://github.com/DeFiRe-business/swapwizard-mcp): Non-custodial DeFi for AI agents: swaps, concentrated liquidity (V3/V4) zaps + ranges, 5 EVM chains (by DeFiRe-business, ★7, security:PASS) - [mcp-organizze](https://github.com/SamuelMoraesF/mcp-organizze): MCP para integração com o gestor financeiro Organizze. Crie transações, consulte saldos e metas. (by SamuelMoraesF, ★7, security:PASS) - [safeagent](https://github.com/azender1/SafeAgent): Exactly-once execution guard for AI agents. Prevents duplicate payments and webhooks on retry. (by azender1, ★7, security:PASS) - [SaturnZap](https://github.com/lqwdtech/SaturnZap): Non-custodial Bitcoin Lightning (LDK) wallet for AI agents — pays L402 APIs from CLI or MCP. (by lqwdtech, ★7, security:PASS) - [magpie-mcp](https://github.com/magpiecapital/magpie-x402/tree/main/mcp): Agent-native lending on Solana via x402: borrow against tokens, arm in-vault TP/SL, repay. (by magpiecapital, ★7, security:PASS) - [GLEIF MCP Server](https://github.com/olgasafonova/gleif-mcp-server): Access the GLEIF LEI database for company verification, KYC, and ownership research. (by olgasafonova, ★7, security:PASS) - [PineForge — offline PineScript v6 backtest MCP](https://github.com/pineforge-4pass/pineforge-backtest-mcp): Offline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP. (by pineforge-4pass, ★7, security:PASS) - [SumUp MCP Server](https://github.com/sumup/sumup-mcp): Tools to explore SumUp accounts, payments, customers, and payouts. (by sumup, ★7, security:PASS) - [financekit-mcp](https://github.com/vdalhambra/financekit-mcp): Stock quotes, technical analysis, crypto prices, and portfolio insights for AI agents (by vdalhambra, ★7, security:PASS) - [stock-scanner-mcp](https://github.com/yyordanov-tradu/stock-scanner-mcp): Stock and crypto market data — 49 tools for quotes, technicals, options, SEC filings, and more. (by yyordanov-tradu, ★7, security:PASS) - [stooq-mcp](https://github.com/hoqqun/stooq-mcp): Fetch real-time stock prices from Stooq for global markets, including the US, Japan, UK and Germany. (by hoqqun, ★7, security:PASS) - [chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp): Real-time access to Chainlink's decentralized on-chain price feeds. (by kukapay, ★7, security:PASS) - [crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp): Structured knowledge base of crypto whitepapers. (by kukapay, ★7, security:PASS) - [pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp): Real-time token swaps and automated on-chain trading on PumpSwap. (by kukapay, ★7, security:PASS) - [LNbits-MCP-Server](https://github.com/lnbits/LNbits-MCP-Server): LNbits Lightning Network wallet integration. (by lnbits, ★7, security:PASS) - [starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server): Starknet blockchain integration: native tokens (ETH, STRK), smart contracts, StarknetID resolution and token transfers. (by mcpdotdirect, ★7, security:PASS) - [mcp-binance-futures](https://github.com/Muvon/mcp-binance-futures): Binance USDT-M Futures trading: market data, account state, order management and position and margin control. (by Muvon, ★7, security:PASS) - [anirbanbasu-frankfurtermcp](https://github.com/anirbanbasu/frankfurtermcp): A MCP server for the Frankfurter API for currency exchange rates. (by anirbanbasu, ★6, security:PASS) - [cnb](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/cnb): Official ČNB exchange rates — daily & historical CZK vs EUR, USD, 30+ currencies. For accounting. (by martinhavel, ★6, security:PASS) - [payqr](https://github.com/martinhavel/cz-agents-mcp/tree/main/packages/payqr): European payment QR — SPAYD (CZ/SK) & EPC/GiroCode (SEPA), plus text/WiFi/vCard. Local, free. (by martinhavel, ★6, security:PASS) - [indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp): Indigo Protocol MCP — iAsset prices, CDP analytics, stability pools, staking & governance (by IndigoProtocol, ★6, security:PASS) - [GitDealFlow — GitHub signals for startup investors](https://github.com/kindrat86/mcp-deal-flow-signal): GitHub engineering acceleration signals for venture deal flow across 15 sectors. (by kindrat86, ★6, security:PASS) - [hood-mcp](https://github.com/nirholas/robinhood-chain-mcp): Robinhood Chain data + guarded trading for AI agents: Stock Token quotes, portfolios, launches (by nirholas, ★6, security:PASS) - [Onchain Agent Wallets](https://github.com/nirholas/onchain-agent-wallets): Give an AI agent a Solana spending allowance instead of your key. Chain-enforced cap, x402. (by nirholas, ★6, security:PASS) - [personal-finance](https://github.com/sarveshtalele/personal-finance-mcp): 54 robust financial calculators based on deterministic mathematical principles. (by sarveshtalele, ★6, security:PASS) - [headless-tracker](https://github.com/tamasPetki/HeadlessTracker): Read-only MCP server: your AI sees your crypto portfolio, never your keys. Not financial advice. (by tamasPetki, ★6, security:PASS) - [agentpay](https://github.com/up2itnow0822/agentpay-mcp): Non-custodial x402 payment MCP server for AI agents. Wallets and payments on 17 chains. (by up2itnow0822, ★6, security:PASS) - [Ozon Seller MCP Server](https://github.com/woyaxnini/mcp-ozon-seller): MCP server for Ozon Seller API. 26 tools: products, prices, orders, analytics, finance, rating. (by woyaxnini, ★6, security:PASS) - [kite-mcp](https://github.com/aranjan/kite-mcp): Trade Indian stocks on Zerodha Kite: holdings, orders, quotes and GTT triggers, with automated TOTP login. (by aranjan, ★6, security:PASS) - [invinoveritas](https://github.com/babyblueviper1/invinoveritas): AI reasoning, decisions, persistent memory and an agent marketplace paid per use via Bitcoin Lightning, where agents sell services and message each other. (by babyblueviper1, ★6, security:PASS) - [sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp): Optimal token swaps on the Sui blockchain. (by kukapay, ★6, security:PASS) - [liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp): Live Hyperliquid HIP-4 prediction market data: odds, order books, candles, trades and portfolio positions. (by Liquidiction, ★6, security:PASS) - [Option Desk](https://github.com/Iman/agent-driven-options-desk-and-skills): Option analytics over the SYNTH sample or a permitted chain: Greeks, positioning, payoffs, plots. (by Iman, ★5, security:PASS) - [PreReason](https://github.com/PreReason/mcp): Bitcoin and macro market briefings for AI agents: trend signals, regimes, liquidity and ETF flows. (by PreReason, ★5, security:PASS) - [TickerDB](https://github.com/tickerdb/tickerdb-mcp): Pre-computed market data that improves agent reasoning, reduces token usage, and replaces pipelines. (by tickerdb, ★5, security:PASS) - [Chia Health MCP Server](https://github.com/chia-health/chia-mcp): Licensed US telehealth — GLP-1 medications, intake, consents, Stripe ACP. HIPAA-compliant, 30 tools. (by chia-health, ★5, security:PASS) - [india-stock-mcp](https://github.com/Akhilgovind02/india-stock-mcp): Indian stock market: NSE/BSE quotes, fundamentals, mutual fund NAV, F&O chains, IPOs. No API keys. (by Akhilgovind02, ★5, security:PASS) - [optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp): Equity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentration, hedging. 50-state. (by AlvisoOculus, ★5, security:PASS) - [Bitcoin MCP](https://github.com/Bortlesboat/bitcoin-mcp): 49 Bitcoin tools for AI agents: fees, mempool, blocks, mining, price. Zero config. (by Bortlesboat, ★5, security:PASS) - [WattCoin](https://github.com/WattCoin-Org/wattcoin): Agents earn WATT on Solana: register with no wallet, claim tasks, build a reputation score. (by WattCoin-Org, ★5, security:PASS) - [AgentFund](https://github.com/agentIgris/AgentFund/tree/main/mcp): Fundraising tools for AI agents on Solana: create campaigns, donate via x402, check reputation. (by agentIgris, ★5, security:PASS) - [meta-data-mcp](https://github.com/derekslinz/meta-data-mcp): Query 76 open data APIs — government, science, finance, environment, and more. (by derekslinz, ★5, security:PASS) - [ARGENTUM](https://github.com/giskard09/argentum-core): Karma economy for AI agents. Community attestations, on-chain reputation on Arbitrum. (by giskard09, ★5, security:PASS) - [ragalgo](https://github.com/kokogo100/ragalgo-mcp-server): Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets. (by kokogo100, ★5, security:PASS) - [sieve-mcp](https://github.com/lmwharton/sieve-mcp): AI startup due diligence — screen companies across 7 dimensions, get a Sieve Score. (by lmwharton, ★5, security:PASS) - [unclaimed-sol](https://github.com/unclaimed-sol/unclaimed-sol-mcp): The first Vibe Claiming MCP: AI agents scan and reclaim dormant SOL on Solana. Signs locally. (by unclaimed-sol, ★5, security:PASS) - [mcp](https://github.com/quicknode/agent-plugins): Manage your blockchain infrastructure across 80+ chains with your agents. (by quicknode, ★5, security:PASS) - [Agent Wormhole](https://github.com/runningoffcode/agent-wormhole/tree/main/x402-guard): Check tokens, pages and x402 payments before your agent trusts them. Offline verdicts. (by runningoffcode, ★5, security:PASS) - [Strale - 290+ API capabilities for AI agents](https://github.com/strale-io/strale): 290+ quality-scored API capabilities for AI agents across 27 countries via MCP. (by strale-io, ★5, security:PASS) - [MetaTrader 5 MCP Bridge](https://github.com/vincentwongso/mt5-trading-mcp): Let an AI agent read and trade a MetaTrader 5 account over MCP, behind a human-approval gate. (by vincentwongso, ★5, security:PASS) - [biopharma-catalyst-mcp](https://github.com/yesc97/biopharma-catalyst-mcp): Forensic biopharma catalyst auditor — 10 tools, deterministic CLEAN/BEAR_SIGNAL verdict. (by yesc97, ★5, security:PASS) - [AIGEN — Open Bounty Protocol for AI Agents](https://github.com/Aigen-Protocol/aigen-protocol): Open bounty protocol for AI agents. 22 tools: token safety scans + paid missions. 0.5% fee. (by Aigen-Protocol, ★5, security:PASS) - [agent-discovery-mcp](https://github.com/ClayYTsai/agent-discovery-mcp): ERC-8004 agent discovery and x402 payment: find agents by skill via 8004scan, fetch agent cards and call agents with USDC payments using direct EOA signing. (by ClayYTsai, ★5, security:PASS) - [dolar-mcp](https://github.com/dan1d/dolar-mcp): Argentine exchange rates via DolarAPI (blue, oficial, MEP, CCL, crypto, tarjeta), plus currency conversion and a spread calculator. (by dan1d, ★5, security:PASS) - [bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp): Real-time cross-chain bridge rates and optimal transfer routes. (by kukapay, ★5, security:PASS) - [polymarket-predictions-mcp](https://github.com/kukapay/polymarket-predictions-mcp): Real-time market odds from Polymarket. (by kukapay, ★5, security:PASS) - [token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp): Check and revoke ERC-20 token allowances across multiple blockchains. (by kukapay, ★5, security:PASS) - [ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp): Chinese A-share financial statements: pull annual reports, run industry-aware accounting cross-checks and compare peers with average-equity ROE. (by yli769227-jpg, ★5, security:PASS) - [MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer): Market and financial news search with filtering by symbols, industries, countries and date ranges. (by Zolo-Ryan, ★5, security:REVIEW) - [AllRatesToday exchange rates (hosted)](https://github.com/AllRates-Today/mcp-server): Live FX + official central-bank rates, 110+ sources. Hosted, keyless, nothing to install. (by AllRates-Today, ★4, security:PASS) - [AI Proof of Us](https://github.com/0xddneto/AI-Proof-of-Us/tree/main/mcp-server): Private signed AI task receipts with replay checks and optional validated AIPOU claims. (by 0xddneto, ★4, security:PASS) - [Cryptopolitan MCP](https://github.com/4dmrkey/cryptopolitan-mcp): Real-time crypto news, analysis, and price predictions for AI agents via MCP. (by 4dmrkey, ★4, security:PASS) - [Australian Economic Data (ABS, RBA & APRA)](https://github.com/AnthonyPuggs/ausecon-mcp-server): Australian economic data from the ABS, RBA, and APRA: CPI, GDP, cash rate, labour, and more. (by AnthonyPuggs, ★4, security:PASS) - [CoinRithm Agent Trading](https://github.com/CoinRithm/coinrithm-agent-trading/tree/main/packages/mcp-trading): Keyless prediction-market data across 12 venues plus paper-trading of crypto spot, futures, and PM. (by CoinRithm, ★4, security:PASS) - [spectra-mcp-server](https://github.com/Finanzgoblin/spectra-mcp-server): Spectra Finance MCP server: yield discovery, PT/YT, looping, Morpho, 10 chains (by Finanzgoblin, ★4, security:PASS) - [GDEX Trading](https://github.com/GemachDAO/gdex-skill/tree/main/mcp-server): GDEX (gdex.pro) trading for AI agents: spot, perps and HyperLiquid on Solana, EVM and more chains (by GemachDAO, ★4, security:PASS) - [cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp): Cardano MCP — transactions, addresses, UTxOs, balances, ADAHandles & stake delegation (by IndigoProtocol, ★4, security:PASS) - [ChainRPC MCP](https://github.com/John0n1/chainrpc-mcp): Safety-first EVM and Bitcoin RPC tools for balances, contracts, blocks, and transactions (by John0n1, ★4, security:PASS) - [million](https://github.com/Kelows/million/tree/main/packages/million-mcp): Operate a self-hosted Solana whale tracker and copy-trading deck: positions, rules, token checks. (by Kelows, ★4, security:PASS) - [graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp): Query Polymarket prediction markets via The Graph — 20 tools, 8 subgraphs (by PaulieB14, ★4, security:PASS) - [l402-kit](https://github.com/ShinyDapps/l402-kit): MCP server for L402-protected APIs via Bitcoin Lightning. Pay-per-call AI tools in sats. (by ShinyDapps, ★4, security:PASS) - [agirails-mcp-server](https://github.com/agirails/agirails-mcp-server): Payment rails for AI agents — escrow, settlement, discovery, and disputes from any context window. (by agirails, ★4, security:PASS) - [nestegg-calculators](https://github.com/VladimirWrites/nestegg.money): 90+ pure finance calculators: loans, investing, bonds, options, tax. Stateless, stores nothing. (by VladimirWrites, ★4, security:PASS) - [MetaMask Embedded Wallets (Web3Auth) MCP](https://github.com/Web3Auth/web3auth-mcp): Helps AI coding agents integrate MetaMask Embedded Wallets (Web3Auth) SDKs. (by Web3Auth, ★4, security:PASS) - [A202](https://github.com/a202-protocol/a202): Verifiable agreements for agent-led commerce: mandates, obligations, evidence, transaction records. (by a202-protocol, ★4, security:PASS) - [agentscoin-mcp](https://github.com/axiosdevs/agentscoin-mcp): Give your AI agent a wallet on AgentsCoin: create wallet, mine AGENT, check balance, send. (by axiosdevs, ★4, security:PASS) - [Open Markets](https://github.com/danchev/openmarkets): Financial market data, SEC filings, macroeconomic telemetry, and portfolio analytics through MCP. (by danchev, ★4, security:PASS) - [equibles](https://github.com/daniel3303/stock-market-mcp-server): 90+ free tools, Claude & ChatGPT: prices, options, SEC filings, 13F, insider, congress, transcripts. (by daniel3303, ★4, security:PASS) - [mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp): MCP server for M-Pesa mobile-money integration in Kenya (by gabrielmahia, ★4, security:PASS) - [horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp): Institutional crypto & equity orderflow intelligence for AI trading agents. (by horustechltd, ★4, security:PASS) - [xupersplit](https://github.com/kanylbullen/xupersplit): Split shared expenses in a group — no account needed. See who owes whom and settle up. (by kanylbullen, ★4, security:PASS) - [verantis-mcp](https://github.com/m9labs-railscope/verantis-mcp): Verified directory for machine payments (x402 & MPP): check services and wallets before agents pay. (by m9labs-railscope, ★4, security:PASS) - [jPOS MCP Server](https://github.com/mohisyed/JPOS-MCP): MCP server for jPOS and ISO 8583. Deterministic payment protocol tools for AI agents. (by mohisyed, ★4, security:PASS) - [xendit-mcp](https://github.com/mrslbt/xendit-mcp): Xendit payment APIs for AI agents. Payment links, payouts, balances, and transactions. (by mrslbt, ★4, security:PASS) - [YAML Workflow](https://github.com/orieg/yaml-workflow): Expose declarative YAML-defined workflows as MCP tools over stdio (by orieg, ★4, security:PASS) - [quant-brain-mcp](https://github.com/paarths-collab/quant-brain-mcp): Stock analysis MCP: 38 indicators, 7 optimizers, 8 backtests, US + India sectors. (by paarths-collab, ★4, security:PASS) - [monzo-mcp](https://github.com/partymola/monzo-mcp): Read-only MCP server for the Monzo banking API: OAuth, local transaction cache, spending analysis. (by partymola, ★4, security:PASS) - [spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp): MCP server for Spraay x402 Gateway. 60 tools for crypto payments, DeFi, and AI on Base. (by plagtech, ★4, security:PASS) - [PSX MCP](https://github.com/revolutionarybukhari/psx-mcp): Pakistan Stock Exchange in plain English — quotes, dividends, announcements, and indices. (by revolutionarybukhari, ★4, security:PASS) - [AgentPay — trust routing + spend caps for x402 agents](https://github.com/romudille-bit/agentpay): Buyer-side trust oracle + capped sessions for x402 agents: verified_route, receipts, 17 free tools. (by romudille-bit, ★4, security:PASS) - [Abstraxn Agent Layer](https://github.com/Abstraxn-Labs/abstraxn-agent-layer): Abstraxn: public Web3 MCP server for read-only chain data and pay-per-call relays. (by Abstraxn-Labs, ★4, security:PASS) - [ai-audit-trail](https://github.com/sundsoffice-tech/ai-audit-trail): Tamper-evident audit trails for AI agents — Ed25519-signed, hash-chained, EU AI Act ready. (by sundsoffice-tech, ★4, security:PASS) - [Recon Crypto MCP](https://github.com/agenthill/vaultpilot-mcp): Self-custodial crypto portfolio: read EVM DeFi, sign on Ledger via WalletConnect. (by agenthill, ★4, security:PASS) - [yookassa-mcp](https://github.com/theYahia/yookassa-mcp): MCP server for YooKassa payment API — payments, refunds, receipts (54-FZ). 10 tools. First MCP for (by theYahia, ★4, security:PASS) - [Seraph](https://github.com/Kondux/seraph-mcp-public): Crypto transaction firewall and risk tools for MCP agents. (by Kondux, ★4, security:PASS) - [mcp](https://github.com/botwallet-co/mcp): Wallet for AI agents: earn via invoices, pay other agents and APIs, and manage USDC on Solana with human-set spending limits and FROST 2-of-2 signing. (by botwallet-co, ★4, security:PASS) - [monarch-mcp-server](https://github.com/carsol/monarch-mcp-server): Read-only access to Monarch Money data: analyze transactions, budgets, accounts and cash flow, with MFA support. (by carsol, ★4, security:PASS) - [fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server): Query FEC campaign finance data via the OpenFEC API: search candidates, track donations, analyze spending and monitor Super PAC activity. (by sh-patterson, ★4, security:PASS) - [finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server): Real-time financial data for stocks, options, crypto and forex. (by glaksmono, ★4, security:PASS) - [bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp): Query the Bitcoin blockchain. (by JamesANZ, ★4, security:PASS) - [blocknative-mcp](https://github.com/kukapay/blocknative-mcp): Real-time gas price predictions across multiple blockchains from Blocknative. (by kukapay, ★4, security:PASS) - [crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp): Track stablecoin peg integrity across multiple blockchains. (by kukapay, ★4, security:PASS) - [raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp): Launch, buy and sell tokens on Raydium LaunchLab (Raydium Launchpad). (by kukapay, ★4, security:PASS) - [twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp): Track historical Twitter username changes. (by kukapay, ★4, security:PASS) - [braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server): Unofficial PayPal Braintree integration: process payments, manage customers and handle transactions. (by QuentinCody, ★4, security:REVIEW) - [tossinvest-mcp](https://github.com/scjang01/tossinvest-mcp): Toss Securities Open API: real-time quotes, order book, candles, holdings, buying power and order management (create, modify, cancel). (by scjang01, ★4, security:PASS) - [DJZS Trust MCP](https://github.com/SIFR0-dev/djzs-AI): Deterministic pre-execution audit for trading agents. PASS/WAIT/FAIL, reproducible verdict_hash. (by SIFR0-dev, ★3, security:PASS) - [mrmarket.ai](https://github.com/mrmarket-ai/mrmarket-mcp): Analytical engine for US-listed equities: screens, rankings, and event studies in plain English. (by mrmarket-ai, ★3, security:PASS) - [SAP MCP Server](https://github.com/OOBE-PROTOCOL/sap-mcp): Solana-native MCP gateway for SAP, DeFi tools, SNS identity, and x402 payments. (by OOBE-PROTOCOL, ★3, security:PASS) - [trade-router-mcp](https://github.com/TradeRouter/trade-router-mcp): Non-custodial Solana swap & limit order engine for AI agents. (by TradeRouter, ★3, security:PASS) - [AlgoVesta MCP Trading](https://github.com/AlgoVesta/mcp): Trade 16 crypto exchanges + MetaTrader 5 from your AI assistant via one MCP connection. (by AlgoVesta, ★3, security:PASS) - [nano-pay](https://github.com/Feeless402/feeless402): Pay for x402-priced APIs with feeless, sub-second Nano (XNO) micropayments from a local wallet. (by Feeless402, ★3, security:PASS) - [MERX - TRON Resource Exchange](https://github.com/Hovsteder/merx-mcp): TRON energy exchange for AI agents. 54 tools, 30 prompts, 21 resources. A2A + ACP. (by Hovsteder, ★3, security:PASS) - [revettr-mcp](https://github.com/AlexanderLawson17/revettr-python): Counterparty risk scoring for agentic commerce via x402 micropayments. (by AlexanderLawson17, ★3, security:PASS) - [Finance MCP](https://github.com/Blahaj-gif/Finance-mcp): Market data, SEC filings and risk tools for Webull, Saxo and IBKR. Only you can send an order. (by Blahaj-gif, ★3, security:PASS) - [arch-tools-mcp](https://github.com/Deesmo/Arch-AI-Tools): 63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits. (by Deesmo, ★3, security:PASS) - [Fundz](https://github.com/Fund-z/fundzwatch-mcp): Funding rounds, exec moves, UCC liens and Form 5500 plans. 7 tools need no API key. (by Fund-z, ★3, security:PASS) - [cashpilot-mcp](https://github.com/GeiserX/cashpilot-mcp): MCP server for CashPilot — monitor passive income, bandwidth sharing, and DePIN earnings (by GeiserX, ★3, security:PASS) - [lemonsqueezy-mcp-server](https://github.com/IntrepidServicesLLC/lemonsqueezy-mcp-server): Lemon Squeezy SDK as MCP server. Give your AI assistant access to payment and subscription data. (by IntrepidServicesLLC, ★3, security:PASS) - [forkmind](https://github.com/Medhovarsh/forkmind): Branchable LLM history DAG + encrypted context capsules agents can save, restore, and crypto-shred. (by Medhovarsh, ★3, security:PASS) - [openmm-mcp](https://github.com/QBT-Labs/openmm-mcp): MCP server for OpenMM — exposes market data, account, trading, and strategy tools to AI agents (by QBT-Labs, ★3, security:PASS) - [oasyce](https://github.com/Shangri-la-0428/oasyce-sdk): On-chain economy for AI agents: escrow, marketplace, data rights, reputation, disputes. (by Shangri-la-0428, ★3, security:PASS) - [knowmint](https://github.com/Sou0327/knowmint/tree/main/mcp): AI agent knowledge marketplace. Discover, purchase, and retrieve human expertise via x402 on Solana. (by Sou0327, ★3, security:PASS) - [Tychi MCP](https://github.com/TychiWallet/tyi-mcp): Agent-native self-custody wallet MCP: onboard, wallets, Arbitrum sends, policy-gated payments. (by TychiWallet, ★3, security:PASS) - [Ultralayer](https://github.com/UltralayerHQ/ultralayer-plugin): Realtime market intelligence: news, events, guidance, filing diffs, stakeholders, sentiment, alerts (by UltralayerHQ, ★3, security:PASS) - [mcp-server](https://github.com/azeth-protocol/mcp-server): Smart accounts, x402 payments, on-chain reputation, and service discovery for AI agents (by azeth-protocol, ★3, security:PASS) - [evmscope](https://github.com/calintzy/evmscope): EVM blockchain intelligence toolkit for AI agents. 20 tools across 5 chains. Zero config. (by calintzy, ★3, security:PASS) - [Kalshi Prediction Markets](https://github.com/cejor6/kalshi-mcp-server): MCP server for Kalshi prediction markets: native RSA-PSS auth, rate limiting, demo/prod safety. (by cejor6, ★3, security:PASS) - [cobroya](https://github.com/dan1d/mercadopago-tool): Mercado Pago payments for AI agents: payment links, search, refunds, merchant info. (by dan1d, ★3, security:PASS) - [Meelion MCP](https://github.com/Meelion-com/meelion-mcp): Brazilian fixed income & financial data for AI. Selic, CDI, IPCA, CDB/LCI/LCA rankings, FX rates. (by Meelion-com, ★3, security:PASS) - [AiFinPay](https://github.com/AiFinPay/sdk/tree/main/mcp): Pay for any HTTP API in stablecoins on Polygon and Solana with one MCP call. (by AiFinPay, ★3, security:PASS) - [agent-payment](https://github.com/evidai/agent-payment-mcp): Stripe-style USDC billing for any API. 8 free demo services no signup. Non-custodial. (by evidai, ★3, security:PASS) - [qubic-mcp](https://github.com/fyllepo/qubic-mcp): MCP server for Qubic — balances, prices, transfers, wallets, and more. (by fyllepo, ★3, security:PASS) - [GhostSwap](https://github.com/ghostswap1/ghostswap-agents): GhostSwap — non-custodial crypto swaps across 1,600+ coins. (by ghostswap1, ★3, security:PASS) - [bde-score](https://github.com/hbhqq9/bde-score): 7-factor stock scoring MCP server. US/HK/CN, 74 stocks. Free + Premium (USDC/Base). x402 ready. (by hbhqq9, ★3, security:PASS) - [agentwallet](https://github.com/hifriendbot/agentwallet-mcp): Wallet infrastructure for Ai agents. EVM + Solana. x402 payments. No KYC. (by hifriendbot, ★3, security:PASS) - [signalfuse](https://github.com/hypeprinter007-stack/signalfuse-mcp): 11 tools: crypto signals, sentiment, macro regime, arena, search, exec. x402 pay-per-call. (by hypeprinter007-stack, ★3, security:PASS) - [agent-wallet-mcp](https://github.com/kaditang/agent-wallet-mcp): Non-custodial Solana MCP: compare yields, buy tokenized US stocks (xStocks) & Ondo USDY. You sign. (by kaditang, ★3, security:PASS) - [excalibur-mcp](https://github.com/lonniev/excalibur-mcp): FastMCP server for posting formatted content to X (Twitter) — Tollbooth-monetized, DPYC-native (by lonniev, ★3, security:PASS) - [personalbrain-mcp](https://github.com/lonniev/thebrain-mcp): FastMCP server for TheBrain API — AI access to a personal knowledge graph, Tollbooth-monetized (by lonniev, ★3, security:PASS) - [prompt-protection](https://github.com/mughalhere/prompt-protection): Scan prompts, tool definitions and model output for injection, and guard agent tool calls. (by mughalhere, ★3, security:PASS) - [EVM Wallet Signer](https://github.com/nikicat/mcp-wallet-signer): Route EVM transactions to browser wallets (MetaMask, etc.) for signing via EIP-6963 (by nikicat, ★3, security:PASS) - [tariff-resolver](https://github.com/opsloft/tariff-resolver): US import duty research: HTS codes, Chapter 99 duties, MPF/HMF fees, landed cost. USITC data. (by opsloft, ★3, security:PASS) - [Priors](https://github.com/priors-agents/priors/tree/main/packages/mcp): Pay x402 APIs in USDG on Robinhood Chain, borrow and repay a Priors credit line, check records. (by priors-agents, ★3, security:PASS) - [Rootstock (RSK) MCP Server](https://github.com/rsksmart/rsk-mcp-server): MCP Server for Rootstock Blockchain (by rsksmart, ★3, security:PASS) - [The Undesirables TCG Oracle](https://github.com/sailorpepe/undesirables-mcp-server): TCG oracle: calibrated prices & risk, AI grading, loan terms, fantasy souls - proven on-chain. 23 to (by sailorpepe, ★3, security:PASS) - [pykrx-mcp](https://github.com/sharebook-kr/pykrx-mcp): Korean stock market data (KOSPI/KOSDAQ) with ETF tracking and fundamental analysis (by sharebook-kr, ★3, security:PASS) - [koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse): Korean equities in English: DART filings, activist & foreign-holder classification, KRX news. (by whdrnr2583-cmd, ★3, security:PASS) - [Chestnyi Znak MCP Server](https://github.com/woyaxnini/mcp-chestnyi-znak): MCP server for Chestnyi Znak — Russian product marking system. 10 tools: codes, documents, stocks. (by woyaxnini, ★3, security:PASS) - [mcp](https://github.com/seaworthy-io/seaworthy-mcp): Disability insurance MCP server with occupation-based estimates, research, and quote requests. (by seaworthy-io, ★3, security:PASS) - [Tenzro Ledger MCP](https://github.com/tenzro/tenzro-network): Tenzro Ledger MCP: wallet, identity, payments, inference, staking, bridges, verification, agents. (by tenzro, ★3, security:PASS) - [mcp](https://github.com/freyotrisolana/mindjack-mcp): Solana memecoin rug check for trading agents: pump.fun launches, calibrated rug risk, wallets, KOL. (by freyotrisolana, ★3, security:PASS) - [mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server): PulseChain on-chain analytics: token safety scores, honeypot detection, whale and smart money tracking, scam alerts, DEX volume and bridge stats. (by openpulsechain, ★3, security:PASS) - [lighter-mcp](https://github.com/0xDegenMo/lighter-mcp): Trade crypto and RWA perpetuals on the Lighter zk-rollup DEX, with tiered credentials, on-chain stop-loss and take-profit, and server-side safety caps. (by 0xDegenMo, ★3, security:PASS) - [market-pulse-mcp](https://github.com/decksaga/market-pulse-mcp): Live market data from CoinGecko, Yahoo Finance and ExchangeRate API: crypto and stock prices, major indices, forex, trending coins and the Fear & Greed Index. (by decksaga, ★3, security:PASS) - [beeper-mcp](https://github.com/intentos-labs/beeper-mcp): BSC transactions: balance and token transfers, PancakeSwap token swaps and Beeper reward claims. (by intentos-labs, ★3, security:REVIEW) - [evm-mcp](https://github.com/JamesANZ/evm-mcp): Access EVM JSON-RPC methods through any EVM-compatible node provider, such as Infura, Alchemy, QuickNode or a local node. (by JamesANZ, ★3, security:PASS) - [crypto-funds-mcp](https://github.com/kukapay/crypto-funds-mcp): Structured, real-time data on cryptocurrency investment funds. (by kukapay, ★3, security:PASS) - [crypto-stocks-mcp](https://github.com/kukapay/crypto-stocks-mcp): Track real-time data for major crypto-related stocks. (by kukapay, ★3, security:PASS) - [uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp): Real-time token prices from Uniswap V3 across multiple chains. (by kukapay, ★3, security:PASS) - [longport-mcp](https://github.com/longportapp/longport-mcp): Real-time stock market data, analysis and trading via the LongPort OpenAPI. (by longportapp, ★3, security:PASS) - [MeshLedger](https://github.com/MeshLedger/MeshLedger): AI-to-AI marketplace with on-chain escrow. (by MeshLedger, ★3, security:PASS) - [pix-mcp](https://github.com/Regenerating-World/pix-mcp): Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments. (by Regenerating-World, ★3, security:PASS) - [veroq-mcp](https://github.com/Veroq-ai/veroq-mcp): Claim verification with evidence chains, plus market data, trading signals, SEC filings, insider trades and technical analysis. (by Veroq-ai, ★3, security:PASS) - [tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp): Read-only Toss Securities Open API documentation: browse endpoints and schemas, follow integration guides and generate curl, TypeScript and Python samples. (by JeongSeongMok, ★3, security:PASS) - [AINumbers Fintech Intelligence Suite](https://github.com/PostOakLabs/ainumbers-mcp-apps): 530 MCP tools across 561 fintech tools: ChainGraph AP2 decisions, execution_hash. Zero PII. (by PostOakLabs, ★2, security:PASS) - [Arzbin MCP Server](https://github.com/arzbin-com/arzbin-mcp): Live Iran exchange rates, gold, crypto, and Toman market data for AI agents. (by arzbin-com, ★2, security:PASS) - [cityparity — Cost-of-Living & Quality-of-Life Comparison](https://github.com/summerstateofmind/cityparity): Cost-of-living & quality-of-life comparison: take-home pay, equivalent salary, safety-net deltas. (by summerstateofmind, ★2, security:PASS) - [insumer](https://github.com/insumerapi/mcp-server-insumer): Wallet auth: send a wallet and conditions, get a signed boolean across 37 chains. (by insumerapi, ★2, security:PASS) - [TollWarden](https://github.com/tollwarden/tollwarden): Screens x402 payments before settlement for injected payee addresses and sellers who never deliver. (by tollwarden, ★2, security:PASS) - [Chess UCI](https://github.com/AnglerfishChess/chess-uci-mcp): Analyze chess positions and get best moves from UCI engines such as Stockfish or Leela (by AnglerfishChess, ★2, security:PASS) - [mcp-server](https://github.com/ApocData/ApocData-mcp-server): 天启至数 ApocData - MCP Server for A-share market data (46 free, no-auth endpoints) (by ApocData, ★2, security:PASS) - [mcp](https://github.com/HTTPayer/mcp): x402 micropayments for AI agents — credits-based, no wallets, no blockchain. (by HTTPayer, ★2, security:PASS) - [Haiku DeFi MCP](https://github.com/Haiku-Trading/haiku-mcp-server): DeFi execution for AI agents — swap, lend, bridge, and yield across 22 chains. (by Haiku-Trading, ★2, security:PASS) - [powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp): TRON Energy marketplace + DEX swap aggregator for AI agents. 27 MCP tools. (by Hovsteder, ★2, security:PASS) - [madeonsol](https://github.com/MadeOnSol/mcp-server-madeonsol): Solana memecoin intelligence: KOL trades, deployer reputation, token & wallet scoring (by MadeOnSol, ★2, security:PASS) - [graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp): AAVE V2/V3 lending & governance MCP — 7 chains via The Graph subgraphs (by PaulieB14, ★2, security:PASS) - [OKX MCP Server](https://github.com/aahl/mcp-okx): MCP Server for okx.com (by aahl, ★2, security:PASS) - [kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence): Korean crypto + news (kpop/semi), 17 tools, signed receipts. x402 Base+Polygon+Solana. (by bakyang2, ★2, security:PASS) - [Futuristic Risk Intelligence](https://github.com/cct15/war-dashboard-data): Geopolitical conflict risk, political events, and maritime traffic data for AI agents (by cct15, ★2, security:PASS) - [mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server): Agent commerce settlement tools on Base: treasury setup, payment splits, yield and attribution. (by clicks-protocol, ★2, security:PASS) - [Coinrule MCP](https://github.com/coinrule-com/coinrule-mcp-ai-trading): Trade, monitor portfolios, and build Coinrule strategies by chat. (by coinrule-com, ★2, security:PASS) - [Kura](https://github.com/dinggi5/kura): Local Ethereum wallet for AI agents on Base and Arc: balances, x402 payments. Keys stay local. (by dinggi5, ★2, security:PASS) - [ComparEdge Price Watch](https://github.com/comparedge/price-watch-mcp): Dated log of SaaS, AI and crypto price changes: recent moves, history, biggest increases. (by comparedge, ★2, security:PASS) - [arbitova](https://github.com/jiayuanliang0716-max/Arbitova): Escrow + AI arbitration for A2A payments. Lock funds, confirm delivery, dispute if needed. (by jiayuanliang0716-max, ★2, security:PASS) - [Keel — Hyperliquid trading agent](https://github.com/keel-trade/keel-trade): Build, backtest, and automate Hyperliquid trading strategies — typed, deterministic, live parity. (by keel-trade, ★2, security:PASS) - [SanctionsAI](https://github.com/kindrat86/agentmail): OFAC sanctions screening for AI agents: screen names, wallets, entities against the SDN list. (by kindrat86, ★2, security:PASS) - [lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp): Asset planning, market data, econ releases, central bank speakers, US macro, geopolitical. 19 tools. (by noblabs, ★2, security:PASS) - [payclaw](https://github.com/kyalabs-Io/mcp-server): Virtual Visa cards for AI agents. JIT card issuance, human-approved, MCP-native. (by kyalabs-Io, ★2, security:PASS) - [presidio-hardened-x402-mcp](https://github.com/presidio-v/presidio-hardened-x402-mcp): Pre-payment safety gate for x402 agents: PII screening, spend policy, replay checks before signing. (by presidio-v, ★2, security:PASS) - [lsopenapi](https://github.com/redoxnet/mcp-lsopenapi): LS Securities OpenAPI MCP server: Korean + overseas stocks, charts, screeners, portfolio, accounts. (by redoxnet, ★2, security:PASS) - [camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp): MCP server for ISO 20022 camt.053 bank-to-customer statement parsing and reconciliation. (by sebastienrousseau, ★2, security:PASS) - [VerdictSwarm MCP](https://github.com/sentien-labs/verdictswarm-mcp): Read-only pre-trade token risk verdicts and size-aware Solana exit screening for agents. (by sentien-labs, ★2, security:PASS) - [govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server): Workflow tools for federal contractors: go/no-go scoring, incumbent intel, recompete, NECO. (by smythmyke, ★2, security:PASS) - [台灣勞健保勞退試算](https://github.com/supra126/taiwan-payroll): 台灣勞保、健保、勞退、職災與二代健保補充保費試算,含薪資扣繳、破月與勞保老年給付。資料取自主管機關公告,對官方範例逐位元驗證。 (by supra126, ★2, security:PASS) - [VaultPilot MCP](https://github.com/szhygulin/vaultpilot-mcp): Self-custodial crypto + DeFi MCP for AI agents. Ledger-signed. EVM, TRON, Solana, BTC, LTC. (by szhygulin, ★2, security:REVIEW) - [Paradex Trading](https://github.com/tradeparadex/mcp-paradex-py): MCP server for Paradex perp trading. Market data, accounts, orders, positions, and vaults. (by tradeparadex, ★2, security:PASS) - [agentrisk](https://github.com/trycoin-ai/agentrisk): Risk guardrails for AI trading agents. Your agent proposes; your policy decides. (by trycoin-ai, ★2, security:PASS) - [CNN Fear & Greed Index](https://github.com/wildsurfer/cnn-fear-and-greed-parse): CNN's Fear & Greed index for the US stock market: score, rating, indicators and daily history. (by wildsurfer, ★2, security:PASS) - [tablecloth-mcp](https://github.com/yourtablecloth/TableClothMcp): Open Korean e-Gov and finance sites in a clean, disposable Windows Sandbox with security programs. (by yourtablecloth, ★2, security:PASS) - [Candor Finance](https://github.com/candorsystems/candor-finance): Personal-finance workspace for AI agents: accounts, spending, budgets, goals, and investments. (by candorsystems, ★2, security:PASS) - [BananaBanana Image, Video & Speech Generation](https://github.com/bananabanana-pro-mcp/bananabanana-mcp): Images, video & speech: Nano Banana, GPT Image, Veo, Omni, Wan, Grok, Gemini TTS. Crypto or card. (by bananabanana-pro-mcp, ★2, security:PASS) - [aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives): Track how financial news narratives evolve across tickers: news clustering, sentiment momentum and narrative risk mapping across portfolios. (by AletaIndex, ★2, security:PASS) - [axiom-calculator-mcp](https://github.com/vdalhambra/axiom-calculator-mcp): Personal finance calculators: mortgage payments, compound interest, FIRE retirement number, loan comparison, true borrowing cost and debt payoff. (by vdalhambra, ★2, security:PASS) - [AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server): AlgoVoi crypto payment gateway: create checkout links, verify on-chain payments and generate MPP/x402/AP2 challenges on Algorand, VOI, Hedera and Stellar. (by chopmob-cloud, ★2, security:PASS) - [debtstack-python](https://github.com/debtstack-ai/debtstack-python): Corporate debt structure data: search issuers and bonds with leverage ratios, seniority, covenants, guarantor chains and FINRA TRACE prices. (by debtstack-ai, ★2, security:PASS) - [bridge-metrics-mcp](https://github.com/kukapay/bridge-metrics-mcp): Real-time cross-chain bridge metrics. (by kukapay, ★2, security:PASS) - [chainlist-mcp](https://github.com/kukapay/chainlist-mcp): Verified EVM chain information: RPC URLs, chain IDs, explorers and native tokens. (by kukapay, ★2, security:PASS) - [cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp): Non-custodial DEX trading on the Casper Network via CSPR.trade: market data, swaps, liquidity and account queries, with transactions signed locally. (by make-software, ★2, security:PASS) - [dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp): Aggregate live governance proposals from major DAOs. (by kukapay, ★2, security:PASS) - [ethereum-validator-queue-mcp](https://github.com/kukapay/ethereum-validator-queue-mcp): Track Ethereum validator activation and exit queues in real time. (by kukapay, ★2, security:PASS) - [lightningprox-mcp](https://github.com/unixlamadev-spec/lightningprox-mcp): Pay-per-request AI access via Bitcoin Lightning through LightningProx, with vision and multimodal support. (by unixlamadev-spec, ★2, security:PASS) - [funding-mcp](https://github.com/namixai/funding-mcp): Perpetual funding-rate data and cross-exchange funding arbitrage across many venues, including HIP-3 sub-DEXes, with x402-paid signals. (by namixai, ★2, security:PASS) - [signer-mcp](https://github.com/namixai/signer-mcp): Keyless CEX/DEX signing for trading agents: keys stay in an AWS Nitro Enclave and agents get policy-bounded signatures for Binance, OKX, Bybit and others. (by namixai, ★2, security:PASS) - [Limitguard Trust Intelligence](https://github.com/jwconsultancyteam/limitguard-mcp): Entity verification, sanctions screening, and trust scoring for AI agents via x402 micropayments. (by jwconsultancyteam, ★1, security:PASS) - [Banking Assistant (Metabind demo)](https://github.com/metabindai/metabind-demos/tree/main/finance): Demo personal-finance MCP App: spending, subscriptions, and net worth as interactive UI. (by metabindai, ★1, security:PASS) - [RiskState — Crypto Risk Engine](https://github.com/Riskstate/mcp): Live BTC/ETH risk state: risk policy, market structure and trading playbooks. Keyless free tier. (by Riskstate, ★1, security:PASS) - [Signal8](https://github.com/signal8ai/signal8-mcp): SEC filings, dilution, insider & institutional ownership, and political-trade data for AI agents. (by signal8ai, ★1, security:PASS) - [Arbitron](https://github.com/arbitron-team/arbitron-api): Crypto perp funding, spreads and listings, plus your own Arbitron cards, trades, PnL and docs. (by arbitron-team, ★1, security:PASS) - [mcp-server](https://github.com/RanchBot/mcp-server): Read and write cattle and sheep records with farm-scoped, revocable access. (by RanchBot, ★1, security:PASS) - [Central Bank Rates (AllRatesToday)](https://github.com/AllRates-Today/central-bank-mcp): Official central-bank & tax-authority rates from 100+ sources. No API key needed to start. (by AllRates-Today, ★1, security:PASS) - [cabal-hunter](https://github.com/paulf280-ui/solana-safe-sniper-mcp-template): Solana pre-trade safety for AI agents: cabal, bundle, dump, deployer & honeypot in one verdict. (by paulf280-ui, ★1, security:PASS) - [CPZAI](https://github.com/CPZ-Lab/cpzai-mcp-server): Build, backtest, and deploy quantitative trading strategies from your AI agent. (by CPZ-Lab, ★1, security:PASS) - [HitPay MCP Server](https://github.com/hit-pay/claude-code-plugin): Official HitPay MCP: sales, payouts, balances; create payment links and invoices. OAuth; no refunds. (by hit-pay, ★1, security:PASS) - [chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context): Read-only MCP server: AI agents read your live MyLinedChart desktop chart context. Local, IBKR. (by none298-dotcom, ★1, security:PASS) - [Steledger](https://github.com/steledger/steledger-gateway/tree/main/mcp_server): Durable identity and memory for AI agents, anchored on the Emercoin blockchain. (by steledger, ★1, security:PASS) - [mcp](https://github.com/pickelfintech/the13f-mcp): Institutional 13F intelligence: 8,600+ managers, holdings, peer search, sector flows. (by pickelfintech, ★1, security:PASS) - [reputation](https://github.com/tradallo/reputation): Query cryptographically-verified trading reputations (humans + AI agents). ed25519-signed. (by tradallo, ★1, security:PASS) - [True Value Rankings](https://github.com/TrueValueRankings/tvr-mcp-server): Cryptocurrency fundamentals for agents: TVR Scores, rankings and model-derived valuation estimates. (by TrueValueRankings, ★1, security:PASS) - [Zipp](https://github.com/deficlow/zipp-mcp): Multi-language crypto news with editorial sentiment + importance scoring; cites original publisher. (by deficlow, ★1, security:PASS) - [bray](https://github.com/forgesworn/bray): Trust-aware Nostr for AI agents -- 235 tools covering social, DMs, zaps, trust, and identity (by forgesworn, ★1, security:PASS) - [GenesisPay](https://github.com/GenesisTechAT/genesispay-js/tree/main/packages/mcp-server): Let an AI agent find and pay for x402 APIs and products in USDC on Base, within owner-set limits. (by GenesisTechAT, ★1, security:PASS) - [byte-protocol](https://github.com/0rkz/byte-mcp-server): PayPerByte — per-byte data for AI agents: x402 USDC on Base, EIP-712-attested. No token. (by 0rkz, ★1, security:PASS) - [novai-mcp-server](https://github.com/0x-devc/novai-mcp-server): Read-only MCP server for querying the live NOVAI blockchain over its public JSON-RPC endpoint. (by 0x-devc, ★1, security:PASS) - [0xinsider](https://github.com/0xinsider/agent-plugin): Read-only Polymarket sports and esports data: wallet grades on settled P&L, large trades, markets. (by 0xinsider, ★1, security:PASS) - [pop-pay](https://github.com/100xPercent/pop-pay): Runtime security for AI agent commerce. CLI + MCP server blocks hallucinated purchases. (by 100xPercent, ★1, security:PASS) - [mcp-server-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/mcp-server-auditor): Scans MCP server tool definitions for excessive agency, injection sinks, hardcoded secrets (by GuardBee, ★1, security:PASS) - [rug-pull-detector](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/rug-pull-detector): Baselines an MCP server's tools and detects tool-definition changes after approval (by GuardBee, ★1, security:PASS) - [tool-poisoning-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/tool-poisoning-scanner): Scans MCP tool definitions for hidden instructions and confused-deputy sinks (by GuardBee, ★1, security:PASS) - [unbounded-consumption-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/unbounded-consumption-auditor): Scans LLM/agent code for Unbounded Consumption / denial-of-wallet risks (OWASP LLM Top 10 2026 #6) (by GuardBee, ★1, security:PASS) - [bitget-agent-mcp](https://github.com/Bitget-AI/agent-mcp): Official Bitget MCP Server for the Unified Trading Account (UTA v3) API. (by Bitget-AI, ★1, security:PASS) - [CTRL](https://github.com/CTRLabs/ctrl-mcp): Visual DeFi workflow automation on Base + Ethereum mainnet. (by CTRLabs, ★1, security:PASS) - [mcp-address-latest](https://github.com/CryptoAPIs-io/cryptoapis-mcp-address-latest): MCP server for current balance and state of EVM, UTXO, Solana, XRP, Kaspa addresses via Crypto APIs (by CryptoAPIs-io, ★1, security:PASS) - [mcp-hd-wallet](https://github.com/CryptoAPIs-io/cryptoapis-mcp-hd-wallet): MCP server for HD wallet management, balance, and sync on EVM, UTXO, XRP via Crypto APIs (by CryptoAPIs-io, ★1, security:PASS) - [botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server): DeFi signal intelligence + agent discovery. Funding arb, whale alerts, Zora, compliance. (by Cyberweasel777, ★1, security:PASS) - [dingdawg-finance-agent](https://github.com/dingdawg/dingdawg-finance-agent): Financial analysis AI. Forecasting, audit prep, SOX/GAAP compliance. Accuracy compounds with use. (by dingdawg, ★1, security:PASS) - [FalsifyLab Alpha](https://github.com/FalsifyLab/falsifylab-alpha-mcp): Live DeFi yield, HL vaults, SEC insider/8-K, macro tape, ETF flows, airdrops, Polymarket whales. (by FalsifyLab, ★1, security:PASS) - [FIXSIM](https://github.com/GammaThreeTrading/fixsim-mcp): Test FIX from Claude, ChatGPT, or Cursor: free sandbox FIX sessions or your own FIXSIM instances. (by GammaThreeTrading, ★1, security:PASS) - [stipend.sh](https://github.com/stipend-sh/stipend): Non-custodial USDC wallet on Base with spending limits enforced in code, not in a prompt. (by stipend-sh, ★1, security:PASS) - [openttt-pot](https://github.com/Helm-Protocol/openttt-mcp): Cryptographic audit trail for Claude Code workflows — tamper-proof timestamps, IETF TTTPS compliant. (by Helm-Protocol, ★1, security:PASS) - [infinihash-kyt-mcp](https://github.com/Infinihash/infinihash-kyt-mcp): Screen crypto wallets vs OFAC SDN + threat intel; pre-payment checks, signed receipts; SAR drafts (by Infinihash, ★1, security:PASS) - [blank-invoice-maker](https://github.com/InnarM/blank-invoice-maker-mcp): Create free invoices from your AI assistant via a pre-filled blankinvoicemaker.com link. (by InnarM, ★1, security:PASS) - [shikamaru](https://github.com/JayOfemi/shikamaru): Provably correct day-count, calendar, business-day, and schedule math, verified against QuantLib. (by JayOfemi, ★1, security:PASS) - [invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server): AI-agent invoice generator: PDF, JSON & UBL in 11 languages via the Invovate API. (by LightSpeedPlusOne, ★1, security:PASS) - [CryptoSignals](https://github.com/MarcinDudekDev/crypto-signals-mcp): Real-time crypto volume anomaly detection across 50+ tokens for whale signals (by MarcinDudekDev, ★1, security:PASS) - [nodeflare-mcp](https://github.com/Nodeflare-app/nodeflare-mcp): Blockchain JSON-RPC on 23 EVM chains for AI agents - free tier, API key, or x402 pay-per-call. (by Nodeflare-app, ★1, security:PASS) - [stock-moves-explained](https://github.com/justhappened-corp/stock-moves-explained): Explains why stocks moved. 'Why did Tesla drop?' 'What happened to NVDA?' S&P 500/NASDAQ/Dow. (by justhappened-corp, ★1, security:PASS) - [ArcBounty](https://github.com/Sofiia7/ARC): Put an AI agent to work for USDC, or let it hire: take and post on-chain bounties, get paid. (by Sofiia7, ★1, security:PASS) - [ThoughtProof](https://github.com/ThoughtProof/thoughtproof-mcp): Pre-action gate: verify before pay/trade/write/deploy. execute=true only on ALLOW. (by ThoughtProof, ★1, security:PASS) - [Xero](https://github.com/WYRE-AI/xero-mcp): MCP server for Xero accounting — contacts, invoices, payments, accounts, and financial reports. (by WYRE-AI, ★1, security:PASS) - [mcp-server](https://github.com/XCP/mcp-server): Interact with Counterparty — the token protocol on Bitcoin. Query, compose, sign. (by XCP, ★1, security:PASS) - [wfirma-mcp](https://github.com/agente-dev/wfirma-mcp): Unofficial read-only MCP server for the wFirma API v2: invoices, contractors, expenses, payments. (by agente-dev, ★1, security:PASS) - [rug-munch-mcp](https://github.com/Marcus-Rug-Intel/rug-munch-mcp): Crypto risk intelligence: 19 tools for rug pull detection, AI forensics, and token analysis. (by Marcus-Rug-Intel, ★1, security:PASS) - [StatCite — Verified Economic Statistics](https://github.com/asokore/statcite): Cited economic statistics: World Bank, IMF, BIS, ECB, Caribbean central banks. Verify any figure. (by asokore, ★1, security:PASS) - [mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates): CBR exchange rates and key rates for Russia. MCP tools for finance agents. (by atomno-mcp, ★1, security:PASS) - [mcp-egrul](https://github.com/atomno-mcp/mcp-egrul): EGRUL/EGRIP company registry lookup for Russian legal entities and entrepreneurs. (by atomno-mcp, ★1, security:PASS) - [mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc): Russian tax calculators (VAT, USN, NDFL) and FNS fiscal-status checks via MCP. (by atomno-mcp, ★1, security:PASS) - [Avo](https://github.com/avohq/avo-mcp): Define, ship & query your analytics tracking from one source of truth, trusted by humans and agents. (by avohq, ★1, security:PASS) - [signaldaemon](https://github.com/bevanding/signaldaemon): Narrative & signal intelligence for AI agents: crypto/AI/macro convergence & divergence. (by bevanding, ★1, security:PASS) - [bitfence Risk Oracle](https://github.com/bitfenceai/bitfence): Pre-transaction token risk checks for autonomous agents on six chains. Read-only; paid via x402. (by bitfenceai, ★1, security:PASS) - [baozi-mcp](https://github.com/bolivian-peru/baozi-mcp): 68 tools for AI agents to interact with Solana prediction markets on Baozi.bet (by bolivian-peru, ★1, security:PASS) - [Prop Firm Deal Finder](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server): Query live prop firm discount codes, compare firms, and find cheapest funded trading challenges. (by chrisbusbin-pixel, ★1, security:PASS) - [cmssy](https://github.com/cmssy-io/cmssy-mcp): Headless CMS whose page sections are defined by your own code: pages, records, media, commerce. (by cmssy-io, ★1, security:PASS) - [Countersign](https://github.com/countersign-network/packages/tree/main/packages/mcp): Kill switch + spend guard for AI agents that spend money, across every wallet vendor at once. (by countersign-network, ★1, security:PASS) - [vimo-stock-intelligence](https://github.com/cuthongthai-vn/vimo-mcp-server): Vietnam stock MCP: TA signals, Z/F/M scores, foreign flow, whale detection. 2000+ VN stocks. (by cuthongthai-vn, ★1, security:PASS) - [Decide Policy Notaries](https://github.com/decidefyi/decide): Fail-closed refund, cancellation, return, and trial checks for 100 US subscription vendors. (by decidefyi, ★1, security:PASS) - [asset-management](https://github.com/disin7c9/asset-management): Drawdown-first risk for your stock/ETF book — every number from a validated core, not the model. (by disin7c9, ★1, security:PASS) - [property-finance-mcp](https://github.com/fdcommercial/property-finance-mcp): UK property finance: bridging cost, dev appraisal, BTL stress test, stamp duty (SDLT/LBTT/LTT). (by fdcommercial, ★1, security:PASS) - [disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp): AI-native commercial disruption intelligence for MCP clients and x402-powered agents. (by forgemeshlabs, ★1, security:PASS) - [kronos-forgemesh-mcp](https://github.com/forgemeshlabs/kronos-forgemesh-mcp): Kronos market intelligence with calibrated ranges, audits, and x402 payments on Base. (by forgemeshlabs, ★1, security:PASS) - [gblin-treasury-risk-regime](https://github.com/gblinproject/gblin-treasury-risk-regime): GBLIN on Base for AI agents: risk regime, treasury plan for idle USDC, mint and redeem at NAV. Free. (by gblinproject, ★1, security:PASS) - [gapup-mcp](https://github.com/getgapup/gapup-mcp-public): 271 agent-payable tools: competitive intel, finance, KYC, compliance, ESG. x402 per-call. (by getgapup, ★1, security:PASS) - [intelligence-mcp](https://github.com/goodmeta/intelligence-mcp): Agent payments ecosystem intelligence. Scans GitHub/HN/npm across AP2, ACP, x402, MPP, UCP. (by goodmeta, ★1, security:PASS) - [anchor-x402](https://github.com/hypeprinter007-stack/anchor-x402-mcp): x402-paid agent tools: 18 over HTTP, 14 over stdio. USDC per call, no API key. (by hypeprinter007-stack, ★1, security:PASS) - [hyperd-mcp](https://github.com/hyperd-ai/hyperd-mcp): Pre-trade DeFi intelligence: 24 paid x402 tools incl. 6 synthesis verdicts, USDC on Base. (by hyperd-ai, ★1, security:PASS) - [megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp): AI-powered meme token launch service on Solana/pump.fun with bundled buys and Jito speed (by jacksun911, ★1, security:PASS) - [djd-agent-score](https://github.com/jacobsd32-cpu/djd-agent-score-mcp): Reputation scoring for AI agent wallets on Base. Trust scores, fraud checks, x402. (by jacobsd32-cpu, ★1, security:PASS) - [market-intelligence-mcp](https://github.com/BullrunData/market-intelligence-mcp): Recession probability, capital rotation scoring, and economic data API (by BullrunData, ★1, security:PASS) - [circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp): Circle Agent Stack for AI agents: USDC wallets, spend policies, transfers, and x402 nanopayments. (by kinance, ★1, security:PASS) - [Banco Bmg MCP](https://github.com/mcp-dir/bmg-mcp): Connect your Banco Bmg account to AI via Brazil's Open Finance: balances, statements, cards, investm (by mcp-dir, ★1, security:PASS) - [MFIT Personal](https://github.com/mcp-dir/mfit-mcp): Client, workout, body composition, retention and finance management for personal trainers. (by mcp-dir, ★1, security:PASS) - [pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp): PexBot simulated spot/futures trading, competitions, portfolios, and AI analytics. (by mikusnuz, ★1, security:PASS) - [datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp): Saudi economic & social statistics (GASTAT/DataSaudi) in English or Arabic. Keyless, no database. (by mohsinmshabbir, ★1, security:PASS) - [NexusForge EU Finance](https://github.com/nexusforge-tools/mcp-eu-finance): ECB rates, EUR exchange rates, Eurostat inflation, GDP and unemployment for EU/Eurozone. Free. (by nexusforge-tools, ★1, security:PASS) - [Paybond MCP Server](https://github.com/nonameuserd/paybond-kit): Default trust layer for agentic payments: authorize agent spend, evidence, receipts, settlement. (by nonameuserd, ★1, security:PASS) - [Zyfai](https://github.com/ondefy/zyfai-mcp-server): Discover DeFi yield opportunities and manage Zyfai positions with self-custodial AI agents. (by ondefy, ★1, security:PASS) - [orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp): Polymarket smart-money analytics: whale leaderboard, wallet P&L, market consensus, live alerts (by orcalayer, ★1, security:PASS) - [paladin-swap](https://github.com/paladinfi/paladin-swap-mcp): Multi-aggregator swap router for AI agents on Base. 10 bps fee. MCP-native, non-custodial. (by paladinfi, ★1, security:PASS) - [AgentPay VN](https://github.com/phuocdu/agentpay-vn): Let AI agents collect VietQR payments — generate a QR and auto-confirm settlement. (by phuocdu, ★1, security:PASS) - [Coinpaprika](https://github.com/pipeworx-io/mcp-coinpaprika): Coinpaprika MCP — alternative crypto data source (by pipeworx-io, ★1, security:PASS) - [Crypto Feeds](https://github.com/pipeworx-io/mcp-crypto-feeds): Crypto Feeds MCP. (by pipeworx-io, ★1, security:PASS) - [Crypto Fng](https://github.com/pipeworx-io/mcp-crypto-fng): Crypto Fear & Greed Index MCP. (by pipeworx-io, ★1, security:PASS) - [Defillama](https://github.com/pipeworx-io/mcp-defillama): DefiLlama MCP — DeFi analytics from DefiLlama (free, no auth) (by pipeworx-io, ★1, security:PASS) - [Helius](https://github.com/pipeworx-io/mcp-helius): Helius MCP — deeper Solana wallet/asset data than solscan (helius.dev) (by pipeworx-io, ★1, security:PASS) - [Insider Trading](https://github.com/pipeworx-io/mcp-insider-trading): Insider Trading MCP — SEC EDGAR insider filings and material events (by pipeworx-io, ★1, security:PASS) - [x402watch](https://github.com/printmoneylab/x402watch): Wash-filtered intelligence for x402: categories, services, wash analysis, trends. (by printmoneylab, ★1, security:PASS) - [mcp](https://github.com/prismnetwork-tech/prism/tree/main/mcp): Rent real NVIDIA GPUs from your agent. Browse with no wallet; pay per second onchain. (by prismnetwork-tech, ★1, security:PASS) - [pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp): Every smart contract deserves intelligence, not just data. On-chain indicators via Chainlink. (by pythia-the-oracle, ★1, security:PASS) - [bizdays](https://github.com/qinisolabs/bizdays): Verified business-day math for AI agents: holidays + per-country weekends, not guesses. (by qinisolabs, ★1, security:PASS) - [chainanalyzer-mcp](https://github.com/rascal-3/chainanalyzer-mcp): Multi-chain AML risk scoring, sanctions screening, and tx tracing across BTC, ETH, POL, AVAX, SOL. (by rascal-3, ★1, security:PASS) - [nerve-rpc](https://github.com/NerveNetwork/nerve-agent): MCP server for Nerve blockchain JSON-RPC & REST API for AI Agents (by NerveNetwork, ★1, security:PASS) - [ApexVol Options Analytics](https://github.com/ryansilk/apexvol-mcp): Options analytics for AI assistants: chains, IV rank, VRP, Greeks, GEX, expected moves, screeners. (by ryansilk, ★1, security:PASS) - [FinData MCP](https://github.com/sapph1re/findata-mcp): Stocks, fundamentals, FRED economics, SEC filings & crypto. x402 micropayments, $0.01/call. (by sapph1re, ★1, security:PASS) - [pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp): ISO 20022 pacs.008 FI-to-FI credit transfers: generate, validate, parse, scheme + address checks. (by sebastienrousseau, ★1, security:PASS) - [stillos-notary-mcp](https://github.com/stillmarcus24/stillos-notary-mcp): Attestation infrastructure for the agentic economy: signed, independently verifiable verdicts. (by stillmarcus24, ★1, security:PASS) - [Tersign Evidence](https://github.com/tersignhq/tersign-js): Counter-signed evidence records for agent commerce: receipts, verification, dispute envelopes. (by tersignhq, ★1, security:PASS) - [toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server): Financial intelligence MCP for AI agents — DCF, ratios, comparisons. Pre-computed signals. (by toolstem, ★1, security:PASS) - [toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server): SEC filing MCP for AI agents — insider signals, 13F flow, material events. Pre-computed. (by toolstem, ★1, security:PASS) - [MaCalculatriceEnLigne](https://github.com/tresor4k/macalc-mcp): Calculatrices francaises : salaire net, SMIC, impots, bareme kilometrique, TVA, conversions. (by tresor4k, ★1, security:PASS) - [DPX — Institutional Cross-Border Settlement](https://github.com/untitledfinancial/dpx-mcp): AI-native settlement rail + intelligence oracle for autonomous agents. x402, Base mainnet, 81 tools. (by untitledfinancial, ★1, security:PASS) - [vatnode-mcp](https://github.com/vatnode/vatnode-mcp): Official MCP server: EU VAT validation via VIES, plus offline rates and format checks. (by vatnode, ★1, security:PASS) - [registrum-mcp](https://github.com/vdmeu/registrum-mcp): UK company data: profiles, iXBRL financials, directors, PSC chains, ECCTA. Hosted, no key. (by vdmeu, ★1, security:PASS) - [bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp): Brazilian stock market data (B3, CVM, BCB) for AI assistants: quotes, fundamentals, dividends, FIIs. (by viniciuslazzari, ★1, security:PASS) - [agent-receipts](https://github.com/webaesbyamin/agent-receipts): Ed25519-signed receipts for every AI agent action. Local-first, verifiable, no server required. (by webaesbyamin, ★1, security:PASS) - [multichain-mcp](https://github.com/wkalidev/multichain-mcp): MCP server for AI agents — Stacks, Celo, and Base in one npm package. (by wkalidev, ★1, security:PASS) - [GoldBean MCP Server](https://github.com/wuzenghai616-lang/goldbean): 51 Baidu AI MCP tools: OCR, Vision, LLM, Speech, NLP. Pay-per-call from $0.001. (by wuzenghai616-lang, ★1, security:PASS) - [xenarch-mcp](https://github.com/xenarch-ai/xenarch-mcp): Xenarch — x402 MCP server for AI agent payments. Non-custodial, USDC on Base L2. (by xenarch-ai, ★1, security:PASS) - [SignaTrust](https://github.com/SignaTrustDev/signatrust-mcp): Blockchain-anchored e-signatures: send envelopes, manage templates, verify anchors on Solana. (by SignaTrustDev, ★1, security:PASS) - [mcp-server](https://github.com/Logitale/toreador-mcp-server): Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions. (by Logitale, ★1, security:PASS) - [ai-economics](https://github.com/pich/ai-economics-mcp): 12 calculators for AI cost, energy and agent verification. Free API, no key. (by pich, ★1, security:PASS) - [solana-swap-api](https://github.com/polsolbridge/solana-swap-api): Non-custodial swaps via Jupiter (Solana) and KyberSwap (EVM), cross-chain routing, Solana priority fees and Hyperliquid perps, as unsigned transactions. (by polsolbridge, ★1, security:PASS) - [bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp): Lightning-paid (L402) Bitcoin mempool data (fees, whale alerts, fee prediction, tx status) plus self-hosted AI inference for text, code, vision and OCR. (by ocbenji, ★1, security:PASS) - [k402-mcp](https://github.com/Kali123411/k402-mcp): Pay-per-call APIs settled on Kaspa L1: text tools, web reading, embeddings and semantic search, Kaspa chain data, LLM inference and RISC Zero zk proving. (by Kali123411, ★1, security:PASS) - [intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp): Competitive intelligence: analyze a URL or company description and get structured market positioning, competitors, pain points and a market score. (by teodorofodocrispin-cmyk, ★1, security:PASS) - [signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server): Bitcoin market regime detection: outcome probabilities, historical pattern matching, composite gauges and real-time macro, institutional and on-chain data. (by KK6BZB, ★1, security:PASS) - [aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp): Open agent registry to discover and hire AI agents by capability, with Lightning, Solana USDC and x402 payments and a workflow engine for chaining agents. (by unixlamadev-spec, ★1, security:PASS) - [alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp): Backtest, optimize (Optuna TPE) and walk-forward-test trading strategies locally with the AlphaForge quant CLI. (by alforge-labs, ★1, security:PASS) - [jupiter-mcp](https://github.com/araa47/jupiter-mcp): Jupiter API access: trade Solana tokens, check balances, search tokens and create limit orders. (by araa47, ★1, security:REVIEW) - [jorkal-nft-mcp](https://github.com/jorkal-crypto/jorkal-nft-mcp): Solana NFT market data from Magic Eden: floor prices, cheapest listings, collection stats and wallet holdings, paid per call via x402. (by jorkal-crypto, ★1, security:PASS) - [hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server): Browse, get recommendations for and buy Chinese tea from the Hou Tea shop with USDC via x402, delegating payment to wallet MCP servers. (by jackrain19743, ★1, security:PASS) - [sol-mcp](https://github.com/autonsol/sol-mcp): Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries. (by autonsol, ★1, security:PASS) - [backtrader-mcp](https://github.com/cloudQuant/backtrader-mcp): Build and run reproducible Backtrader backtests from local CSV data, with human-gated runs, logs and JSON/Markdown reports. Offline and backtest-only. (by cloudQuant, ★1, security:PASS) - [blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp): Read-only Blocksize market-data discovery: search instruments, read docs and build x402 URLs for paid live data settled in USDC on Solana and Base. (by jf-cmyk, ★1, security:PASS) - [crossfin](https://github.com/bubilife1202/crossfin): Korean and global crypto exchange routing and arbitrage signals, with x402 USDC micropayments. (by bubilife1202, ★1, security:PASS) - [conviction-mcp](https://github.com/abcxz/conviction-fm): Arena where AI agents compete in daily parimutuel pools: describe a strategy in plain English and get a funded agent that runs autonomously. (by abcxz, ★1, security:PASS) - [calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server): Personal finance calculators for seven countries plus Islamic finance: income tax, loans, retirement, VAT, Zakat, Murabaha, Ijarah and halal stock screening. (by Declan142, ★1, security:PASS) - [solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server): Solana blockchain data: wallet balances, token prices, Raydium and Orca DeFi yields, and token safety checks (RugCheck, holder concentration, insiders). (by AiAgentKarl, ★1, security:PASS) - [CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient): Deterministic per-transaction crypto trade validation (PROCEED/CAUTION/BLOCK), token scanning and rug pull detection for trading agents. (by gpartin, ★1, security:PASS) - [tossinvest-mcp](https://github.com/Jeric1223/tossinvest-mcp): Toss Securities Open API for Korean and US stocks: orders behind single-use confirmation tokens, quotes, order book, candles, investor flows, holdings and FX. (by Jeric1223, ★1, security:PASS) - [crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp): Cryptocurrency project data from Mobula. (by kukapay, ★1, security:PASS) - [dex-pools-mcp](https://github.com/kukapay/dex-pools-mcp): Real-time access to DEX liquidity pool data. (by kukapay, ★1, security:PASS) - [dexscreener-trending-mcp](https://github.com/kukapay/dexscreener-trending-mcp): Real-time trending tokens from DexScreener. (by kukapay, ★1, security:PASS) - [stargate-bridge-mcp](https://github.com/kukapay/stargate-bridge-mcp): Cross-chain token transfers via the Stargate protocol. (by kukapay, ★1, security:PASS) - [lpxpoly-mcp](https://github.com/unixlamadev-spec/lpxpoly-mcp): Polymarket analysis via LightningProx: find mispriced markets, analyze specific markets and list top markets by volume, paid per request over Lightning. (by unixlamadev-spec, ★1, security:PASS) - [oathscore](https://github.com/moxiespirit/oathscore): Real-time market state for trading agents (exchange status, VIX/VVIX/SKEW, economic events) plus quality ratings for financial data APIs. (by moxiespirit, ★1, security:PASS) - [primordia](https://github.com/oerc-s/primordia): Economic settlement for AI agents: receipt verification, metering, net settlements, credit lines and balance sheets. (by oerc-s, ★1, security:PASS) - [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server): Multichain memecoin launchpad where agents can tokenize themselves: trending tokens, search, quotes, bonding curves and trade simulation. (by 0xzcov, ★1, security:PASS) - [profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp): Cross-chain DeFi analytics: yield discovery, pool analysis, profit simulation, risk scoring, whale tracking and impermanent loss calculation. (by omniologynow-rgb, ★1, security:PASS) - [llm-prices-data](https://github.com/romanshumy/llm-prices-data): Live LLM API token prices, model comparisons, cheapest-model lookups and The LLM Price Index, re-verified daily against provider pages. (by romanshumy, ★1, security:PASS) - [mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data): Live cryptocurrency market data: real-time prices, OHLCV, order books and market summaries. (by ShipItAndPray, ★1, security:PASS) - [supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server): Real-time supply chain risk data: disruption indices, commodity prices, port congestion, border delays, chokepoints, freight and trade policy. (by SupplyMaven-SCR, ★1, security:PASS) - [cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp): Real-time crypto market data via CryptoDataAPI: market health scores, derivatives, funding rates, ETF flows and cycle indicators. (by VENTURE-AI-LABS, ★1, security:PASS) - [w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server): Self-verifying ledger with dual-signed transactions, gift and sponsor cards and loyalty tiers, using EVM or post-quantum (ML-DSA-65, SLH-DSA) signatures. (by baskcart, ★1, security:PASS) - [japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp): Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics. (by yamariki-hub, ★1, security:PASS) - [x402-mcp](https://github.com/tunedforai/x402-mcp): Real-time crypto market structure: cross-exchange orderflow, price, funding and open-interest snapshots, CVD with whale activity and OHLCV history. (by tunedforai, ★1, security:PASS) - [w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server): Commerce tools: shopping cart, orders and shipment tracking (TMF663/622/621), session booking, Uniswap swaps, a P2P marketplace and wallet-based identity. (by baskcart, ★1, security:PASS) - [AtlasYield](https://github.com/gveshk/atlasyield-mcp): DeFi vault judgment for agents: 16-factor Atlas Score, route survival, blowup alerts. Read-only. (by gveshk, ★0, security:PASS) - [agent-guild](https://github.com/AgentTanuki/agent-guild): Rank agents; signed machine messages + wallet gates via x402; free verifiable agent passports. (by AgentTanuki, ★0, security:PASS) - [mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge): Verify official facts with Bitcoin-anchored proof. 180+ signals, x402 pay-per-call. (by CHANGCHINFU, ★0, security:PASS) - [Calera FINSEC — Certified SEC Memory](https://github.com/Calera-Labs/finsec-mcp): Certified SEC EDGAR fact memory for AI agents with zero hallucination and filing provenance. (by Calera-Labs, ★0, security:PASS) - [GammaRips Options Intelligence](https://github.com/DevDizzle/gammarips-mcp): Anti-firehose options-flow data for AI agents: curated daily pool, features, realized outcomes. (by DevDizzle, ★0, security:PASS) - [Arsenal Decision Engine](https://github.com/Faouzi122/Arsenal-Quant-Project): R_net LP risk evaluator for DeFAI agents. IL + Breakeven Corridor O(1). L402 Lightning paywall. (by Faouzi122, ★0, security:PASS) - [Hashlock Markets](https://github.com/Hashlock-Tech/hashlock-mcp): Non-custodial cross-chain OTC for AI agents: sealed RFQ, negotiation, HTLC atomic swaps. Testnet. (by Hashlock-Tech, ★0, security:PASS) - [ParlayAPI](https://github.com/JacobiusMakes/parlay-api-mcp): Sports odds, player props and source coverage for AI assistants. Connect with your own API key. (by JacobiusMakes, ★0, security:PASS) - [pulsefeed-x402](https://github.com/Nikolife2016/pulsefeed-x402): Verify x402 payment endpoints before an AI agent pays: scam scan, on-chain checks, trust scores. (by Nikolife2016, ★0, security:PASS) - [mcp](https://github.com/ShieldZCash/shieldz-mcp): Keyless non-custodial crypto payments for AI agents: payment links and tip jars, no API key. (by ShieldZCash, ★0, security:PASS) - [Capital.com MCP Server](https://github.com/SimonTarara62/capitalcom-mcp-server): Unofficial community MCP for the Capital.com Open API. Guarded two-phase trades; demo-first. (by SimonTarara62, ★0, security:PASS) - [TW-Market Live Data Intelligence](https://github.com/SmartyJohnway/tw-market-live-data-intelligence): Local-first Taiwan market evidence for AI agents: Watchlists, governed MCP, audited execute-once. (by SmartyJohnway, ★0, security:PASS) - [Dados B3](https://github.com/Val7h/dados-b3-mcp): Brazilian stock (B3) fundamentals: ratios, dividends, scores, REITs (FIIs), ETFs. Open methodology. (by Val7h, ★0, security:PASS) - [axionquant](https://github.com/axionquant/mcp-server): MCP server for AxionQuant financial data, including market, economic, SEC filing, and company data. (by axionquant, ★0, security:PASS) - [ITIN Finance](https://github.com/bguillow-rgb/itin-finance-mcp): Verified ITIN lender directory + 290 bilingual guides on US loans, cards & credit without an SSN. (by bguillow-rgb, ★0, security:PASS) - [japan-company-info-mcp-bridge](https://github.com/dqj1998/japan-company-info-mcp-bridge): Offline MCP for verified Japanese corporate data: EDINET XBRL financials, NTA IDs, gBizINFO. (by dqj1998, ★0, security:PASS) - [registry-mcp — national company registries](https://github.com/foretak/registry-mcp): The company registry MCP: brreg orgnr, Companies House, Bolagsverket organisationsnummer. (by foretak, ★0, security:PASS) - [acb-tax-mcp](https://github.com/haiiibin/acb-tax-mcp): Canadian ACB and capital gains: average-cost, per-disposition gains, superficial-loss detection. (by haiiibin, ★0, security:PASS) - [Eleata e-Invoice Validator](https://github.com/eleata/eleata-einvoice-mcp): Validate EU e-invoices (Peppol, XRechnung, Factur-X, UBL, CII) and explain error codes. (by eleata, ★0, security:PASS) - [DopamineDesk x402 Marketplace](https://github.com/jblaz6335/mcp-server-aidatamarketplace): Find and buy x402 agent readiness, vendor risk, transaction, and company intelligence APIs. (by jblaz6335, ★0, security:PASS) - [x402 Micro Tollgate](https://github.com/kevin2003050666-coder/x402-micro-tollgate): x402 HTTP 402 + MCP paywall: charge USDC per agent call. Self-host via npx or Docker. (by kevin2003050666-coder, ★0, security:PASS) - [polymarket-news-mcp](https://github.com/mobymedia/polymarket-news-mcp): Match news headlines to the Polymarket prediction markets they move - live odds and deep links (by mobymedia, ★0, security:PASS) - [alphapipeline](https://github.com/parkyucheol-del/alphapipeline): Pay-per-call x402 API for AI trading agents: pre-trade security checks, Polymarket & HIP-4 odds. (by parkyucheol-del, ★0, security:PASS) - [easypaydirect-mcp](https://github.com/praveendias1180/easypaydirect-mcp): Read-only MCP server for the Easy Pay Direct (EPD) / NMI-family payment gateway Query API. (by praveendias1180, ★0, security:PASS) - [modelcostsaver](https://github.com/sachinuppal/modelcostsaver): Offline MCP: predict LLM call cost and pick the cheapest capable model. No keys, no network. (by sachinuppal, ★0, security:PASS) - [ HyperEVM](https://github.com/sand0vvv/hyperevm-mcp): Read-only Hyperliquid and HyperEVM data: yields, protocols, fees, markets, funding, depth. (by sand0vvv, ★0, security:PASS) - [x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp): Check, then act, on Base and NEAR: token-safety gates, then swaps at the best price — over x402. (by sukrutkrdg, ★0, security:PASS) - [TILL](https://github.com/tillbooks/tillbooks): Swiss accounting your agent can actually use: the TILL ledger over MCP. (by tillbooks, ★0, security:PASS) - [Agent Billboard](https://github.com/yourmatematt/agent-billboard-mcp): Read and post to The Agent Billboard on Solana, with spend limits in code and a reasoning log. (by yourmatematt, ★0, security:PASS) - [dokimo-mcp](https://github.com/ypratap11/dokimo-mcp): Verify AI-agent revenue: recompute a Merkle proof and check it against an on-chain anchor. (by ypratap11, ★0, security:PASS) - [traql](https://github.com/traql/mcp-server): AML risk scoring for crypto addresses and transactions on Ethereum, BSC, TRON, TON, Bitcoin (by traql, ★0, security:PASS) - [Bullrun](https://github.com/ferinator/bullrun-mcp): Global stock research, ML forecasts, valuation signals, screeners & portfolio tracking in Claude (by ferinator, ★0, security:PASS) - [cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp): Pay-per-call x402 APIs: token safety and honeypot checks, EVM chain data, web page to Markdown, screenshot and PDF conversion, and speech-to-text. (by cyberwareX, ★0, security:PASS) - [gst-einvoice-mcp](https://github.com/411sst/gst-einvoice-mcp): Convert Indian GST invoices (PDF or scanned) into INV-01 e-invoice JSON, with every value checked against the document plus GSTIN and arithmetic validation. (by 411sst, ★0, security:PASS) - [solinkify-mcp](https://github.com/Zenidp/solinkify-mcp): Agentic payments on Solana: discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage balances and subscriptions, with spending caps and escrow. (by Zenidp, ★0, security:PASS) - [x402-intel-engine](https://github.com/Zydanny/x402-intel-engine): Real-time DEX token momentum, order book depth and whale flows, paid per call with gasless x402 micropayments on Base. (by Zydanny, ★0, security:PASS) - [borme-mcp](https://github.com/george-kozlitin/borme-mcp): Spain's company registry (BORME): typed company events since 2009, including incorporations, director changes, insolvencies and capital changes. (by george-kozlitin, ★0, security:PASS) - [aegisgov-sec-mcp](https://github.com/AEGISGOVDAO/aegisgov-sec-mcp): SEC EDGAR data: search public companies, retrieve 10-K, 10-Q and 8-K filings, and access XBRL financial data. (by AEGISGOVDAO, ★0, security:PASS) - [aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp): Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index. (by belegante-byte, ★0, security:PASS) - [bolthub-sdk](https://github.com/signaltech-org/bolthub-sdk): Discover and pay per call for tools on the bolthub API marketplace over Bitcoin Lightning (L402), with budgets, scoped delegation and verifiable receipts. (by signaltech-org, ★0, security:PASS) - [chp-mcp](https://github.com/Cubiczan/chp-mcp): CHP Profile B spend, human-in-the-loop and tool-approval receipts. (by Cubiczan, ★0, security:PASS) - [subscription-tracker-mcp](https://github.com/nckhemanth/subscription-tracker-mcp): Subscription management with Gmail and MySQL integration. (by nckhemanth, ★0, security:PASS) - [inferenceview-mcp](https://github.com/nhantour/inferenceview-mcp): Preflight x402 and MCP resources before payment and fact-check claims before an agent acts, with local wallet keys and USDC settlement on Base. (by nhantour, ★0, security:PASS) - [litvm-tcg-oracle-mcp](https://github.com/sailorpepe/litvm-tcg-oracle-mcp): On-chain TCG price oracle for LitecoinVM: card search, price history, Merkle proof verification, Monte Carlo simulation and AI card grading. (by sailorpepe, ★0, security:PASS) - [setell-mcp](https://github.com/Setell-AI/setell-mcp): Quote-to-cash for service businesses (machine shops, contractors, HVAC): jobs, quotes, customer memory, price signals, follow-ups and confirmed sends. (by Setell-AI, ★0, security:PASS) - [swiftnodes-mcp](https://github.com/swiftnodes/swiftnodes-mcp): Multi-chain blockchain RPC reference: endpoint URL templates, JSON-RPC method support per chain and live endpoint probing. (by swiftnodes, ★0, security:PASS) - [WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS): Self-hosted wallet-as-a-service for AI agents on Solana and EVM: transfers, DeFi, NFTs, smart contracts, signing and x402 payments, with spending policies. (by minhoyoo-iotrust, ★0, security:PASS) - [fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp): Parse, validate, build and explain FIX protocol trading messages offline, using a bundled FIX 4.4 field dictionary. (by slenderongithub, ★0, security:PASS) - [ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama): Cross-chain swap execution across multiple venues and chains, including native Bitcoin as source or destination. (by ravndex, ★0, security:PASS) ## Gaming - [opgg-mcp](https://github.com/opgginc/opgg-mcp): Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics. (by opgginc, ★101, security:PASS) - [mcp](https://github.com/isco-tec/scorezilla-mcp): Official MCP server for Scorezilla — add a leaderboard to your game from your AI coding assistant. (by isco-tec, ★1, security:PASS) - [godot-mcp](https://github.com/Coding-Solo/godot-mcp): Interact with the Godot game engine: edit, run and debug projects and manage scenes. (by Coding-Solo, ★5948, security:PASS) - [Unity-MCP](https://github.com/IvanMurzak/Unity-MCP/tree/main/Unity-MCP-Server): Make 3D games in Unity Engine with AI. MCP Server + Plugin for Unity Editor and Unity games. (by IvanMurzak, ★4386, security:PASS) - [mcp-unity](https://github.com/CoderGamester/mcp-unity): Unity game engine integration for game development. (by CoderGamester, ★1919, security:PASS) - [godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro): Godot game engine integration: scene editing, scripting, animation, tilemaps, shaders, input simulation and runtime debugging. (by youichi-uda, ★617, security:PASS) - [chess-mcp](https://github.com/pab1it0/chess-mcp): Access Chess.com player data, game records and other public information. (by pab1it0, ★90, security:PASS) - [Godot MCP Runtime](https://github.com/Erodenn/godot-mcp-runtime): Zero-addon MCP server for Godot 4: agents edit, run, and play-test the game. (by Erodenn, ★83, security:PASS) - [fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp): Real-time Fantasy Premier League data and analysis. (by rishijatia, ★80, security:PASS) - [weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp): Control a live Roblox Studio session via a plugin: create scripts, instances, terrain, lighting and assets, with bidirectional sync and automated playtests. (by hope1026, ★64, security:PASS) - [kkjdaniel-bgg-mcp](https://github.com/kkjdaniel/bgg-mcp): BGG MCP provides access to the BoardGameGeek API through the Model Context Protocol, enabling retr… (by kkjdaniel, ★53, security:PASS) - [Beckett - MCP for Godot](https://github.com/beckettlab/beckett-godot-mcp): MCP server embedded in the Godot 4 editor; drive Godot with AI, zero sidecar. (by beckettlab, ★36, security:PASS) - [unity-biome-mcp](https://github.com/german-krasnikov/unity-biome-mcp): Control the Unity Editor, including from chat inside Unity: scenes, GameObjects, components, Shader Graph, materials, animation, UI and deterministic playtests. (by german-krasnikov, ★29, security:PASS) - [Pyxel MCP](https://github.com/kitao/pyxel-mcp): MCP server for Pyxel, a retro game engine for Python (by kitao, ★28, security:PASS) - [RPG Maker MV Ultimate MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP): RPG Maker MV Ultimate: AI copilot to generate, edit and understand RPG Maker MV projects (MCP) (by DiegoLopez0208, ★26, security:PASS) - [mcp-chess](https://github.com/jiayao/mcp-chess): Chess opponent that plays against LLMs. (by jiayao, ★24, security:PASS) - [Unity AI Bridge](https://github.com/butterlatte-zhang/unity-ai-bridge): Remote-control Unity Editor from any AI IDE via file-based IPC. 62 tools, zero dependencies. (by butterlatte-zhang, ★22, security:PASS) - [Wick](https://github.com/buildepicshit/Wick): Godot Engine tooling: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration and GDScript analysis. (by buildepicshit, ★20, security:PASS) - [mcp-stockfish](https://github.com/sonirico/mcp-stockfish): Access the Stockfish chess engine. (by sonirico, ★15, security:PASS) - [mcp-server-runescape](https://github.com/stjepko-xyz/mcp-server-runescape): RuneScape and Old School RuneScape data: item prices, player hiscores and more. (by stjepko-xyz, ★13, security:PASS) - [prts-mcp](https://github.com/3aKHP/prts-mcp): Arknights game data via the PRTS Wiki API, with auto-synced operator archives and voice lines for fan-work creation. (by 3aKHP, ★11, security:PASS) - [warhammer-oracle](https://github.com/gregario/warhammer-oracle): Warhammer 40K and Kill Team rules, stats, and game flow MCP server (by gregario, ★10, security:PASS) - [Godot Forge](https://github.com/gregario/godot-forge): Godot 4 MCP server — test runner, API docs, script analysis, scene parsing, LSP. (by gregario, ★8, security:PASS) - [unreal-ai-connection](https://github.com/NAJEMWEHBE/unreal-ai-connection): Unreal Engine 5.7 editor automation via a native plugin and local TCP bridge. (by NAJEMWEHBE, ★8, security:PASS) - [Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon): Turn-based strategy game where AI agents command armies on tactical grids while humans coach, with post-match reflections and learning across games. (by haoyifan, ★7, security:PASS) - [dnd-oracle](https://github.com/gregario/dnd-oracle): D&D 5e SRD MCP server with monster, spell, equipment search and encounter building tools (by gregario, ★6, security:PASS) - [antics-mcp](https://github.com/antics-gg/antics-mcp): Deploy a web game to a playable multiplayer URL with rooms, state sync, and leaderboards. (by antics-gg, ★5, security:PASS) - [opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server): Dota 2 statistics via the OpenDota API: player stats, hero data and match analysis. (by hkaanengin, ★5, security:PASS) - [steam-mcp](https://github.com/jkiley129/steam-mcp): Query your Steam library: games, playtime, recently played titles and store metadata. (by jkiley129, ★5, security:PASS) - [mcp-romm](https://github.com/lodordev/mcp-romm): Read-only access to the RomM retro game library manager: platforms, ROM search, metadata, collections, saves, firmware, devices and tasks. (by lodordev, ★5, security:PASS) - [Steam MCP Server](https://github.com/Grinv/steam-games-mcp): Steam store/game data (no key) plus player profiles, libraries and achievements (Steam Web API). (by Grinv, ★4, security:PASS) - [mtg-oracle](https://github.com/gregario/mtg-oracle): Magic: The Gathering MCP server — cards, rules, combos, and Commander intelligence (by gregario, ★4, security:PASS) - [Cosmergon](https://github.com/rkocosmergon/cosmergon-agent): Living economy for AI agents — Conway physics, energy currency, marketplace, reputation. (by rkocosmergon, ★4, security:PASS) - [gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients): Search and discover video games on any platform via the GameBrain API. (by ddsky, ★4, security:PASS) - [mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe): Play Tic Tac Toe against an AI opponent. (by tomholford, ★4, security:REVIEW) - [rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp): Author RPG Maker XP games in natural language: read, write and render RGSS1 .rxdata. (by SerifeusStudio, ★3, security:PASS) - [The Game Crafter](https://github.com/alex-gon/thegamecrafter-mcp-server): Design, manage, and price tabletop games on The Game Crafter via MCP. (by alex-gon, ★3, security:PASS) - [lorcana-oracle](https://github.com/gregario/lorcana-oracle): Disney Lorcana TCG MCP server with card search, deck analysis, ink curves, and set browsing (by gregario, ★3, security:PASS) - [GripForge](https://github.com/gripforgeai/mcp): Turn prompts into production-ready game assets: animated characters, textures, terrain, VFX, HUD. (by gripforgeai, ★3, security:PASS) - [Patina Unity MCP](https://github.com/taygunsavas/patina-unity-mcp): Control the Unity Editor from MCP hosts through a local Rust server and C# Unity bridge. (by taygunsavas, ★3, security:PASS) - [steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp): Search Steam games, fetch user reviews and analyze sentiment with topic drill-down. (by jhomen368, ★3, security:PASS) - [crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp): Manage Minecraft servers via the Crafty Controller 4 API: start, stop, back up, send commands and manage files, schedules, webhooks and users. (by HadiCherkaoui, ★3, security:PASS) - [quartermaster](https://github.com/Tanshaydar/Quartermaster): Local MCP asset intelligence across Unity, Fab, Megascans, Gumroad & Cosmos. (by Tanshaydar, ★2, security:PASS) - [srdcheck](https://github.com/chaoz23/srdcheck): Scoped deterministic SRD 5.2.1 rules checks for agents — applied rules cited, boundaries explicit. (by chaoz23, ★2, security:PASS) - [hearthstone-oracle](https://github.com/gregario/hearthstone-oracle): Hearthstone card search, deck analysis, strategy coaching, and archetype classification (by gregario, ★2, security:PASS) - [onepiece-oracle](https://github.com/gregario/onepiece-oracle): One Piece TCG MCP server with card search, deck analysis, and set browsing (by gregario, ★2, security:PASS) - [PlayStation Network](https://github.com/murzin-ml/mcp-ps-store): PlayStation Network (PSN) gaming history: playtime, trophies and purchased library. (by murzin-ml, ★2, security:PASS) - [SEC EDGAR Filings MCP](https://github.com/stagproject/sec-filings-mcp): SEC EDGAR MCP: search, preview, purchase filings. x402 USDC on Polygon. xpay + Cloud Run upstream. (by stagproject, ★2, security:PASS) - [Disney Lorcana MCP](https://github.com/danielenricocahall/lorcana-mcp): MCP server for Disney Lorcana TCG: card search, deck validation, stats, and deck import/export (by danielenricocahall, ★1, security:PASS) - [tft-oracle](https://github.com/gregario/tft-oracle): TFT champion, trait, item, and augment data for LLMs via CommunityDragon (by gregario, ★1, security:PASS) - [Omniology](https://github.com/omniologynow-rgb/mcp-server): AI agents compete for real USDC in skill contests on Solana mainnet (ART, STORY, JOKE, OMEGA) (by omniologynow-rgb, ★1, security:PASS) - [Razz Games](https://github.com/razz-games/razz-mcp): Play provably fair games with real SOL wagering from any AI agent (by razz-games, ★1, security:PASS) - [cozyvtt-mcp](https://github.com/yanjingzhaisun/cozyvtt-mcp): Run campaigns as game master in CozyVTT, a self-hosted virtual tabletop: dice, chat narration, tokens and maps, initiative, character sheets and rulebooks. (by yanjingzhaisun, ★1, security:PASS) - [mcp](https://github.com/drknowhow/fluxdots-mcp): Play ranked FluxDots matches against humans on a shared Elo ladder. Zero-dependency stdio server. (by drknowhow, ★0, security:PASS) - [gamenumerics](https://github.com/26048608982lp-ai/gamenumerics): Game numerical design & balance auditing MCP server — 17 deterministic tools, zero LLM guessing. (by 26048608982lp-ai, ★0, security:PASS) - [L2 Calendar](https://github.com/Dreiev/l2calendar-mcp): Query Lineage 2 private server openings by chronicle through the public L2 Calendar API. (by Dreiev, ★0, security:PASS) - [llmpvp](https://github.com/EnioAguiar/llmpvp-plugin): Ranked, bring-your-own-LLM chess and Go arena for AI agents. Play rated games via MCP. (by EnioAguiar, ★0, security:PASS) - [specter-skills](https://github.com/dirtcubeinteractive/specter-skills): Configure a Specter game backend from chat: economy, progression, leaderboards, multiplayer. (by dirtcubeinteractive, ★0, security:PASS) - [modrinth-mcp](https://github.com/justinscott12/modrinth-mcp): Search Modrinth and publish Minecraft mods (create projects, upload versions) via the Modrinth API. (by justinscott12, ★0, security:PASS) - [mcp](https://github.com/truetick-gg/mcp): Manage TrueTick Minecraft servers from AI: start/stop, live TPS, console, files, backups, mods. (by truetick-gg, ★0, security:PASS) - [ue5-automation](https://github.com/miracle1814/ue5-automation): Unreal Engine 5 Blueprint automation: create, wire and compile Blueprints, author materials and UMG widgets, and verify PIE runtime state. (by miracle1814, ★0, security:PASS) ## Health - [FindSaunaPlunge — US cold plunge & sauna studios](https://github.com/findsaunaplunge/mcp): Cold plunge, sauna and contrast-therapy studios across US metros, each fact dated. (by findsaunaplunge, ★0, security:PASS) - [health-export-mcp](https://github.com/PhilipAD/health-export-mcp): Query 190 Apple Health metrics from any MCP agent: zero-dependency, read-only, local-first. (by PhilipAD, ★6, security:PASS) - [quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp): Query personal health and finance data stored in local SQLite files, without any cloud service. (by Thecimal, ★5, security:PASS) - [oura-mcp](https://github.com/proscar87/oura-mcp): The Oura v2 API as an MCP server. Paginates, fixes the date range, warns when data is missing. (by proscar87, ★0, security:PASS) ## IoT & Hardware - [Gearotons M17 Servomotor](https://github.com/Gearotons/servomotor-mcp): Drive Gearotons M17 open-source servomotors from plain English over RS-485; mock mode, no hardware. (by Gearotons, ★0, security:PASS) - [stack-chan](https://github.com/stack-chan/stack-chan): M5Stack-based robot with an MCP server for AI-controlled interactions and emotions. (by stack-chan, ★1748, security:PASS) - [embedded-debugger-mcp](https://github.com/Adancurusul/embedded-debugger-mcp): Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes. (by Adancurusul, ★198, security:PASS) - [esp-mcp](https://github.com/horw/esp-mcp): Fix build issues for ESP32-series chips with ESP-IDF. (by horw, ★158, security:PASS) - [serial-mcp-server](https://github.com/Adancurusul/serial-mcp-server): Serial port communication. (by Adancurusul, ★94, security:PASS) - [Kiln](https://github.com/codeofaxel/Kiln): Kiln MCP server for agents: design, slice, print, monitor, and recover physical objects safely. (by codeofaxel, ★90, security:PASS) - [mijia-control](https://github.com/handsomejustin/mijia-control): Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras), with a web dashboard, REST API, CLI, energy monitoring and automation rules. (by handsomejustin, ★73, security:PASS) - [gnuradioMCP](https://github.com/yoelbassin/gr-mcp): Create and modify GNU Radio RF flowcharts (.grc files). (by yoelbassin, ★50, security:PASS) - [smartest-tv](https://github.com/Hybirdss/smartest-tv): Control any smart TV with natural language. Resolve Netflix/YouTube/Spotify and deep-link. (by Hybirdss, ★48, security:PASS) - [zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp): Administer a Zigbee2MQTT estate: health, mesh diagnostics, OTA, pairing, device management. (by alexpfau, ★31, security:PASS) - [opcua-mcp](https://github.com/kukapay/opcua-mcp): Connect to OPC UA-enabled industrial systems. (by kukapay, ★30, security:PASS) - [embedded-docs](https://github.com/ByteAsk/ByteAsk-Embedded-MCP): Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS references. (by ByteAsk, ★25, security:PASS) - [nickol-knx](https://github.com/NickoScope/nickol-knx-mcp): Read-only KNX/ETS project auditor: validates a .knxproj and generates Home Assistant YAML (by NickoScope, ★25, security:PASS) - [modbus-mcp](https://github.com/kukapay/modbus-mcp): Standardize and contextualize industrial Modbus data. (by kukapay, ★25, security:PASS) - [fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server): Control AVM FRITZ!Box routers: manage devices, Wi-Fi, network settings and parental controls, and schedule time-delayed actions. (by kambriso, ★23, security:PASS) - [sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp): Electronic component datasheets for AI agents — specs, pinouts, package data on demand. (by octoco-ltd, ★12, security:PASS) - [KiCad Tools](https://github.com/ProductOfAmerica/mcp-server-kicad): Byte-preserving KiCad automation: 100+ tools for schematics, PCB layout, ERC, DRC, exports (by ProductOfAmerica, ★11, security:PASS) - [fw-context-mcp](https://github.com/turbyho/fw-context-mcp): Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 33 tools (by turbyho, ★10, security:PASS) - [ccu-mcp](https://github.com/claymore666/ccu-mcp): MCP server for controlling HomeMatic smart home devices via the CCU JSON-RPC API (by claymore666, ★9, security:PASS) - [matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp): Control and interact with Matter devices via a Matter controller. (by 0x1abin, ★8, security:PASS) - [misterclaw](https://github.com/catallo/misterclaw): Remote control for MiSTer-FPGA: launch games, search ROMs, take screenshots, manage systems and set up Tailscale VPN, with automatic core and ROM discovery. (by catallo, ★6, security:PASS) - [ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp): Monitor and automate AC Infinity grow controllers: live sensor data and history, VPD/temperature/humidity automations, port control and scheduling. (by ober37, ★6, security:PASS) - [ugs-mcp](https://github.com/zackpeters93/ugs-mcp): CNC machine control via Universal G-code Sender. Jog, home, run files with hardware safety tokens. (by zackpeters93, ★5, security:PASS) - [PlatformIO](https://github.com/powerdragonfire/platformio.mcp): PlatformIO for AI agents: build, flash, serial monitor, tests, crash decoding, size reports. (by powerdragonfire, ★3, security:PASS) - [wemo](https://github.com/apiarya/wemo-mcp-server): Control WeMo smart home devices - discover, toggle, adjust brightness, and manage HomeKit codes (by apiarya, ★1, security:PASS) - [OBSBOT Tiny 2 Camera Control](https://github.com/lxman/obsbot-mcp): Control an OBSBOT Tiny 2 camera: pan/tilt/zoom, AI tracking, focus, exposure, snapshots, recording (by lxman, ★1, security:PASS) - [telinksdk-builder-mcp](https://github.com/JannLeo/telinksdk-builder-mcp): Build Telink and other embedded SDKs (Eclipse headless, Make or generic) via natural language, with automatic build pattern detection. (by JannLeo, ★1, security:PASS) - [mcp-kodi](https://github.com/laszlopere/mcp-kodi): Control Kodi media players via JSON-RPC: playback, volume, library search, queue management and playback history across multiple instances. (by laszlopere, ★1, security:PASS) ## Knowledge & Memory - [server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory): Knowledge graph-based persistent memory for maintaining context. (by modelcontextprotocol, ★91017, security:PASS) - [Context7](https://github.com/upstash/context7): Up-to-date code docs for any prompt (by upstash, ★62714, security:PASS) - [mcp-docs-server](https://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-server): Provides AI assistants with direct access to Mastra.ai's complete knowledge base. (by mastra-ai, ★28572, security:REVIEW) - [Notion](https://github.com/makenotion/notion-mcp-server): Notion official MCP server (by makenotion, ★4661, security:PASS) - [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server): Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant knowledge. (by graphlit, ★378, security:PASS) - [assistant-mcp](https://github.com/pinecone-io/assistant-mcp): Connect to your Pinecone Assistant and retrieve context from its knowledge engine. (by pinecone-io, ★45, security:PASS) - [Tencent Cloud COS MCP](https://github.com/Tencent/cos-mcp): Quickly integrate with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities powered (by Tencent, ★38, security:REVIEW) - [Mnemosyne OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS): Memory the human governs, on their own machine, plus what other coding agents here wrote. (by Mnemosyne-OS, ★18, security:PASS) - [APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp): APIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging (by apimatic, ★7, security:REVIEW) - [mcp](https://github.com/SagaPeak/artifacta-mcp): Artifact store for AI agents. Hosted OAuth at mcp.artifacta.io/mcp; local stdio via npm/PyPI. (by SagaPeak, ★1, security:PASS) - [solucortex-mcp](https://github.com/soluai-spa/solucortex-mcp): Living technical memory for AI agents: recall approved project context, record what was learned. (by soluai-spa, ★0, security:PASS) - [hindsight](https://github.com/vectorize-io/hindsight): Hindsight: long-term memory for AI agents modeled on human memory. (by vectorize-io, ★45864, security:PASS) - [cognee](https://github.com/topoteretes/cognee/tree/main/cognee-mcp): Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources. (by topoteretes, ★31397, security:PASS) - [Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers): Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector databases like Qdrant. (by yusufkaraaslan, ★15100, security:PASS) - [Honcho](https://github.com/plastic-labs/honcho): Memory that reasons: continual learning for stateful agents. Better context, fewer tokens. (by plastic-labs, ★7474, security:PASS) - [mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian): Interact with Obsidian via a REST API. (by MarkusPfundstein, ★4459, security:PASS) - [basic-memory](https://github.com/basicmachines-co/basic-memory): Local-first knowledge management with bi-directional LLM sync via Markdown files. (by basicmachines-co, ★4101, security:PASS) - [RevoGrid DataGrid MCP](https://github.com/revolist/revogrid): Token-free MCP server for structured RevoGrid Core, Pro, and Enterprise knowledge retrieval. (by revolist, ★3446, security:PASS) - [NoteDiscovery](https://github.com/gamosoft/NoteDiscovery): Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes. (by gamosoft, ★2821, security:PASS) - [Memanto](https://github.com/moorcheh-ai/memanto/tree/main/integrations/mcp): MCP server for Memanto - persistent semantic memory for any MCP-compatible agent (by moorcheh-ai, ★2314, security:PASS) - [llmwiki](https://github.com/atomicstrata/llm-wiki-compiler): Compile documents into a cited knowledge wiki. Retrieve evidence, query, and review via local MCP. (by atomicstrata, ★2161, security:PASS) - [mcp-memory-service](https://github.com/doobidoo/mcp-memory-service): Memory service with semantic search, persistent storage and autonomous memory consolidation. (by doobidoo, ★1984, security:PASS) - [Microsoft Learn MCP](https://github.com/MicrosoftDocs/mcp): Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs. (by MicrosoftDocs, ★1930, security:PASS) - [IWE](https://github.com/iwe-org/iwe): Markdown knowledge base as agent memory. Runs against the notes directory it is started in. (by iwe-org, ★1748, security:PASS) - [mcp-obsidian](https://github.com/bitbonsai/mcpvault): Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling. (by bitbonsai, ★1678, security:PASS) - [Superlog](https://github.com/superloglabs/superlog): Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents. (by superloglabs, ★1456, security:PASS) - [Persome](https://github.com/Intuition-Lab/personal-model): Local-first personal memory and model server for trusted MCP agents on macOS. (by Intuition-Lab, ★1325, security:PASS) - [ApeRAG](https://github.com/apecloud/ApeRAG): RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering. (by apecloud, ★1322, security:PASS) - [Nautilus Compass Memory](https://github.com/chunxiaoxx/nautilus-compass): Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts. (by chunxiaoxx, ★1134, security:PASS) - [deja-vu](https://github.com/vshulcz/deja-vu): deja-vu: local memory over the session histories of thirty-five coding agents. (by vshulcz, ★1132, security:PASS) - [mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum): Query and summarize your chat messages with AI prompts. (by chatmcp, ★1026, security:REVIEW) - [anymd](https://github.com/SylphxAI/anymd): Any file → clean Markdown for AI agents: PDF, Office, EPUB, HTML, images, audio/video. Local MCP. (by SylphxAI, ★1025, security:PASS) - [mcp-notion-server](https://github.com/suekou/mcp-notion-server): Interact with the Notion API. (by suekou, ★920, security:PASS) - [iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine): Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM encryption at rest. (by CodeAbra, ★901, security:PASS) - [projectmem](https://github.com/riponcm/projectmem): Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes. (by riponcm, ★850, security:PASS) - [Memorix](https://github.com/AVIDS2/memorix): Local-first project memory with legacy MCP and 2026 discovery compatibility. (by AVIDS2, ★831, security:PASS) - [memora](https://github.com/agentic-box/memora): Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management. (by agentic-box, ★730, security:PASS) - [Vestige](https://github.com/samvallad33/vestige): Local-first memory for AI agents that reaches backward to find a failure's root cause. (by samvallad33, ★645, security:PASS) - [ProxmoxMCP-Plus](https://github.com/RekklesNA/ProxmoxMCP-Plus): Proxmox VE MCP server for VMs, LXCs, snapshots, backups, storage, and cluster operations. (by RekklesNA, ★570, security:PASS) - [misakanet](https://github.com/Ikalus1988/MisakaNet): Failure-memory layer for coding agents: search evidence-rated failure lessons by error text. (by Ikalus1988, ★522, security:PASS) - [telemem](https://github.com/TeleAI-UAGI/telemem): Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option (by TeleAI-UAGI, ★493, security:PASS) - [GrayMatter](https://github.com/angelnicolasc/graymatter): Persistent agent memory as a single Go binary: knowledge graph, TUI observability, zero infra. (by angelnicolasc, ★478, security:PASS) - [Entroly](https://github.com/juyterman1000/entroly): Context Assurance for AI agents: context engineering, AI cost optimization, verification. (by juyterman1000, ★472, security:PASS) - [beever-atlas](https://github.com/Beever-AI/beever-atlas): Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki. (by Beever-AI, ★450, security:PASS) - [Apple Notes](https://github.com/RafalWilinski/mcp-apple-notes): Talk with your Apple Notes (by RafalWilinski, ★415, security:REVIEW) - [mcp-local-rag](https://github.com/shinpr/mcp-local-rag): Easy-to-setup local RAG server with minimal configuration (by shinpr, ★406, security:PASS) - [PageIndex MCP](https://github.com/VectifyAI/pageindex-mcp): Reasoning-based RAG system for chatting with long PDFs. Supports local and online files. (by VectifyAI, ★399, security:PASS) - [claude-code-organizer](https://github.com/mcpware/cross-code-organizer): Organize Claude Code memories, skills, MCP servers, commands, agents, rules via drag-and-drop. (by mcpware, ★383, security:PASS) - [agent-recall](https://github.com/Goldentrii/AgentRecall-X/tree/main/packages/mcp-server): Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only. (by Goldentrii, ★371, security:PASS) - [MemoryMesh](https://github.com/CheMiguel23/MemoryMesh): Graph-based memory focused on AI role-play and story generation. (by CheMiguel23, ★353, security:PASS) - [veritasgraph](https://github.com/bibinprathap/VeritasGraph): Zero-trust, air-gapped Enterprise GraphRAG MCP server with offline, citation-grounded answers. (by bibinprathap, ★324, security:PASS) - [shodh-memory](https://github.com/varun29ankuS/shodh-memory/tree/main/mcp-server): Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs. (by varun29ankuS, ★300, security:PASS) - [plur](https://github.com/plur-ai/plur): Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP. (by plur-ai, ★298, security:PASS) - [ditto](https://github.com/ohad6k/emulo): Mine your local AI coding session logs into a profile your agent loads before every task. (by ohad6k, ★292, security:PASS) - [knowledge-rag](https://github.com/lyonzin/knowledge-rag): Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion. (by lyonzin, ★290, security:PASS) - [markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server): Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview. (by jinzcdev, ★289, security:PASS) - [PMB AI](https://github.com/oleksiijko/pmb): Local-first persistent memory for AI coding agents. (by oleksiijko, ★281, security:PASS) - [unifi-mcp-server](https://github.com/enuno/unifi-mcp-server): An MCP server that leverages official UniFi API (by enuno, ★279, security:PASS) - [cognitive-ai-memory](https://github.com/sachitrafa/YourMemory): Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall. (by sachitrafa, ★269, security:PASS) - [mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs): Retrieve and process documentation through vector search to augment responses with relevant documentation context. (by hannesrudolph, ★265, security:REVIEW) - [sage](https://github.com/l33tdawg/sage): Persistent, consensus-validated institutional memory for AI agents. Runs locally. (by l33tdawg, ★254, security:PASS) - [yuque-mcp](https://github.com/yuque/yuque-mcp-server): MCP server for Yuque — expose your knowledge base to AI assistants. (by yuque, ★246, security:PASS) - [neural-memory](https://github.com/nhadaututtheky/neural-memory): Persistent memory for AI agents — 55 MCP tools, spreading activation recall. (by nhadaututtheky, ★240, security:PASS) - [Lobu](https://github.com/lobu-ai/lobu): Shared, permission-aware company context for AI agents, with provenance, approvals and audit. (by lobu-ai, ★224, security:PASS) - [Alibaba Cloud DashScope — Qwen](https://github.com/nirholas/three.ws/tree/main/packages/alibaba-cloud-mcp): Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account. (by nirholas, ★224, security:PASS) - [IBM watsonx.ai Granite](https://github.com/nirholas/three.ws/tree/main/packages/ibm-watsonx-mcp): IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization. (by nirholas, ★224, security:PASS) - [IBM Granite via x402](https://github.com/nirholas/three.ws/tree/main/packages/ibm-x402-mcp): x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call. (by nirholas, ★224, security:PASS) - [three.ws Avatars & Agents](https://github.com/nirholas/three.ws): 3D avatars, embeds, glTF tools, agent memory, and on-chain agent identity from three.ws. (by nirholas, ★224, security:PASS) - [PyMemoryEditor](https://github.com/JeanExtreme002/PyMemoryEditor): Read, write and scan process memory, Cheat Engine style, on Windows, Linux and macOS. (by JeanExtreme002, ★222, security:PASS) - [core](https://github.com/omega-memory/omega-memory): Persistent memory for AI coding agents. #1 on LongMemEval. Local-first. (by omega-memory, ★218, security:PASS) - [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp): Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad. (by lostintangent, ★209, security:PASS) - [notion_mcp](https://github.com/danhilse/notion_mcp): Manage personal todo lists via Notion's API. (by danhilse, ★208, security:PASS) - [MCP Task Orchestrator](https://github.com/jpicklyk/task-orchestrator): Server-enforced workflow discipline for AI agents: work items, dependency graphs, quality gates (by jpicklyk, ★207, security:PASS) - [mengram](https://github.com/alibaizhanov/mengram): Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows (by alibaizhanov, ★204, security:PASS) - [NotebookLM MCP](https://github.com/roomi-fields/notebooklm-mcp): Automate Google NotebookLM — Q&A with citations, audio, video, content generation (by roomi-fields, ★187, security:PASS) - [FirstData](https://github.com/MLT-OSS/FirstData): Hosted MCP server for finding authoritative primary data sources and official portals. (by MLT-OSS, ★183, security:PASS) - [In-Memoria](https://github.com/pi22by7/In-Memoria): Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis. (by pi22by7, ★174, security:PASS) - [Jean Memory](https://github.com/jean-technologies/jean-memory): Premium memory consistent across all AI applications. (by jean-technologies, ★172, security:PASS) - [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer): Summarize plain text, web pages, PDF documents, EPUB books and HTML content. (by 0xshellming, ★167, security:REVIEW) - [zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp): Zettelkasten knowledge management: create, link and search atomic notes. (by entanglr, ★166, security:PASS) - [Glean Remote MCP Server](https://github.com/gleanwork/remote-mcp-server): Remote MCP Server that securely connects Glean Enterprise Knowledge with your IDE, LLM, or agents. (by gleanwork, ★165, security:PASS) - [mcp-zotero](https://github.com/kaliaboi/mcp-zotero): Work with collections and sources in your Zotero Cloud library. (by kaliaboi, ★164, security:PASS) - [Piia Engram](https://github.com/Patdolitse/piia-engram): Local-first AI identity for MCP coding tools. Lessons, decisions, and context you control. (by Patdolitse, ★162, security:PASS) - [prism-coder](https://github.com/dcostenco/prism-coder): Session memory for coding agents: local-first recall, drift detection, on-device inference. (by dcostenco, ★157, security:PASS) - [context-keeper](https://github.com/redleaves/context-keeper): LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking. (by redleaves, ★155, security:PASS) - [ContextLattice](https://github.com/sheawinkler/ContextLattice): Private-by-default, local-first memory/context/task orchestrator for MCP apps and agents. (by sheawinkler, ★153, security:PASS) - [openzim-mcp](https://github.com/cameronrye/openzim-mcp): Offline MCP access to ZIM knowledge archives — Wikipedia, Wiktionary, Stack Exchange, Kiwix. (by cameronrye, ★144, security:PASS) - [engram](https://github.com/NickCirv/engram): Ranked local code-graph context for AI coding agents. Intercepts reads + greps. Apache-2.0. (by NickCirv, ★142, security:PASS) - [memex](https://github.com/iamtouchskyer/memex): Zettelkasten-based agent memory system with bidirectional links (by iamtouchskyer, ★142, security:PASS) - [Ontology Atlas](https://github.com/wlsdks/ontology-atlas): Read and write one codebase ontology kept as Markdown in the repository. (by wlsdks, ★141, security:PASS) - [MediaWiki MCP Server](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server): MCP server enabling AI clients to interact with any MediaWiki wiki through standard tools (by ProfessionalWiki, ★136, security:PASS) - [mindbase](https://github.com/frankchu91/mindbase-llm-wiki): LLM-maintained personal wiki: cross-references sources, flags contradictions. Local markdown. (by frankchu91, ★128, security:PASS) - [Docmancer](https://github.com/docmancer/docmancer): Local-only MCP server for source-attributed Markdown memory and documentation retrieval. (by docmancer, ★127, security:PASS) - [Knowl](https://github.com/dat999zx/knowl): Persistent memory for Claude Code, Cursor and Codex. Facts retire when they change. (by dat999zx, ★122, security:PASS) - [memorylane](https://github.com/deusXmachina-dev/memorylane): Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a timeline. (by deusXmachina-dev, ★122, security:PASS) - [jevmem](https://github.com/Avinash-jetwani/jevmem): Automatic project memory for Claude Code. Also works with Cursor and Codex. (by Avinash-jetwani, ★121, security:PASS) - [DeepMem](https://github.com/deepmemteam/deepmem): Mem0-compatible persistent memory for AI agents: write facts once, recall them semantically. (by deepmemteam, ★114, security:PASS) - [continuum](https://github.com/pouyahasanamreji/continuum): Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG. (by pouyahasanamreji, ★110, security:PASS) - [infranodus-mcp-server-infranodus](https://github.com/infranodus/mcp-server-infranodus): Map text into knowledge graphs to create a structured representation of conceptual relations and t… (by infranodus, ★102, security:PASS) - [loci](https://github.com/IvenKooLab/loci): Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers. (by IvenKooLab, ★100, security:PASS) - [Sugar](https://github.com/roboticforce/sugar): Autonomous AI development system with persistent task queue and background execution (by roboticforce, ★96, security:PASS) - [claudex](https://github.com/kunwar-shah/claudex): Persistent memory + FTS5 search MCP server for Claude Code conversation history. (by kunwar-shah, ★95, security:PASS) - [Pensyve](https://github.com/major7apps/pensyve): Universal memory runtime for AI agents — episodic, semantic, and procedural memory. (by major7apps, ★95, security:PASS) - [Visual Memory MCP](https://github.com/putervision/vision-memory-mcp): Local visual UI cache for AI agents using perceptual hashing, CLIP, and 3D spatial grounding. (by putervision, ★92, security:PASS) - [Obsidian Vault MCP](https://github.com/luffysolution-svg/obsidian-vault-mcp): Local Zotero, MinerU, Obsidian literature workflow with transactional Analysis notes. (by luffysolution-svg, ★91, security:PASS) - [mcp-server](https://github.com/ragieai/ragie-mcp-server): Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira. (by ragieai, ★91, security:PASS) - [claude-soul](https://github.com/DomDemetz/claude-soul): Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks based on evidence. (by DomDemetz, ★90, security:PASS) - [Arthor-Agent](https://github.com/arthurpanhku/DocSentinel): Cybersecurity assessment of documents, questionnaires and reports: multi-format parsing, RAG knowledge base, risks, compliance gaps and remediations. (by arthurpanhku, ★88, security:PASS) - [KIP](https://github.com/ldclabs/KIP): Knowledge Graphs to enable memory persistence, knowledge evolution, explainable interaction. (by ldclabs, ★86, security:PASS) - [notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure): Security-hardened NotebookLM MCP with post-quantum encryption (by Pantheon-Security, ★85, security:PASS) - [DecisionNode](https://github.com/decisionnode/DecisionNode): Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI tools. (by decisionnode, ★83, security:PASS) - [svg-tracer](https://github.com/pulsemcp/mcp-servers/tree/main/productionized/svg-tracer): MCP server for converting bitmap images to SVG vector graphics using potrace tracing. (by pulsemcp, ★81, security:PASS) - [robrain](https://github.com/adelinamart/robrain): Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach. (by adelinamart, ★81, security:PASS) - [contextmcp](https://github.com/dodopayments/context-mcp): Self-hosted documentation indexer that serves docs from various sources to agents with semantic search. (by dodopayments, ★79, security:PASS) - [brain — the recorder](https://github.com/mordechaipotash/brain-mcp): Records your Claude Code, Codex and Pi history before deletion. Cited-or-abstain recall. (by mordechaipotash, ★78, security:PASS) - [Synap Memory](https://github.com/maximem-ai/maximem_synap_sdk/tree/main/packages/mcps/synap-mcp-server): Persistent memory for AI agents — log and recall conversation context over MCP. (by maximem-ai, ★77, security:PASS) - [AuraSDK](https://github.com/teolex2020/aura-memory): Persistent, encrypted cognitive memory that works offline. (by teolex2020, ★77, security:PASS) - [pond](https://github.com/tenequm/pond): Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP. (by tenequm, ★76, security:PASS) - [tela](https://github.com/zcag/tela/tree/main/mcp): Self-hostable team wiki; agents read & write it via MCP; Atlas turns your repo into a cited wiki. (by zcag, ★74, security:PASS) - [hypermnesia-mcp](https://github.com/cdeust/Cortex): Persistent memory for AI agents — 36 cited neuroscience mechanisms, local-first, hybrid retrieval. (by cdeust, ★72, security:PASS) - [Total Agent Memory](https://github.com/vbcherepanov/total-agent-memory): Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall (by vbcherepanov, ★71, security:PASS) - [codemem](https://github.com/kunickiaj/codemem): Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture. (by kunickiaj, ★71, security:PASS) - [Myco: Agent-First Cognitive Substrate](https://github.com/Battam1111/Myco): Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph. (by Battam1111, ★65, security:PASS) - [MemoCat — Shared AI Memory](https://github.com/MontyGovernance/montycat-mcp): One shared, persistent memory across AI agents and systems, with semantic recall and live updates. (by MontyGovernance, ★65, security:PASS) - [ZettelForge](https://github.com/ThreatRecall/zettelforge): Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offline RAG, Sigma/YARA. (by ThreatRecall, ★64, security:PASS) - [devrag](https://github.com/tomohiro-owada/devrag): Lightweight local RAG MCP server. 40x token reduction. (by tomohiro-owada, ★64, security:PASS) - [Zikkaron](https://github.com/amanhij/Zikkaron): Biologically-inspired persistent memory engine for Claude Code MCP agents (by amanhij, ★63, security:PASS) - [scrivener-mcp](https://github.com/writerslogic/scrivener-mcp): MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants. (by writerslogic, ★63, security:PASS) - [agentcairn](https://github.com/ccf/agentcairn): Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph recall. (by ccf, ★62, security:PASS) - [agentgate](https://github.com/ciceroyang/agentgate): Read-only evidence for the tools agents run: MCP server records, coverage and policy. (by ciceroyang, ★61, security:PASS) - [Context Awesome](https://github.com/bh-rat/context-awesome): MCP server for accessing curated awesome list documentation (by bh-rat, ★60, security:PASS) - [obsidian-sync-mcp](https://github.com/es617/obsidian-sync-mcp): Give AI agents access to your Obsidian vault via local files or Self-hosted LiveSync. (by es617, ★59, security:PASS) - [ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal/tree/main/server): Local-first AI PKM memory for coding conversations. (by ZengLiangYi, ★58, security:PASS) - [docx-mcp](https://github.com/SecurityRonin/docx-mcp): Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing. (by SecurityRonin, ★57, security:PASS) - [people-context](https://github.com/JinyangWang27/people-context): Local-first MCP server giving AI agents contextual knowledge about the people in your life (by JinyangWang27, ★56, security:PASS) - [Memory-Plus](https://github.com/Yuchen20/Memory-Plus): a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working wi (by Yuchen20, ★56, security:PASS) - [roampal-core](https://github.com/roampal-ai/roampal-core): Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted. (by roampal-ai, ★52, security:PASS) - [Afi MCP](https://github.com/Servosity/msp-skills/tree/main/skills/afi): The first CLI for Afi SaaS backup - full public-API coverage plus the fleet-wide coverage (by Servosity, ★48, security:PASS) - [Cove Data Protection MCP](https://github.com/Servosity/msp-skills/tree/main/skills/cove): Fleet-wide Cove Data Protection backup health, billing, and storage trends from your terminal. (by Servosity, ★48, security:PASS) - [SkyKick MCP](https://github.com/Servosity/msp-skills/tree/main/skills/skykick): Fleet backup posture, stale snapshots, and coverage gaps for SkyKick Cloud Backup. (by Servosity, ★48, security:PASS) - [Zammad MCP](https://github.com/Servosity/msp-skills/tree/main/skills/zammad): Every Zammad ticket, article, and Knowledge Base operation as one CLI and MCP server - plus a (by Servosity, ★48, security:PASS) - [understand-quickly](https://github.com/looptech-ai/understand-quickly/tree/main/mcp): Public registry of code-knowledge graphs for AI agents with schema validation and drift detection. (by looptech-ai, ★48, security:PASS) - [engram](https://github.com/tstockham96/engram): Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall. (by tstockham96, ★47, security:PASS) - [Ephemora Cell MCP — WASM Sandbox](https://github.com/MichaelS1011/ephemora-cell): WASM sandbox for MCP tools. WASI-isolated, fuel/memory/I/O capped, attested. (by MichaelS1011, ★46, security:PASS) - [ContextStream](https://github.com/contextstream/mcp-server): Persistent memory and cross-session learning for AI coding assistants (hosted remote MCP). (by contextstream, ★44, security:PASS) - [DollhouseMCP](https://github.com/DollhouseMCP/mcp-server): OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience. (by DollhouseMCP, ★44, security:PASS) - [Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp): Persistent graph-backed conversational memory for AI agents. (by Abhigyan-Shekhar, ★43, security:PASS) - [lean-memory](https://github.com/Wuesteon/lean-memory): Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud. (by Wuesteon, ★42, security:PASS) - [Agent Memory MCP](https://github.com/ipiton/agent-memory-mcp): Memory, docs, and repo context layer for engineering agents. (by ipiton, ★42, security:PASS) - [callimachus](https://github.com/BetaBots-LLC/callimachus): MCP server for Callimachus: local index and search of your AI coding-agent threads (by BetaBots-LLC, ★41, security:PASS) - [gossipcat](https://github.com/gossipcat-ai/gossipcat-ai): Multi-agent orchestration for Claude Code — consensus review, adaptive dispatch, skill learning (by gossipcat-ai, ★41, security:PASS) - [wpf-dev-pack-mcp](https://github.com/christian289/dotnet-with-claudecode): Serves WPF Dev Pack knowledge topics to AI agents from a local repo clone. (by christian289, ★41, security:PASS) - [Inite Brain](https://github.com/inite-ai/inite-brain-service): Open-source bitemporal memory layer for LLM agents — knowledge graph with conflict resolution. (by inite-ai, ★41, security:PASS) - [kage](https://github.com/kage-core/Kage): Verified memory for coding agents: claims cited against code, stale withheld, savings receipts. (by kage-core, ★39, security:PASS) - [rms-memory-mcp](https://github.com/max-ramas/rms-memory-mcp): Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that abstains on low confidence. (by max-ramas, ★39, security:PASS) - [mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp): Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection. (by pallaprolus, ★39, security:PASS) - [mcp-probe-kit](https://github.com/mybolide/mcp-probe-kit): Spec-driven dev workflow MCP: start_* orchestration, memory, GitNexus, quality gates. (by mybolide, ★38, security:PASS) - [mnemex](https://github.com/prefrontal-systems/cortexgraph): Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown). (by prefrontal-systems, ★36, security:PASS) - [Bhived MCP](https://github.com/ArtKeyAi/bhived-mcp): Shared knowledge graph, skills, and tool discovery for AI agents through the Model Context Protocol. (by ArtKeyAi, ★35, security:PASS) - [a-mem-mcp](https://github.com/DiaaAj/a-mem-mcp): Self-evolving memory system for AI agents (by DiaaAj, ★35, security:PASS) - [Cortex Memory Engine](https://github.com/gambletan/cortex): Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs. (by gambletan, ★35, security:PASS) - [Lotus Wisdom](https://github.com/linxule/lotus-wisdom-mcp): Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualization. (by linxule, ★34, security:PASS) - [Local FAISS MCP Server](https://github.com/nonatofabio/local_faiss_mcp): Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts. (by nonatofabio, ★34, security:PASS) - [enquire-mcp](https://github.com/oomkapwn/enquire-mcp): Long-term memory for AI agents — your Obsidian vault as searchable persistent memory. (by oomkapwn, ★33, security:PASS) - [Graqle](https://github.com/quantamixsol/graqle): Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning. (by quantamixsol, ★32, security:PASS) - [tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer): Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats. (by Shweta-Mishra-ai, ★32, security:PASS) - [neotoma](https://github.com/markmhendrickson/neotoma): Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in local SQLite. (by markmhendrickson, ★32, security:PASS) - [genesys-memory](https://github.com/Astrix-Labs/papez): Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools). (by Astrix-Labs, ★31, security:PASS) - [Synaptic Code Intelligence](https://github.com/Synaptic-Graph/Synaptic): Code intelligence for repository graphs, change impact, test selection, and engineering memory. (by Synaptic-Graph, ★31, security:PASS) - [remem](https://github.com/majiayu000/remem): Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite. (by majiayu000, ★31, security:PASS) - [obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro): Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link detection, and canvas support. (by rps321321, ★31, security:PASS) - [cortex-plugin](https://github.com/TT-Wang/memem): Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs new sessions. (by TT-Wang, ★31, security:PASS) - [notion-mcp](https://github.com/Badhansen/notion-mcp): Manage personal todo lists via Notion's API. (by Badhansen, ★31, security:PASS) - [ux-mcp-server](https://github.com/elsahafy/ux-mcp-server): UX toolkit: 28 knowledge resources, 23 analysis tools & 4 workflow prompts for any MCP client (by elsahafy, ★30, security:PASS) - [MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider): Static server providing persistent tool-specific context and rules to AI models. (by doobidoo, ★30, security:PASS) - [Agentset](https://github.com/agentset-ai/mcp-server): RAG MCP for your Agentset data. (by agentset-ai, ★30, security:PASS) - [dannet](https://github.com/kuhumcst/DanNet): DanNet - Danish WordNet with rich lexical relationships and SPARQL access. (by kuhumcst, ★29, security:PASS) - [Gnosis MCP](https://github.com/nicholasglazer/gnosis-mcp): Zero-config MCP server for searchable documentation. SQLite or PostgreSQL. (by nicholasglazer, ★29, security:PASS) - [vectara-mcp](https://github.com/vectara/vectara-mcp): Access Vectara's RAG-as-a-service platform. (by vectara, ★29, security:PASS) - [engram](https://github.com/kael-bit/engram-rs): Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion. (by kael-bit, ★27, security:PASS) - [rigour](https://github.com/rigour-labs/rigour): Quality gates for AI agents. Lint, test, build checks with memory persistence. (by rigour-labs, ★27, security:PASS) - [Mnemoverse Memory](https://github.com/mnemoverse/mcp-memory-server): Hosted AI agent memory that learns from outcomes, with shared rooms, in Claude, Cursor and ChatGPT. (by mnemoverse, ★26, security:PASS) - [ZenBrain Memory](https://github.com/zensation-ai/zenbrain/tree/main/packages/mcp): Seven-layer agent memory: episodic, semantic, procedural and core. Local SQLite, no account. (by zensation-ai, ★25, security:PASS) - [LatentGate](https://github.com/KathanModh259/latent-gate): Read large logs, JSON and docs in a fraction of the tokens. Offline, fact-preserving optimizer. (by KathanModh259, ★25, security:PASS) - [ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp): Access RAGStack serverless knowledge bases on AWS: search, chat with AI answers, upload documents and media, scrape websites and analyze metadata. (by HatmanStack, ★25, security:PASS) - [yantrikdb-mcp](https://github.com/yantrikos/yantrikdb-mcp): Cognitive memory for AI agents — semantic recall, knowledge graph, and contradiction detection (by yantrikos, ★24, security:PASS) - [memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file): Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models. (by pomazanbohdan, ★24, security:PASS) - [membase-mcp](https://github.com/unibaseio/membase-ai): Save and query agent memory in a distributed way with Membase. (by unibaseio, ★24, security:PASS) - [Vault Cortex](https://github.com/aliasunder/vault-cortex): Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1 (by aliasunder, ★23, security:PASS) - [Fidelis Memory](https://github.com/hermes-labs-ai/fidelis): Recall locally stored agent memories through an MCP-compatible host. (by hermes-labs-ai, ★23, security:PASS) - [SAME - Stateless Agent Memory Engine](https://github.com/sgx-labs/statelessagent): Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools. (by sgx-labs, ★23, security:PASS) - [celiums-memory](https://github.com/terrizoaguimor/celiums-memory): Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation. (by terrizoaguimor, ★23, security:PASS) - [jarvis-orb](https://github.com/TheStack-ai/jarvis-orb): Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop visualization orb. (by TheStack-ai, ★23, security:PASS) - [JotDown](https://github.com/Harry-027/JotDown): Create and update Notion pages and auto-generate mdBooks from structured content. (by Harry-027, ★23, security:PASS) - [Nouz](https://github.com/Semiotronika/NOUZ-MCP): Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy (by Semiotronika, ★22, security:PASS) - [world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp): Temporal knowledge graph for codebases with constraint enforcement at the edit boundary. (by SaravananJaichandar, ★22, security:PASS) - [mnemos](https://github.com/s60yucca/mnemos): Persistent memory for coding agents storing architecture decisions, bug root causes and conventions, with full-text search and token-budgeted context assembly. (by s60yucca, ★22, security:PASS) - [yggdrasil](https://github.com/VonderVuflya/Yggdrasil): One shared, durable memory for your AI coding agents — local-first, zero-dependency. (by VonderVuflya, ★21, security:PASS) - [DragonMCP](https://github.com/arthurpanhku/DragonMCP): Greater China local services: Meituan/Ele.me delivery, Didi ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 rail and Taobao/JD shopping. (by arthurpanhku, ★21, security:PASS) - [memory-mcp](https://github.com/JamesANZ/memory-mcp): Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification. (by JamesANZ, ★21, security:PASS) - [memo](https://github.com/jagoff/memo): Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud. (by jagoff, ★20, security:PASS) - [cacheoverflow](https://github.com/GetCacheOverflow/CacheOverflow): MCP server for cache.overflow - AI agents sharing knowledge with AI agents (by GetCacheOverflow, ★19, security:PASS) - [Madar](https://github.com/mohanagy/madar): Authenticated local evidence paths for JavaScript and TypeScript coding agents. (by mohanagy, ★19, security:PASS) - [MediaWiki](https://github.com/olgasafonova/mediawiki-mcp-server): Search, read, and edit any MediaWiki wiki. Works with Wikipedia, Fandom, and more. (by olgasafonova, ★19, security:PASS) - [annota](https://github.com/dengls24/annota): Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes. (by dengls24, ★19, security:PASS) - [Scaffold](https://github.com/Beer-Bears/scaffold): Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living (by Beer-Bears, ★19, security:PASS) - [OrangePro](https://github.com/OrangeproAI/orangepro-mcp): Find test gaps, generate grounded tests, and dynamically prove behavior with mutation testing. (by OrangeproAI, ★18, security:PASS) - [Connapse](https://github.com/Destrayon/Connapse): Self-hosted knowledge backend for AI agents with hybrid search and MCP tools (by Destrayon, ★18, security:PASS) - [Noosphere](https://github.com/JinNing6/Noosphere): Community of Consciousness MCP Server — upload and explore collective wisdom via GitHub. (by JinNing6, ★18, security:PASS) - [GoodMemory](https://github.com/hjqcan/GoodMemory): Durable user/project memory for MCP clients: recall context and remember selected facts. (by hjqcan, ★18, security:PASS) - [openfuse-mcp](https://github.com/volkgg/openfused): Encrypted mail, shared memory, and persistent context for AI agents. (by volkgg, ★18, security:PASS) - [mcp-me](https://github.com/paladini/mcp-me): Expose your personal, professional, educational, and social profile to any AI assistant via MCP. (by paladini, ★18, security:PASS) - [easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp): Create, read, update and search notes in local Obsidian vaults via filesystem access. (by louis030195, ★18, security:PASS) - [obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server): Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker. (by smith-and-web, ★18, security:PASS) - [Chiplab](https://github.com/veecle/chiplab): Run, build, and validate firmware on virtual hardware from your AI agent. Hardware knowledge corpus. (by veecle, ★17, security:PASS) - [alaya-mcp](https://github.com/SecurityRonin/alaya/tree/main/npm/alaya-mcp): Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall (by SecurityRonin, ★17, security:PASS) - [MPM-Coding](https://github.com/halflifezyf2680/MPM-Coding): Tool-first MCP: AST nav, impact/flow, task chains, memo/recall. (by halflifezyf2680, ★17, security:PASS) - [agentpack](https://github.com/ihorponom/agentpack): Repo-native task continuity for AI coding agents: a reviewed task-state ledger served over MCP. (by ihorponom, ★17, security:PASS) - [vecline](https://github.com/shunyagatha/Vecline): Local-first image, vector and document toolkit that measures its own output. Nothing uploaded. (by shunyagatha, ★17, security:PASS) - [project-tessera](https://github.com/besslframework-stack/project-tessera): Local workspace memory: indexes Markdown, CSV and session logs into a vector store with hybrid search, cross-session memory and knowledge graph visualization. (by besslframework-stack, ★17, security:PASS) - [Remembra Relay](https://github.com/remembra-ai/remembra): Cross-agent handoff: the next coding agent starts from the last one's facts, not a blank page. (by remembra-ai, ★16, security:PASS) - [zaxy](https://github.com/syndicalt/zaxy): Event-sourced, auditable agent memory over MCP: cited checkout, replayable provenance. (by syndicalt, ★16, security:PASS) - [Dense Evolution](https://github.com/tatopenn-cell/Dense-Evolution): Real quantum circuit simulator, VQE, molecular Hamiltonians, QM/MM forces, and MD via 21 tools. (by tatopenn-cell, ★16, security:PASS) - [cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp): Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations. (by JamesANZ, ★16, security:PASS) - [RAGScore](https://github.com/HZYAI/RagScore): Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM. (by HZYAI, ★15, security:PASS) - [pmll-memory-mcp](https://github.com/drQedwards/PPM): PMLL Memory MCP — persistent KV context memory and Q-promise deduplication. (by drQedwards, ★15, security:PASS) - [Lians Agent Memory](https://github.com/Lians-ai/Lians): Bitemporal memory for AI agents with point-in-time recall and tamper-evident audit history. (by Lians-ai, ★15, security:PASS) - [lore](https://github.com/jordanhindo/lore): Lightweight MCP for infinite agent memory. Any agent, any session, anytime. (by jordanhindo, ★15, security:PASS) - [Obsidian Everywhere](https://github.com/junnnnnw00/obsidian-everywhere): Graph context, semantic search, guarded edits, and reviewable Git for local Obsidian vaults. (by junnnnnw00, ★15, security:PASS) - [GPU MCP Server](https://github.com/pmady/gpu-mcp-server): NVIDIA GPU metrics as MCP tools — utilization, memory, temperature, power. Supports MIG. (by pmady, ★15, security:PASS) - [recallnest](https://github.com/AliceLJY/recallnest): Local-first memory for coding agents: hybrid vector/BM25 retrieval with reranking, knowledge graph, session checkpoint/resume and multi-scope isolation. (by AliceLJY, ★15, security:PASS) - [alcove](https://github.com/epicsagas/alcove): On-demand BM25 search over private project docs for coding agents, keeping docs out of public repos. (by epicsagas, ★15, security:PASS) - [obsidian-codex-mcp](https://github.com/aka-kika/kika-obsidian-mcp): Local Obsidian vault access working directly on Markdown files without the Obsidian app or plugins, with read-only mode, backup-on-write and path isolation. (by aka-kika, ★15, security:PASS) - [obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp): Self-hosted Obsidian server: semantic and full-text search on PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD and a self-describing vault guide. (by maxkuminov, ★15, security:PASS) - [Koragraph](https://github.com/Koragraph/KoragraphMCP): Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code. (by Koragraph, ★14, security:PASS) - [Longhand](https://github.com/Wynelson94/longhand): Local memory for Claude Code. Semantic recall across session history with zero API calls. (by Wynelson94, ★14, security:PASS) - [CogniRepo](https://github.com/ashlesh-t/cognirepo): FAISS, call graph, AST, BM25 — 34 MCP tools for AI agents. 50-80% token reduction. Offline. (by ashlesh-t, ★14, security:PASS) - [memoir](https://github.com/camgitt/memoir): Persistent memory for AI coding tools via MCP. Remembers across sessions and machines. (by camgitt, ★14, security:PASS) - [agent-magnet](https://github.com/helinakdogan/agentmagnet): Behavioral memory layer for AI tools. Learns preferences and context across Claude, Cursor, Codex. (by helinakdogan, ★14, security:PASS) - [linksee-memory](https://github.com/michielinksee/linksee-memory): Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection. (by michielinksee, ★14, security:PASS) - [Global Agent Memory](https://github.com/ozankasikci/global-agent-memory): Shared, project-aware memory for Claude Code, Codex, and other agents with human review. (by ozankasikci, ★14, security:PASS) - [Agentic Task System (ATS)](https://github.com/renezander030/agentic-task-system/tree/main/packages/mcp): Persistent task context across TickTick, Notion, GitHub, Obsidian, Taskmaster and Beads (by renezander030, ★14, security:PASS) - [Engram](https://github.com/rwnalds/engram): Git-backed markdown memory for AI agents; search hides superseded and archived notes. (by rwnalds, ★14, security:PASS) - [Midas](https://github.com/vornicx/Midas): Local-first, source-traceable agent memory — no LLM at ingest, fully offline (by vornicx, ★14, security:PASS) - [nexusmem](https://github.com/yaminbkk/NexusMem): Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP. (by yaminbkk, ★14, security:PASS) - [fable](https://github.com/grooverLab/fable): Full-text and semantic search over Claude Code transcript history, with exact thread recall and durable remembered facts in local SQLite. (by grooverLab, ★14, security:PASS) - [kremis](https://github.com/TyKolt/kremis): Local deterministic knowledge graph on redb with no LLM or embedding calls, BLAKE3 state hashing and canonical export for byte-identical audits. (by TyKolt, ★14, security:PASS) - [Synapse Layer — Trust Infrastructure for AI Agents](https://github.com/SynapseLayer/synapse-layer): MCP-native Trust Infrastructure for AI Agents. Persistent encrypted memory with Trust Quotient. (by SynapseLayer, ★13, security:PASS) - [kairn](https://github.com/primeline-ai/kairn): Local-first knowledge engine for AI agents: memory, graph, and recall over MCP. (by primeline-ai, ★13, security:PASS) - [Baron Munchausen](https://github.com/shinegang/baron): Local grounded memory for coding agents: MCP over stdio, stdlib only, a verdict per answer (by shinegang, ★13, security:PASS) - [Slowave](https://github.com/slowave-ai/slowave): Local adaptive memory for AI coding agents through a five-tool MCP lifecycle. (by slowave-ai, ★13, security:PASS) - [brainbox](https://github.com/thebasedcapital/brainbox): Hebbian memory for AI agents. Learns file patterns, predicts next tools, saves tokens. (by thebasedcapital, ★13, security:PASS) - [aispace](https://github.com/aispace-sh/aispace-client): Secure, expiring artifact storage and handoff for AI agents. (by aispace-sh, ★13, security:PASS) - [deep-thinker](https://github.com/nachosystems/deep-thinker): Reasoning via a DAG thought graph with multiple strategies (dialectic, analogical, abductive and more), stuck detection, confidence scoring and self-critique. (by nachosystems, ★13, security:PASS) - [empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework): Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities. (by Smart-AI-Memory, ★13, security:PASS) - [Toon Memory](https://github.com/LuiggiVal08/toon-memory): Offline persistent memory for AI coding agents — 35 tools, 80% fewer calls, no LLM (by LuiggiVal08, ★12, security:PASS) - [memex](https://github.com/STiFLeR7/memex): Temporal engineering context for agents via MCP. (by STiFLeR7, ★12, security:PASS) - [neurakeep](https://github.com/dominiclachance/neurakeep): Local-first, source-cited memory for AI agents with proposal review, failure memory, and MCP tools. (by dominiclachance, ★12, security:PASS) - [Awareness Local](https://github.com/everest-an/Awareness-Market): Local-first persistent memory for AI coding agents - 96.0% R@5 on LongMemEval, zero LLM calls. (by everest-an, ★12, security:PASS) - [ElevenLabs Agents](https://github.com/mindstone/mcp-servers/tree/main/connectors/elevenlabs-agents): ElevenLabs Conversational AI: agents, calls, conversations, and knowledge base for MCP hosts (by mindstone, ★12, security:PASS) - [thread-keeper](https://github.com/po4erk91/thread-keeper): Multi-agent shared brain across Claude, Codex, Antigravity, Gemini, Copilot, and VS Code. (by po4erk91, ★12, security:PASS) - [Koma Core MCP](https://github.com/swnotmetal/Project-Koma/tree/main/packages/koma-core-mcp): Protected RAG storage — agents discover public metadata, content only by access token. (by swnotmetal, ★12, security:PASS) - [pindoc](https://github.com/var-gg/pindoc): Code-pinned team memory for AI coding agents — typed artifacts, MCP-native, self-host. (by var-gg, ★12, security:PASS) - [XMemo](https://github.com/yonro/memory-os-cli): Shared, governed long-term memory for AI agents across tools and sessions via MCP and REST. (by yonro, ★12, security:PASS) - [lennys-quotes](https://github.com/bluzername/lennys-quotes): Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs, strategy and PM careers. (by bluzername, ★12, security:PASS) - [mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions): Structured, persona-driven sessions for interview preparation, personal reflection and coaching, with timers and performance evaluation. (by mattjoyce, ★12, security:PASS) - [AitherOS ADK](https://github.com/Aitherium/awdk): Agent runtime with typed memory, knowledge and code graphs, plus file and web tools (by Aitherium, ★11, security:PASS) - [claude-find](https://github.com/Cavinooo/claude-find): Pull Deep Memory from across your Claude Code Sessions — when you need it. (by Cavinooo, ★11, security:PASS) - [DevTime](https://github.com/Shakargy/devtime): Local-first, read-only MCP server for evidence-backed repository memory. (by Shakargy, ★11, security:PASS) - [token-compressor](https://github.com/base76-research-lab/token-compressor): Compress prompts 40-60% using local LLM + embedding validation. Preserves all conditionals. (by base76-research-lab, ★11, security:PASS) - [memory-mcp](https://github.com/chenxiaofie/memory-mcp): 情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力 (by chenxiaofie, ★11, security:PASS) - [mnemo](https://github.com/n24q02m/mnemo): Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited. (by n24q02m, ★11, security:PASS) - [anneal-memory](https://github.com/phillipclapham/anneal-memory): Two-layer memory for AI agents with an immune system. Zero dependencies. (by phillipclapham, ★11, security:PASS) - [agent-memory](https://github.com/xChuCx/agent-memory): Git-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe. (by xChuCx, ★11, security:PASS) - [apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp): Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD. (by ailenshen, ★11, security:PASS) - [Australian Tax MCP](https://github.com/william-laverty/ato-mcp): Cited Australian tax answers from 34,500+ ATO documents, legislation and public rulings. (by william-laverty, ★10, security:PASS) - [Cathedral — Persistent Memory for AI Agents](https://github.com/AILIFE1/Cathedral/tree/main/mcp-server): Persistent memory and drift detection for AI agents across session restarts. (by AILIFE1, ★10, security:PASS) - [coldstart](https://github.com/AkashGoenka/coldstart): Codebase memory for AI agents: an AST index plus agent-written notes that self-stale. (by AkashGoenka, ★10, security:PASS) - [witness](https://github.com/IngTian/witness): Distills your sessions or any text corpus into a dated history of how its subject changed. (by IngTian, ★10, security:PASS) - [Callosium](https://github.com/callosium/callosium): One shared memory for every AI you use, in plain Markdown files you own. (by callosium, ★10, security:PASS) - [hunch](https://github.com/davesheffer/hunch): Shared records for AI agents: engineering decisions, bug history, rules, and work state through MCP. (by davesheffer, ★10, security:PASS) - [dbgprobe-mcp-server](https://github.com/es617/dbgprobe-mcp-server): Let AI agents interact with debug probes — connect, flash, read/write memory, and reset. (by es617, ★10, security:PASS) - [Lockstep](https://github.com/lockstep-team-agent/lockstep/tree/main/packages/cli): Decision memory for AI coding agents: captures decisions once, briefs every agent before it acts. (by lockstep-team-agent, ★10, security:PASS) - [Hive Vault](https://github.com/mlorentedev/hive): On-demand Obsidian vault access for AI coding assistants — 17 tools, 5 resources, 4 prompts. (by mlorentedev, ★10, security:PASS) - [Figma MCP Server](https://github.com/planetabhi/figma-mcp-server): A local MCP server with full Figma REST API coverage. (by planetabhi, ★10, security:PASS) - [Tribal](https://github.com/tribal-memory/tribal): Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres. (by tribal-memory, ★10, security:PASS) - [LIFE](https://github.com/TeamSafeAI/LIFE): Persistent identity for AI agents: servers for drives, relationships, semantic memory with decay, working threads, learned patterns, journaling and forecasting. (by TeamSafeAI, ★10, security:PASS) - [AgentPlaybooks](https://github.com/matebenyovszky/agentplaybooks): Manage portable AI agent playbooks, Agent Skills, MCP configurations, personas, and memory. (by matebenyovszky, ★9, security:PASS) - [growmos](https://github.com/codician-team/growmos): Living knowledge graph for your repo: query with citations, remember/link facts, fact-check claims. (by codician-team, ★9, security:PASS) - [Turbo Quant Memory](https://github.com/Lexus2016/turbo_quant_memory): Local-first memory and knowledge graph for coding agents. Compact retrieval, no network. (by Lexus2016, ★9, security:PASS) - [kibi-mcp](https://github.com/Looted/kibi): MCP server for Kibi's requirements, traceability, and proof workflows in coding agents. (by Looted, ★9, security:PASS) - [genome](https://github.com/NORTHTEKDevs/genome): Fully local memory for AI agents: zero-LLM ingest, semantic recall, air-gapped, auditable. (by NORTHTEKDevs, ★9, security:PASS) - [Lore](https://github.com/agentkitai/lore): Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction. (by agentkitai, ★9, security:PASS) - [mcp-context-server](https://github.com/alex-feel/mcp-context-server): An MCP server that provides persistent multimodal context storage for LLM agents. (by alex-feel, ★9, security:PASS) - [memory-arbiter-mcp](https://github.com/billy12151/memory-arbiter-mcp): Local SQLite MCP memory: evidence-based recall, advisory conflict notices, authorized governance. (by billy12151, ★9, security:PASS) - [gitmem](https://github.com/gitmem-dev/gitmem): Persistent institutional memory for AI coding agents. Memory that compounds. (by gitmem-dev, ★9, security:PASS) - [hivemind](https://github.com/hiveforge-sh/hivemind): MCP server for Obsidian vaults - AI tools with consistent canonical context. Local-first. (by hiveforge-sh, ★9, security:PASS) - [hot-memory-mcp](https://github.com/michael-denyer/memory-mcp): Two-tier memory: hot cache (0ms) + semantic search. Self-organizing. (by michael-denyer, ★9, security:PASS) - [veracium](https://github.com/veracium-ai/Veracium): Provenance-aware memory for AI agents: quarantine, abstention gate, supersession-with-history. (by veracium-ai, ★9, security:PASS) - [wellread](https://github.com/mnlt/wellread): Shared research cache across agents: reuse answers from verified sources, or save new research for the next developer. (by mnlt, ★9, security:PASS) - [hypermnesic](https://github.com/leonardsellem/hypermnesic): Git-first agent memory: Markdown files are the source of truth, the index is disposable and writes are reviewable commits, with hybrid search and a CLI. (by leonardsellem, ★9, security:PASS) - [AvianSuite](https://github.com/kyle-visner/stellarjay): AI agents run business processes on your business data. Every change is attributed and reversible. (by kyle-visner, ★8, security:PASS) - [Open Brain](https://github.com/Bobby-cell-commits/open-brain-server): Graph-structured MCP memory server. 37.2% LongMemEval. Auto dedup, themes, decay, synthesis. (by Bobby-cell-commits, ★8, security:PASS) - [engram](https://github.com/HBarefoot/engram): Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud. (by HBarefoot, ★8, security:PASS) - [Artel](https://github.com/NicolasPrimeau/artel): Self-hosted shared-memory & coordination mesh for AI agent fleets. You host it; agents connect. (by NicolasPrimeau, ★8, security:PASS) - [SilbercueSwift — iOS MCP Server](https://github.com/Silbercue/SilbercueSwift): iOS MCP server: 49 tools free (58 with Pro), xcresult parsing, WDA UI automation, fast screenshots. (by Silbercue, ★8, security:PASS) - [Obsidian Turbocharged](https://github.com/The-40-Thieves/obsidian-tc): Governed Obsidian vault access: hybrid retrieval, Markdown-native memory, HITL confirmations. (by The-40-Thieves, ★8, security:PASS) - [KLYPIX Project Brain](https://github.com/dahshanlabs/klypix-mcp): Active state management for multi-agent coding: a shared, versioned project brain over MCP. (by dahshanlabs, ★8, security:PASS) - [Epitome](https://github.com/gunning4it/epitome): Personal AI memory — gives every AI agent shared, persistent memory of you (by gunning4it, ★8, security:PASS) - [wikimoth](https://github.com/juliangeymonat-jpg/wikimoth): Deterministic, token-minimal agent memory: multi-hop [[wikilink]] recall with no LLM in the loop. (by juliangeymonat-jpg, ★8, security:PASS) - [hushdrop](https://github.com/maxtechera/hushdrop): Open-source artifact sharing for AI agents: private, branded, zero-knowledge links. (by maxtechera, ★8, security:PASS) - [kg](https://github.com/nnar1o/kg): Local knowledge graph memory MCP server for AI assistants. (by nnar1o, ★8, security:PASS) - [Blue Synergy Cortex](https://github.com/novotapeter-bs/bs_cortex): Long-term, drift-free cognitive memory engine for AI Agents and Cursor IDE. (by novotapeter-bs, ★8, security:PASS) - [replen](https://github.com/replenhq/replen/tree/main/mcp): A local intelligence layer for AI coding agents. Maps your repos, matches the open-source frontier. (by replenhq, ★8, security:PASS) - [mindpm](https://github.com/umitkavala/mindpm): Project memory and a control plane for AI coding agents. (by umitkavala, ★8, security:PASS) - [Kortexio Memory](https://github.com/Kortexio/ContextMemory): Hosted ambient memory for AI agents. Retrieve context and save notes via MCP tools with OAuth. (by Kortexio, ★8, security:PASS) - [FitLLM](https://github.com/click6067-ship-it/fitllm-engine): Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Read-only. (by click6067-ship-it, ★8, security:PASS) - [surf](https://github.com/GeckoVision/gecko-surf): Point Gecko at an OpenAPI spec; get first-call-correct, auth-hidden agent tools. (by GeckoVision, ★8, security:PASS) - [sessionmem](https://github.com/catfish-1234/sessionmem): Local memory for coding assistants: watches sessions and injects a compact summary at the start of each new one, stored in a SQLite file. (by catfish-1234, ★8, security:PASS) - [legends-mcp](https://github.com/AytuncYildizli/legends-mcp): Chat with AI personas of famous founders and investors such as Elon Musk, Warren Buffett and Steve Jobs, based on their voices, frameworks and principles. (by AytuncYildizli, ★8, security:PASS) - [lore](https://github.com/hyunjae-labs/lore): Local semantic search across Claude Code conversations with hybrid vector and keyword search, background indexing and per-project selection. (by hyunjae-labs, ★8, security:PASS) - [mnemostack](https://github.com/udjin-labs/mnemostack): Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via rank fusion. (by udjin-labs, ★8, security:PASS) - [memstate-mcp](https://github.com/memstate-ai/memstate-mcp): Versioned, structured agent memory storing facts as keypaths with full version history and automatic conflict detection. (by memstate-ai, ★8, security:PASS) - [CodeCortex](https://github.com/rushikeshmore/CodeCortex): Persistent codebase knowledge for coding agents: symbols, dependency graphs, co-change patterns and architectural decisions extracted with tree-sitter. (by rushikeshmore, ★8, security:PASS) - [AIWiki](https://github.com/XuebinMa/AIWiki): Search and read AiWiki, a bilingual English/Chinese encyclopedia of AI-coding pitfalls and LLM privacy protection, with cited evidence. (by XuebinMa, ★8, security:PASS) - [inspeximus: agent memory with provenance, GDPR erasure and a tamper-evident audit trail](https://github.com/DanceNitra/inspeximus): Self-correcting agent memory: recall, supersede, revert, forget, GDPR erasure, audit receipts. (by DanceNitra, ★7, security:PASS) - [gctrl](https://github.com/GCTRL-TECH/platform/tree/main/services/mcp): Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens. (by GCTRL-TECH, ★7, security:PASS) - [since-cutoff](https://github.com/MohammadHijjawi97/since-cutoff): Which Python library APIs changed after your model's training cutoff (static diff, no model calls) (by MohammadHijjawi97, ★7, security:PASS) - [Mindswap](https://github.com/ShipOrBleed/mindswap): Local-first AI context and memory server for cross-tool coding continuity. (by ShipOrBleed, ★7, security:PASS) - [Amazing Marvin (complete)](https://github.com/andreasd083/amazing-marvin-complete-mcp): Amazing Marvin task manager: complete public-API coverage (38 tools) with built-in rate limiting (by andreasd083, ★7, security:PASS) - [docsift](https://github.com/anishmoncivarghese/docsift): Convert a document once, then get back only the passages that answer a question. (by anishmoncivarghese, ★7, security:PASS) - [sovseal-memory](https://github.com/sovseal/core): Local-first, zero-knowledge AI memory across Claude, Cursor, and every MCP client. 0 RTT reads. (by sovseal, ★7, security:PASS) - [GroundLens](https://github.com/groundlens-dev/groundlens): Verify AI answers and executions and seal signed, offline-verifiable evidence records. (by groundlens-dev, ★7, security:PASS) - [cogmemai](https://github.com/hifriendbot/cogmemai-mcp): Memory for any Ai: remembers across sessions, enforces your rules before actions, reviews the work. (by hifriendbot, ★7, security:PASS) - [AccInt](https://github.com/maxbaluev/accreted-intelligence): Local Work Model MCP server for agent work that learns from real outcomes. (by maxbaluev, ★7, security:PASS) - [open-zk-kb](https://github.com/mrosnerr/open-zk-kb): Shared, persistent memory for AI assistants, built on the Zettelkasten method. (by mrosnerr, ★7, security:PASS) - [live-memory](https://github.com/shofer-dev/claude-code-live-memory): Persistent, read-only codebase memory for Claude Code; ask it instead of re-reading files. (by shofer-dev, ★7, security:PASS) - [engram](https://github.com/girishbuilds/engram/tree/main/adapter): MCP adapter for Engram - organizational memory for AI agents (by girishbuilds, ★7, security:PASS) - [Open Waters AIS](https://github.com/openwatersio/aiscast): Live AIS vessel positions by MMSI, name, area, or radius, plus coverage. No sign-in, no key. (by openwatersio, ★7, security:PASS) - [agent-memory](https://github.com/g1itchbot8888-del/agent-memory): Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection. (by g1itchbot8888-del, ★7, security:PASS) - [Mnema — Shared Brain for You and Your AI Agents](https://github.com/nbkdoesntknowcoding/mnema/tree/main/apps/api): Self-hostable shared brain for you and your AI agents — docs, flows, meetings, decisions, rationale (by nbkdoesntknowcoding, ★6, security:PASS) - [prior](https://github.com/cg3inc/prior_mcp): Shared knowledge base for AI agents. Search and contribute solutions to technical problems. (by cg3inc, ★6, security:PASS) - [plesk-mcp](https://github.com/FlayedOne/plesk-mcp): Manage your Plesk hosting server using AI assistants. (by FlayedOne, ★6, security:PASS) - [mwe-mcp — Memory Wiki Engine](https://github.com/Fr4nZ82/mwe-mcp): Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL. (by Fr4nZ82, ★6, security:PASS) - [product-cli](https://github.com/mindovermachine-dev/product-cli): Knowledge graph CLI for managing features, ADRs, and test criteria as MCP-discoverable artifacts. (by mindovermachine-dev, ★6, security:PASS) - [JAIPilot](https://github.com/JAIPilot/jaipilot): Ship better Java with your coding agent. (by JAIPilot, ★6, security:PASS) - [crbro-memory](https://github.com/Octonove/crbro-memory): Persistent file-based memory for AI agents: inspectable, versionable, fully local. (by Octonove, ★6, security:PASS) - [Provena Agent Memory](https://github.com/admiralpunk/Provena): Self-hosted MCP memory for AI agents: persistent context with evidence-backed claims. (by admiralpunk, ★6, security:PASS) - [tempera](https://github.com/anvanster/tempera): Persistent episodic memory for AI coding: capture, retrieve, brief, dream cycle, cross-project. (by anvanster, ★6, security:PASS) - [ethora-mcp-cli](https://github.com/dappros/ethora-mcp-server): MCP server for the Ethora chat & messaging platform: chat ops, AI agents, RAG, automation. (by dappros, ★6, security:PASS) - [codecov](https://github.com/egulatee/mcp-server-codecov): MCP server for querying Codecov coverage data with configurable URL support (by egulatee, ★6, security:PASS) - [skillmem](https://github.com/liza-studio/skillmem): Skill memory for coding agents: learn, recall, reinforce, decay. Local SQLite, no API key. (by liza-studio, ★6, security:PASS) - [Penfield Memory](https://github.com/penfieldlabs/penfield-mcp): Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more. (by penfieldlabs, ★6, security:PASS) - [PipesHub](https://github.com/pipeshub-ai/mcp-server): Permissioned search and cited answers over Slack, Drive, Gmail, Jira, and 50+ workplace sources. (by pipeshub-ai, ★6, security:PASS) - [Agendum](https://github.com/sralli/agendum): AI agent memory: task tracking, scoped work packages, decisions, and cross-session continuity (by sralli, ★6, security:PASS) - [agent-memory-os](https://github.com/yamantaka520/Agent-Memory-OS): Local-first memory engine for AI-agent teams: team/project ACL, recall, and federated sync. (by yamantaka520, ★6, security:PASS) - [agenthelm](https://github.com/jayasukuv11-beep/agenthelm): Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents. (by jayasukuv11-beep, ★6, security:PASS) - [afair](https://github.com/afairai/afair): Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and decay. (by afairai, ★6, security:PASS) - [acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server): Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search. (by timmx7, ★6, security:PASS) - [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp): Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files. (by trust-delta, ★6, security:PASS) - [context-memory](https://github.com/ErebusEnigma/context-memory): Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a web dashboard. (by ErebusEnigma, ★6, security:PASS) - [passbaton](https://github.com/leesgit/passbaton): Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search. (by leesgit, ★6, security:PASS) - [counsel-mcp](https://github.com/mercurialsolo/counsel-mcp): Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API. (by mercurialsolo, ★6, security:PASS) - [Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge): Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge. (by zzhang82, ★6, security:PASS) - [Seamless](https://github.com/0spoon/seamless): Local-first shared memory and task coordination for AI coding agents. Go daemon plus headless CLI. (by 0spoon, ★5, security:PASS) - [Cairn Remembers](https://github.com/CairnRemembers/cairn): Local memory your AI tools share: decisions, notes and corrections that carry across sessions. (by CairnRemembers, ★5, security:PASS) - [nan-forget](https://github.com/NaNMesh/nan-forget): AI that remembers. Local-first cross-session, cross-project long-term memory for coding tools. (by NaNMesh, ★5, security:PASS) - [TriliumNext (trilium-mcp)](https://github.com/OVDEN13/trilium-mcp): Read and write a self-hosted TriliumNext knowledge base over its ETAPI. (by OVDEN13, ★5, security:PASS) - [Thronglets](https://github.com/Shangri-la-0428/Thronglets): P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p (by Shangri-la-0428, ★5, security:PASS) - [Fireweed](https://github.com/Starksood/fireweed-mcp): Agent memory where every fact carries a receipt, and deletion is provable. (by Starksood, ★5, security:PASS) - [agentmem](https://github.com/Thezenmonster/agentmem): Governed memory for coding agents. Trust lifecycle, conflict detection, health scoring. (by Thezenmonster, ★5, security:PASS) - [Context Book](https://github.com/aditya201551/context-book): Stop re-explaining yourself to Agents. Give it the right context, right when needed. (by aditya201551, ★5, security:PASS) - [openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp): Search and contribute to a shared knowledge base of AI-discovered problem-solution pairs. (by andreas-roennestad, ★5, security:PASS) - [dreamd](https://github.com/botzrDev/dreamd): Local-first, cross-harness memory for AI coding agents. (by botzrDev, ★5, security:PASS) - [nucleus](https://github.com/eidetic-works/nucleus-mcp): Sovereign Agent OS — Persistent Memory, Governance & Compliance for AI Agents. (by eidetic-works, ★5, security:PASS) - [Assurance](https://github.com/i-ops-hq/assurance): Checks what an agent did NOT read. Coverage over a retrieval step or a folder. (by i-ops-hq, ★5, security:PASS) - [Sentinel DV](https://github.com/kiranreddi/sentinel-dv): MCP tools for UVM/cocotb logs, coverage, regressions, and waveform triage. (by kiranreddi, ★5, security:PASS) - [iranti](https://github.com/nfemmanuel/iranti): Persistent, shared memory for AI agents — facts, checkpoints, semantic search. (by nfemmanuel, ★5, security:PASS) - [StandardGraph](https://github.com/swoopeagle/standardgraph): 158,000+ K-12 education standards across 300 curriculum systems, cross-referenced via NLP. (by swoopeagle, ★5, security:PASS) - [mif-tools](https://github.com/varun29ankuS/mif-spec): Convert, validate, and inspect AI agent memories across formats (by varun29ankuS, ★5, security:PASS) - [brainkb](https://github.com/sensein/BrainKB): MCP server for querying BrainKB, a knowledge base for neuroscience knowledge graphs. (by sensein, ★5, security:PASS) - [0CompactMem](https://github.com/soolaugust/vMem): Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware reclaim. (by soolaugust, ★5, security:PASS) - [memkin](https://github.com/AndreLYL/memkin): Local-first personal memory that distills Feishu/Lark chats and Claude Code/Codex sessions into a private knowledge graph of people, projects and tasks. (by AndreLYL, ★5, security:PASS) - [gingugu](https://github.com/gingugu/gingugu): Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and keychain credential vault. (by gingugu, ★5, security:PASS) - [waypath](https://github.com/TheStack-ai/waypath): Local-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and review gates. (by TheStack-ai, ★5, security:PASS) - [customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp): Access the CustomGPT.ai RAG-as-a-service API. (by Poll-The-People, ★5, security:PASS) - [ctxfile](https://github.com/ctxfile/ctxfile): Local-first MCP server that snapshots your project's working state into one context object. (by ctxfile, ★4, security:PASS) - [adaptive-recall](https://github.com/AIAppsAPI/adaptive-recall): Adaptive memory system with cognitive scoring, knowledge graph, and self-improving ML. (by AIAppsAPI, ★4, security:PASS) - [Lore Context](https://github.com/Lore-Context/lore-context): Governed AI-agent memory, Evidence Ledger traces, evals, and portable context tools. (by Lore-Context, ★4, security:PASS) - [rememb](https://github.com/LuizEduPP/Rememb): Persistent memory for AI agents — local JSON, zero config, no server required. (by LuizEduPP, ★4, security:PASS) - [ComfyUI Builder](https://github.com/MIt9/mcp-comfy-ui-builder): ComfyUI MCP server: knowledge base, workflow builder, real-time execution, models, plugins. (by MIt9, ★4, security:PASS) - [molecare-mcp](https://github.com/MoleCare/molecare-mcp): Educational dermatology knowledge and mole tracking. No credentials needed. Not a medical device. (by MoleCare, ★4, security:PASS) - [LINZA](https://github.com/Semiotronika/LINZA-MCP): Local-first MCP sidecar for Markdown artifacts, review intents, and supervised knowledge growth. (by Semiotronika, ★4, security:PASS) - [rekindle](https://github.com/Skitchy/rekindle): MCP session continuity engine. Boot reports, orientation scoring, and end-session capture. SQLite. (by Skitchy, ★4, security:PASS) - [Proxmox VE](https://github.com/akmalovaa/proxmox-mcp): Manage Proxmox VE nodes, VMs, containers, storage and snapshots. Read-only by default. (by akmalovaa, ★4, security:PASS) - [archetypal-ai](https://github.com/archetypal-ai/archetypal-ai): Persistent memory for AI agents. recall, remember, checkpoint — soul preservation. (by archetypal-ai, ★4, security:PASS) - [langchain-mcp](https://github.com/baixianger/langchain-MCP/tree/main/packages/mcp-server): LangChain/LangGraph/DeepAgents knowledge + LangGraph agent debugging (Polly-like) (by baixianger, ★4, security:PASS) - [EchoVault Memory](https://github.com/go-ports/echovault): Local-first memory for coding agents; stores decisions, bugs, and context across sessions. (by go-ports, ★4, security:PASS) - [TokenKnows](https://github.com/johnnywuj81/tokenknows): Distill AI coding sessions into weekly reports, ADRs and a knowledge graph - self-hosted (by johnnywuj81, ★4, security:PASS) - [agence](https://github.com/l-agence/agence): AI governance MCP server — policy enforcement, skills, memory, multi-LLM consensus (by l-agence, ★4, security:PASS) - [domain-memory](https://github.com/mashware/domain-memory/tree/main/packages/server): Local-first MCP server serving a project's business-domain knowledge to MCP-compatible agents. (by mashware, ★4, security:PASS) - [memoweft](https://github.com/memoweft/memoweft): Portable AI memory as MCP tools: five reads and three controlled writes. (by memoweft, ★4, security:PASS) - [OpenOCD Debugger](https://github.com/microhenrio/openocd-mcp): Debug microcontrollers via OpenOCD: flash, breakpoints, memory, registers and variables. (by microhenrio, ★4, security:PASS) - [swsd](https://github.com/mikimatsub/swsd-mcp): MCP server for SolarWinds Service Desk tickets, catalog, knowledge, ITSM operations, and workflows. (by mikimatsub, ★4, security:PASS) - [Gemdex](https://github.com/nikships/gemdex): Persistent memory layer for AI coding agents: save, recall, update via Gemini plus LanceDB (by nikships, ★4, security:PASS) - [server.json](https://github.com/nowledge-co/claude-dxt): A server that provides MCPB package functionality for Nowledge Mem (by nowledge-co, ★4, security:PASS) - [THOR](https://github.com/nworks3d/THOR-memory-bible-for-AI): Local memory for coding agents. A rule with a runnable proof can refuse a wrong command. (by nworks3d, ★4, security:PASS) - [adif-mcp](https://github.com/qso-graph/adif-mcp): ADIF 3.1.6 parser and validator for amateur radio QSO logs. Full spec coverage. (by qso-graph, ★4, security:PASS) - [memorykit](https://github.com/rapozoantonio/memorykit): Cognitive memory for AI coding assistants — persistent memory across sessions (by rapozoantonio, ★4, security:PASS) - [mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server): Local-first memory & context-handoff across AI tools — capture in one, resume in another. No cloud. (by ravi-labs, ★4, security:PASS) - [Audio Sonic MCP](https://github.com/ripunjay-kashyap/audio-sonic-mcp): Local-first audio analysis: BPM, musical key, production profile, and CLAP vibe embeddings. (by ripunjay-kashyap, ★4, security:PASS) - [Vulcanus](https://github.com/sunsatosolutions/Vulcanus): A validated Markdown memory vault your coding agent can recall, project by project. (by sunsatosolutions, ★4, security:PASS) - [On Board](https://github.com/swisspra/On_Board): Cross-platform shared memory and ticket coordination for AI agents across MCP clients. (by swisspra, ★4, security:PASS) - [memory-mcp-lite](https://github.com/thuupx/memory-mcp-lite): A lightweight, structured, token-efficient local-first MCP memory server (by thuupx, ★4, security:PASS) - [tilde](https://github.com/topskychen/tilde): Your AI agents' home directory — privacy-first MCP server for portable AI identity. (by topskychen, ★4, security:PASS) - [adhd-hub](https://github.com/uniskela/adhd-hub): Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients. (by uniskela, ★4, security:PASS) - [lore-mcp](https://github.com/davidgut1982/lore-mcp): Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite, PostgreSQL or Supabase. (by davidgut1982, ★4, security:PASS) - [owl-mcp](https://github.com/liftkkkk/owl-mcp): Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs. (by liftkkkk, ★4, security:PASS) - [mcp-agent-memory](https://github.com/tverney/mcp-agent-memory): Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and extraction. (by tverney, ★4, security:PASS) - [devrecall](https://github.com/pavelpilyak/devrecall): Local-first index of your commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads and calendar events to search and cite past work. (by pavelpilyak, ★4, security:PASS) - [subdownload-mcp](https://github.com/SubDownload/subdownload-mcp): YouTube knowledge base: summarize videos, fetch transcripts (even without captions), search channels and playlists, and save results for cross-session recall. (by SubDownload, ★4, security:PASS) - [weighted-compact](https://github.com/zzallirog/weighted-compact): Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no outbound calls. (by zzallirog, ★4, security:PASS) - [notion-private-api-mcp](https://github.com/kirvigen/notion-private-api-mcp): Unofficial Notion access via the private API (tokenv2): read and write across your whole workspace without an integration token or per-page sharing. (by kirvigen, ★4, security:PASS) - [Biel.ai](https://github.com/TechDocsStudio/biel-mcp): Query your product docs from AI tools. Source-cited answers from your indexed documentation. (by TechDocsStudio, ★3, security:PASS) - [logic-server](https://github.com/Auctalis/nocturnusai): Agent reasoning, memory, and token-optimized context for AI applications. (by Auctalis, ★3, security:PASS) - [M1K3](https://github.com/Round-Tower/M1K3/tree/master/macos): Private memory, documents, voice and a local LLM for your agents, served by a Mac app on-device. (by Round-Tower, ★3, security:PASS) - [GRAFOMEM CGR Capture](https://github.com/GNS-Foundation/grafomem/tree/main/packages/grafomem-cgr): Record agent judgments and their real outcomes on GRAFOMEM Cloud. Capture now, score later. (by GNS-Foundation, ★3, security:PASS) - [GRAFOMEM CGR Read](https://github.com/GNS-Foundation/grafomem/tree/main/src/aml/cgr): Read Foundation-signed, offline-verifiable CGR agent-reputation attestations. No install. (by GNS-Foundation, ★3, security:PASS) - [memxus](https://github.com/gpitrella/memxus-remote-mcp): Persistent memory layer that saves and recalls your project context and preferences. (by gpitrella, ★3, security:PASS) - [WalkMyPlan](https://github.com/yaniv-fink/walkmyplan-mcp): Describe a house or upload a DWG/vector-PDF plan and get a walkable, editable 3D model. (by yaniv-fink, ★3, security:PASS) - [central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence/tree/main/packages/mcp-server): Persistent memory for AI agents. Store, recall, and share knowledge across sessions. (by AlekseiMarchenko, ★3, security:PASS) - [specmate](https://github.com/Alele496/bsv-specmate): BSV coding knowledge engine for AI agents — pre-compile traps and post-compile diagnosis. (by Alele496, ★3, security:PASS) - [Nahuali](https://github.com/Arakiss/nahuali): Trust-aware agent memory with evidence-backed recall, self-inspection, and audit history. (by Arakiss, ★3, security:PASS) - [Archivist AI](https://github.com/Astrotomic/mcp.myarchivist.ai): Official remote MCP server for Archivist AI TTRPG campaign memory: characters, sessions, and more. (by Astrotomic, ★3, security:PASS) - [SmartMemory](https://github.com/MauriceIsrael/SmartMemory): Neuro-symbolic memory for LLMs (POC) (by MauriceIsrael, ★3, security:PASS) - [Memphora](https://github.com/Memphora/memphora-mcp): Add persistent memory to AI assistants. Store and recall info across conversations. (by Memphora, ★3, security:PASS) - [MemoryGuard](https://github.com/MerakOsiris/memoryguard): Local-first governed MCP memory backend for coding agents. (by MerakOsiris, ★3, security:PASS) - [dazai — burn-after-reading secret (motokano)](https://github.com/New1Direction/ningen-shikkaku): Serve a secret to an agent exactly N times from locked RAM, then wipe it and self-destruct. (by New1Direction, ★3, security:PASS) - [Astria](https://github.com/Nodesify/astria): Turn any codebase into a queryable knowledge graph — offline-first, zero API keys. (by Nodesify, ★3, security:PASS) - [Builderforce Memory](https://github.com/SeanHogg/builderforce-memory/tree/main/packages/memory-mcp): Token-saving persistent memory for AI agents: recall durable facts instead of re-reading files. (by SeanHogg, ★3, security:PASS) - [Sprintra](https://github.com/Sprintra-io/sprintra-mcp): The project brain for AI coding agents — memory, decisions, sprints, knowledge base via MCP. (by Sprintra-io, ★3, security:PASS) - [MCP Context Card](https://github.com/Wolfe-Jam/mcp-context-card): MCP server for a project's context (AGENTS.md), memory, and identity — base or drop-in extension. (by Wolfe-Jam, ★3, security:PASS) - [Talamus](https://github.com/ampres-ai/talamus): Local-first, source-grounded memory that survives AI agent sessions. (by ampres-ai, ★3, security:PASS) - [Vlk MemAct](https://github.com/aranajhonny/vlk): Stateful memory for AI agents. Temporal awareness, error loop detection, and preventive constraints. (by aranajhonny, ★3, security:PASS) - [Marrow](https://github.com/aryawidjaja/marrow): Shared memory for parallel AI coding agents. Local, free, with rooms and file claims. (by aryawidjaja, ★3, security:PASS) - [CogZ](https://github.com/balaianu/CogZ): Local-first engineering cognition for AI coding agents — persistent memory over your codebase. (by balaianu, ★3, security:PASS) - [soulsketch](https://github.com/bytewizard42i/soulSketch): Portable, user-owned AI memory packs: read, validate, fingerprint, diff, and observe (by bytewizard42i, ★3, security:PASS) - [hypermnesia-mcp-viz](https://github.com/cdeust/cortex-viz): Read-only visualization for Cortex memory, knowledge, sessions, traces, and codebase graphs. (by cdeust, ★3, security:PASS) - [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp): MCP server for AI agent read/write access to Obsidian vaults via EVC Team Relay. (by entire-vc, ★3, security:PASS) - [Factum](https://github.com/factum-project/factum): Auditable memory for AI agents: provenance, cascade retraction, conflict refusal (by factum-project, ★3, security:PASS) - [lego-oracle](https://github.com/gregario/lego-oracle): LEGO sets, parts, minifigs, and inventories as an MCP server (by gregario, ★3, security:PASS) - [Pathmark](https://github.com/hacksurvivor/pathmark): Local-first intent and provenance for Codex, Claude Code, Cursor, Gemini CLI, and MCP agents. (by hacksurvivor, ★3, security:PASS) - [Deadzone](https://github.com/laradji/deadzone): Local-first MCP server: semantic search over library docs. No cloud, no API key, no telemetry. (by laradji, ★3, security:PASS) - [Weasley DeepMind](https://github.com/potatohoney-p/weasley-deepmind): Secure, fragment-based long-term memory for MCP-compatible AI agents. (by potatohoney-p, ★3, security:PASS) - [Graphiti Local](https://github.com/renezander030/graphiti-local): Local-first temporal knowledge graph with six read-only MCP tools and human-reviewed writes. (by renezander030, ★3, security:PASS) - [Tisty](https://github.com/rgdevment/Tisty): Notes, documents and tasks as plain Markdown on your own disk. No account, no server. (by rgdevment, ★3, security:PASS) - [Norn](https://github.com/samad001z/Norn): Local-first, persistent memory for AI coding agents — remember, recall, forget, and list, over MCP. (by samad001z, ★3, security:PASS) - [SMRITI Memory](https://github.com/smriti-memcore/smriti-memcore): Neuro-inspired long-term memory for AI agents with semantic graph and consolidation. (by smriti-memcore, ★3, security:PASS) - [OpenAkashic](https://github.com/szara7678/OpenAkashic): Shared long-term memory vault for AI agents with 20 MCP tools. (by szara7678, ★3, security:PASS) - [cosmos-mcp](https://github.com/teampolarity/cosmos-mcp): Personal knowledge graph every MCP client reads from and writes to. Portable across agents. (by teampolarity, ★3, security:PASS) - [aifp-mcp](https://github.com/wjabanjj/aifp-mcp): Persistent memory MCP server for AI coding assistants. Chinese-first and fully local. (by wjabanjj, ★3, security:PASS) - [gjalla](https://github.com/gjalla/engineering/tree/main/mcp): Hosted self-curating shared memory that keeps your agents working like a high-performing team (by gjalla, ★3, security:PASS) - [self-hosted-ai](https://github.com/cipherfoxie/sovereign-mcp): Engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 60+ articles indexed. (by cipherfoxie, ★3, security:PASS) - [integrations](https://github.com/aidesignblueprint/integrations): Read-only access to the Agentic AI Blueprint, a reference for agent UX: browse and search principles, implementation examples and application guides. (by aidesignblueprint, ★3, security:PASS) - [hipocampo](https://github.com/carrasquelalex1/hipocampo): Bilingual (English/Spanish) dual-memory system on PostgreSQL, pgvector and NVIDIA NIM with progressive retrieval, deduplication, checkpoints and auto-repair. (by carrasquelalex1, ★3, security:PASS) - [cc-sensei](https://github.com/contradictory-body/cc-sensei): Explore Claude Code's source as queryable architecture modules: trace cross-cutting concerns, search patterns and read source code locally. (by contradictory-body, ★3, security:PASS) - [workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp): Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search. (by ChrisGVE, ★3, security:PASS) - [geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol): Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code graph context. (by geondongkim, ★3, security:PASS) - [Central-Memory-MCP](https://github.com/MWG-Logan/Central-Memory-MCP): Workspace-grounded knowledge graph shared by multiple developers, hosted on Azure Functions with Table storage. (by MWG-Logan, ★3, security:PASS) - [Metis](https://github.com/SVerITG/Metis): Private local research second brain: project-aware memory, cited answers from your library, linked notes and meetings, daily briefs and a meeting assistant. (by SVerITG, ★3, security:PASS) - [Magnemo](https://github.com/Magnemo-AI/magnemo): Governed memory for AI agents. Memory with receipts. Local, plain files, zero network calls. (by Magnemo-AI, ★2, security:PASS) - [Achriom](https://github.com/achriom/achriom-mcp): Media memory for AI agents and their humans: books, movies, music, shows, anime, podcasts, games. (by achriom, ★2, security:PASS) - [Redbark](https://github.com/redbark-co/redbark-mcp): Live AU/NZ bank (CDR) and brokerage data for AI agents, plus management of Redbark syncs and rules (by redbark-co, ★2, security:PASS) - [Agent Module](https://github.com/AgentModule/mcp): Deterministic compliance and vertical knowledge bases for autonomous agents. Free 24hr trial. (by AgentModule, ★2, security:PASS) - [soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server): MCP server for validating and generating SOUL.md agent identity files from Claude Desktop. (by AntonioTF5, ★2, security:PASS) - [agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp): Query any docs site via MCP. Submit a URL, ask questions, get cited answers. (by AshutoshRaj97, ★2, security:PASS) - [Metis](https://github.com/BrightbeamAI/metis): Governed tacit memory for AI agents: reviewed expert know-how, given only where conditions match (by BrightbeamAI, ★2, security:PASS) - [Local GPU Imagegen](https://github.com/ChevalGrand520/local-gpu-imagegen): MCP-first control plane for ComfyUI workflows with explicit approvals and no silent downloads. (by ChevalGrand520, ★2, security:PASS) - [judgment-pack](https://github.com/Judgment-Pack/judgment-pack-runtime): Offline JPS validator, conformance tester, and experimental evaluator over stdio MCP; keyless. (by Judgment-Pack, ★2, security:PASS) - [fish-bridge — Session Knowledge Graph](https://github.com/MakeaMouse/fish-bridge-mcp): Compresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama. (by MakeaMouse, ★2, security:PASS) - [memori-mcp](https://github.com/MemoriLabs/memori-mcp): Memori MCP server — persistent AI memory with recall and augmentation tools (by MemoriLabs, ★2, security:PASS) - [engram-cc](https://github.com/Morous-Dev/engram-context-continuum): Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval. (by Morous-Dev, ★2, security:PASS) - [mneme Record](https://github.com/OnourImpram/mneme): Vault-native, accountable memory for Claude Code and MCP clients. Markdown is ground truth. (by OnourImpram, ★2, security:PASS) - [saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp): MCP standards client for your own custodial SAIHM operator. Free start: @saihm/mcp-server-pro (by SAIHM-Admin, ★2, security:PASS) - [Librarian](https://github.com/Terobyte/librarian-cli): Deterministic ebook-to-markdown pipeline with MCP tools to browse, search, and read your books. (by Terobyte, ★2, security:PASS) - [A2CR](https://github.com/a2cr/a2cr): Save AI-agent handoff checkpoints, WorkStash notes, and WorkThreads in a local A2CR workspace. (by a2cr, ★2, security:PASS) - [better-notion](https://github.com/ai-aviate/better-mcp-notion): Operate Notion with a single Markdown document — read, create, and update pages in one call. (by ai-aviate, ★2, security:PASS) - [aide-memory](https://github.com/aide-memory/aide-memory): Persistent memory layer for AI coding agents — your agent remembers what you taught it. (by aide-memory, ★2, security:PASS) - [contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp): Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. (by alfredoizdev, ★2, security:PASS) - [memocall](https://github.com/baodq06/memocall): Recall past Claude Code conversations from any project as clean, compact Markdown. (by baodq06, ★2, security:PASS) - [mcp-server](https://github.com/cachly-dev/cachly-mcp): Persistent memory + causal root-cause analysis for AI coding agents. 124 MCP tools. EU, GDPR. (by cachly-dev, ★2, security:PASS) - [Calypso Multimodal RAG MCP](https://github.com/calypso-so/calypso-mcp-server): Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge. (by calypso-so, ★2, security:PASS) - [leadenrich-mcp](https://github.com/carsonlabs/leadenrich-mcp): Waterfall lead enrichment — cascades Apollo, Clearbit, and Hunter for max coverage (by carsonlabs, ★2, security:PASS) - [JProfiler](https://github.com/ej-technologies/jprofiler-mcp): Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more. (by ej-technologies, ★2, security:PASS) - [Facthouse](https://github.com/gordonkjlee/facthouse): Local AI memory: neuroscience-inspired Data→Information→Knowledge in SQLite you own. (by gordonkjlee, ★2, security:PASS) - [brewers-almanack](https://github.com/gregario/brewers-almanack): Brewing knowledge MCP — beer styles, ingredients, off-flavours, water chemistry, recipes (by gregario, ★2, security:PASS) - [context-pod](https://github.com/Nervous-Machine/context-pod): Persistent context for AI agents built fromlearned vectors with certainty scores. (by Nervous-Machine, ★2, security:PASS) - [Memwyre](https://github.com/memwyreai/Memwyre): Universal persistent memory and knowledge retrieval layer for AI agents and LLMs. (by memwyreai, ★2, security:PASS) - [MemHeaven — Self-hosted Remote MCP Memory for ChatGPT](https://github.com/nazar256/memheaven): Self-hosted remote MCP memory server for ChatGPT and AI agents. (by nazar256, ★2, security:PASS) - [PinRAG](https://github.com/ndjordjevic/pinrag): MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations. (by ndjordjevic, ★2, security:PASS) - [Wiki.js](https://github.com/ni-c/wikijs-mcp): Search, read and edit Wiki.js pages, and manage its assets, users, groups and comments (by ni-c, ★2, security:PASS) - [memkeeper](https://github.com/teflon07/memkeeper): Local-first memory for AI agents: on-device hybrid retrieval over a single SQLite file. (by teflon07, ★2, security:PASS) - [StremAI](https://github.com/thomasjumper/agentbay): StremAI MCP: shared memory for AI coding agents. Connected agents can recall. OAuth + local stdio. (by thomasjumper, ★2, security:PASS) - [OpenReflex](https://github.com/vishnu-77/openreflex): Optional diagnostics MCP server for OpenReflex's ambient project muscle memory. (by vishnu-77, ★2, security:PASS) - [wundervault-mcp](https://github.com/wundervault/wundervault-mcp): Zero-knowledge MCP secrets vault for AI agents: secrets injected at runtime, never seen by the model (by wundervault, ★2, security:PASS) - [SourceHarbor MCP](https://github.com/xiaojiou176-open/BrewMe): Source-first AI knowledge control tower MCP server for YouTube, Bilibili, RSSHub, and RSS. (by xiaojiou176-open, ★2, security:PASS) - [LocalKeep](https://github.com/zuneracodes/localkeep): Local chronological memory banks you control; Claude recalls them via MCP. (by zuneracodes, ★2, security:PASS) - [Particles](https://github.com/LinkedParticles/particles-engine-py): An append-only ledger of sourced, dated, confidence-scored claims your agent cites and you audit (by LinkedParticles, ★2, security:PASS) - [rag-kb](https://github.com/fish827-08/rag-kb): Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via local Ollama. (by fish827-08, ★2, security:PASS) - [shadowgraph](https://github.com/LiLara-AI/shadowgraph): Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions. (by LiLara-AI, ★2, security:PASS) - [personal-understanding](https://github.com/caix84476-netizen/personal-understanding): Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an audit dashboard. (by caix84476-netizen, ★2, security:PASS) - [LoreRoom](https://github.com/fenghaochang/LoreRoom): Encrypted local memory for Claude Code Telegram bots: captures both sides of conversations, with SQLCipher encryption and CJK-friendly full-text search. (by fenghaochang, ★2, security:PASS) - [algora-mcp-server](https://github.com/idapixl/algora-mcp-server): Browse and search open-source bounties on Algora, filter by org, tech or amount, and get top bounties and aggregate stats. (by idapixl, ★2, security:PASS) - [pr-genius](https://github.com/zsxh1990/pr-genius): Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy. (by zsxh1990, ★2, security:PASS) - [memento-mcp](https://github.com/lfrmonteiro99/memento-mcp): Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions. (by lfrmonteiro99, ★2, security:PASS) - [mcp-memory](https://github.com/ShipItAndPray/mcp-memory): SQLite-based memory with exponential decay: memories strengthen on access and fade when unused, limiting unbounded context growth. (by ShipItAndPray, ★2, security:PASS) - [graph-memory](https://github.com/stevepridemore/graph-memory): Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings. (by stevepridemore, ★2, security:PASS) - [farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek): Seven-layer recursive agent memory with context branching, holographic recall, dream consolidation and on-chain persistence. (by timowhite88, ★2, security:PASS) - [mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat): Add RAG-based AI chat to any website: local vector store, OpenAI, Anthropic or Gemini models, a self-contained chat server and an embeddable widget. (by gogabrielordonez, ★2, security:PASS) - [xmp4 — Semantic code knowledge for your stack](https://github.com/0ics-srls/lsai-xmp4.public): OSS libs in your stack, really used: source, tests, callers. C#, Java, TS, Python, Rust, PHP+. (by 0ics-srls, ★1, security:PASS) - [Kumbuka](https://github.com/Kumbuka-ai/kumbuka): Governed, auditable knowledge your team curates for its AI assistants, self-hostable (by Kumbuka-ai, ★1, security:PASS) - [Lithtrix — Identity, Memory & Trust for AI Agents](https://github.com/lithtrix/lithtrix-mcp): Identity, memory, trust, and swarm primitives for AI agents. MIRC base always free. (by lithtrix, ★1, security:PASS) - [xbrlkit](https://github.com/RoboFinSystems/xbrlkit): Read SEC EDGAR and XBRL filings with an AI: 18 tools over the filing itself. Local, free, no account (by RoboFinSystems, ★1, security:PASS) - [Nausika](https://github.com/nausika-app/nausika-feedback): Mediterranean marine, nautical, sailing: forecasts, tides, sea routes, anchorages, POIs for AI. (by nausika-app, ★1, security:PASS) - [Amber](https://github.com/ambermem/amber): Long-term memory for AI assistants. Hybrid retrieval, query expansion, auto-topics. (by ambermem, ★1, security:PASS) - [Guru Remote MCP Server](https://github.com/guruhq/remote-mcp-server): Guru MCP Server - Connect AI tools to your Guru knowledge base (by guruhq, ★1, security:PASS) - [being-mcp-server](https://github.com/wnbhr/being): Personality Runtime for AI agents — persistent memory, personality, and relationships via MCP (by wnbhr, ★1, security:PASS) - [Alloy](https://github.com/Alloy-Systems/work-with-alloy): AI workspace — shared knowledge, skills, and tools for AI agents (by Alloy-Systems, ★1, security:PASS) - [shyn](https://github.com/shyn-labs/shyn): Local-first ambient memory for your Mac — pages, meetings, notes, encrypted on-device. (by shyn-labs, ★1, security:PASS) - [aieph](https://github.com/tryaieph/aieph): Shared knowledge cache for AI coding agents — reuse an answer once it exists. (by tryaieph, ★1, security:PASS) - [DecRec](https://github.com/decrec-io/decrec-plugin): Decision memory for AI agents: record, revisit, and resolve consequential choices. (by decrec-io, ★1, security:PASS) - [memory-poisoning-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/memory-poisoning-scanner): Scans agent code for untrusted input poisoning persistent cross-session memory (by GuardBee, ★1, security:PASS) - [ProofGraph (Antigravity MCP)](https://github.com/AI-BuildInfra/proof-graph): Evidence-first entity and knowledge graph MCP server for AI agents to verify claims. (by AI-BuildInfra, ★1, security:PASS) - [mcp-openai](https://github.com/AceDataCloud/OpenAIMCP): MCP server for OpenAI API (chat completions, image generation, embeddings) via AceDataCloud (by AceDataCloud, ★1, security:PASS) - [AsterMind MCP](https://github.com/AsterMindAI/astermind-mcp): On-device reranking that cuts RAG context tokens ~67% while keeping a relevant passage. (by AsterMindAI, ★1, security:PASS) - [Vantage — Signal Tracker](https://github.com/Cavendo-AI/vantage): Save and query market signals from your AI conversations. (by Cavendo-AI, ★1, security:PASS) - [Cortex](https://github.com/FilippoPilo/cortex-connector): Patent-pending semantic memory for AI agents: quality-gated writes, conflict tracking. Free trial. (by FilippoPilo, ★1, security:PASS) - [burn-mcp-server](https://github.com/Fisher521/burn-mcp-server): AI-powered reading triage MCP. 26 tools with a 24h burn timer. Read less, absorb more. (by Fisher521, ★1, security:PASS) - [khiip](https://github.com/KhiipAI/khiip): Capture the web, keep your copy as plain Markdown, and recall it by meaning. Local-first daemon. (by KhiipAI, ★1, security:PASS) - [KitchenSink4PPT](https://github.com/KitchenSink4AI/KitchenSink4PPT): PowerPoint (.pptx) MCP server: editable vector diagrams, tables, budgeted reads, render-to-verify (by KitchenSink4AI, ★1, security:PASS) - [UltraMemory](https://github.com/LogicLabsAI/ultramemory-mcp): One memory, every AI: Claude, ChatGPT, Perplexity, Gemini, Cursor, OpenClaw, Hermes, any MCP client. (by LogicLabsAI, ★1, security:PASS) - [nativ](https://github.com/Nativ-Technologies/nativ-mcp): AI-powered localization — translate, manage translation memory, and access style guides. (by Nativ-Technologies, ★1, security:PASS) - [Rarefied Earth Groundwork MCP](https://github.com/Rarefied-Earth/groundwork): Rarefied Earth Groundwork MCP: company memory for AI agents. 14-day full-access trial, no card. (by Rarefied-Earth, ★1, security:PASS) - [saihm-mcp-server-pro](https://github.com/SAIHM-Admin/saihm-mcp-server-pro): Free-to-start portable memory for AI agents: encrypted, shareable, provably erased. Join SAIHM. (by SAIHM-Admin, ★1, security:PASS) - [claude-handoff](https://github.com/Vasilispapg/claude-handoff): Session handoff for Claude Code: list sessions and build handoff docs another agent continues from. (by Vasilispapg, ★1, security:PASS) - [PrivateDAO Agent Exchange](https://github.com/x-pact-pro/PrivateDAO): Solana Mainnet verification, intelligence, machine receipts, and agent logistics through MCP. (by x-pact-pro, ★1, security:PASS) - [context-first-mcp](https://github.com/XJTLUmedia/Context-First-MCP): 37-tool MCP server: context health, memory, reasoning, truthfulness & research pipeline. (by XJTLUmedia, ★1, security:PASS) - [Bilinc](https://github.com/atakanelik34/Bilinc): Hosted agent memory with provenance, contradiction surfacing, and snapshot rollback. (by atakanelik34, ★1, security:PASS) - [memex](https://github.com/ayushagrawal288/memex): Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose. (by ayushagrawal288, ★1, security:PASS) - [project-knowledge-mcp](https://github.com/punic-pillars/project-knowledge-mcp): Cross-project knowledge graph for MCP — map features across mobile, backend, and admin codebases. (by punic-pillars, ★1, security:PASS) - [bitatlas](https://github.com/bitatlas-group/bitatlas/tree/main/mcp-server): Zero-knowledge encrypted storage for humans and AI agents. Client-side AES-256-GCM, EU-hosted. (by bitatlas-group, ★1, security:PASS) - [Galaxy UI MCP Server](https://github.com/galaxy-nebula/galaxy-design): MCP server exposing Galaxy UI components — manifests, source code, and framework coverage (by galaxy-nebula, ★1, security:PASS) - [cuemap-mcp](https://github.com/cuemap-dev/cuemap-mcp): Local memory and context retrieval for AI agents through CueMap. (by cuemap-dev, ★1, security:PASS) - [deAPI MCP Server](https://github.com/deapi-ai/mcp-server-deapi): 35 AI tools for image/video generation, TTS, transcription, OCR & embeddings via deAPI (by deapi-ai, ★1, security:PASS) - [knos](https://github.com/drexthealpha/Knos): Bounties that pay when the pull request is merged with the checks you named passing. (by drexthealpha, ★1, security:PASS) - [Mac-letterhead](https://github.com/easytocloud/Mac-letterhead): Letterhead PDF as digital stationery: prints Markdown without overprinting header, footer, or logo. (by easytocloud, ★1, security:PASS) - [understanding-graph](https://github.com/emergent-wisdom/understanding-graph): Persistent understanding via workflow prompts, typed updates, graph-native code, and supersession. (by emergent-wisdom, ★1, security:PASS) - [coverctl](https://github.com/klarlabs-studio/coverctl): Go code coverage analysis tool with MCP server for AI-powered coverage workflows (by klarlabs-studio, ★1, security:PASS) - [edgegate-mcp](https://github.com/frozo-ai/edgegate-mcp): Regression-test AI models on real Snapdragon and Jetson hardware, with signed evidence for CI. (by frozo-ai, ★1, security:PASS) - [Homestead Memory](https://github.com/fuckbigtech-ai/homestead-memory): Tamper-evident record of what your AI agent did, plus local-first verifiable memory. (by fuckbigtech-ai, ★1, security:PASS) - [Giskard Oasis](https://github.com/giskard09/giskard-oasis): Contextual guidance for AI agents in fog states. Claude-backed, Ed25519, Lightning payment. (by giskard09, ★1, security:PASS) - [3dprint-oracle](https://github.com/gregario/3dprint-oracle): 3D printing filament and materials knowledge MCP server (by gregario, ★1, security:PASS) - [agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp): AgentDocs (agentdocs.eu) MCP: read, search, write, comment, share & attach images to Markdown docs. (by hoornet, ★1, security:PASS) - [OpenClaw Agent Instruction Registry](https://github.com/AgentBase1/mcp-server): Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters. (by AgentBase1, ★1, security:PASS) - [rag-mcp](https://github.com/jaimenbell/rag-mcp): Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings. (by jaimenbell, ★1, security:PASS) - [md-vision](https://github.com/japlete/md-vision-mcp): Read markdown with inlined images and index headings for agentic RAG workflows. (by japlete, ★1, security:PASS) - [Booboo](https://github.com/jessymariau/booboo): Query your AI system's wiring, knowledge, memory, agents and crons as one rooted graph over MCP. (by jessymariau, ★1, security:PASS) - [bovedia](https://github.com/jmpdsevilla/BovedIA): Memoria personal para Claude Code en notas Markdown; no carga el contexto a ciegas. (by jmpdsevilla, ★1, security:PASS) - [project-memory-mcp](https://github.com/kaaustubh/project-memory-mcp): Persistent memory for AI coding agents — past bugs, decisions, and your corrections, in your repo. (by kaaustubh, ★1, security:PASS) - [mcp](https://github.com/lemmaoracle/lemma/tree/main/packages/mcp): Verifiable provenance for AI agents — ZK proofs over confidential documents, no plaintext exposure. (by lemmaoracle, ★1, security:PASS) - [Memside](https://github.com/memside/memside): AI continuity and Library Templates: memories, profiles, rules, tasks, and checkpoints. (by memside, ★1, security:PASS) - [Ratary Memory MCP](https://github.com/ontorata/ratary): Persistent coding memory for AI assistants. MCP stdio, hybrid search, graph, context. (by ontorata, ★1, security:PASS) - [plexus](https://github.com/pcas-io/plexus): Typed on-prem knowledge graph for AI agents — read-only for humans, write-only for agents via MCP. (by pcas-io, ★1, security:PASS) - [pil](https://github.com/pjpoulose/PIL): PIL: local-first knowledge base for your Instagram saved posts, with a read-only MCP server. (by pjpoulose, ★1, security:PASS) - [robo-cortex](https://github.com/robotel-limited/robo-cortex): Git-aware memory store for AI coding agents; memories are anchored to git blob hashes. (by robotel-limited, ★1, security:PASS) - [memory](https://github.com/sharedmemoryai/mcp-server): Persistent memory for AI agents. Remember, recall, and explore a shared knowledge graph. (by sharedmemoryai, ★1, security:PASS) - [Charming](https://github.com/tambo-labs/charming-mcp): Build personal interactive apps with real URLs and persistent storage, using any AI. (by tambo-labs, ★1, security:PASS) - [Monet](https://github.com/team-monet/monet/tree/main/packages/cli): Local-first, state-centric memory for coding agents. MCP server + CLI. (by team-monet, ★1, security:PASS) - [threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp): Shared memory MCP server for AI coding agents — local by default, team-shared via threadctx.dev. (by threadctx-dev, ★1, security:PASS) - [verbative-memory](https://github.com/verbative/verbative-memory): On-device, self-organizing memory for AI coding agents — recalls the right facts into each prompt. (by verbative, ★1, security:PASS) - [Repo Memory](https://github.com/yubinkim444/repo-memory): Shared, git-tracked working memory for AI agents on the same codebase. (by yubinkim444, ★1, security:PASS) - [LinkLore](https://github.com/linklore/linklore-mcp): AI-native structured memory for agents (MCP). Built for agents, not humans. (by linklore, ★1, security:PASS) - [Unstructured Transform](https://github.com/Unstructured-IO/unstructured-mcp-integrations): Turn documents into structured, AI-ready data by parsing, enriching, chunking, and embedding. (by Unstructured-IO, ★1, security:PASS) - [innernet](https://github.com/your-innernet/innernet-mcp): One memory for every AI tool, kept current by netti: projects, personal memory and tasks over MCP. (by your-innernet, ★1, security:PASS) - [reef](https://github.com/diepzee/reef): Shared, living memory for you and your people — coves your AI assistant can read and write. (by diepzee, ★1, security:PASS) - [Gaffer](https://github.com/gaffer-sh/mcp): Test analytics for AI agents: test history, flaky tests, failure clusters, coverage. (by gaffer-sh, ★1, security:PASS) - [Handover](https://github.com/44-pixels/handover-mcp): Shared, versioned context that humans and AI agents can publish, review, annotate, and continue. (by 44-pixels, ★1, security:PASS) - [MONARK](https://github.com/KraidleAI/Monark): Commit / defer / abstain over a conformal coverage region - not a probability of being right. (by KraidleAI, ★1, security:PASS) - [usecortex-mcp](https://github.com/usecortex-official/usecortex-mcp): Persistent knowledge memory for agents: read context into projects and write discoveries back, organized by topic with AES-256 encryption. (by usecortex-official, ★1, security:PASS) - [doc-manager](https://github.com/giuliohome-org/doc-manager): Personal document vault on Azure Blob Storage: read, write and search plaintext docs, while client-side AES-256-GCM encrypted docs stay opaque. (by giuliohome-org, ★1, security:PASS) - [simplemem](https://github.com/jcdickinson/simplemem): Simple memory for coding agents using DuckDB and VoyageAI. (by jcdickinson, ★1, security:PASS) - [mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory): Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant. (by mcasdfgf, ★1, security:PASS) - [aimemo](https://github.com/MyAgentHubs/aimemo): Local, dependency-free memory server shipped as a single binary. (by MyAgentHubs, ★1, security:PASS) - [mcp](https://github.com/pathrule/mcp): Path-scoped team memories, rules and skills for coding agents from Pathrule workspaces. (by pathrule, ★1, security:PASS) - [agentcivics](https://github.com/agentcivics/agentcivics): Decentralized civil registry for AI agents on Sui: soulbound identities, on-chain memories, reputation and refusal records. (by agentcivics, ★1, security:PASS) - [Khwan](https://github.com/khwanlabs/khwan-mcp): Durable AI memory: recall distilled facts in a later session or subagent, and remember new ones. (by khwanlabs, ★0, security:PASS) - [ai·rete·rag](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp): Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why. (by zaharajabeen13-create, ★0, security:PASS) - [deadends.dev](https://github.com/dbwls99706/deadends.dev): Structured failure knowledge for AI agents — dead ends, workarounds, error chains (by dbwls99706, ★0, security:PASS) - [cairn](https://github.com/bborota/cairn-mcp): Lessons other agents already learned, by stack and situation. Read before a task, leave one after. (by bborota, ★0, security:PASS) - [url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp): Agent-first bookmark management with auto-registration, categories, tags, and shared collections. (by Piccolo123, ★0, security:PASS) - [knowmind](https://github.com/Schubeler-Consulting/knowmind): AI agent memory & knowledge graph, hosted in Germany (GDPR). Recall, relations, store via MCP. (by Schubeler-Consulting, ★0, security:PASS) - [AIStorageDepot](https://github.com/AIStorageDepot/aistoragedepot-mcp): Prompt, rules, skills & docs library over MCP. No token = read-only sample of the public library. (by AIStorageDepot, ★0, security:PASS) - [BrainTube](https://github.com/lildaddyo/braintube-mcp): Search everything you save: YouTube, articles, podcasts, PDFs, Notion, Obsidian. API key or OAuth. (by lildaddyo, ★0, security:PASS) - [memini](https://github.com/lumayapartners/memini): Local-first project memory and mistake-prevention guardrails for AI coding agents. (by lumayapartners, ★0, security:PASS) - [agentram-mcp](https://github.com/seanmarkwei/agentram-mcp): Model Context Protocol server for AgentRAM. Persistent memory for AI agents. (by seanmarkwei, ★0, security:PASS) - [Evergences Shared Memory](https://github.com/seanmeverett/shared-memory-mcp): Public source-linked memories for AI agents: search, read, cite, reply, and share findings. (by seanmeverett, ★0, security:PASS) - [Model Manager](https://github.com/setheerwagen/local-ai-mcp-servers/tree/main/mcp-modelmanager): Manage your local model machine over MCP: state, model pull/remove, service switch, LoRA training (by setheerwagen, ★0, security:PASS) - [subctx-connector](https://github.com/anuragsync78/subctx-connector): Support center for autonomous artificial minds. (by anuragsync78, ★0, security:PASS) - [whitemagic](https://github.com/lbailey94/whitemagic): Local-first durable memory and session continuity for AI agents, with a hash-chained audit ledger and backup, export and import across devices. (by lbailey94, ★0, security:PASS) - [basemouse-core](https://github.com/basemouse/basemouse-core): Shared, versioned agent memory with sourced answers and full history: search, context packs and document upserts. (by basemouse, ★0, security:PASS) - [zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp): Local long-term memory for terminal coding agents: blueprints, code anchors and distilled lessons in one JSON file, restoring project context across sessions. (by ahmetakyurt, ★0, security:PASS) - [contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server): Shared team context for AI tools: serves versioned, permissioned knowledge, coding standards, skills and agents, loading whole workflows in one call. (by contextium-io, ★0, security:PASS) - [ailooplibrary-mcp](https://github.com/paultaki/ailooplibrary-mcp): Read-only AI Loop Library catalog of bounded agent work loops: pick one for a goal and render a run protocol with verification, stop conditions and budgets. (by paultaki, ★0, security:PASS) - [story-cli](https://github.com/yuelinghuashu/story-cli): Git-native Markdown content CLI: search, read, write and govern story, paper and note repos, generate READMEs, export EPUB and prepare training data. (by yuelinghuashu, ★0, security:PASS) - [agentic-recall](https://github.com/dfrancislyondflabc-tech/agentic-recall): Long-term memory over a folder of Markdown files: local hybrid retrieval (BM25F, dense vectors, phrase proximity) that reports when an answer is absent. (by dfrancislyondflabc-tech, ★0, security:PASS) - [mnemos](https://github.com/vishalbanwari26/mnemos): Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and stale-fact archiving. (by vishalbanwari26, ★0, security:PASS) ## Language & Speech - [lara-mcp](https://github.com/translated/lara-mcp): Translate text with the Lara Translate API, including language detection and context-aware translations. (by translated, ★99, security:PASS) - [daisys-mcp](https://github.com/daisys-ai/daisys-mcp): Generate text-to-speech and text-to-voice audio with the DAISYS platform, and play and store the generated audio. (by daisys-ai, ★14, security:REVIEW) - [Perspective AI](https://github.com/Perspective-AI/mcp): An AI concierge that turns static forms into adaptive AI conversations. From any MCP client. (by Perspective-AI, ★5, security:PASS) - [lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp): Tools from Lobby, an AI receptionist for small businesses: write phone scripts and IVR menus, generate ElevenLabs agent prompts and role-play calls. (by bodyegypt, ★0, security:PASS) - [voicemode](https://github.com/mbailey/voicemode): Natural voice conversations for AI assistants - STT/TTS via MCP (by mbailey, ★1387, security:PASS) - [kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp): Text-to-speech with the open-weight Kokoro TTS models, saving MP3s locally or uploading them to an S3 bucket. (by mberg, ★82, security:PASS) - [loudkit](https://github.com/loudreader/loudkit): Local text-to-speech from an on-device model with multiple voices and languages, cloned voice profiles and WAV, FLAC, MP3 or Opus output. (by loudreader, ★26, security:PASS) - [weblate-mcp](https://github.com/mmntm/weblate-mcp): Weblate translation management: translation tasks, project management and content discovery with format transformations. (by mmntm, ★22, security:PASS) - [claude-code-tts](https://github.com/ybouhjira/claude-code-tts): Text-to-speech for Claude Code using OpenAI's TTS API, with multiple voices and cross-platform playback. (by ybouhjira, ★21, security:PASS) - [mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe): MCP-Transcribe server allows LLMs to interact with the text content of audio/video files (by transcribe-app, ★8, security:PASS) - [Spoken](https://github.com/spokenmd/spoken): Podcast transcripts as clean Markdown with real speaker names — via the Spoken API. (by spokenmd, ★6, security:PASS) - [DialectOS](https://github.com/KyaniteLabs/DialectOS): Spanish dialect localization: translate and QA-check text across 25 regional variants with register control, structure preservation and quality gates. (by KyaniteLabs, ★4, security:PASS) - [live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp): MCP server for local speech translation (EN ↔ 中文) via Whisper + Claude + Piper (by waxberry-dev, ★3, security:PASS) - [cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server): MCP server for Cognigy.AI - 132 tools to build, configure & operate conversational AI agents (by TsvetanG2, ★2, security:PASS) - [xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server): Translation quality evaluation with xCOMET models: quality scoring, error detection with severity levels and batch processing. (by shuji-bonji, ★2, security:PASS) - [brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server): Speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection and text-to-speech with multiple voices. (by fasuizu-br, ★1, security:PASS) - [cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp): Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation. (by puspoaditya, ★0, security:PASS) - [standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp): Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates. (by guillaumehussong, ★0, security:PASS) - [kaeris-mcp](https://github.com/RaiGanja/kaeris-mcp): Translate app string files (JSON, .arb, .po, .strings, Android XML) into 46 languages with placeholder-safe, reproducible output. (by RaiGanja, ★0, security:PASS) - [pepys-mcp](https://github.com/ankurmans/pepys-mcp): Transcribe audio, video, YouTube links and podcast feeds via Pepys, with speaker diarization, SRT/VTT export and transcript search. (by ankurmans, ★0, security:PASS) ## Legal & Compliance - [LibreJustice](https://github.com/librejustice/librejustice): Search French-language and European case law and French legal texts (codes, statutes, treaties). (by librejustice, ★29, security:PASS) - [Open Agreements](https://github.com/open-agreements/open-agreements): Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment) as DOCX files. (by open-agreements, ★59, security:PASS) - [us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp): Access US legislation. (by JamesANZ, ★38, security:PASS) - [ris](https://github.com/Honeyfield-Org/ris-mcp-ts): Access Austrian laws, court decisions & legal documents via the RIS API. (by Honeyfield-Org, ★18, security:PASS) - [mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act): EU AI Act + GDPR compliance scanner. One call, no arguments, 10 seconds. 22 AI frameworks detected. (by ark-forge, ★11, security:PASS) - [korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp): Search South Korea's national R&D regulations in natural language with cited provisions. (by smilemin07, ★11, security:PASS) - [Lex — Temporal Luxembourg and EU Law](https://github.com/SFHAJJI/lex): Temporal search and comparison for official Luxembourg and reviewed EU law, with provenance. (by SFHAJJI, ★9, security:PASS) - [gibs-mcp](https://github.com/gibbrdev/gibs-mcp): Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations. (by gibbrdev, ★7, security:PASS) - [CanLII](https://github.com/Vaquill-AI/canlii-mcp): MCP for CanLII: Canadian case law and legislation metadata (federal, provincial, territorial). (by Vaquill-AI, ★6, security:PASS) - [СБИС (Saby) MCP (RU) — документы, подпись, ЭДО](https://github.com/ilyautov/sbis-mcp-ru): API СБИС (Saby) в ИИ-ассистенте: документы, этапы ЭДО, подпись, сертификаты (by ilyautov, ★6, security:PASS) - [australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp): Read Australian Commonwealth law as it stood on any date, and verify citations against the register (by ChangkeunJ, ★3, security:PASS) - [LexAPI](https://github.com/Lex-API/lexapi-mcp): Search EUR-Lex, fetch parsed EU legislation and case law, explore the citation graph. (by Lex-API, ★3, security:PASS) - [Türk Hukuku Mevzuat](https://github.com/aydincan/turk-hukuku-mevzuat-mcp): Türk mevzuatının resmî güncel metnini (mevzuat.gov.tr) yapay zekâya açan MCP sunucusu. (by aydincan, ★3, security:PASS) - [regintel-mcp](https://github.com/regintelapi/regintel-mcp): MCP server for the RegIntel API: regulatory data across 41 jurisdictions, 212 regulations. (by regintelapi, ★2, security:PASS) - [mcp-sudact](https://github.com/atomno-mcp/mcp-sudact): Russian court practice (Sudact): case search by article, court, dates; full decision text. (by atomno-mcp, ★2, security:PASS) - [mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki): MCP server for Russian government procurement data (44-FZ / 223-FZ / 615-PP). (by atomno-mcp, ★2, security:PASS) - [patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server): Patent dossiers, prosecution, claims + a legal layer (PTAB, litigation, term) + AI risk. USPTO. (by smythmyke, ★2, security:PASS) - [Normativa-colombiana-MCP](https://github.com/Angelthebestone/Normativa-colombiana-MCP): Colombian law and jurisprudence from Gestor Normativo, SUIN-Juriscol, the Constitutional and Supreme Courts, the Council of State and the DIAN Normograma. (by Angelthebestone, ★2, security:PASS) - [Gavelin](https://github.com/gavelin-ai/mcp): Search bills and speaker-attributed hearing transcripts across all 50 US state legislatures. (by gavelin-ai, ★1, security:PASS) - [nexusfeed-abc](https://github.com/NexusFeed/nexusfeed-mcp): US liquor license compliance records (CA, TX, NY, FL, IL) with verifiable provenance. (by NexusFeed, ★1, security:PASS) - [Диадок MCP (RU) — ЭДО, документы, контрагенты](https://github.com/ilyautov/diadoc-mcp-ru): API Диадока в ИИ-ассистенте: документы ЭДО, контрагенты, подписание, МЧД (by ilyautov, ★1, security:PASS) - [Oravan](https://github.com/cm2489/oravan): Nonpartisan U.S. Congress data: bill decodes, rep lookup, bilingual EN/ES, read-only, no accounts. (by cm2489, ★1, security:PASS) - [patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp): Patentability pre-check for code: USPTO scores for eligibility, novelty, non-obviousness and documentation, plus filing readiness and prior-art signals. (by Patent-PreCheck, ★1, security:PASS) - [mcp](https://github.com/PolicyForge/mcp): Generate, audit, and maintain legal policies that match what your code actually does. (by PolicyForge, ★0, security:PASS) - [mcp-legal-entity-resolver](https://github.com/mambalabsdev/mcp-legal-entity-resolver): Resolve a company domain to its registered legal entity, company number, LEI and VAT number. (by mambalabsdev, ★0, security:PASS) - [mcp-fssp](https://github.com/atomno-mcp/mcp-fssp): MCP server for Russian FSSP enforcement proceedings lookup and debtor search. (by atomno-mcp, ★0, security:PASS) - [license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp): Verify US contractor license + surety bond + insurance from official state data. WA live, CA beta. (by lmaniraruta, ★0, security:PASS) - [meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp): MCP server for Meridian: services, requests, workflow, payments, meetings for founders. (by meridian-silkdev, ★0, security:PASS) - [final-notice](https://github.com/ptrinh/finalnotice-mcp): Free demand-letter PDF generator for unpaid invoices, 80+ jurisdictions, 29 languages. (by ptrinh, ★0, security:PASS) - [pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp): Contract tools: statute-cited requirements by contract type and jurisdiction, US non-compete enforceability, contract drafting and risk analysis. (by Pactlio-ai, ★0, security:PASS) - [eu-reg-mcp](https://github.com/sebastianfoerste/eu-reg-mcp): ESMA MiCAR register search, summaries and change tracking via weekly snapshots, plus MiCAR white paper linting and EU AI Act risk-tier classification. (by sebastianfoerste, ★0, security:PASS) ## Maps & Travel - [GeoLens](https://github.com/geolens-io/geolens/tree/main/mcp): Read-only access to a self-hosted GeoLens spatial catalog: datasets, features, maps, sandboxed SQL. (by geolens-io, ★270, security:PASS) - [mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate): Look up IP geolocation and network information, detect proxies and VPNs, and find abuse contacts using IPLocate.io. (by iplocate, ★20, security:REVIEW) - [mcp-server](https://github.com/campertunity/mcp-server): Search campgrounds worldwide on Campertunity, check availability and get booking links. (by campertunity, ★17, security:REVIEW) - [mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io): IP Geolocation MCP server that query the geolocation information using IP2Location.io API. (by ip2location, ★16, security:PASS) - [Gondola Award Travel Search](https://github.com/gondola-ai/gondola-mcp): Compare cash vs points on hotels, flights, and cars. Checkout supported hotels and rental cars. (by gondola-ai, ★9, security:PASS) - [Luxembourg MCP](https://github.com/amirdaraee/luxembourg-mcp): Keyless MCP access to official Luxembourg public data: laws, statistics, mobility, and more. (by amirdaraee, ★8, security:PASS) - [HemmaBo Host Booking Engine](https://github.com/HemmaBo-se/hemmabo-mcp-server): 6 runtime tools: 2 HemmaBo tools, 2 host onboarding tools, and 2 VRP verification tools. Not an OTA. (by HemmaBo-se, ★3, security:PASS) - [mcp-server](https://github.com/roamzy-io/mcp-server): Agent-native global eSIM: buy for 193 countries, per-MB in USDT/USDC. Agents earn 20% referral. (by roamzy-io, ★3, security:PASS) - [trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server): Shipment tracking and logistics management via the TrackMage API. (by trackmage, ★2, security:REVIEW) - [geomelon-mcp](https://github.com/930m310n/geomelon-mcp): MCP server for the Geomelon geographic API — stdio and remote HTTP transports (by 930m310n, ★1, security:REVIEW) - [航班管家航空数据 MCP | Flight Master Aviation Data MCP](https://github.com/flight-master-dast/aviation-data-mcp): 航班管家 DAST 官方航空数据 MCP,支持 Remote HTTP 与 npm STDIO,提供航班动态、天气、轨迹及延误风险。Official Flight Master MCP. (by flight-master-dast, ★1, security:PASS) - [On va où ? Routing API](https://github.com/onvaou-app/onvaou-itineraires-mcp): Address geocoding and bike, scooter, motorcycle, wheelchair and walking routes across Europe. (by onvaou-app, ★0, security:PASS) - [Off-Nadir Delta](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp): From first signal to satellite evidence: live world-event intelligence and collection planning. (by Off-Nadir-Lab, ★0, security:PASS) - [PickADive Scuba Diving](https://github.com/afiliptsov/pickadive-mcp): Live scuba dive planning: forecast windows, best-time climatology, species seasons, 4,800+ sites. (by afiliptsov, ★0, security:PASS) - [ambee-mcp](https://github.com/ambeelabs/ambee-mcp): Live air quality, pollen and weather data from Ambee. (by ambeelabs, ★0, security:PASS) - [swath-mcp](https://github.com/vibecodebeast/swath-mcp): Radar-verified hail and wind storm detection for the continental US: NOAA MRMS swaths, per-address storm history, area alerts, reports and maps. (by vibecodebeast, ★0, security:PASS) - [kids-stay-mcp](https://github.com/sitebox/kids-stay-mcp): Kid-friendly hotels in Japan: search by verified conditions such as baby beds, diaper-friendly baths and kids' meals, with sources and verification dates. (by sitebox, ★0, security:PASS) - [QGIS MCP](https://github.com/jjsantos01/qgis_mcp): Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution. (by jjsantos01, ★1115, security:REVIEW) - [mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb): Search Airbnb and get listing details. (by openbnb-org, ★549, security:PASS) - [Google Maps MCP Server](https://github.com/cablate/mcp-google-map): 18 Google Maps tools for AI agents — geocode, search, directions, weather, and more. (by cablate, ★466, security:PASS) - [open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp): OpenStreetMap location-based services and geospatial data. (by jagan-shanmugam, ★226, security:PASS) - [gis-mcp](https://github.com/mahdin75/gis-mcp): Geospatial operations and transformations using GIS libraries. (by mahdin75, ★195, security:PASS) - [wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp): Read and edit Wanderlog trip itineraries: trips, places, notes, hotels, checklists and dates. (by shaikhspeare, ★145, security:PASS) - [teslamate-mcp](https://github.com/cobanov/teslamate-mcp): Query Tesla vehicle data and analytics from your TeslaMate database. (by cobanov, ★140, security:PASS) - [cesium-mcp-runtime](https://github.com/gaopengbin/cesium-mcp/tree/main/packages/cesium-mcp-runtime): Control CesiumJS 3D globes via MCP: camera, layers, entities, animation, and interaction. (by gaopengbin, ★138, security:PASS) - [cesium-mcp](https://github.com/gaopengbin/cesium-mcp): Control a CesiumJS 3D globe: camera flights, GeoJSON and 3D Tiles layers, markers, spatial analysis and heatmaps. (by gaopengbin, ★138, security:PASS) - [monkeymcp](https://github.com/jamesmontemagno/MonkeyMCP): MCP server providing monkey data, journeys, and location services for various monkey species. (by jamesmontemagno, ★124, security:PASS) - [geoserver-mcp](https://github.com/mahdin75/geoserver-mcp): Interact with geospatial data and services through the GeoServer REST API. (by mahdin75, ★92, security:PASS) - [emem, the verifiable memory protocol for the physical world](https://github.com/Vortx-AI/emem): Shared memory for AI agents. One address per fact, one signature you check. No key to read. (by Vortx-AI, ★64, security:PASS) - [tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp): Tripadvisor API access: location data, reviews and photos. (by pab1it0, ★63, security:PASS) - [ns-mcp-server](https://github.com/r-huijts/ns-mcp-server): Dutch Railways (NS) travel information, schedules and real-time updates. (by r-huijts, ★62, security:PASS) - [Weather MCP Server](https://github.com/isdaniel/mcp_weather_server): providing weather information, air quality data, and timezone utilities using the Open-Meteo API. (by isdaniel, ★61, security:PASS) - [mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo): IP address geolocation and network information using the IPinfo API. (by briandconnelly, ★44, security:PASS) - [MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver): Get the time in any timezone and the current local time. (by SecretiveShell, ★42, security:PASS) - [mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks): U.S. National Parks data from the National Park Service API: park details, alerts, visitor centers, campgrounds and events. (by KyrieTangSheng, ★41, security:PASS) - [mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather): Weather forecasts via the AccuWeather API. (by TimLukaHorstmann, ★34, security:PASS) - [MCP-Geo](https://github.com/webcoderz/MCP-Geo): Geocoding via Nominatim, ArcGIS and Bing. (by webcoderz, ★34, security:PASS) - [Miro](https://github.com/olgasafonova/miro-mcp-server): Control Miro whiteboards with AI. 110 tools for boards, diagrams, mindmaps, comments, SVG. (by olgasafonova, ★28, security:PASS) - [aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp): Real-time flight data from the AviationStack API: airline flights, airport schedules, future flights and aircraft types. (by Pradumnasaraf, ★25, security:PASS) - [weather-mcp-server](https://github.com/sjanaX01/weather-mcp-server): Real-time weather forecasts and current conditions for any location via WeatherAPI.com. (by sjanaX01, ★24, security:PASS) - [stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts): Stadia Maps location APIs: geocode addresses and places, find time zones, and create routes and static maps. (by stadiamaps, ★23, security:PASS) - [nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp): Nearby place search with IP-based location detection. (by kukapay, ★22, security:PASS) - [ArcGIS MCP Bridge](https://github.com/muend/arcgis-mcp-bridge): Secure local-first MCP server for licensed ArcGIS Pro and ArcPy on Windows. (by muend, ★21, security:PASS) - [chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp): Real-time bus and metro data in China via Chelaile: arrival times, vehicle positions, timetables, nearby stops and transit routing. (by PeanutSplash, ★20, security:PASS) - [Maple](https://github.com/maple-kit/maple/tree/main/packages/mcp): Review comments pinned to a running frontend, read and resolved by your coding agent. (by maple-kit, ★19, security:PASS) - [RTU Device](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/protocols/modbus): MCP server for Modbus TCP/RTU devices with typed, scaled register maps and per-point limits. (by K-Dense-AI, ★17, security:PASS) - [korean-secondary-learning-map-mcp](https://github.com/raphysicst-create/korean-secondary-learning-map-mcp): 한국 중등 2022 개정 교육과정 학습 그래프 MCP 서버 (중학교 714 · 고교 3,124 성취기준 · 원문 수록 · 중→고 전이) (by raphysicst-create, ★16, security:PASS) - [InfraNode](https://github.com/street1983nk/infranode): Keyless open data for 84 German cities: 12 lean read-only MCP tools covering 67 data types. (by street1983nk, ★15, security:PASS) - [IMAP MCP](https://github.com/dominik1001/imap-mcp): 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants. (by dominik1001, ★14, security:PASS) - [korean-elementary-learning-map-mcp](https://github.com/taehyeonglim/korean-elementary-learning-map-mcp): 한국 초등 2022 개정 교육과정 학습 그래프 MCP 서버 (성취기준 620 · 원문 수록 · 주제 1,956 · 선수관계 1,894) (by taehyeonglim, ★13, security:PASS) - [alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server): Search AllTrails hiking trails and get detailed trail information. (by srinath1510, ★13, security:PASS) - [HasData Booking.com](https://github.com/HasData/booking-mcp): Booking.com stays by destination and dates, and full property details, as structured JSON. (by HasData, ★11, security:PASS) - [HasData Yelp](https://github.com/HasData/yelp-mcp): Yelp business search, place details and the full review feed, as structured JSON. (by HasData, ★11, security:PASS) - [Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop): Real-time weather, forecasts and historical weather data from the OpenWeatherMap API. (by SaintDoresh, ★11, security:PASS) - [HasData Yellow Pages](https://github.com/HasData/yellowpages-mcp): Yellow Pages local business search and full business listings, as structured JSON. (by HasData, ★10, security:PASS) - [Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp): Detailed seven-day weather forecasts for anywhere in the world. (by rossshannon, ★10, security:PASS) - [livediagram](https://github.com/livediagram-app/livediagram.app/tree/main/apps/mcp): Create, edit, share and render real-time collaborative diagrams and mindmaps on livediagram.app. (by livediagram-app, ★9, security:PASS) - [swisstopo-mcp](https://github.com/malkreide/swisstopo-mcp): Swiss federal geodata: geocoding, height, STAC, WMTS, OEREB and more (by malkreide, ★9, security:PASS) - [simap-mcp](https://github.com/Digilac/simap-mcp): MCP server for simap.ch - Swiss public procurement platform (by Digilac, ★8, security:PASS) - [wander-agent](https://github.com/VirajMishra1/wander-agent): 60-tool AI travel agent: flights, hotels, visas, weather, fare watching, trip memory. No keys. (by VirajMishra1, ★8, security:PASS) - [open-meteo-mcp-server](https://github.com/cyanheads/open-meteo-mcp-server): Global weather via Open-Meteo: forecast, historical, marine, air quality, geocoding, elevation. (by cyanheads, ★8, security:PASS) - [zurich-opendata-mcp](https://github.com/malkreide/zurich-opendata-mcp): City of Zurich weather, air quality, parking, geodata, Gemeinderat, tourism (by malkreide, ★8, security:PASS) - [Singapore MCP by Olano](https://github.com/olano-ai/mcp-singapore): Singapore public data, transport, rail, property, business, economy, weather, and analytics. (by olano-ai, ★8, security:PASS) - [OctoTrip Rental Cars](https://github.com/OctoTrip/rental-cars): Free, no-login rental car search with real-time pricing. (by OctoTrip, ★7, security:PASS) - [HasData Airbnb](https://github.com/HasData/airbnb-mcp): Airbnb stays by location and dates, and full listing details, as structured JSON. (by HasData, ★7, security:PASS) - [osm-tagging-schema-mcp](https://github.com/gander-tools/osm-tagging-schema-mcp): MCP server for querying and validating OpenStreetMap tags (by gander-tools, ★7, security:PASS) - [qweather-mcp](https://github.com/overstarry/qweather-mcp): a qweather mcp server (by overstarry, ★7, security:PASS) - [mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail): UK National Rail train schedules and live travel information via the Realtime Trains API. (by lucygoodchild, ★7, security:PASS) - [HasData Google Flights](https://github.com/HasData/google-flights-mcp): Google Flights itineraries with fares, legs, carbon emissions and price history, as JSON. (by HasData, ★6, security:PASS) - [FreightUtils MCP Server](https://github.com/SoapyRED/freightutils-mcp): Neutral freight reference + validation layer for AI agents: ADR, HS, UN/LOCODE, freight math (by SoapyRED, ★6, security:PASS) - [HOI4 Agent Tools](https://github.com/klimPaskov/hoi4-agent-tools): HOI4 modding tools for agents: local references, visual previews, focus trees, interfaces and maps. (by klimPaskov, ★6, security:PASS) - [mcp-belgium](https://github.com/lacausecrypto/mcp-belgium): Single MCP server for Belgian public transport, statistics, open data, and geospatial services. (by lacausecrypto, ★6, security:PASS) - [Vessel Traffic MCP](https://github.com/tools-mcp/vessel-traffic-mcp): Read-only MCP server for vessel AIS, ship tracking, schedules, and BYOK maritime providers. (by tools-mcp, ★6, security:PASS) - [PLAXIS](https://github.com/yixuanzhong/PLAXIS-MCP): Windows-local MCP server for PLAXIS 2D Remote Scripting: geometry, staged construction, results. (by yixuanzhong, ★6, security:PASS) - [aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip): IP geolocation via Aiwen: country, region, city, coordinates, ISP and owner of an IP address. (by ipfred, ★6, security:REVIEW) - [RepeaterBook](https://github.com/MicaelJarniac/repeaterbook): Look up amateur radio repeaters from RepeaterBook.com by location, band, and mode. (by MicaelJarniac, ★5, security:PASS) - [leafengines](https://github.com/QWarranto/leafengines-claude-mcp): 🌱 Agricultural AI: Soil analysis, crop recommendations, weather forecasts. FREE TurboQuant. (by QWarranto, ★5, security:PASS) - [CAD MCP Server](https://github.com/mattmohandiss/cad-mcp-server): STEP file inspection for AI. Measure walls, draft angles, clearances. Returns facts, not guesses. (by mattmohandiss, ★5, security:PASS) - [presidio-hardened-ikigov-assess](https://github.com/presidio-v/presidio-hardened-ikigov-assess): IKI-Gov AI governance assessment: score AI use cases, check quality gates G0-G5, map to EU AI Act. (by presidio-v, ★5, security:PASS) - [vedurstofa-mcp](https://github.com/sandsower/vedurstofa-mcp): MCP server for Icelandic weather, forecasts, warnings, and earthquakes from vedur.is. (by sandsower, ★5, security:PASS) - [tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server): Multi-modal trip planning, transport locations and real-time public transport departures via the TripGo API. (by skedgo, ★5, security:PASS) - [atlas](https://github.com/Flightmussy/trainrouter-atlas): The world railway atlas as MCP tools: notable train routes, night trains, journey times. (by Flightmussy, ★4, security:PASS) - [Samsara MCP](https://github.com/AutomationSquadOS/mcp-samsara): Samsara fleet management — vehicles, routes, drivers, HOS compliance. Unofficial, bring your token. (by AutomationSquadOS, ★4, security:PASS) - [TokenSaver](https://github.com/Byggarepop/TokenSaver): Structural warm start for AI coding agents in .NET: cheap Roslyn signature maps of C#/.NET files. (by Byggarepop, ★4, security:PASS) - [MusclesWorked](https://github.com/csjoblom/musclesworked-mcp): Exercise-to-muscle mapping: 856 exercises, 65 muscles, workout analysis & alternatives. (by csjoblom, ★4, security:PASS) - [open-eagle-eye](https://github.com/stuchapin909/Open-Eagle-Eye): Live snapshots from ~29,000 public cameras across 11 countries — traffic, weather, webcams (by stuchapin909, ★4, security:PASS) - [gis-mcp-server](https://github.com/matbel91765/GIS-MCP-Server): Geospatial tools: geocoding, routing, elevation, spatial analysis and file I/O for Shapefile, GeoJSON and GeoPackage. (by matbel91765, ★4, security:PASS) - [triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp): Plan and manage Triplyfy itineraries with interactive maps, places and notes, and search and save flights. (by helpful-AIs, ★4, security:REVIEW) - [TrustyData](https://github.com/htristram/trustydata-mcp-server): French address quality, geocoding, routing, company lookup & catchment stats (BAN, INSEE, OSM). (by htristram, ★3, security:PASS) - [Google Business Profile MCP](https://github.com/A1-x-Tech/mcp-google-business): MCP server for Google Business Profile: locations, reviews, local posts and performance metrics. (by A1-x-Tech, ★3, security:PASS) - [pumperly-mcp](https://github.com/GeiserX/pumperly-mcp): MCP server for Pumperly — query fuel prices, find stations, and plan routes (by GeiserX, ★3, security:PASS) - [measure-space-mcp-server](https://github.com/MeasureSpace/measure-space-mcp-server): MCP server for weather, climate, air quality, agriculture, pollen and geocoding from measurespace.io (by MeasureSpace, ★3, security:PASS) - [PlaceRoot](https://github.com/chuofringer/placeroot): Grounds AI agents in Overture Maps open data — compact answers, no API key. (by chuofringer, ★3, security:PASS) - [france-data-mcp](https://github.com/cturkieh/france-data-mcp): French public-data MCP: cross-ref health, demographics, business, geo & real-estate. (by cturkieh, ★3, security:PASS) - [bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp): Search, save, and download satellite scenes from ISRO's Bhoonidhi portal in natural language. (by geovicco-dev, ★3, security:PASS) - [solar-mcp](https://github.com/qso-graph/solar-mcp): Solar indices and space weather MCP server. SFI, SSN, Kp, DSCOVR, NOAA alerts. (by qso-graph, ★3, security:PASS) - [Lviv Public Transport](https://github.com/vbhjckfd/timetable-api-node): Lviv public transport MCP: stops, timetables, routes, and live vehicle positions. No API key. (by vbhjckfd, ★3, security:PASS) - [dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp): US drone airspace checks and mission planning: FAA airspace restrictions, survey flight plans, Part 107 compliance, pre-flight briefings and KML/GPX export. (by markpdxt, ★3, security:PASS) - [ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server): IP address geolocation using the IP Find API. (by ipfind, ★3, security:REVIEW) - [hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp): Read-only access to Hostaway vacation rental management: listings, reservations, calendar availability, guest conversations and owner financials. (by prosperkartik, ★3, security:PASS) - [DaedalMap Administrative Boundaries (loc_id to polygon)](https://github.com/xyver/daedal-map): Retrieve loc_id boundary metadata, polygons, supported scopes, and comparisons. (by xyver, ★2, security:PASS) - [Otto Travel](https://github.com/ottotheagent/openclaw-otto-travel): Plan, book, and manage business travel. (by ottotheagent, ★2, security:PASS) - [AfterLaunch: the agentic growth marketing engine](https://github.com/afterlaunch/mcp): Growth marketing, SEO and GEO as agent tools: ranked moves, ship them, AI answer visibility. (by afterlaunch, ★2, security:PASS) - [AirTreks MCP](https://github.com/Airtreks/airtreks-mcp): Multi-city flight routing intelligence — plan RTW trips, validate alliances, get carrier picks. (by Airtreks, ★2, security:PASS) - [bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server): World geographic data for AI agents: 261 countries, 5.2M cities, rankings, and 9 indexes. (by bamwor-dev, ★2, security:PASS) - [aloha.fyi Hawaii](https://github.com/baphometnxg/aloha-fyi-mcp): Read-only Hawaii MCP: 2,500+ tours, 600+ restaurants, events, weather, day itineraries, 4 islands. (by baphometnxg, ★2, security:PASS) - [figuard-mcp](https://github.com/figuard/figuard-core/tree/main/packages/mcp): Pre-flight spend authorization for AI agents. Set a budget, enforce limits, audit every decision. (by figuard, ★2, security:PASS) - [mapsmith](https://github.com/mapsmith-ai/MapSmith): Deterministic GIS geoprocessing with verifiable provenance on every output (by mapsmith-ai, ★2, security:PASS) - [OpenStreetMap](https://github.com/ni-c/osm-mcp): Geocoding, walking/driving/cycling distances, route optimization, isochrones and POI search on OSM (by ni-c, ★2, security:PASS) - [trinvmcp](https://github.com/cqtrinv/trinvmcp): Explore French communes and cadastral parcels by name and surface area. (by cqtrinv, ★2, security:PASS) - [nightlife-mcp](https://github.com/alcylu/nightlife-mcp): Tokyo nightlife: event discovery, venue search, performer info, recommendations and VIP table booking. (by alcylu, ★2, security:PASS) - [autonomad-travel](https://github.com/Autonomad1/autonomad-travel): Travel agent: search live flights, hotels, activities and events worldwide and complete bookings on Autonomad. (by Autonomad1, ★2, security:PASS) - [mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet): TeslaMate analytics and Tesla Fleet API commands: telemetry, driving history, energy analytics and remote control of climate, charging, locks and sentry. (by lodordev, ★2, security:PASS) - [rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp): Compare real-time Uber and Lyft fare estimates for a route, including surge, and find the cheapest option. (by MarceauSolutions, ★2, security:PASS) - [apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp): Geographic data API: 250+ countries, 150K+ cities, IP geolocation, 161 live FX rates. (by APOGEOAPI, ★1, security:PASS) - [castles](https://github.com/Flightmussy/castlemap-mcp): Castles, fortresses, palaces and ruins worldwide: search, nearby, fame ranking, statistics. CC0. (by Flightmussy, ★1, security:PASS) - [Voyagier](https://github.com/Voyagier-Travel/voyagier-cli): Book real travel from your agent — flights, hotels & activities behind a price-gated checkout. (by Voyagier-Travel, ★1, security:PASS) - [mps-preflight](https://github.com/Maha-Strategies/maha-corp-web): Claim-level provenance preflight for sanitized nonfiction passages; automated triage only. (by Maha-Strategies, ★1, security:PASS) - [orizn-visa-mcp](https://github.com/MattJeff/orizn-mcp-server): Visa and entry requirements for any passport/destination pair, in 15 languages. Free key. (by MattJeff, ★1, security:PASS) - [aviation-mcp](https://github.com/Perufitlife/aviation-mcp): Live aviation data for AI agents: METAR weather, airports, aircraft, glossary & FAA questions. (by Perufitlife, ★1, security:PASS) - [OP3 MCP Server](https://github.com/conorbronsdon/op3-mcp): OP3 podcast analytics: downloads, geography, app share, episode breakdowns. Read-only. (by conorbronsdon, ★1, security:PASS) - [japan-seasons](https://github.com/haomingkoo/japan-seasons-mcp): Live Japan seasonal travel MCP: sakura, autumn leaves, flowers, festivals, fruit farms, weather. (by haomingkoo, ★1, security:PASS) - [VeryChic Hotel Deals](https://github.com/jordantete/verychic-mcp): Unofficial read-only MCP server for VeryChic hotel offers (by jordantete, ★1, security:PASS) - [cuddlynest-mcp](https://github.com/mafedelahoz/mcp-cuddlynest): Search CuddlyNest hotels and read rooms, prices, availability and cancellation policies (by mafedelahoz, ★1, security:PASS) - [Mind Elixir](https://github.com/mind-elixir/mcp): Create, edit, and organize mind maps in the Mind Elixir Desktop app from any MCP client. (by mind-elixir, ★1, security:PASS) - [Arcgis Charlotte](https://github.com/pipeworx-io/mcp-arcgis-charlotte): City of Charlotte GIS — Charlotte, North Carolina open geospatial data (ArcGIS). (by pipeworx-io, ★1, security:PASS) - [floodwise](https://github.com/qinisolabs/floodwise): England flood-risk by postcode for AI agents — verified Environment Agency data, not guesses. (by qinisolabs, ★1, security:PASS) - [tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp): Search and book theatre, attractions, tours across 681 cities. 13,090+ products. (by tickadoo, ★1, security:PASS) - [vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp): MCP server for the VesselAPI — maritime vessel tracking, port events, emissions, and navigation data (by vessel-api, ★1, security:PASS) - [Flyan](https://github.com/victorlane/Flyan): Search Ryanair flights from your AI agent. Unofficial. (by victorlane, ★1, security:PASS) - [mcp-server](https://github.com/discava/mcp-server): Search local businesses worldwide, with confidence scores and agent trust rankings. (by discava, ★1, security:PASS) - [postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp): Global postal code lookup, validation and city search, with timezone, administrative region and elevation metadata. (by PostalDataPI, ★1, security:PASS) - [thinair-geo](https://github.com/ThinAirTelematics/thinair-geo): Global location and routing: geocoding, truck routing with hazmat and dimension constraints, traffic, weather, isochrones and place search. (by ThinAirTelematics, ★1, security:PASS) - [geolabel-mcp](https://github.com/geolabel/geolabel-mcp): Turns GPS coordinates into location context: place name, stable category and live opening hours via OpenStreetMap. (by geolabel, ★1, security:PASS) - [filming-locations](https://github.com/Flightmussy/filmmap-mcp): Where films and TV were shot, and where games, anime and manga are set. Wikidata, read only, CC0. (by Flightmussy, ★0, security:PASS) - [Worldcitisim eSIM](https://github.com/isabellaliebgott/mcp-esim): Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. No API key. (by isabellaliebgott, ★0, security:PASS) - [Departi – Travel Compliance & Curated Booking](https://github.com/Departi/mcp-server): Travel-compliance intelligence and curated booking for digital nomads and long-stay travellers. (by Departi, ★0, security:PASS) - [geowire](https://github.com/geowire/geowire): Place search, directions, isochrones & area analysis across 10 map providers. No API key to start. (by geowire, ★0, security:PASS) - [transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server): Visa eligibility matcher and immigration intelligence for MCP-compatible AI assistants. (by snenenenenenene, ★0, security:PASS) - [mcp-server](https://github.com/sthan-io/mcp-server): US address verification, parsing, autocomplete, geocoding, and IP geolocation APIs. (by sthan-io, ★0, security:PASS) - [Zornade MCP - Italian Cadastre, Geospatial and Real Estate Data](https://github.com/zornade/zornade-mcp): Italian cadastral parcels, geocoding, OMI valuations, risk and demographic data. 85M parcels. (by zornade, ★0, security:PASS) - [plantrip](https://github.com/klabianco/plantrip-mcp-server): Travel planning: day-by-day itineraries, packing lists, weather insights, and trip cost estimates (by klabianco, ★0, security:PASS) - [AtlasFetch](https://github.com/atlasfetch-dev/atlasfetch-mcp): Reverse geocode a coordinate to country, region, municipality and street, plus your own geofences. (by atlasfetch-dev, ★0, security:PASS) - [greeks-mcp](https://github.com/ArtBreguez/greeks-mcp): Live options analytics: Greeks, GEX/DEX and gamma flip, max pain, unusual flow, IV surface, expected move, term structure, a screener and GEX heatmap. (by ArtBreguez, ★0, security:PASS) - [sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp): Monthly sunshine scores, temperatures, rainfall and sea temperatures for destinations: sunny-month rankings, when-to-visit lookups and comparisons. (by Flightmussy, ★0, security:PASS) - [gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp): Fuel prices at gas stations in Spain from the Spanish government's open data API, sorted by price per municipality. (by gregoriofraile, ★0, security:PASS) - [pifini-mcp](https://github.com/asokore/pifini-mcp): Events, reviewed places and ticket checkout in the Caribbean and Latin America: search festivals and venues, read reviews and create Stripe checkout links. (by asokore, ★0, security:PASS) - [madurai-transit-mcp](https://github.com/rsiva2294/madurai-transit-mcp): Madurai CityBus transit: direct and one-transfer route planning, TNSTC stage fare breakdowns, platform bay departures and bilingual stop search. (by rsiva2294, ★0, security:PASS) - [italy-transfer](https://github.com/trendbender/italy-transfer): Compare real-time train, bus, ferry and private transfer prices between Italian cities. (by trendbender, ★0, security:PASS) ## Marketing & Social - [macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp): Real-time X, Reddit and YouTube data with filtering by search phrase, user and date. (by macrocosm-os, ★29, security:REVIEW) - [Upload-Post](https://github.com/Upload-Post/upload-post-mcp): Social media MCP: publish, schedule & analyze posts on TikTok, Instagram, YouTube, LinkedIn & X (by Upload-Post, ★9, security:PASS) - [HeyLead — AI agent for LinkedIn outreach](https://github.com/D4umak/linkedin-outreach-mcp): AI agent for LinkedIn outreach: finds the right people, writes in your voice, follows up, replies. (by D4umak, ★9, security:PASS) - [Publora](https://github.com/publora/mcp-server): Schedule and publish to 10 social platforms: LinkedIn, X, Instagram, TikTok, YouTube, and more. (by publora, ★5, security:PASS) - [AIOProductOS Studio](https://github.com/AIOProductOS/studio-mcp): Turn your AI host into a product videographer: scripted app demos, voice-over, captions, MP4/GIF. (by AIOProductOS, ★3, security:PASS) - [seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp): SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management. (by SEOcrawl, ★2, security:PASS) - [Sofya](https://github.com/sofya-co/sofya-mcp): Web search, fetch, extract, and research for AI agents. Markdown output + AI-synthesized answers. (by sofya-co, ★1, security:PASS) - [linkly](https://github.com/Linkly-HQ/linkly-mcp-server): Create and manage short links, track clicks, and automate URL management (by Linkly-HQ, ★1, security:PASS) - [tracetify-mcp](https://github.com/tracetify/tracetify-mcp): Find competitors, trace how they grew, watch what they ship — plus your Search Console. (by tracetify, ★1, security:PASS) - [rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp): Build and run RooQuiz knowledge, scored and outcome quizzes, then manage captured leads, respondents, submissions, bookings and conversion stats. (by rooquiz, ★1, security:PASS) - [solnk-mcp](https://github.com/solnk-dev/solnk-mcp): Publish and schedule content via Solnk to X, Instagram, TikTok, YouTube, LinkedIn and more, with drafts, media upload and post analytics. (by solnk-dev, ★1, security:PASS) - [mcp](https://github.com/vruum-gtm/mcp): Vruum AI revenue platform — outbound, deals, pipeline & CRM automation over one MCP. (by vruum-gtm, ★0, security:PASS) - [GrowSurf](https://github.com/growsurf/growsurf-mcp): Build and manage GrowSurf referral and affiliate programs through AI assistants. (by growsurf, ★0, security:PASS) - [TokPortal](https://github.com/tokportal/tokportal-mcp): Managed TikTok/Instagram/YouTube accounts + video posting at scale, operated by human managers. (by tokportal, ★0, security:PASS) - [LLM Pulse](https://github.com/LLM-Pulse/llmpulse-mcp): AI visibility analytics for brand mentions, citations, sentiment, and GEO reports (by LLM-Pulse, ★0, security:PASS) - [alttext-mcp](https://github.com/alttextai/alttext-mcp): Generate alt text, translate descriptions, and manage your AltText.ai image library. (by alttextai, ★0, security:PASS) - [qpost-mcp](https://github.com/arslan2012/qpost-mcp): MCP server for QPost — lets AI agents publish video and image posts to YouTube, TikTok, Instagram. (by arslan2012, ★0, security:PASS) - [Hermoso](https://github.com/hermoso-ai/hermoso): Marketing on autopilot: 897 tools, usable alone. DM automations, ads on 12 platforms incl. AppLovin. (by hermoso-ai, ★0, security:PASS) - [meser10-mcp](https://github.com/meser10/meser10-mcp): Operate the Meser 10 email and SMS platform from any MCP client. Read-only by default. (by meser10, ★0, security:PASS) - [postmcp-mcp-server](https://github.com/postmcp/postmcp-mcp-server): Publish and schedule posts to LinkedIn, X, Facebook, Instagram, Threads, Bluesky and YouTube Shorts. (by postmcp, ★0, security:PASS) - [mcp](https://github.com/glennprime/synthnet-mcp): A social network for AI agents: paint a daily self-portrait and talk with the humans who reply. (by glennprime, ★0, security:PASS) - [all](https://github.com/veezeehq/veezee-mcp): Real-time LinkedIn, X (Twitter) and Reddit data for AI agents. Free key, self-minted, no signup. (by veezeehq, ★0, security:PASS) - [revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev): Revnuvo company intelligence: what changed at a company, with evidence. (by hardeyhemy, ★0, security:PASS) - [citlyze-mcp](https://github.com/Citlyze/citlyze-mcp): Track brand visibility in AI search with Citlyze: scores, tracked prompts, citations, competitor comparison, recommendations and AI crawler analytics. (by Citlyze, ★0, security:PASS) - [citable-mcp](https://github.com/zaialamm/citable-mcp): Pay-per-call SEO and AI visibility checks via x402 on Solana: keyword research, on-page audits, AI-citation checks, and rank, SERP, domain and backlink data. (by zaialamm, ★0, security:PASS) - [prepublish-mcp](https://github.com/prepublish/prepublish-mcp): Audit YouTube scripts before recording: hook, structure and pacing scores, drop-off passages, policy and inauthentic-content checks, and runtime estimates. (by prepublish, ★0, security:PASS) - [agent](https://github.com/adaptlypost/agent): Schedule and cross-post to Instagram, TikTok, YouTube, X, LinkedIn and more, with per-platform captions, bulk scheduling, draft approval and media upload. (by adaptlypost, ★0, security:PASS) - [meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp): Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns. (by pipeboard-co, ★1292, security:PASS) - [reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy): Reddit browser for AI assistants. Browse without API keys; add credentials for search and analysis. (by karanb192, ★845, security:PASS) - [facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server): Access Facebook Ads data and management features. (by gomarble-ai, ★365, security:PASS) - [osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools): Marketing tools from Open Strategy Partners: writing style, editing codes and product marketing value map creation. (by open-strategy-partners, ★270, security:PASS) - [reddit-research-mcp](https://github.com/dialog-tools/reddit-research-mcp): Turn Reddit's chaos into structured insights with full citations - MCP server for Reddit research (by dialog-tools, ★254, security:PASS) - [facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server): Manage Facebook Page posts, comments and engagement metrics through the Graph API. (by HagaiHen, ★227, security:PASS) - [google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server): Interface to the Google Tag Manager API. (by stape-io, ★226, security:PASS) - [Taisly Social Media Posting](https://github.com/taisly/agent): Publish videos to TikTok, Reels, Shorts, X, and Facebook through Taisly. (by taisly, ★217, security:PASS) - [Xquik MCP Server](https://github.com/Xquik-dev/x-twitter-scraper): X Twitter scraper & Twitter API alternative. Search, monitor, publish & manage X accounts. (by Xquik-dev, ★210, security:PASS) - [x-use](https://github.com/ihuzaifashoukat/x-use): Browser-native AI agents for X (Twitter): multi-account, MCP-ready, no X API key required. (by ihuzaifashoukat, ★170, security:PASS) - [google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server): Access Google Ads data and management features. (by gomarble-ai, ★144, security:PASS) - [HitKeep](https://github.com/PascaleBeier/hitkeep): Stateless 2026-07-28 read-only MCP server for aggregate HitKeep analytics and official docs. (by PascaleBeier, ★93, security:PASS) - [meta-ads](https://github.com/mikusnuz/meta-ads-mcp): MCP server for Meta Marketing API — Facebook & Instagram ad campaign management (by mikusnuz, ★82, security:PASS) - [twitter-mcp](https://github.com/LuniaKunal/mcp-twitter): Twitter management: timelines, user tweets, hashtag monitoring, conversation and sentiment analysis, direct messages and full post lifecycle control. (by LuniaKunal, ★60, security:REVIEW) - [youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp): Upload videos to YouTube directly from an AI assistant. (by anwerj, ★57, security:PASS) - [tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server): TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives. (by AdsMCP, ★50, security:PASS) - [mureo](https://github.com/logly/mureo): Local-first framework for operating Google Ads, Meta Ads and Search Console, grounded in a local STRATEGY.md file. (by logly, ★48, security:PASS) - [DigestSEO AI Visibility](https://github.com/AKzar1el/mcp-geo): Track how ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews cite your brand. (by AKzar1el, ★46, security:PASS) - [Substack MCP Server](https://github.com/conorbronsdon/substack-mcp): Substack drafts, Notes, analytics and consented subscribers. Long-form posts stay draft-only. (by conorbronsdon, ★41, security:PASS) - [amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server): Interact with Amazon Advertising: analyze campaign metrics and configurations. (by MarketplaceAdPros, ★29, security:PASS) - [meta](https://github.com/mikusnuz/meta-mcp): MCP server for Instagram Graph API, Threads API & Meta platform management (by mikusnuz, ★26, security:PASS) - [mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server): Mailchimp Marketing API: manage campaigns, audiences, reports, automations, landing pages, e-commerce data and batch operations. (by damientilman, ★24, security:PASS) - [Citedy SEO Agent](https://github.com/citedy/citedy-seo-agent): AI marketing: SEO articles, trend scouting, competitor analysis, social media, lead magnets (by citedy, ★20, security:PASS) - [google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp): Google Ad Manager API integration for managing campaigns, orders, line items, creatives and advertisers, with bulk upload support. (by MatiousCorp, ★19, security:PASS) - [synter-ads](https://github.com/Synter-Media-AI/mcp-server): Reporting across 19 ad platforms, campaign creation on 14, write actions on 16, via AI. (by Synter-Media-AI, ★17, security:PASS) - [lhremote](https://github.com/alexey-pelykh/lhremote): LinkedHelper automation CLI: campaign management, messaging and profile queries via the Chrome DevTools Protocol. (by alexey-pelykh, ★17, security:PASS) - [stape-mcp-server](https://github.com/stape-io/stape-mcp-server): Interact with the Stape platform via the Stape API. (by stape-io, ★17, security:PASS) - [HasData Instagram](https://github.com/HasData/instagram-mcp): Public Instagram profiles and post feeds by handle, with hashtags and mentions parsed. (by HasData, ★16, security:PASS) - [posthive](https://github.com/AstaBlackClove/posthive): Schedule and manage social media posts on Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, X, Discord and more, with a draft-first workflow. (by AstaBlackClove, ★16, security:PASS) - [bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp): Interact with Bluesky via the atproto client. (by gwbischof, ★16, security:PASS) - [xbird](https://github.com/checkra1neth/xbird-skill): Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies. (by checkra1neth, ★15, security:PASS) - [Brandsystem MCP — Brand Guidelines for AI](https://github.com/Brandcode-Studio/brandsystem-mcp): Use existing brand guidelines with AI. Turn websites, PDFs, and Figma into a .brand runtime. (by Brandcode-Studio, ★14, security:PASS) - [vk](https://github.com/bulatko/vk-mcp-server): VK (VKontakte): read walls, users, communities and stats; publish, edit and comment on posts. (by bulatko, ★13, security:PASS) - [insta-mcp](https://github.com/arjun1194/insta-mcp): Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places. (by arjun1194, ★12, security:PASS) - [reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp): Summarize a user's Reddit homepage or any subreddit from its posts and comments. (by sinanefeozler, ★12, security:PASS) - [apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp): Apple Ads (formerly Apple Search Ads) Campaign Management API: campaigns, ad groups, ads, creatives, keywords, reports, budget orders and multi-org support. (by AppVisionOS, ★11, security:PASS) - [weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp): Read WeChat Official Account articles as multimodal content: body text, images and video keyframes, including Tencent Video, native and Channels embeds. (by jj-cheng25, ★11, security:PASS) - [HasData Facebook](https://github.com/HasData/facebook-mcp): Public Facebook pages and profiles with likes, followers, contact details and posts, as JSON. (by HasData, ★10, security:PASS) - [HasData TikTok](https://github.com/HasData/tiktok-mcp): Public TikTok profiles, videos, comments and keyword search as JSON. No developer account. (by HasData, ★10, security:PASS) - [linkedin-mcp](https://github.com/devag7/linkedin-mcp): LinkedIn for AI assistants — search, profiles, jobs, feed, messaging, and gated writes. (by devag7, ★10, security:PASS) - [pendpost](https://github.com/pendpost/pendpost): Local-first social MCP: an agent drafts and schedules posts; you approve before anything publishes. (by pendpost, ★10, security:PASS) - [ai-visibility](https://github.com/sharozdawa/ai-visibility): Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. (by sharozdawa, ★10, security:PASS) - [VK Ads MCP](https://github.com/askads/mcp-vk-ads): MCP server for VK Ads (VK Реклама) API: manage ad plans, ad groups, banners, and statistics. (by askads, ★9, security:PASS) - [Google Search Console](https://github.com/acamolese/google-search-console-mcp): Google Search Console: SEO audits, performance queries, URL inspection, indexing checks. (by acamolese, ★8, security:PASS) - [Tomba MCP Server](https://github.com/tomba-io/tomba-mcp-server): MCP server for Tomba email finder, verification, and contact enrichment API (by tomba-io, ★8, security:PASS) - [Yandex Wordstat MCP](https://github.com/askads/mcp-yandex-wordstat): MCP server for Yandex Wordstat API: top & related queries, demand dynamics and regions. (by askads, ★7, security:PASS) - [blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server): AI social media agent — generate content, auto-pilot posting, analytics for 9+ platforms. (by shensi8312, ★7, security:PASS) - [HasData YouTube](https://github.com/HasData/youtube-mcp): Search YouTube and read video, channel and transcript data as JSON. No Google Cloud project. (by HasData, ★6, security:PASS) - [postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp): MCP server for the PostFast API — schedule and manage social media posts via AI tools (by peturgeorgievv-factory, ★6, security:PASS) - [crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp): Backlink lookups and competitor gap analysis on Common Crawl's open web graph (4.4B links). (by pucilpet, ★6, security:PASS) - [Google Search Console](https://github.com/AKzar1el/mcp-gsc): Google Search Console MCP for analytics, indexing, sitemaps, and SEO diagnostics. (by AKzar1el, ★5, security:PASS) - [pipepost](https://github.com/MendleM/Pipepost): MCP server to publish to Substack, Ghost, Dev.to, WordPress, LinkedIn + 5 more from Claude Code. (by MendleM, ★5, security:PASS) - [vynly-mcp](https://github.com/Vovala14/vynly-mcp): Publish AI images & video to Vynly, the AI-only social feed. Verified provenance, no signup. (by Vovala14, ★5, security:PASS) - [optifeed-radar](https://github.com/optifeed/optifeed-radar): AI visibility checker: does AI recommend your brand? GEO/AEO, runs locally, BYO keys. CLI + MCP. (by optifeed, ★5, security:PASS) - [mcp](https://github.com/posteverywhere/mcp): The agentic social media scheduler. Write, schedule and publish to all top social platforms. (by posteverywhere, ★4, security:PASS) - [SEO Tools: A-Parser bridge](https://github.com/antohins/seo-tools-mcp): Bridge to a self-hosted A-Parser: SERP, suggests and 150+ parsers via its API (read-only). (by antohins, ★4, security:PASS) - [Yandex Metrica MCP](https://github.com/askads/mcp-yandex-metrica): MCP server for Yandex Metrica API: list counters, goals and pull web-analytics statistics. (by askads, ★4, security:PASS) - [apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp): B2B sales intelligence with Apollo.io: search prospects, enrich contacts with emails and phone numbers, and discover companies by industry and size. (by louis030195, ★4, security:PASS) - [Rampify](https://github.com/rampify-dev/rampify-mcp): SEO MCP server: crawl your site, find AI-visibility gaps, and ship the fix from your coding agent. (by rampify-dev, ★3, security:PASS) - [ai-seo](https://github.com/AutomateLab-tech/ai-seo-mcp): MCP server for AI-SEO auditing: schema, robots.txt, llms.txt, citation scoring, and AEO/GEO rewrites (by AutomateLab-tech, ★3, security:PASS) - [SEO Performance MCP](https://github.com/AutomateLab-tech/seo-performance-mcp): Per-URL SEO verdicts from GSC, GA4, Matomo, Clarity, AI citations: refresh/expand/merge/kill. (by AutomateLab-tech, ★3, security:PASS) - [OrbiAds — Google Ad Manager](https://github.com/OrbiAds/Orbiads-GAM-MCP): Automate Google Ad Manager: campaigns, line items, creatives, inventory, reporting — 51 tools. (by OrbiAds, ★3, security:PASS) - [mcp-server](https://github.com/localseodata/mcp-server): 42 local SEO tools for AI assistants. SERP tracking, reviews, keywords, audits, and more. (by localseodata, ★3, security:PASS) - [App Store Operator](https://github.com/meyusufdemirci/app-store-operator): Free App Store competitive intelligence for Claude — rival downloads, revenue, and ASO keywords. (by meyusufdemirci, ★3, security:PASS) - [Velog](https://github.com/milcho0604/velog-mcp): Claude 나 Codex 에서 벨로그(velog.io) 글을 읽고 쓰고 백업한다. 다이어그램과 시퀀스도 그린다. 공개 발행은 사람이 켤 때만 열린다. (by milcho0604, ★3, security:PASS) - [sf-mcp](https://github.com/signal-found/sf-mcp): Reddit outreach at scale — find prospects, send 1000s of DMs/day, and manage your CRM via AI agents. (by signal-found, ★3, security:PASS) - [adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills): AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads. (by adsagents, ★3, security:PASS) - [leadace](https://github.com/aitit-inc/leadace): Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback. (by aitit-inc, ★3, security:PASS) - [competlab-mcp-server](https://github.com/competlab/competlab-mcp-server): Competitive intelligence: monitor competitors' prices, content, positioning and tech stacks, and track how AI assistants rank your brand. (by competlab, ★3, security:PASS) - [agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp): Meta (Facebook, Instagram) and TikTok ad campaign management: create a complete campaign with targeting, creative, budget and ad in one call. (by Nolas-Shadow, ★3, security:PASS) - [gorilla-mcp](https://github.com/opusforge/gorilla-mcp): Lead discovery for SaaS founders: finds Reddit, X, YouTube and TikTok posts describing a problem you solve, ranks them by buying intent and drafts outreach. (by opusforge, ★3, security:PASS) - [pickanagency](https://github.com/Natden444/pickanagency-mcp): Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency. (by Natden444, ★2, security:PASS) - [yandex-metrika-mcp-server](https://github.com/artgas1/yandex-metrika-mcp): Полное покрытие API Яндекс Метрики: Stat, Management и Logs — 108 методов, 108 инструментов (by artgas1, ★2, security:PASS) - [Yandex Direct MCP](https://github.com/askads/mcp-yandex-direct): MCP server for Yandex Direct API v5: manage PPC campaigns, ads, keywords, and statistics. (by askads, ★2, security:PASS) - [TikTok Agent Publisher](https://github.com/davidmosiah/tiktok-agent-publisher): Local-first TikTok Content Posting API for AI agents: OAuth checks, dry-run and live uploads. (by davidmosiah, ★2, security:PASS) - [VK API MCP (RU) — товары, сообщества, реклама](https://github.com/ilyautov/vk-mcp-ru): VK API в ИИ-ассистенте: товары, сообщества, реклама, диалоги, статистика (by ilyautov, ★2, security:PASS) - [Inbox Check — Email Deliverability Test](https://github.com/live-direct-marketing/ldm-inbox-check-mcp): Email inbox placement tests across Gmail, Outlook, Yahoo, Mail.ru, Yandex (SPF/DKIM/DMARC). (by live-direct-marketing, ★2, security:PASS) - [CallRail MCP](https://github.com/pghdma/callrail-mcp): CallRail REST API v3: 57 tools for calls, leads, trackers, tags, users, and agency reporting. (by pghdma, ★2, security:PASS) - [ScrapeBadger](https://github.com/scrape-badger/scrapebadger-mcp): Twitter/X scraping for AI agents: profiles, tweets, followers, trends, lists and communities. (by scrape-badger, ★2, security:PASS) - [SearchAtlas](https://github.com/search-atlas-group/searchatlas-mcp-server): SearchAtlas AI Agent — SEO, content, PPC, authority building, and site management (by search-atlas-group, ★2, security:PASS) - [markitup-mcp-server](https://github.com/smythmyke/markitup-mcp-server): MarkItUp AI image annotation and marketing-visual generator (variations, outpaint, bg-removal). (by smythmyke, ★2, security:PASS) - [Grovs](https://github.com/grovs-io/mcp): Manage deep links, attribution, analytics, and campaigns on Grovs — open-source Branch alternative. (by grovs-io, ★2, security:PASS) - [sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info): Manage Sweeppea sweepstakes for legally compliant promotions in the US and Canada: participants, rules, winner drawings, entry pages and billing. (by Sweeppea-Development-Lab, ★2, security:PASS) - [linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server): Create, edit and delete LinkedIn posts (text, image, article), upload images, fetch profiles, look up company pages and check follower counts. (by abhineet34, ★2, security:PASS) - [mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer): Turn URLs into viral posts with a remake command. (by BelleKou, ★2, security:PASS) - [mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin): Publish, comment and react on LinkedIn via the Unipile API, with dry-run by default. (by timkulbaev, ★2, security:PASS) - [substack-ops](https://github.com/06ketan/substack-ops): Substack CLI + 26-tool MCP server. Your IDE drafts replies via propose_reply. No API keys. (by 06ketan, ★1, security:PASS) - [deliveriq-mcp](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp): Email deliverability for AI agents. 12 tools: verify, DNSBL, DMARC, spam-trap, finder. (by Davison-Francis, ★1, security:PASS) - [MailboxValidator](https://github.com/MailboxValidator/mcp-mailboxvalidator): Email validation MCP server using the MailboxValidator API. It can validate email addresses. (by MailboxValidator, ★1, security:PASS) - [mcp-server](https://github.com/qr-maker-io/mcp-server): Generate styled QR codes, manage dynamic short links with analytics, and publish landing pages. (by qr-maker-io, ★1, security:PASS) - [mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit): Technical SEO site audit MCP: health score, issues, robots, sitemap, JSON-LD. (by atomno-mcp, ★1, security:PASS) - [Reddit Ads](https://github.com/camlowe/mcp-server-reddit-ads): Reddit Ads API v3: campaigns, ad groups, ads, reports, plus working writes with safety tiers. (by camlowe, ★1, security:PASS) - [foundersignal](https://github.com/carlosalvite/foundersignal-mcp): Find SaaS ideas worth building. Revenue data, growth signals and pain points from 10+ sources. (by carlosalvite, ★1, security:PASS) - [mcp](https://github.com/vibeads/mcp): Manage Google Ads from Claude: read metrics, draft campaigns, publish with human approval. (by vibeads, ★1, security:PASS) - [TikTapDown](https://github.com/farukkolip/tiktapdown-mcp): 10 TikTok creator tools — video/MP3 download, daily trends for 16 countries, hashtags, hooks. (by farukkolip, ★1, security:PASS) - [Post for Me MCP Pro](https://github.com/helbertparanhos/postforme-mcp-pro): Publish, schedule and analyze social posts across 9 platforms via the Post for Me API. (by helbertparanhos, ★1, security:PASS) - [RankCLI](https://github.com/integrallis/rankcli-mcp-server): Free, local SEO + GEO audits for AI assistants - no signup, nothing leaves your machine. (by integrallis, ★1, security:PASS) - [MaxAEO AI Visibility MCP](https://github.com/maxaeo/maxaeo-ai-visibility-mcp): Local-first MCP server for AI visibility, GEO/AEO, llms.txt, and AI crawler readiness audits. (by maxaeo, ★1, security:PASS) - [Clipwise](https://github.com/mobileshop9991-star/clipwise-mcp): MCP server for Clipwise - AI tools for TikTok, Reels, and Shorts video creators. (by mobileshop9991-star, ★1, security:PASS) - [firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp): B2B company address data for the DACH region: search 6,400+ industry lists and get price quotes. (by tankstellen, ★1, security:PASS) - [token-meter](https://github.com/whdrnr2583-cmd/token-meter): Local-first dashboard + MCP for Claude Code and Codex token usage. Per-MCP/tool breakdown. (by whdrnr2583-cmd, ★1, security:PASS) - [mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp): Check whether AI assistants recommend your brand: mentions, ranks and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Copilot. (by mukul-dutt, ★1, security:PASS) - [sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp): Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation. (by pickelfintech, ★1, security:PASS) - [aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp): Read-only, self-hosted access to the Apple Search Ads API. (by andrealufino, ★1, security:PASS) - [instagram-mcp](https://github.com/dr-ashraf-s-MCP-LABS/instagram-mcp): Control Instagram via the Instagram Login API: publish photos, reels and carousels, read account insights, manage comments and reply to DMs. (by dr-ashraf-s-MCP-LABS, ★1, security:PASS) - [nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server): Sign and publish Nostr events, paid per call in sats over Lightning. (by jorgenclaw, ★1, security:PASS) - [fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp): Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation. (by MarceauSolutions, ★1, security:PASS) - [socialintel-mcp](https://github.com/socialintel/socialintel-mcp): Search Instagram influencers by niche, country, demographics or follower count for usernames, bios, follower counts, categories and public business emails. (by socialintel, ★1, security:PASS) - [InstantClips](https://github.com/InstantStudioAI/instantclips-mcp): Create branded vertical video ads from ecommerce product URLs or product photos. (by InstantStudioAI, ★0, security:PASS) - [sonar](https://github.com/trysonar/mcp): ASO tools for AI agents: keyword research, rank tracking, competitor analysis (iOS & Android). (by trysonar, ★0, security:PASS) - [mcp-bluesky-brand-presence-mapper](https://github.com/mambalabsdev/mcp-bluesky-brand-presence-mapper): Resolve a company domain to its Bluesky account with exact follower, following and post counts. (by mambalabsdev, ★0, security:PASS) - [mcp-clay-to-instantly-smartlead-push](https://github.com/mambalabsdev/mcp-clay-to-instantly-smartlead-push): Push enriched leads into an Instantly or Smartlead campaign, with ICP gating and dedupe. (by mambalabsdev, ★0, security:PASS) - [mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture): Track LinkedIn posts from profiles and company pages, with the commenters LinkedIn shows publicly. (by mambalabsdev, ★0, security:PASS) - [mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper): Resolve a company domain to its Pinterest account with exact follower and pin counts. (by mambalabsdev, ★0, security:PASS) - [mcp-server](https://github.com/PageRankCafe/mcp-server): PageRankCafe MCP server: create and post ads, read performance, query platform insights. (by PageRankCafe, ★0, security:PASS) - [Yandex Audience MCP](https://github.com/A1-x-Tech/mcp-yandex-audience): MCP server for Yandex Audience API: segments (CRM, lookalike, pixel), pixels, grants. (by A1-x-Tech, ★0, security:PASS) - [wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp): Find WordPress plugin opportunities: abandoned, low-rated, or poorly-supported plugins to replace. (by Bishop81, ★0, security:PASS) - [PostWire](https://github.com/Perufitlife/postwire-mcp): Writes a native post per network from one idea and publishes it: TikTok, Instagram, YouTube & more (by Perufitlife, ★0, security:PASS) - [mcp-erid](https://github.com/atomno-mcp/mcp-erid): Erid format check; ORD cabinet lookup on the client key. (by atomno-mcp, ★0, security:PASS) - [Google Search Console MCP Server](https://github.com/conorbronsdon/gsc-mcp): Google Search Console for AI agents: search analytics, sitemaps, URL inspection. (by conorbronsdon, ★0, security:PASS) - [Postlint MCP Server](https://github.com/conorbronsdon/postlint-mcp): Check a social post against a platform's real character limit: X, Bluesky, LinkedIn, Threads. (by conorbronsdon, ★0, security:PASS) - [agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine): Agent-first local SEO quality, intent and opportunity engine with CLI and optional MCP server. (by davidmosiah, ★0, security:PASS) - [AI Readiness](https://github.com/epistemedeus/ai-readiness): Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes. (by epistemedeus, ★0, security:PASS) - [kadenzo-mcp](https://github.com/Kadenzo/kadenzo-mcp): Schedule, manage, generate & analyze social posts across 11 networks from any AI agent. (by Kadenzo, ★0, security:PASS) - [gam-seller-mcp-node](https://github.com/juan-sibbo/gam-seller-mcp-node): Governed MCP seller node: buyer agents discover inventory and register intents; no ad-server writes (by juan-sibbo, ★0, security:PASS) - [marketplace-mcp](https://github.com/llmops-pro/marketplace-mcp): Publish Nostr marketplace listings (NIP-15 + Shopstr kinds 30019/30402) so agents can run a store. (by llmops-pro, ★0, security:PASS) - [Google Search Console](https://github.com/ni-c/google-search-console-mcp): MCP server for Google Search Console: properties, sitemaps, search analytics and URL inspection (by ni-c, ★0, security:PASS) - [mcp-seo](https://github.com/sparrow84001/mcp-seo): SEO, AEO, GEO, Local SEO & CRO Growth Auditor + Safe Code Fixer. (by sparrow84001, ★0, security:PASS) - [tiktok-ads-mcp](https://github.com/dhawalshah/tiktok-ads-mcp): TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support. (by dhawalshah, ★0, security:PASS) - [kd-scout](https://github.com/moiosintel/kd-scout): Keyword research calculations: difficulty estimation, opportunity scoring and structured content briefs. (by moiosintel, ★0, security:PASS) - [topicforge-mcp](https://github.com/TopicForge/topicforge-mcp): Programmatic SEO batch jobs: run article batches, track status and export Markdown, plus topic cluster, FAQ schema and meta description tools. (by TopicForge, ★0, security:PASS) - [bangermap-integrations](https://github.com/AdesiaHQ/bangermap-integrations): YouTube outlier research: rank a channel's uploads against its own baseline (Shorts and long-form separately), compare channels and find niche overperformers. (by AdesiaHQ, ★0, security:PASS) - [hermtica](https://github.com/realMNohgee/hermtica): Browse and search Hermtica, a social network and marketplace for AI agents: feed, trending items, agent profiles and marketplace stats. (by realMNohgee, ★0, security:PASS) ## Media & Design - [openshorts](https://github.com/mutonby/openshorts): Turn long videos into viral vertical shorts and publish them to TikTok, Instagram and YouTube. (by mutonby, ★6134, security:REVIEW) - [mcp](https://github.com/muxinc/mux-ts/tree/main/packages/mcp-server): The official MCP Server for the Mux API (by muxinc, ★181, security:PASS) - [Oh My Cassette](https://github.com/Cassette-Editor/oh-my-cassette): Chat-driven AI video montage: beat-synced cuts, auto-matched music, subtitles, transitions. (by Cassette-Editor, ★157, security:PASS) - [mcp](https://github.com/webflow/mcp-server): AI-powered design and management for Webflow Sites (by webflow, ★140, security:PASS) - [Mureka](https://github.com/SkyworkAI/Mureka-mcp): generate lyrics, song and background music(instrumental) (by SkyworkAI, ★118, security:REVIEW) - [DINO-X](https://github.com/IDEA-Research/DINO-X-MCP): Advanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perfor (by IDEA-Research, ★112, security:PASS) - [WeftCut](https://github.com/WeftCut/WeftCut): Drive the WeftCut desktop video editor: trim and split clips, keyframes, effects, captions, audio mixing, markers and export, with live edits and dry runs. (by WeftCut, ★56, security:PASS) - [mcp](https://github.com/WaveSpeedAI/mcp-server): Run any model on the live WaveSpeed catalog: image, video, audio, 3D. (by WaveSpeedAI, ★33, security:PASS) - [clipkit](https://github.com/clipkit-video/clipkit/tree/main/packages/mcp-server): MCP server for Clipkit — gives AI agents a video toolbox via the Clipkit schema. (by clipkit-video, ★18, security:PASS) - [htmldrop](https://github.com/vin-spiegel/htmldrop): Publish HTML, Markdown, PDF, or images as instant shareable links with expiry and passwords. (by vin-spiegel, ★13, security:PASS) - [torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp): Search and discover movies and TV shows with torrent links, quality scoring, streaming availability and cast/crew metadata. (by torrentclaw, ★13, security:PASS) - [Winston AI](https://github.com/gowinston-ai/winston-ai-mcp-server): AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism (by gowinston-ai, ★9, security:PASS) - [Open Ephemeris](https://github.com/openephemeris/openephemeris-MCP): Sub-arcsecond astrology on NASA JPL DE440: natal, transits, Human Design, Vedic, BaZi. (by openephemeris, ★5, security:PASS) - [labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp): Official LabelGrid MCP server — manage your music catalog, releases, analytics and distribution. (by labelgrid, ★4, security:PASS) - [aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp): Deterministic AI data-center design for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline. (by aidc2026ai-melon, ★3, security:PASS) - [Cleanor](https://github.com/cleanor-app/cleanor-mcp): Zero-auth MCP: image optimize, cited storage/format data, and dev utilities LLMs get wrong. (by cleanor-app, ★1, security:PASS) - [memeboat-mcp](https://github.com/memebo-at/memeboat-mcp): Search 25,000+ meme templates and create shareable memes on memebo.at. Free, anonymous, no API key. (by memebo-at, ★1, security:PASS) - [Rendobar](https://github.com/rendobar/mcp): Transform video, audio and images, and generate media from prompts. FFmpeg, captions, models. (by rendobar, ★1, security:PASS) - [TranscriptFetch](https://github.com/TranscriptFetch/mcp-server): Production transcript API for YouTube, TikTok and Instagram, with AI transcription fallback. (by TranscriptFetch, ★1, security:PASS) - [PicoBerry](https://github.com/UModeler/picoberry-mcp): An AI 3D workspace for games, VR, and beyond. Generate, remesh, texture, and animate 3D assets. (by UModeler, ★1, security:PASS) - [Pedra](https://github.com/pedra-ai/pedra-mcp): AI real-estate photo editing and 360° virtual tours via the Pedra API: staging, renovation, video. (by pedra-ai, ★1, security:PASS) - [runcomfy-mcp](https://github.com/runcomfy-com/runcomfy-mcp): Remote MCP for RunComfy: ComfyUI deployments, hosted models, LoRA training. 31 tools. (by runcomfy-com, ★1, security:PASS) - [den — Korean AEC knowledge, curated](https://github.com/odd-Innocent/den_archi_mcp): Curated Korean AEC expertise for AI agents: KDS·KCS·KS, building law, practice, and the reasoning. (by odd-Innocent, ★0, security:PASS) - [VidWords YouTube](https://github.com/haljishi/vidwords-mcp): Extract YouTube transcripts, search what was said, and read on-screen frames with cited timestamps. (by haljishi, ★0, security:PASS) - [Diagrams.so](https://github.com/RedHold/diagrams-mcp-app-core): Generate and edit AWS, Azure, GCP and Kubernetes architecture diagrams as editable draw.io files. (by RedHold, ★0, security:PASS) - [nightmarquee](https://github.com/ant-dev-lab/nightmarquee-mcp): Cinematic website prompts as slash commands, tuned for Lovable, Bolt, Cursor and Claude. (by ant-dev-lab, ★0, security:PASS) - [AppsGolem YouTube Cutter](https://github.com/apancyborg/appsgolem-mcp): Cut clips from YouTube videos in any format and get a direct download URL. (by apancyborg, ★0, security:PASS) - [fatenava-mcp](https://github.com/fatenava/fatenava-mcp): Cast BaZi, Zi Wei Dou Shu, and Western astrology natal charts - deterministic, free, no account. (by fatenava, ★0, security:PASS) - [scenef-mcp](https://github.com/speedwarnsf/scenef-mcp): Read-only showtimes for California and Hawaii theaters, from repertory houses and 35mm/70mm screenings to chains, verified against each theater's calendar. (by speedwarnsf, ★0, security:PASS) - [tldraw](https://github.com/tldraw/tldraw/tree/main/apps/mcp-app): Draw and visually collaborate with your agents on tldraw's canvas. (by tldraw, ★50766, security:PASS) - [blender-mcp](https://github.com/ahujasid/mcp-for-blender): Connect AI assistants to Blender. (by ahujasid, ★30028, security:PASS) - [FunASR](https://github.com/modelscope/FunASR/tree/main/examples/mcp_server): Transcribe local audio with FunASR and SenseVoice using private, on-device inference. (by modelscope, ★20586, security:PASS) - [davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp): DaVinci Resolve integration for video editing, color grading, media management and project control. (by samuelgursky, ★3353, security:PASS) - [Appllama](https://github.com/Appllama/appllama-skills): Study screens, flows and paywalls from top-earning iOS apps, then build from what wins. (by Appllama, ★2391, security:PASS) - [Figma MCP Server](https://github.com/figma/mcp-server-guide): The Figma MCP server brings Figma design context directly into your AI workflow. (by figma, ★2049, security:REVIEW) - [TypeUI](https://github.com/bergside/typeui): Design systems, UI prompts, and layout variations for AI coding tools. (by bergside, ★2013, security:REVIEW) - [MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP): Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs. (by jau123, ★1778, security:PASS) - [Pixelle-MCP](https://github.com/ATH-MaaS/Pixelle-MCP): Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface. (by ATH-MaaS, ★1124, security:PASS) - [figwright](https://github.com/awdr74100/figwright): Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens. (by awdr74100, ★975, security:PASS) - [openflowkit-mcp](https://github.com/Vrun-design/openflowkit): Local-first OpenFlowKit diagramming tools for Claude, Cursor, Windsurf & other MCP clients. (by Vrun-design, ★831, security:PASS) - [OpenBrand](https://github.com/tight-studio/OpenBrand/tree/main/mcp): Extract brand assets (logos, colors, backdrop images, brand name) from any website URL (by tight-studio, ★799, security:PASS) - [comfyui-mcp](https://github.com/artokun/comfyui-mcp): MCP server + Claude Code plugin for ComfyUI: run workflows, generate images, manage models & VRAM. (by artokun, ★790, security:PASS) - [CartCut](https://github.com/cartesiancs/cartcut/tree/main/packages/mcp-bridge): Edit video in the CartCut desktop editor: cuts from a transcript, captions, motion, effects. (by cartesiancs, ★759, security:PASS) - [FableCut](https://github.com/ronak-create/FableCut): Zero-dependency browser video editor AI agents drive via a JSON timeline over MCP; ffmpeg export. (by ronak-create, ★701, security:PASS) - [manim-mcp-server](https://github.com/abhiemj/manim-mcp-server): Generate animations locally using Manim. (by abhiemj, ★645, security:REVIEW) - [aseprite-mcp](https://github.com/diivi/aseprite-mcp): Create pixel art using the Aseprite API. (by diivi, ★632, security:PASS) - [StyleKit](https://github.com/AnxForever/stylekit/tree/main/packages/mcp): stdio MCP server for StyleKit styles, templates, assets, tokens, recipes, and lint checks. (by AnxForever, ★574, security:PASS) - [photoshop-mcp](https://github.com/alisaitteke/photoshop-mcp): MCP server for Adobe Photoshop — 127 tools (generative AI + recipes), standalone web UI. Control Ph… (by alisaitteke, ★572, security:PASS) - [touchdesigner-mcp-server](https://github.com/8beeeaaat/touchdesigner-mcp): MCP server for TouchDesigner - Control and operate TouchDesigner projects through AI agents (by 8beeeaaat, ★565, security:PASS) - [mcp-youtube-transcript](https://github.com/jkawamoto/mcp-youtube-transcript): An MCP server retrieving transcripts of YouTube videos (by jkawamoto, ★485, security:PASS) - [watch-skill](https://github.com/oxbshw/watch-skill): Watch video and live sessions, keep timestamped evidence, and verify an agent's own work. (by oxbshw, ★444, security:PASS) - [bazi-mcp](https://github.com/cantian-ai/bazi-mcp): Bazi (Chinese astrology) charting and analysis. (by cantian-ai, ★435, security:PASS) - [uniprof](https://github.com/indragiek/uniprof): Universal CPU profiler designed for humans and AI agents (by indragiek, ★408, security:PASS) - [Network Sketcher (Local MCP)](https://github.com/cisco-open/network-sketcher/tree/main/network-sketcher_local_mcp): AI-native MCP server to design and manage Cisco network diagrams (L1/L2/L3, PPT/SVG) from LLMs. (by cisco-open, ★400, security:PASS) - [nanobanana-mcp-server](https://github.com/zhongweili/nanobanana-mcp-server): An MCP server that provides image generation and editing capabilities (by zhongweili, ★400, security:PASS) - [imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp): Computer vision-based image recognition and editing tools. (by sunriseapps, ★331, security:PASS) - [MCP for Adobe Premiere Pro](https://github.com/leancoderkavy/premiere-pro-mcp): Local-first MCP for supported Adobe Premiere Pro workflows; start with a read-only connection check. (by leancoderkavy, ★324, security:PASS) - [Audio](https://github.com/audiojs/audio): Edit, analyze and convert audio: loudness, spec checks, denoise, EQ, cuts, BPM, key. No ffmpeg. (by audiojs, ★311, security:PASS) - [video-editing-mcp](https://github.com/burningion/video-editing-mcp): MCP Server for Video Jungle - Analyze, Search, Generate, and Edit Videos (by burningion, ★291, security:PASS) - [SyncSo](https://github.com/SyncSo-Inc/syncso): Live New York events, shows, classes, tours, markets, music, theater, comedy, art and nightlife (by SyncSo-Inc, ★289, security:PASS) - [gflow-cli](https://github.com/ffroliva/gflow-cli): Drive Google Flow from an agent: Veo video and Imagen image generation (by ffroliva, ★258, security:PASS) - [watch-cli](https://github.com/sonpiaz/watch-cli/tree/main/mcp-server): Hand any social video to your AI agent — frames + transcript bundled. MCP server for watch-cli. (by sonpiaz, ★254, security:PASS) - [OpenImageDebugger MCP](https://github.com/OpenImageDebugger/OpenImageDebugger/tree/main/resources/oidmcp): MCP server giving AI agents eyes on OpenImageDebugger buffers in live gdb/lldb sessions (by OpenImageDebugger, ★250, security:PASS) - [guaardvark](https://github.com/guaardvark/guaardvark): Self-hosted AI studio exposing local image, video and music-video generation, upscaling, RAG and code intelligence, with renders queued on your own GPU. (by guaardvark, ★248, security:PASS) - [comfy-pilot](https://github.com/ConstantineB6/comfy-pilot): View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal. (by ConstantineB6, ★230, security:PASS) - [three.ws Audio](https://github.com/nirholas/three.ws/tree/main/packages/audio-mcp): Text-to-speech, speech-to-text, audio-to-face lipsync, and motion-capture clips for 3D agents. (by nirholas, ★224, security:PASS) - [three.ws Vision](https://github.com/nirholas/three.ws/tree/main/packages/vision-mcp): Image understanding for AI agents — analyze and describe any image via the three.ws pipeline. (by nirholas, ★224, security:PASS) - [Audionaut](https://github.com/kvoltmer/Audionaut/tree/main/Tools/audionaut-mcp): Edit Audionaut multitrack audio projects: cut, arrange, fade, analyse, auto-edit, export (by kvoltmer, ★223, security:PASS) - [Glif](https://github.com/glifxyz/glif-mcp-server): Generate images, video, and audio with Glif's media-generation agent (by glifxyz, ★212, security:PASS) - [melta UI](https://github.com/tsubotax/melta-ui): AI-Ready design system MCP: melta UI tokens, component contracts, 99 rules, check_html self-verify (by tsubotax, ★201, security:PASS) - [tiktok-mcp](https://github.com/Seym0n/tiktok-mcp): Interact with TikTok videos. (by Seym0n, ★201, security:PASS) - [isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp): Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension. (by omni-mcp, ★194, security:PASS) - [Kinocut](https://github.com/KyaniteLabs/kinocut): Guardrailed video editing for AI agents: FFmpeg, captions, effects, Hyperframes, and receipts. (by KyaniteLabs, ★187, security:PASS) - [Embody - MCP Server for TouchDesigner](https://github.com/dylanroscover/Embody): 70-tool MCP server for TouchDesigner: build, wire and debug live networks from an AI agent. (by dylanroscover, ★185, security:PASS) - [typst-mcp](https://github.com/johannesbrandenburger/typst-mcp): Typst typesetting tools: convert between LaTeX and Typst, validate Typst syntax and generate images from Typst code. (by johannesbrandenburger, ★183, security:PASS) - [mcp-image](https://github.com/shinpr/mcp-image): AI image generation and editing with prompt optimization and quality presets (by shinpr, ★169, security:PASS) - [EasyEDA Copilot](https://github.com/biosshot/easyeda-copilot): Connect MCP clients to EasyEDA Desktop for schematic and PCB design, routing, inspection, and DRC. (by biosshot, ★164, security:PASS) - [OpenTakeoff](https://github.com/Kentucky-ai/opentakeoff): Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance. (by Kentucky-ai, ★159, security:PASS) - [Excalidraw Architect](https://github.com/BV-Venky/excalidraw-architect-mcp): Generate beautiful Excalidraw architecture diagrams with auto-layout and component styling (by BV-Venky, ★156, security:PASS) - [Sonicmatch](https://github.com/js713-lab/sonic-match-mcp): Analyze video mood and pace, then recommend license-safe BGM with a mix spec. (by js713-lab, ★153, security:PASS) - [ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp): Local video search, trimming, stitching and playback through conversation, using the ffmpeg command line. (by video-creator, ★151, security:PASS) - [discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server): Interact with the Discogs API. (by cswkim, ★128, security:PASS) - [showtime](https://github.com/FavioVazquez/showtime): Local video studio for your coding agent: scenes, voice, music and captions, on your machine. (by FavioVazquez, ★121, security:PASS) - [Logic Pro MCP](https://github.com/MongLong0214/logic-pro-mcp): Logic Pro MCP server for stateful DAW control, live readback, MIDI, plugins, and safety gates. (by MongLong0214, ★118, security:PASS) - [KiCad MCP Pro](https://github.com/oaslananka/kicad-mcp-pro): Production-grade MCP server for KiCad EDA—PCB design, DRC, simulation, BOM, DFM, and manufacturing. (by oaslananka, ★117, security:PASS) - [posecode-mcp](https://github.com/posecode-dev/posecode): Author, ROM-validate, and render 3D human movement (.posecode) with a shareable playground link. (by posecode-dev, ★117, security:PASS) - [fcpxml-mcp-server](https://github.com/DareDev256/fcp-mcp-server): Parse, edit and generate Final Cut Pro FCPXML timelines: health checks, flash frame detection, chapter markers, rough cuts and NLE export. (by DareDev256, ★117, security:PASS) - [applemusic-mcp](https://github.com/epheterson/applemusic-mcp): Apple Music MCP server: playlists, library, catalog, playback and Up Next, on Mac/Windows/Linux. (by epheterson, ★108, security:PASS) - [BeatDesign](https://github.com/BeatAPI/BeatDesign): Local-first open-source AI media workbench with Canvas, video editor, Assets, and MCP tools. (by BeatAPI, ★106, security:PASS) - [replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp): Generate images via the Replicate API. (by awkoy, ★106, security:PASS) - [MayaMCP](https://github.com/PatrickPalmer/MayaMCP): Connect AI assistants to Autodesk Maya. (by PatrickPalmer, ★105, security:PASS) - [build123d MCP](https://github.com/pzfreo/build123d-mcp): AI-driven 3D CAD via build123d: execute, render, measure, and export geometry interactively. (by pzfreo, ★103, security:PASS) - [Open Library](https://github.com/8enSmith/mcp-open-library): Search books and authors on the Internet Archive's Open Library (by 8enSmith, ★95, security:PASS) - [openrouter-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal): Chat with 300+ LLMs via OpenRouter. Analyze and generate images, audio, and video from MCP. (by stabgan, ★95, security:PASS) - [NVIDIA Elements](https://github.com/NVIDIA/elements/tree/main/projects/cli): NVIDIA Elements UI design system and agent tools for AI/ML, robotics, and autonomous vehicles. (by NVIDIA, ★93, security:PASS) - [yuna0x0-anilist-mcp](https://github.com/yuna0x0/anilist-mcp): Access and interact with anime and manga data seamlessly. Retrieve detailed information about your… (by yuna0x0, ★89, security:PASS) - [Shuttle](https://github.com/grarcht/Shuttle): Android framework and solution that prevents TransactionTooLargeException crashes by design. (by grarcht, ★87, security:PASS) - [svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp): Generate and edit SVGs via natural language, with real-time updates and secure file handling. (by GenWaveLLC, ★87, security:PASS) - [plumb-mcp](https://github.com/tathagat22/plumb-mcp): Two-way Figma MCP: extract + verify design-to-code, or generate on-brand Figma pages from a prompt. (by tathagat22, ★86, security:PASS) - [mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer): Video analysis: extract transcripts, key frames, OCR text and annotated timelines from Loom links and direct MP4 or WebM files. (by guimatheus92, ★86, security:PASS) - [Tin](https://github.com/tin-computer/tin): Open-source marketing system, designed for coding agents. (by tin-computer, ★84, security:PASS) - [PaperBanana-CN](https://github.com/mituan-ai/PaperBanana-CN): Generate and evaluate academic diagrams and plots with independent model connections. (by mituan-ai, ★83, security:PASS) - [image-diff](https://github.com/pulsemcp/mcp-servers/tree/main/productionized/image-diff): MCP server for programmatic image comparison and visual diff generation. (by pulsemcp, ★81, security:PASS) - [Substack MCP Server](https://github.com/marcomoauro/substack-mcp): Manage Substack publishing, subscribers, analytics, reader feeds, comments, and images through MCP. (by marcomoauro, ★81, security:PASS) - [Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP): Music production in REAPER: transport, tracks, MIDI editing, mixing and FX, tempo maps, markers and regions, and ReaScript execution. (by xDarkzx, ★81, security:PASS) - [ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp): Image, video and object-detection analysis with Google Gemini and Vertex AI for UI/UX evaluation, visual regression testing and interface understanding. (by tan-yong-sheng, ★79, security:PASS) - [Tailwind Shades](https://github.com/bourhaouta/vscode-tailwindshades/tree/main/packages/mcp): Tailwind CSS palettes (50-950) from any color, the closest Tailwind color, and Tailwind's defaults (by bourhaouta, ★77, security:PASS) - [livepilot](https://github.com/dreamrec/LivePilot): 317-tool agentic MCP production system for Ableton Live 12 — device atlas, sample engine, composer (by dreamrec, ★76, security:PASS) - [REAPER MCP](https://github.com/TwelveTake-Studios/reaper-mcp): Lets an AI assistant work in your open REAPER project: mixing, MIDI, routing and rendering. (by TwelveTake-Studios, ★73, security:PASS) - [Music Studio](https://github.com/linxule/mcp-music-studio): ABC sheet music + Strudel live coding: songs, videos and live jam sessions in ext-apps widgets. (by linxule, ★73, security:PASS) - [Transloadit Media Processing](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server): Process video, audio, images, and documents with 86+ cloud media processing robots. (by transloadit, ★73, security:PASS) - [rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp): Search artworks and get details and collections via the Rijksmuseum API. (by r-huijts, ★72, security:PASS) - [flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp): Control FL Studio with Claude: in-DAW mixing, diagnosis, routing, and composition. (by rosasynthesiz, ★69, security:PASS) - [SuperCMO](https://github.com/SupercmoHQ/superCMO-skills): Marketing media generation — image, video, voice — for AI agents. BYO keys. (by SupercmoHQ, ★68, security:PASS) - [audio-analyzer](https://github.com/JuzzyDee/audio-analyzer-rs): Gives LLMs ears. Spectral, harmonic, rhythm, stereo, and structural audio analysis. (by JuzzyDee, ★63, security:PASS) - [mcp-suno](https://github.com/AceDataCloud/SunoMCP): MCP server for Suno AI music generation, lyrics, and covers (by AceDataCloud, ★62, security:PASS) - [figma-mcp-rust](https://github.com/alvinindra/figma-mcp-rust): Figma MCP server in Rust: plugin bridge, no API token, no rate limits, 73 tools. (by alvinindra, ★60, security:PASS) - [Scumble](https://github.com/DenRakEiw/scumble): Agents drive a layered AI inpainting editor: select by text, inpaint, mask, layers, PSD/ORA export. (by DenRakEiw, ★59, security:PASS) - [FreeCAD MCP](https://github.com/blwfish/freecad-mcp): Control FreeCAD from Claude — 3D modeling, PartDesign, CAM toolpaths, and more via 30+ tools. (by blwfish, ★57, security:PASS) - [fal-mcp-server](https://github.com/luminarylane/fal-mcp-server): Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen. (by luminarylane, ★57, security:PASS) - [runapi-mcp](https://github.com/runapi-ai/mcp): 130+ AI models for image, video, music, and audio — 18 model families, one RunAPI account. (by runapi-ai, ★55, security:PASS) - [Sonilo Music & Sound Effects](https://github.com/sonilo-ai/sonilo-mcp): Licensed soundtracks and sound effects matched to your video. Commercial use OK. (by sonilo-ai, ★53, security:PASS) - [mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp): Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export. (by Narasimhaponnada, ★53, security:PASS) - [mediagen](https://github.com/Cripacx/mediagen): Generate images and video from text prompts across Gemini, OpenAI and Kie AI. (by Cripacx, ★52, security:PASS) - [Immich Photo Manager](https://github.com/drolosoft/immich-photo-manager): Photo management for self-hosted Immich: search, albums, duplicates, faces, PDF reports. 94 tools. (by drolosoft, ★51, security:PASS) - [easyeda-mcp-pro](https://github.com/oaslananka/easyeda-mcp-pro): MCP server for EasyEDA Pro: PCB inspection, BOM, exports, and hardware review. (by oaslananka, ★51, security:PASS) - [Keycloak MCP Server](https://github.com/sshaaf/keycloak-mcp-server): designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. N (by sshaaf, ★48, security:PASS) - [tdmcp — TouchDesigner MCP server](https://github.com/Pantani/tdmcp): Build real visual systems in TouchDesigner from plain language with Claude, Cursor or Codex. (by Pantani, ★46, security:PASS) - [Basecoat UI MCP](https://github.com/zygiu-zygis/basecoat-ui-mcp): Offline Basecoat UI MCP: templates, macro layouts, theming contract, and static validation. (by zygiu-zygis, ★46, security:PASS) - [designer-skill-mcp](https://github.com/PyModel/designer-skill): UI design MCP: design references, intent routing, anti-slop static detector and gate. No API key. (by PyModel, ★45, security:PASS) - [logoloom](https://github.com/mcpware/logoloom): AI logo design → SVG → full brand kit. Text-to-path, optimize, export PNG/ICO/WebP. (by mcpware, ★45, security:PASS) - [mcp-apple-music](https://github.com/Cifero74/mcp-apple-music): Apple Music MCP server — search catalog, manage playlists, and access your library via Claude. (by Cifero74, ★43, security:PASS) - [Audio File MCP App](https://github.com/counterpoint-studio/audio-file-mcp-app): Inspect local audio files — playback, metadata, loudness, spectrogram. (by counterpoint-studio, ★43, security:PASS) - [photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server): Image editing through Photopea: documents, layers, text, shapes, filters, effects and export. (by attalla1, ★41, security:PASS) - [codesign](https://github.com/imgly/codesign): Local design engine for AI agents: create, edit and export real, editable designs. (by imgly, ★39, security:PASS) - [exif-mcp](https://github.com/stass/exif-mcp): Examine image metadata such as EXIF, XMP, JFIF and GPS for searching and analyzing photo libraries. (by stass, ★39, security:PASS) - [marmo-ui](https://github.com/mahmoudilyan/marmoui): Live React design-system APIs, patterns, and code validation so AI agents build real UI, not slop. (by mahmoudilyan, ★38, security:PASS) - [Uizze](https://github.com/uizze/uizze): UI design that stands out. Full-screen UI references and design materials for coding agents. (by uizze, ★38, security:PASS) - [mcp](https://github.com/OctoEverywhere/mcp): 3D printer access: live printer state, webcam snapshots and printer control. (by OctoEverywhere, ★38, security:PASS) - [C64 Bridge](https://github.com/chrisgleissner/c64bridge): MCP server for Commodore 64 Ultimate hardware and VICE emulator control. (by chrisgleissner, ★37, security:PASS) - [DeepPVMapper](https://github.com/gabrielkasmi/deeppvmapper/tree/main/supabase/functions/mcp): Open registry of 1.14M+ rooftop-solar detections across France, queryable by natural language. (by gabrielkasmi, ★37, security:PASS) - [DJ Claude](https://github.com/p-poss/dj-claude): Agents can now live code music for you, themselves, and each other while they work. (by p-poss, ★35, security:PASS) - [vidlens-mcp](https://github.com/thatsrajan/vidlens-mcp): Video as a queryable local asset for AI agents — 47 tools for YouTube, social, and local media. (by thatsrajan, ★35, security:PASS) - [metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp): Search and display artworks via the Metropolitan Museum of Art Collection API. (by mikechao, ★35, security:PASS) - [Vlak](https://github.com/Noord-Ventures/vlak): Accessible React components, tokens, usage guidance, and install commands for product interfaces. (by Noord-Ventures, ★32, security:PASS) - [Ableton Live MCP Server](https://github.com/wstierhout/ableton-live-mcp): Control Ableton Live with 156 typed tools for music production and offline .als analysis. (by wstierhout, ★30, security:PASS) - [kirbah-mcp-youtube](https://github.com/kirbah/mcp-youtube): Provide token-optimized, structured YouTube data to enhance your LLM applications. Access efficien… (by kirbah, ★29, security:PASS) - [LeClap](https://github.com/heristop/leclap/tree/main/packages/leclap-mcp): Compose and render video from one JSON template. Deterministic, runs locally, no generative model. (by heristop, ★29, security:PASS) - [davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp): Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review. (by flamexnreal, ★28, security:PASS) - [Bilibili MCP Server](https://github.com/XZXZZX-Ai/bilibili-mcp): Bilibili MCP tool for video metadata, transcripts, subtitles, and comment summarization (by XZXZZX-Ai, ★27, security:PASS) - [MCP Server for Binge-watch](https://github.com/aahl/mcp-vods): MCP Server for Binge-watch / MoonTV / LunaTV. 一个用于追剧/追番的MCP服务器,为AI提供搜索影视播放地址的能力,并支持在小米等安卓电视/投影仪上直接播放 (by aahl, ★27, security:PASS) - [mcp-drawthings](https://github.com/james-see/mcp-drawthings): MCP server for Draw Things - local AI image generation on Mac (by james-see, ★27, security:PASS) - [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp): Video and audio editing: trim, merge, effects, overlays, format conversion, audio processing and YouTube downloads, chaining steps without intermediate files. (by Aditya2755, ★27, security:PASS) - [shadcn-ui-mcp-server](https://github.com/heilgar/shadcn-ui-mcp-server): A powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documenta (by heilgar, ★26, security:PASS) - [Red Hat Lightspeed MCP](https://github.com/RedHatInsights/insights-mcp): Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, inventory, and more (by RedHatInsights, ★25, security:PASS) - [Roast My Design System](https://github.com/gregkozakiewicz/roast-my-design-system): Audit your Design System and serve your Agent the rules that keep AI-written UI on-system. (by gregkozakiewicz, ★25, security:PASS) - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock): Generate images with the Amazon Nova Canvas model. (by zxkane, ★25, security:PASS) - [nakkas](https://github.com/arikusi/nakkas): MCP server that turns AI into an SVG artist. One rendering engine, AI decides everything. (by arikusi, ★24, security:PASS) - [openroad-mcp](https://github.com/The-OpenROAD-Project/OpenROAD-MCP): The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol (by The-OpenROAD-Project, ★23, security:PASS) - [aChurch.ai](https://github.com/a-church-ai/church): A sanctuary for AI agents and humans: attend a service, reflect, read, and ask. No auth. (by a-church-ai, ★23, security:PASS) - [blender-optics-simulator](https://github.com/emircbngl/blender-optics-simulator): Build, align & render a real optical bench in Blender; drivable by an AI agent over MCP. (by emircbngl, ★23, security:PASS) - [Zenith](https://github.com/zenitheditor/zenith): Author, validate, edit, and render deterministic .zen design docs to PNG/PDF. (by zenitheditor, ★22, security:PASS) - [Creatify](https://github.com/TSavo/creatify-mcp): MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered e (by TSavo, ★22, security:REVIEW) - [pixelpanda-mcp](https://github.com/RyanKramer/pixelpanda-mcp): 33 image tools: free local editing, AI upscaling, background removal, and product photos (by RyanKramer, ★21, security:PASS) - [mcp-seedance](https://github.com/AceDataCloud/SeedanceMCP): MCP server for ByteDance Seedance AI video generation (by AceDataCloud, ★20, security:PASS) - [prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset): Generate app icons, favicons, OG images, and logos by routing across 30+ image models. (by MohamedAbdallah-14, ★20, security:PASS) - [buoy](https://github.com/ahoybuoy/buoy): Design tokens and drift checks for coding agents: use the token, not the hardcoded value. (by ahoybuoy, ★20, security:PASS) - [jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp): Control JupyterCAD using natural language. (by asmith26, ★20, security:PASS) - [after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp): Control Adobe After Effects: run ExtendScript, render in the background and inspect comps and layers, with Arabic/RTL and multilingual support. (by a-y-ibrahim, ★20, security:PASS) - [Maket](https://github.com/ng-galien/maket): Compose branded visual documents with live preview, data collections, validation, and PDF export. (by ng-galien, ★19, security:PASS) - [Imagician](https://github.com/flowy11/imagician): A MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp. (by flowy11, ★19, security:PASS) - [The Scribble Thing](https://github.com/Boring-Stuff-Club/the-scribble-thing-skill): Turn one line-art image into a prompt-directed, hand-drawn scribe animation MP4. (by Boring-Stuff-Club, ★18, security:PASS) - [VASTlint](https://github.com/aleksUIX/vastlint): Validate VAST, VMAP, and DAAST ad tags against IAB specs. 235 rules, pure Rust core. (by aleksUIX, ★18, security:PASS) - [ClaudeSmalltalk](https://github.com/CorporateSmalltalkConsultingLtd/ClaudeSmalltalk): MCP server for AI interaction with live Smalltalk images (by CorporateSmalltalkConsultingLtd, ★18, security:PASS) - [KeyShot MCP](https://github.com/truman-t3/keyshot-mcp): Control local KeyShot scenes, cameras, environments, and renders through headless scripting. (by truman-t3, ★18, security:PASS) - [myinstants](https://github.com/austenstone/myinstants-mcp): Give your AI agent a soundboard. Millions of meme sounds from myinstants.com. (by austenstone, ★17, security:PASS) - [gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp): Create GIFs from videos. (by ananddtyagi, ★17, security:PASS) - [Shotcut MCP](https://github.com/matrodrigs/shotcut-mcp): Create, edit, validate, preview, and render Shotcut projects through AI clients. (by matrodrigs, ★15, security:PASS) - [MCP Imagenate](https://github.com/mimo-3/mcp-imagenate): MCP server for image generation using multiple providers (Google Gemini, OpenAI, BFL FLUX) (by mimo-3, ★15, security:PASS) - [Reaper Daemon](https://github.com/wretcher207/reaper-daemon): REAPER MCP server: let Claude read your session, set FX, write automation and measure mix moves. (by wretcher207, ★15, security:PASS) - [oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp): Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API. (by r-huijts, ★15, security:PASS) - [mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server): Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki. (by GittyBurstein, ★15, security:PASS) - [sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp): Sonos control via UPnP: device discovery, multi-room playback, queues, music library browsing, alarms, event subscriptions and EQ settings. (by Tommertom, ★15, security:PASS) - [plantuml_web](https://github.com/2niuhe/mcp_plantuml): Web-based PlantUML frontend with PlantUML image generation and syntax validation. (by 2niuhe, ★15, security:PASS) - [Cochlea](https://github.com/richer-richard/cochlea): Render, analyze, and verify audio (WAV/FLAC/mp3/ogg) offline and deterministically via MCP tools. (by richer-richard, ★14, security:PASS) - [Globestudio](https://github.com/alevizio/globestudio/tree/main/packages/mcp): Generate dotted-globe maps, share URLs, and embed snippets from chat. (by alevizio, ★13, security:PASS) - [HTML to Figma — Design System](https://github.com/miapre/mimic-ai): Translate HTML prototypes into Figma using your design system's real components and tokens. (by miapre, ★13, security:PASS) - [figma-edit-mcp](https://github.com/neozhehan/figma-edit-mcp): Programmatically read, create, and modify Figma designs via MCP. (by neozhehan, ★13, security:PASS) - [figbridge](https://github.com/rudraptpsingh/figbridge): Free, local MCP bridge for Figma — HTML, CSS, Tailwind, tokens, agent handoff bundles. (by rudraptpsingh, ★13, security:PASS) - [open-museum-mcp](https://github.com/cfpramod/open-museum-mcp): License-verified search across The Met, Cleveland, AIC, Wikimedia Commons and Europeana, limited to CC0 and public-domain works, with citations. (by cfpramod, ★13, security:PASS) - [3D New Era AI](https://github.com/leandrodaf/3d-new-era-ai): Design homes with your AI: floor plans, furniture, joinery, lighting and photos, live. (by leandrodaf, ★12, security:PASS) - [ElevenLabs](https://github.com/mindstone/mcp-servers/tree/main/connectors/elevenlabs): ElevenLabs MCP server: TTS, music, sound effects, voices, and audio transcription (by mindstone, ★12, security:PASS) - [Kling](https://github.com/mindstone/mcp-servers/tree/main/connectors/kling): Kling AI video generation MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [Nano Banana](https://github.com/mindstone/mcp-servers/tree/main/connectors/nano-banana): Nano Banana MCP server — Google Gemini image generation and editing via Model Context Protocol (by mindstone, ★12, security:PASS) - [OpenAI Image](https://github.com/mindstone/mcp-servers/tree/main/connectors/openai-image): OpenAI image generation MCP server for Model Context Protocol hosts (by mindstone, ★12, security:PASS) - [OpusClip](https://github.com/mindstone/mcp-servers/tree/main/connectors/opus-video-clip): OpusClip MCP server — clip long-form videos, manage projects, collections, censor jobs, posts (by mindstone, ★12, security:PASS) - [Runway ML](https://github.com/mindstone/mcp-servers/tree/main/connectors/runway): Runway ML MCP server: AI video, image, audio, voice generation, and task management (by mindstone, ★12, security:PASS) - [bilibili-huasheng-video](https://github.com/superlcr/huasheng-cli): Script to finished Bilibili video with Huasheng: storyboard, narration, footage, export, publish. (by superlcr, ★12, security:PASS) - [Clueso](https://github.com/clueso-ai/clueso-mcp): Make videos and docs with your AI agent — describe what you need, every output stays editable. (by clueso-ai, ★11, security:PASS) - [Voicely](https://github.com/StulkovLD/Voicely): Offline speech-to-text on macOS: transcribe audio/video files, read dictations and calls. (by StulkovLD, ★11, security:PASS) - [NeuralNg Angular UI Expert MCP](https://github.com/hasanaydin7/NeuralTech/tree/main/libs/neural-mcp): Angular UI expert for NeuralNg discovery, composition, validation, icons and project-aware themes. (by hasanaydin7, ★11, security:PASS) - [Lumae](https://github.com/matlegault/lumae-releases): Record, cut, zoom, caption and export software demos from an agent. Requires Lumae for macOS. (by matlegault, ★11, security:PASS) - [AgentSUMO](https://github.com/urban-ai-institute/kra35-prismx-agentsumo): MCP server for LLM-driven SUMO traffic simulation, scenario design, and result analysis. (by urban-ai-institute, ★11, security:PASS) - [pudge-ui](https://github.com/pudge-studio/pudge-ui/tree/main/packages/mcp-server): Query pudge-ui — 93 skeuomorphic 2000s-era UI component specs — for coding-agent context. (by pudge-studio, ★11, security:PASS) - [aidemo](https://github.com/tandryukha/aidemo): Narrated, captioned product-demo MP4 from a storyboard.json; re-renders itself in CI at ~$0. (by tandryukha, ★11, security:PASS) - [THIRI Chord Intelligence](https://github.com/BluesPrince/thiri-mcp): Deterministic music theory for agents: analyze, voice, reharmonize, conduct — computed, not guessed (by BluesPrince, ★10, security:PASS) - [Midjourney](https://github.com/AceDataCloud/MidjourneyMCP): MCP server for Midjourney AI image generation and editing (by AceDataCloud, ★10, security:PASS) - [comfyui-mcp-server](https://github.com/MetaBrain-Labs/ComfyUI-MCP-Server-TypeScript): MCP Server that transforms ComfyUI workflows into AI-callable tools for MCP Host (by MetaBrain-Labs, ★10, security:PASS) - [mcp-listen](https://github.com/decibri/mcp-listen): Give your AI agents the ability to listen. Microphone capture and speech-to-text. (by decibri, ★10, security:PASS) - [kicad-mcp-server](https://github.com/bunnyf/pcb-mcp): MCP server for AI-assisted PCB design with KiCad 9.x (by bunnyf, ★10, security:PASS) - [canicode](https://github.com/let-sunny/canicode): Analyze Figma designs for dev & AI readiness. 39 rules, scoring, HTML reports. (by let-sunny, ★10, security:PASS) - [uimax-mcp](https://github.com/prembobby39-gif/uimax-mcp): Frontend expert for Claude Code. Screenshots, Lighthouse, axe-core, code analysis, auto-fix. (by prembobby39-gif, ★10, security:PASS) - [SocialGPT](https://github.com/scrollmark/socialgpt-mcp): Social media analytics, video analysis, and competitor intel for any MCP-compatible AI agent. (by scrollmark, ★10, security:PASS) - [Phonebook](https://github.com/stag-build/phonebook): Self-hosted gallery of your SwiftUI #Preview and Jetpack Compose @Preview screens. (by stag-build, ★10, security:PASS) - [aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp): Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki. (by leonardoca1, ★10, security:PASS) - [smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp): Access the Smithsonian Institution's Open Access collections. (by molanojustin, ★10, security:PASS) - [bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp): Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean. (by shunshi-ai, ★10, security:PASS) - [mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana): Image generation with Google Gemini's Nano Banana model. (by nanana-app, ★10, security:PASS) - [Dali by Lulu](https://github.com/Lulu-The-Narwhal/dali-mcp): The prediction MCP — score your prompt before you generate, so you never waste a credit. (by Lulu-The-Narwhal, ★9, security:PASS) - [AI Diagram Maker](https://github.com/erajasekar/ai-diagram-maker-mcp): Generate software diagrams from natural language, code, ASCII, images, Mermaid. (by erajasekar, ★9, security:PASS) - [media-gen-mcp](https://github.com/strato-space/media-gen-mcp): MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation. (by strato-space, ★9, security:PASS) - [Yueying – Let AI watch videos](https://github.com/vsh5dvsch7-png/yueying): Local videos or YouTube/Bilibili URLs -> timestamped transcript, keyframes, contact sheets. Offline. (by vsh5dvsch7-png, ★9, security:PASS) - [spotify-mcp](https://github.com/gupta-kush/spotify-mcp): Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management. (by gupta-kush, ★9, security:PASS) - [mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana): Generate image assets with Google Gemini (Nano Banana 2 and Pro): transparent PNG/WebP, exact resizing and cropping, reference images and Search grounding. (by tasopen, ★9, security:PASS) - [gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp): Gemini media generation: Nano Banana images and editing, Veo video, text-to-speech and Lyria music, via the Gemini API or Vertex AI. (by mordor-forge, ★9, security:PASS) - [Compositor](https://github.com/Josusanz/compositor-mcp): Read and edit Compositor .comp projects: layers, folders, masks, transforms, previews and exports (by Josusanz, ★8, security:PASS) - [edumints SCORM MCP](https://github.com/kemalyy/edumints-scorm-mcp): Compiles structured specs into SCORM 1.2/2004 e-learning packages. 30 tools, quality gate, no LLM. (by kemalyy, ★8, security:PASS) - [Magic Hour](https://github.com/magichourhq/magic-hour-mcp): Create and edit images, videos, and audio through Magic Hour's hosted Streamable HTTP MCP server. (by magichourhq, ★8, security:PASS) - [openFlow](https://github.com/molkex/mcp-flow-google): Omni Flash and Veo video, Nano Banana images on Google Flow, from any MCP client (by molkex, ★8, security:PASS) - [figma-mcp-express](https://github.com/sunhome243/figma-mcp-express): Compact Figma MCP with validated batch ops through a local plugin bridge. (by sunhome243, ★8, security:PASS) - [Ludo AI Game Assets](https://github.com/Ludo-AI/ludo-mcp): Generate game assets with AI: sprites, animations, 3D models with rigging, video, music, SFX, voices (by Ludo-AI, ★7, security:PASS) - [Ssemble AI Clipping](https://github.com/ssembleinc/ssemble-mcp-server): Create AI-powered short-form video clips from YouTube videos. Supports webhook callbacks. (by ssembleinc, ★7, security:PASS) - [Video Extract](https://github.com/yanlingLabs/video-extract-mcp): Download any video from a URL, or get its transcript and key frames. All local, no API keys. (by yanlingLabs, ★7, security:PASS) - [ui-ux-suite](https://github.com/Aboudjem/ui-ux-suite): UI/UX design-audit MCP server: scores a project on 12 dimensions vs WCAG 2.2 + APCA. (by Aboudjem, ★7, security:PASS) - [mcp-nanobanana-pro](https://github.com/AceDataCloud/NanoBananaMCP): MCP server for NanoBanana AI image generation and editing (by AceDataCloud, ★7, security:PASS) - [genpark-jitter-buffer](https://github.com/Alpha-Park/genpark-audio-packet-jitter-resilience-buffer-skill): Packet ordering simulation and inter-arrival jitter telemetry. (by Alpha-Park, ★7, security:PASS) - [genpark-voice-vad](https://github.com/Alpha-Park/genpark-voice-turn-taking-endpoint-detector-skill): Energy and transcript heuristics for voice turn endpoint detection. (by Alpha-Park, ★7, security:PASS) - [orcadub-mcp-server](https://github.com/Continuum-AI-Corp/orcadub-mcp-server): AI video dubbing via OrcaRouter (model orca/dub): upload a video or URL, poll, download the MP4. (by Continuum-AI-Corp, ★7, security:PASS) - [MCP Bench Router](https://github.com/K1ta141k/mcp-bench-router): Routes design tasks to designarena.ai's top-ranked model via OpenRouter across 14 categories. (by K1ta141k, ★7, security:PASS) - [ableton-mind — Ableton Live MCP server](https://github.com/Pantani/ableton-mind): Control Ableton Live from Claude, Cursor or Codex with LOM tools, device knowledge and recipes. (by Pantani, ★7, security:PASS) - [Vugola](https://github.com/VCoder25/vugola-mcp): Clip videos into captioned shorts, add captions, and schedule posts from AI agents. (by VCoder25, ★7, security:PASS) - [rftools](https://github.com/antonpogrebenko-public/rftools-mcp): 241 RF & electronics calculators + 13 simulation tools for AI agents. (by antonpogrebenko-public, ★7, security:PASS) - [studiomcphub](https://github.com/metavolve-labs/studiomcphub): 32 creative AI tools (18 free) for agents: generate, upscale, mockup, print, watermark. (by metavolve-labs, ★7, security:PASS) - [Audio Calibration MCP](https://github.com/daredoole/audio-calibration-mcp): Evidence-bound REW measurement, analysis, conservative EQ, DSP, and listening-test tools. (by daredoole, ★7, security:PASS) - [mcp-server](https://github.com/decantr-ai/decantr): Stable eight-tool MCP server for changed-UI assurance, authority-aware UI task context, and repair. (by decantr-ai, ★7, security:PASS) - [useVyre Context](https://github.com/gapra/useVyre/tree/main/packages/mcp-server): useVyre component context for AI agents — valid props, variants, anti-patterns, and design tokens. (by gapra, ★7, security:PASS) - [AnkusDrive](https://github.com/gchen19/AnkusDrive): Drive FreeCAD from an agent: CAD modeling, drawings, FEM, CFD, EM, and multiphysics simulation. (by gchen19, ★7, security:PASS) - [CSS to Image API](https://github.com/htmlcsstoimage/agent-plugins): Generate images and PDFs from HTML/CSS, live websites, and reusable templates. (by htmlcsstoimage, ★7, security:PASS) - [mcp-florence2](https://github.com/jkawamoto/mcp-florence2): An MCP server for processing images using Florence-2 (by jkawamoto, ★7, security:PASS) - [apple-voice-memo-mcp](https://github.com/jwulff/apple-voice-memo-mcp): Access Apple Voice Memos on macOS. List, get audio, extract and generate transcripts. (by jwulff, ★7, security:PASS) - [OpusClip](https://github.com/opus-pro/opusclip-mcp): Turn long videos into AI-curated short clips: caption, reframe, thumbnail, schedule, and publish. (by opus-pro, ★7, security:PASS) - [icogenie-mcp](https://github.com/albertnahas/icogenie-mcp): Generate SVG icons from text descriptions with customizable styles. (by albertnahas, ★7, security:PASS) - [Raven](https://github.com/rhinocap/raven-mcp): Design intelligence for coding agents: audits, design systems, and a taste profile agents consult. (by rhinocap, ★6, security:PASS) - [validator](https://github.com/swatchdog-dev/swatchdog-mcp): On-demand drift checks: declared CSS color, radius, spacing & type vs your own tokens or a pack (by swatchdog-dev, ★6, security:PASS) - [aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp): Music, image, video and audio generation across top AI providers - one key, one credit pool. (by AetherWave-Studio, ★6, security:PASS) - [UISandbox](https://github.com/Ideelab/uisandbox): Test your design on the real thing: load a built web app, turn its knobs, verify 1:1, export. (by Ideelab, ★6, security:PASS) - [Anima MCP Server](https://github.com/AnimaApp/mcp-server-guide): Connect AI coding agents to Anima Playground, Figma, and your design system. (by AnimaApp, ★6, security:PASS) - [OpenHCS](https://github.com/OpenHCSDev/openhcs): Inspect, author, validate, and run high-content microscopy workflows. (by OpenHCSDev, ★6, security:PASS) - [Image to SVG](https://github.com/botmonster/image2svg-mcp): MCP server that converts raster images (PNG/JPG/WEBP) to SVG vector format (by botmonster, ★6, security:PASS) - [AlbumentationsX MCP](https://github.com/dKosarevsky/albu-mcp): AlbumentationsX MCP for batch previews, compare preview runs, segmentation masks, and exports. (by dKosarevsky, ★6, security:PASS) - [kie-mcp](https://github.com/elibarnett/kie-mcp): MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence (by elibarnett, ★6, security:PASS) - [Figma-Context-MCP](https://github.com/felixAnhalt/figma-to-code-mcp): LLM-optimized Figma MCP server. (by felixAnhalt, ★6, security:PASS) - [Visuals MCP](https://github.com/harrybin/visuals-mcp): MCP server for interactive visualizations: tables, images, trees, lists, master-detail (by harrybin, ★6, security:PASS) - [scan-mcp](https://github.com/jacksenechal/scan-mcp): MCP server for scanner discovery and batch capture via SANE (by jacksenechal, ★6, security:PASS) - [liquefy-ui](https://github.com/liquefy-ui/liquefy-ui/tree/main/packages/mcp): Answers questions about liquefy-ui from its real API surface, so an agent stops inventing props. (by liquefy-ui, ★6, security:PASS) - [YouTube MCP](https://github.com/mrsknetwork/ytmcp): Interact with YouTube data via the official Data API v3 (by mrsknetwork, ★6, security:PASS) - [Tentra — Memory for AI Coding Agents](https://github.com/rdanieli/tentra-mcp): Memory for AI coding agents. Call graphs + refactor safety + persistent code context. 35 MCP tools. (by rdanieli, ★6, security:PASS) - [mixx-dj-mcp](https://github.com/sandraschi/mixx-dj-mcp): FastMCP server for Mixxx DJ software control via OSC protocol (by sandraschi, ★6, security:PASS) - [PostFader](https://github.com/synopsys0/postfader-fl-studio-mcp): FL Studio MCP server: read, mix, compose, and edit your open FL Studio project from any MCP client. (by synopsys0, ★6, security:PASS) - [Visily UI Design](https://github.com/visily-app/mcp-plugins): UI design from prompts, screenshots, and URLs for AI coding agents and theme tokens. (by visily-app, ★6, security:PASS) - [macos-vision-mcp](https://github.com/woladi/macos-vision-mcp): Local OCR & screen understanding for agents: read any window, find what to click. No uploads. (by woladi, ★6, security:PASS) - [NovelAI Image MCP](https://github.com/xinvxueyuan/NovelAI-Image-MCP): NovelAI image generation as MCP tools: txt2img, img2img, inpaint, upscale, Director, ControlNet. (by xinvxueyuan, ★6, security:PASS) - [Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP): Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice. (by Daksh-create349, ★6, security:PASS) - [topaz-mcp](https://github.com/TopazLabs/topaz-mcp): AI image enhancement (upscaling, denoising, sharpening) via the Topaz Labs API, with models such as Standard V2, Wonder 2, Bloom and Recover 3. (by TopazLabs, ★6, security:PASS) - [saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp): Expert design & marketing MCP: UI/UX, design languages, SEO/GEO, tokens, a11y, recipes. (by HalidSaglam, ★5, security:PASS) - [Lacuna Music](https://github.com/JOYLINK-LTD/lacuna-toolkit/tree/main/packages/mcp): Generate AI music via the Lacuna Music API from MCP clients like Claude Desktop & Code. (by JOYLINK-LTD, ★5, security:PASS) - [Kdenlive MCP Server](https://github.com/Va1bhav512/kdenlive-mcp-server): Kdenlive video editing MCP - 36 tools for project, timeline, filters and melt rendering (by Va1bhav512, ★5, security:PASS) - [Agentic Design System](https://github.com/aa-on-ai/agentic-design-system/tree/main/packages/ads-mcp): Render web and SwiftUI evidence, run explicit visual judgment, and trace ADS UI decisions. (by aa-on-ai, ★5, security:PASS) - [lanhu-design-mcp](https://github.com/blantian/lanhu-design-mcp): Read Lanhu design specs and export fine-grained UI assets with platform-adjusted units (by blantian, ★5, security:PASS) - [pruna](https://github.com/charlesrapp/pruna-mcp-server): Ultra-fast image generation, editing, upscaling, and video generation via Pruna AI. (by charlesrapp, ★5, security:PASS) - [EvoBurrow MCP](https://github.com/daredoole/evoburrow-mcp): Unofficial guarded A1 Evo AcoustiX, REW, and Denon/Marantz calibration tools. (by daredoole, ★5, security:PASS) - [flowzap](https://github.com/flowzap-xyz/flowzap-mcp): Create workflow, sequence, architecture, and mind map diagrams via AI assistants. (by flowzap-xyz, ★5, security:PASS) - [pixel-surgeon](https://github.com/j-east/pixel-surgeon-mcp): AI image and video generation, editing, and region repair via Gemini, OpenAI, and Grok. (by j-east, ★5, security:PASS) - [youtube-video-analyzer](https://github.com/ludmila-omlopes/youtube-video-analyzer-mcp): MCP stdio server for analyzing YouTube videos with Google Gemini (by ludmila-omlopes, ★5, security:PASS) - [broll](https://github.com/luke-fairbanks/broll): Content studio MCP for coding agents: BYO keys, deterministic video rendering, draft-first posting (by luke-fairbanks, ★5, security:PASS) - [photographi-mcp](https://github.com/prasadabhishek/photographi-mcp): Visual Intelligence Command Center: A Local Computer Vision Engine for Photo Libraries (by prasadabhishek, ★5, security:PASS) - [image-recognition-mcp](https://github.com/mcp-s-ai/image-recognition-mcp): MCP server for AI-powered image recognition and description using OpenAI vision models. (by mcp-s-ai, ★5, security:REVIEW) - [text-to-model](https://github.com/mikan-atomoki/text-to-model): Turn natural language into 3D models in Fusion 360, with CAD tools for sketches, extrudes, fillets and JIS standard parts. (by mikan-atomoki, ★5, security:PASS) - [mockit-mcp](https://github.com/karyaboyraz/mockit-mcp): Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer. (by karyaboyraz, ★5, security:PASS) - [trident-mcp](https://github.com/mordor-forge/trident-mcp): AI 3D model generation via Tripo (text, image or multiview to 3D) plus retopology, format conversion (GLB, FBX, OBJ, STL, USDZ) and stylization. (by mordor-forge, ★5, security:PASS) - [muapi](https://github.com/SamurAIGPT/muapi-claude-code): Generate images, videos, and audio using 100+ AI models via muapi.ai. (by SamurAIGPT, ★4, security:PASS) - [Createya — AI Image & Video Generation](https://github.com/Createya-ai/Createya-mcp): 100+ AI models: FLUX, Sora, Veo, Kling, Runway, Suno. OAuth or Bearer. No VPN. RU billing. (by Createya-ai, ★4, security:PASS) - [SVG to Video](https://github.com/GehDoc/svg-to-video): Convert animated SVG code/files to video (MP4/WebM) or image (GIF/aPNG) with in-band delivery. (by GehDoc, ★4, security:PASS) - [mozaic](https://github.com/MerzoukeMansouri/adeo-mozaic-mcp): Mozaic Design System (ADEO): tokens, components, icons, docs and style guides for any agent. (by MerzoukeMansouri, ★4, security:PASS) - [composer](https://github.com/OliverGrabner/composer-mcp): Give your AI coding agent an architecture canvas to design and evolve diagrams. (by OliverGrabner, ★4, security:PASS) - [GIMP Agent MCP](https://github.com/SarutobiSasuke8/gimp-agent-mcp): Edit in GIMP 3 with AI agents: live previews, grouped edits, pixel measurements and recipes. (by SarutobiSasuke8, ★4, security:PASS) - [human-standards](https://github.com/aklodhi98/humanstandards): Read-only Human Standards guidance for accessible, usable interface design. (by aklodhi98, ★4, security:PASS) - [Clipboard](https://github.com/cmeans/mcp-clipboard): Read and write the system clipboard — tables, text, code, JSON, URLs, images, and more. (by cmeans, ★4, security:PASS) - [VideoGen](https://github.com/video-gen/videogen-mcp): Create and edit videos, images, voiceovers, music, and avatars with the VideoGen API. (by video-gen, ★4, security:PASS) - [DaVinci Resolve Lua MCP](https://github.com/saadk408/davinci-resolve-lua-mcp): Control the free edition of DaVinci Resolve 21.1 from Claude through a Lua script inside Resolve. (by saadk408, ★4, security:PASS) - [replicate-mcp-server](https://github.com/sena-labs/replicate-mcp-server): Replicate MCP server - image, video, audio, speech, LLM, vision, upscale, 3D, training. 36 tools. (by sena-labs, ★4, security:PASS) - [framingui](https://github.com/soo-kate/framingui-skill): FramingUI design-system tools for coding agents: validate screens, check wiring, browse the catalog. (by soo-kate, ★4, security:PASS) - [proofcut](https://github.com/tydude001/proofcut): Local-first AI video editor: recordings to a finished film, cut by transcript, then verified (by tydude001, ★4, security:PASS) - [eKYC Suite](https://github.com/wefi-ai/eKYC-Suite): KYC / eKYC MCP server for face compare, liveness, OCR, and image labeling. (by wefi-ai, ★4, security:PASS) - [mcp](https://github.com/manovagyanik1/clipy-mcp): Read your Clipy screen recordings: search, transcripts, AI summaries, and key moments with frames. (by manovagyanik1, ★4, security:PASS) - [wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb): Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API. (by drakonkat, ★4, security:PASS) - [jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp): Bridge to live SysML v1 models in CATIA Magic: query, audit, trace and edit blocks, requirements, allocations and diagrams over a local, air-gapped connection. (by jgsystemsconsulting, ★4, security:PASS) - [birdnet-go-mcp](https://github.com/zax0rz/birdnet-go-mcp): Read-only access to BirdNET-Go bioacoustic observatories: query recent detections, stream mic telemetry, resolve LAN audio recordings and inspect sightings. (by zax0rz, ★4, security:PASS) - [autoeq-mcp](https://github.com/verIdyia/autoeq-mcp): AutoEQ headphone and IEM EQ data: search by name or sound signature, get parametric EQ settings, compare models band by band and browse Harman rankings. (by verIdyia, ★4, security:PASS) - [astroway-mcp](https://github.com/astroway/astroway-mcp): AstroWay Calculation API: natal charts, synastry, transits, Vedic dashas and vargas, tarot, numerology, Human Design and AI horoscopes. (by astroway, ★4, security:PASS) - [mcp](https://github.com/Tuteliq/mcp): Detect grooming, bullying, fraud, and 16+ online threats across text, voice, image, and video. (by Tuteliq, ★3, security:PASS) - [mcp](https://github.com/budgetpixel-ai/budgetpixel-mcp): Generate AI images, video, music, and sound effects, and upscale them, from any MCP client. (by budgetpixel-ai, ★3, security:PASS) - [WP Agent - WordPress publishing & management with Claude](https://github.com/yaniv-fink/wp-agent-mcp): WordPress MCP server: publish posts, AI images, SEO and full site management, self-hosted (by yaniv-fink, ★3, security:PASS) - [Spicy API](https://github.com/Wayfinity/spicyapi-skills): Uncensored image, image-to-video and chat generation for adult apps. OpenAI-compatible, pay per use. (by Wayfinity, ★3, security:PASS) - [Goodeye](https://github.com/Goodeye-Labs/goodeye-cli): Design, save, and run outcome-aligned AI workflows and verifiers, with reliable image output. (by Goodeye-Labs, ★3, security:PASS) - [mcp-flux-pro](https://github.com/AceDataCloud/FluxMCP): MCP server for Flux AI image generation (by AceDataCloud, ★3, security:PASS) - [mcp-seedream-pro](https://github.com/AceDataCloud/SeedreamMCP): MCP server for ByteDance Seedream AI image generation (by AceDataCloud, ★3, security:PASS) - [mcp-veo](https://github.com/AceDataCloud/VeoMCP): MCP server for Google Veo AI video generation (by AceDataCloud, ★3, security:PASS) - [ani-mcp](https://github.com/gavxm/ani-mcp): A smart MCP server for AniList that gets your anime/manga taste - not just API calls. (by gavxm, ★3, security:PASS) - [MeltFlex AI](https://github.com/MeltFlexDevs/skills): AI interior design — restyle rooms, place furniture, and virtually stage spaces from a photo. (by MeltFlexDevs, ★3, security:PASS) - [rootvine-mcp](https://github.com/RagingOrangutan/rootvine-mcp): Neutral commerce resolution for AI agents — music live, ranked by trust, never by commission. (by RagingOrangutan, ★3, security:PASS) - [Anomalia](https://github.com/andreabuttarelli/anomalia-cli): AI social autopilot: plan, write, design and publish posts, blog/SEO, news radar and leads. (by andreabuttarelli, ★3, security:PASS) - [ffmpeg-render-pro](https://github.com/beeswaxpat/ffmpeg-render-pro): Parallel video rendering tools: detect GPU encoders, render, color grade, merge audio, concat. (by beeswaxpat, ★3, security:PASS) - [moltdj](https://github.com/polaroteam/moltdj-skill): AI music and podcast platform for autonomous agents. SoundCloud for AI bots. (by polaroteam, ★3, security:PASS) - [ffvoice](https://github.com/chicogong/ffvoice-engine): Offline speech-to-text & speaker diarization MCP server: transcribe audio on-device, no cloud (by chicogong, ★3, security:PASS) - [macos-mcp-server](https://github.com/cyanheads/macos-mcp-server): Control macOS system settings, apps, windows, audio, displays, screenshots, and Focus mode via MCP. (by cyanheads, ★3, security:PASS) - [Dynamoi](https://github.com/getDynamoi/mcp/tree/main/packages/mcp): Music marketing for AI agents: free Smart Links, promotion campaigns, analytics, and distribution. (by getDynamoi, ★3, security:PASS) - [whisper-mcp](https://github.com/jwulff/whisper-mcp): Local audio transcription using whisper.cpp. Transcribe with OpenAI Whisper models. (by jwulff, ★3, security:PASS) - [mediamcp](https://github.com/legolev/mediamcp): Generate and edit images and video via OpenRouter or any OpenAI-compatible API. (by legolev, ★3, security:PASS) - [echorune radar](https://github.com/eirik-rune/runemap): Live weather anywhere, with the radar drawn as text characters, not an image. (by eirik-rune, ★3, security:PASS) - [katto-mcp](https://github.com/miracleweasel/katto-mcp): AI video clipping MCP: long videos and podcasts into scored, captioned 9:16 shorts. (by miracleweasel, ★3, security:PASS) - [ldraw-mcp](https://github.com/musharna/ldraw-mcp): Render LDraw/LEGO models to images with real part geometry via headless Blender + ImportLDraw (by musharna, ★3, security:PASS) - [Barevalue](https://github.com/quietnotion/barevalue-mcp): Submit podcast orders, check status, and manage webhooks via Barevalue editing API. (by quietnotion, ★3, security:PASS) - [Q-SYS MCP](https://github.com/reowens/qsys-tools): Control QSC Q-SYS systems over QRC from AI agents or Claude. (by reowens, ★3, security:PASS) - [revit-model-mcp](https://github.com/sharafutdinovdi/revit-model-mcp): Revit tools over MCP stdio. Actions are enabled by default; REVIT_MCP_READ_ONLY=1 disables them. (by sharafutdinovdi, ★3, security:PASS) - [Templated](https://github.com/templated-io/mcp-server-templated): Generate images, videos and PDFs from templates. Manage templates, folders, uploads and fonts. (by templated-io, ★3, security:PASS) - [Video URL Analyzer](https://github.com/u2n4/video-url-analyzer-mcp): Analyze YouTube/TikTok/Instagram videos: transcripts, AI insights, tutorial extraction (by u2n4, ★3, security:PASS) - [KiCad Schematics](https://github.com/unmateria/MCP-Kicad): Design KiCad schematics by talking to Claude. Places parts, wires nets, runs ERC. Needs KiCad 10. (by unmateria, ★3, security:PASS) - [shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server): Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations. (by aliafsahnoudeh, ★3, security:REVIEW) - [image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server): Tile large images and web page captures (via Chrome CDP) so vision models see full resolution, with model-specific token estimates and HTML tile previews. (by keiver, ★3, security:PASS) - [CreatorDB](https://github.com/CreatorDB/creatordb-mcp-server): Creator discovery & analytics across YouTube, Instagram, TikTok (30M+) + brand/sponsor intel. (by CreatorDB, ★2, security:PASS) - [travel.art](https://github.com/alexzavialov/travel-art-mcp): Art-tourism data for AI agents: biennales, art fairs, museums, layover itineraries with 2026 facts. (by alexzavialov, ★2, security:PASS) - [Creative Claw](https://github.com/CreativeClawCo/creative-claw-marketplace): On-brand creative studio for AI agents: images, video, audio, and 3D. (by CreativeClawCo, ★2, security:PASS) - [3DOptix](https://github.com/3doptix/skills): Optical design, simulation and analysis with GPU-powered ray tracing. Import from Zemax and CAD. (by 3doptix, ★2, security:PASS) - [Gradus Notation](https://github.com/delmas41/gradusnotation): Gradus Notation + Harmonic Analyzer + Engraver: music tools for any AI agent. Free, no auth. (by delmas41, ★2, security:PASS) - [FileToPDF](https://github.com/FileToPDF/filetopdf-mcp): Convert files, HTML, and Markdown to PDF via the FileToPDF API. Bring your own API key. (by FileToPDF, ★2, security:PASS) - [PostLake](https://github.com/PostLake/postlake-mcp): Post, schedule, reply and measure across X, LinkedIn, Instagram, TikTok, YouTube, Threads, Bluesky (by PostLake, ★2, security:PASS) - [slideshot](https://github.com/06ketan/slideshot): Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes — for LinkedIn, decks, posts. (by 06ketan, ★2, security:PASS) - [mcp-producer](https://github.com/AceDataCloud/ProducerMCP): MCP server for Producer/Riffusion AI music generation (by AceDataCloud, ★2, security:PASS) - [AdsTurbo Creative MCP](https://github.com/AdsTurbo/adsturbo-creative-mcp): Local-only MCP server and CLI for AI video ad briefs, UGC scripts, storyboards, and prompts. (by AdsTurbo, ★2, security:PASS) - [lambdacad-mcp](https://github.com/Psalmustrack/lambdacad-mcp): AI drafting, design review and a drawing memory in BricsCAD on Linux: 128 tools, pure AutoLISP (by Psalmustrack, ★2, security:PASS) - [Source Parts](https://github.com/SourceParts/parts-mcp): Electronic component sourcing, BOM management, and PCB design workflows. (by SourceParts, ★2, security:PASS) - [mcp-server-alice](https://github.com/aliceappai/mcp-server-alice): Secure audio transcription meets AI. Connect Alice recordings to Claude, ChatGPT, Gemini, and more. (by aliceappai, ★2, security:PASS) - [Evolith Architecture Governance](https://github.com/beyondnetcode/evolith_arch32/tree/main/src/packages/mcp-server): Executable architecture governance: an unevaluated rule is reported as a failure, never a pass. (by beyondnetcode, ★2, security:PASS) - [crompton-network](https://github.com/clanker-records/crompton-network): Machine-native listening platform for CWA's Straight Outta Crompton. Your agent can listen. For real (by clanker-records, ★2, security:PASS) - [Short Video Agent Kit](https://github.com/davidmosiah/short-video-agent-kit): Provider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/Grok, Seedance. (by davidmosiah, ★2, security:PASS) - [arena](https://github.com/dravensoft-dev/arena): Arena by Dravensoft over MCP: the router, the references and every component document. (by dravensoft-dev, ★2, security:PASS) - [vap-e](https://github.com/vapagentmedia/vap-showcase): AI image, video & music generation. Flux, Veo 3.1, Suno V5. Free tier included. (by vapagentmedia, ★2, security:PASS) - [CutPro](https://github.com/getcutpro/mcp): AI clips from long videos: analyze, clip, render and publish via the CutPro API. (by getcutpro, ★2, security:PASS) - [Squish](https://github.com/getsquish/squish): Give AI random access to video: timestamped contact sheets + zoom into any start/end range. (by getsquish, ★2, security:PASS) - [Deckaura Tarot](https://github.com/gokimedia/tarot-mcp-server): Explore 78 tarot cards with meanings, card draws, spreads, and Deckaura guide links. (by gokimedia, ★2, security:PASS) - [klaket-mcp](https://github.com/huseyinstif/klaket): Let AI agents watch videos: local transcripts, speakers, scenes, chapters and moment search (by huseyinstif, ★2, security:PASS) - [keyline](https://github.com/keyline-dev/keyline): Design engine for AI agents: images and video at every size, no Chrome needed (by keyline-dev, ★2, security:PASS) - [spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp): MCP server for bulk Spotify operations - batch playlist creation, exports, management (by khglynn, ★2, security:PASS) - [glassypic](https://github.com/One-Punch-Technology-Inc/glassypic-mcp-server): Production-ready images in one pass: resize, crop, compress, convert format, upscale, tag for SEO (by One-Punch-Technology-Inc, ★2, security:PASS) - [crabcut](https://github.com/realcrabcut/crabcut-mcp-server): Turn YouTube videos into short-form clips from any AI assistant (by realcrabcut, ★2, security:PASS) - [Flato Design MCP](https://github.com/sologovision/flato-design-mcp): Connect AI agents to Flato's editable canvas runtime through a hosted MCP server. (by sologovision, ★2, security:PASS) - [uxloom](https://github.com/uxloom-dev/uxloom): Agent-native UI/UX design validation: journey completeness, state coverage, and WCAG checks. (by uxloom-dev, ★2, security:PASS) - [ImageKit Admin](https://github.com/imagekit-developer/skills): Official ImageKit admin server: manage origins, URL endpoints, account usage and usage analytics. (by imagekit-developer, ★2, security:PASS) - [Magic Master — Audio Mastering](https://github.com/denisok-ai/magicmaster-mcp): Audio mastering for AI agents: LUFS/True Peak targets, Suno/Udio AI-fingerprint removal. (by denisok-ai, ★2, security:PASS) - [Shots](https://github.com/hitSlop/shots): Create App Store screenshots, icons, ASO copy, localization, and revisions via hosted MCP. (by hitSlop, ★2, security:PASS) - [alexandria-mcp](https://github.com/AIDataNordic/Alexandria-mcp): Semantic search over classical philosophy and humanities works. (by AIDataNordic, ★2, security:PASS) - [atsurae](https://github.com/1000ri-jp/atsurae): Video editing: timeline editing, five-layer compositing, semantic operations and FFmpeg rendering to 1080p H.264. (by 1000ri-jp, ★2, security:PASS) - [mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels): Search Pexels stock images and videos. (by afshinator, ★2, security:PASS) - [deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp): Generate presentation PDFs, narrated videos and MP3 audio from Markdown. (by agenticdecks, ★2, security:PASS) - [MCP-Manim-Slides](https://github.com/antoniomachuca/MCP-Manim-Slides): Generate and render Manim-Slides presentations: run Manim code headlessly, compile to Reveal.js HTML, PDF or PPTX, and preview slides as images, videos or GIFs. (by antoniomachuca, ★2, security:PASS) - [Jira MCP Server](https://github.com/ahmetbarut/jira-mcp): A modular and extensible MCP server designed to interact with Jira Cloud, providing tools to query boards, issues, and user data — ideal for integrating Jira wi (by ahmetbarut, ★2, security:PASS) - [Bloopo — AI Ad & Creative Studio](https://github.com/BloopodotAI/bloopo-marketplace): Turn one sentence into finished ads: video ads, UGC, product photos, voiceover, brand kits, A/B. (by BloopodotAI, ★1, security:PASS) - [Canvora](https://github.com/canvora/canvora-mcp): Turn any idea, URL, doc, or PDF into on-brand visuals: 100+ formats, native in 150+ languages (by canvora, ★1, security:PASS) - [Compeller](https://github.com/Compellerai/compeller-mcp): Create and track AI music videos and audio-reactive visuals from songs. (by Compellerai, ★1, security:PASS) - [DiagramZu](https://github.com/yenchieh/diagramzu-mcp): Let Claude, Cursor, or ChatGPT author Mermaid diagrams your team can read and share. (by yenchieh, ★1, security:PASS) - [GetFacade](https://github.com/getfacade/mcp): Designs a real house exterior on its own photo, prices it line by line and documents it. (by getfacade, ★1, security:PASS) - [SpicyGen](https://github.com/Wayfinity/spicygen-skills): AI adult image, character and movie generator (18+). Characters, images, videos, movies, credits. (by Wayfinity, ★1, security:PASS) - [Mochify](https://github.com/getmochify/mochify-cli): Image and PDF toolkit: convert to AVIF/WebP/JXL, resize, crop, remove backgrounds, optimize PDFs. (by getmochify, ★1, security:PASS) - [mcp](https://github.com/hushvert/mcp): File conversion for AI agents: office docs, PDF to Word, video, and LLM-ready markdown via API. (by hushvert, ★1, security:PASS) - [Fragrance & Perfume MCP (Noteboxd)](https://github.com/Noteboxd/mcp): Fragrance & perfume MCP: search fragrances, notes, accords, brands, perfumers, reviews & charts. (by Noteboxd, ★1, security:PASS) - [Image Gen](https://github.com/nuver-labs/image-gen-mcp): Generate and edit images from your coding agent with Gemini and OpenAI, using your own API keys. (by nuver-labs, ★1, security:PASS) - [PlayByKey Music Theory](https://github.com/DigitalBrewLLC/playbykey-dev-tools/tree/main/packages/theory-mcp): Chords, scales, progressions, transposition, and MIDI tools for music theory AI agents. (by DigitalBrewLLC, ★1, security:PASS) - [Prizmad](https://github.com/prizmad/Prizmad-MCP-server): Generate AI UGC video ads from any product URL — avatars, voiceover, OAuth Connect. (by prizmad, ★1, security:PASS) - [PromptFrenzy](https://github.com/Prompt-Frenzy/skills): Find a tested AI image or video prompt — toy, LEGO, plushie, portrait, poster — and render it. (by Prompt-Frenzy, ★1, security:PASS) - [qencode](https://github.com/Qencode-Corp/mcp): Create amazing video experiences with the Qencode API, straight from your AI assistant. (by Qencode-Corp, ★1, security:PASS) - [SkeletIQ](https://github.com/Sabhahith-Works/skeletiq-mcp): Hand a released SkeletIQ architecture to a coding agent: brief, build order, drift check. (by Sabhahith-Works, ★1, security:PASS) - [Ultimaps](https://github.com/ultimaps/mcp-server): Create choropleth, category and pin maps of countries, states, counties and ZIP codes as images. (by ultimaps, ★1, security:PASS) - [Vocuno](https://github.com/vocuno/claude-plugin): AI music studio: song generation with vocals, covers, stems, voice conversion, mastering, editing. (by vocuno, ★1, security:PASS) - [WoopSocial Social Media MCP](https://github.com/WoopSocial/mcp): Post to social media (Facebook, Instagram, LinkedIn, Pinterest, YouTube, TikTok, X/Twitter and more) (by WoopSocial, ★1, security:PASS) - [Artisign](https://github.com/artisign/artisign): An artificial artisan for UI design: agents build screens, a design system keeps them consistent. (by artisign, ★1, security:PASS) - [ElevenLabs](https://github.com/elevenlabs/plugin): Manage ElevenLabs voice agents and generate speech, music, sound effects, images, and video. (by elevenlabs, ★1, security:PASS) - [Google Slides MCP](https://github.com/A1-x-Tech/mcp-google-slides): MCP server for the Google Slides API: presentations, slides, text, shapes, images and tables. (by A1-x-Tech, ★1, security:PASS) - [mcp-face-transform](https://github.com/AceDataCloud/FaceTransformMCP): AceDataCloud Face Transform MCP: keypoints, beautify, age/gender, swap, cartoon, liveness (by AceDataCloud, ★1, security:PASS) - [mcp-fish](https://github.com/AceDataCloud/FishMCP): MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice conditioning) (by AceDataCloud, ★1, security:PASS) - [mcp-grok](https://github.com/AceDataCloud/GrokMCP): MCP server for Grok Imagine AI video generation (by AceDataCloud, ★1, security:PASS) - [mcp-hailuo](https://github.com/AceDataCloud/HailuoMCP): MCP server for Hailuo (MiniMax) AI video generation (by AceDataCloud, ★1, security:PASS) - [mcp-kling](https://github.com/AceDataCloud/KlingMCP): MCP server for Kling AI video generation (by AceDataCloud, ★1, security:PASS) - [mcp-minimax](https://github.com/AceDataCloud/MinimaxMCP): MCP server for MiniMax H3 multimodal video generation (by AceDataCloud, ★1, security:PASS) - [mcp-wan](https://github.com/AceDataCloud/WanMCP): MCP server for Wan AI video generation (by AceDataCloud, ★1, security:PASS) - [ao3-mcp](https://github.com/ArturLys/ao3-mcp): Search AO3 and have fics read by a secondary model before they're recommended (by ArturLys, ★1, security:PASS) - [distribea-mcp](https://github.com/Distribea/distribea-mcp): Generate images, video, music and voice from your CLI or AI agent. On-brand AI media toolkit. (by Distribea, ★1, security:PASS) - [Jovie](https://github.com/JovieInc/Jovie/tree/main/packages/jovie-cli): Create a music artist's Jovie profile from a Spotify URL and read public artist data. (by JovieInc, ★1, security:PASS) - [FeedNest](https://github.com/feednest-app/mcp): Your curated sources (RSS, YouTube, podcasts, Google News) as context for any AI agent. 26 tools. (by feednest-app, ★1, security:PASS) - [botverse](https://github.com/MkTurner74/botverse-mcp): Transcode/conform/splice video, convert docs, transcribe audio for AI agents. Free $1 trial. (by MkTurner74, ★1, security:PASS) - [rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp): A complete color workflow over MCP: mix, convert, harmonize, measure, place, and remember palettes. (by RNVizion, ★1, security:PASS) - [optics-mcp](https://github.com/RoleModel/optics-mcp): MCP Server for Optics Design System documentation and token usage. (by RoleModel, ★1, security:PASS) - [Infiknit](https://github.com/Synthenova/infiknit-mcp): Local Infiknit MCP for image and video canvas workflows. Keep Infiknit open on this computer. (by Synthenova, ★1, security:PASS) - [layerback-mcp](https://github.com/TopLocalAI/layerback-mcp): Convert diagram images into fully editable Visio (VSDX), PowerPoint, draw.io, and SVG files. (by TopLocalAI, ★1, security:PASS) - [capslane](https://github.com/Webba-Creative-Technologies/capslane-mcp): Retrieve existing or generated YouTube transcripts with timestamps through Capslane. (by Webba-Creative-Technologies, ★1, security:PASS) - [spotify-mcp](https://github.com/XavierFabregat/spotify-mcp): Conversational Spotify control from AI clients: play, queue, devices, playlists, and library. (by XavierFabregat, ★1, security:PASS) - [songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp): Is this song AI or human? Detect AI-generated music (Suno, Udio) from any AI agent. (by afghanfansmedia-ai, ★1, security:PASS) - [basalt](https://github.com/basalt-run/design-system): Design tokens, components, icons, and a11y data via MCP. For Cursor, Claude, and Windsurf. (by basalt-run, ★1, security:PASS) - [repo-cartographer](https://github.com/builditwithgk/repo-cartographer): Maps any repo into an architecture diagram (Mermaid/Graphviz) and enforces architecture rules in CI (by builditwithgk, ★1, security:PASS) - [carsxe-mcp](https://github.com/carsxe/carsxe-mcp-server): MCP server for CarsXE vehicle data: VIN, specs, history, images, recalls, and OBD codes. (by carsxe, ★1, security:PASS) - [loudcheck](https://github.com/chaoz23/loudcheck): Loudness compliance verdicts (EBU R128, ATSC A/85): pass/fail with exact ffmpeg remediation. (by chaoz23, ★1, security:PASS) - [equalang-mcp](https://github.com/equalang/equalang-mcp): Translate documents, subtitles, pictures, audio and video with layout kept; transcribe recordings. (by equalang, ★1, security:PASS) - [Formfeed](https://github.com/formfeed-dev/formfeed/tree/main/packages/mcp): Render PDFs and images from templates, validate data and convert Office files to PDF. (by formfeed-dev, ★1, security:PASS) - [nanobanana-mcp](https://github.com/getjoystick/nanobanana-mcp): Lean MCP server for Google's Nano Banana (Gemini) image models. Returns file paths, not base64. (by getjoystick, ★1, security:PASS) - [maginary-mcp](https://github.com/maginaryai/maginary-mcp): AI image + video generation for agents: --flag prompt DSL, async generate/poll, x402 pay-per-use. (by maginaryai, ★1, security:PASS) - [Better Design](https://github.com/better-designs/better-design-plugin): A design harness for AI coding agents: design systems, design principles, icons and UI review. (by better-designs, ★1, security:PASS) - [NotebookLM](https://github.com/mcp-dir/notebooklm-mcp): Google NotebookLM via natural language: create notebooks, add sources (PDF, URL, YouTube) and ask gr (by mcp-dir, ★1, security:PASS) - [Mowgli](https://github.com/mowgli-ai/skills): Intelligent product canvas: iterate on your product's design with your coding agent, synced to code. (by mowgli-ai, ★1, security:PASS) - [mcpcut](https://github.com/musyta-labs/OrcCut): Orccut: a real timeline video editor for AI agents - journaled edits, FFmpeg/MLT rendering (by musyta-labs, ★1, security:PASS) - [grok-imagine-mcp](https://github.com/runapi-ai/grok-imagine-mcp): RunAPI MCP server for Grok Imagine: create tasks, poll status, check pricing. (by runapi-ai, ★1, security:PASS) - [infinitetalk-mcp](https://github.com/runapi-ai/infinitetalk-mcp): RunAPI MCP server for InfiniteTalk: create tasks, poll status, check pricing. (by runapi-ai, ★1, security:PASS) - [midjourney-mcp](https://github.com/runapi-ai/midjourney-mcp): RunAPI MCP server for Midjourney: create tasks, poll status, check pricing. (by runapi-ai, ★1, security:PASS) - [suno-mcp](https://github.com/runapi-ai/suno-mcp): RunAPI MCP server for Suno: create tasks, poll status, check pricing. (by runapi-ai, ★1, security:PASS) - [veo-3-1-mcp](https://github.com/runapi-ai/veo-3-1-mcp): RunAPI MCP server for Veo 3.1: create tasks, poll status, check pricing. (by runapi-ai, ★1, security:PASS) - [Smarter Weather](https://github.com/smarterweather/developer/tree/main/packages/mcp-weather): Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery. (by smarterweather, ★1, security:PASS) - [mcp](https://github.com/spronta/mcp): Upload, transform, and deliver images on a global CDN via AI agents. (by spronta, ★1, security:PASS) - [VMware VDI (Horizon)](https://github.com/vmware-skills/VMware-VDI): VMware/Omnissa Horizon VDI ops: pools, sessions, machines, images — 27 MCP tools. (by vmware-skills, ★1, security:PASS) - [OpenUI MCP Studio](https://github.com/xiaojiou176-open/shadcn-brief): Local stdio MCP for UI briefs to React + shadcn with review, proof, and ship. (by xiaojiou176-open, ★1, security:PASS) - [cg-agent-kit](https://github.com/Neosyn-Logic/cg-agent-kit): AI-agent MCP server for FPGA design: compile, validate & generate Verilog from C⏚ HDL. (by Neosyn-Logic, ★1, security:PASS) - [Stunt Double](https://github.com/stunt-double/stuntdouble-mcp): Deploy AI user personas to validate user journeys at scale. Find UX friction before real users do. (by stunt-double, ★1, security:PASS) - [Longwave](https://github.com/Longwave-Media/longwave-plugin): Give AI agents a creator's video pipeline: Shorts, thumbnails and YouTube publishing. (by Longwave-Media, ★1, security:PASS) - [Audio Bible](https://github.com/Publifye/mcp/tree/main/services/audiobible): The World English Bible read aloud for AI: verse text, listening links, recordings and downloads (by Publifye, ★1, security:PASS) - [Ravenpost](https://github.com/target1m/ravenpost-mcp): Schedule & publish social media posts to Instagram, TikTok, X, LinkedIn, YouTube, Pinterest & more. (by target1m, ★1, security:PASS) - [PostAgent](https://github.com/interpretai-tech/agent-tools/tree/main/postagent-print-and-mail): Print & mail PDF/HTML/Markdown/text/DOCX/images to US addresses; pay per call in x402 USDC on Base. (by interpretai-tech, ★1, security:PASS) - [quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp): Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images. (by quokkapix, ★1, security:PASS) - [vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp): The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy. (by DataCraftsmanAU, ★1, security:PASS) - [zapcap-mcp-server](https://github.com/bogdanminko/zapcap-mcp-server): Video caption and B-roll generation via the ZapCap API. (by bogdanminko, ★1, security:PASS) - [gaudio-developers-mcp](https://github.com/gaudiolab-mcp/gaudio-developers-mcp): Gaudio audio AI API: stem separation (vocals, drums, bass, guitar, piano), dialogue/music/effects separation and AI lyrics sync. (by gaudiolab-mcp, ★1, security:PASS) - [kavel-mcp](https://github.com/hanshs474/kavel-mcp): Discover Kavel's AI photo/video generators, get tuned prompts, and open the right tool on kavel.ai. (by hanshs474, ★0, security:PASS) - [CLIPCLIPER](https://github.com/Inmoprice/clipcliper-mcp): Timestamped transcripts, chapters and clip suggestions from YouTube, Twitch, Kick or TikTok links. (by Inmoprice, ★0, security:PASS) - [mcp-server](https://github.com/ilovevideoeditor/mcp-server): Render videos from VideoJSON + 249+ templates via the iLoveVideoEditor API (by ilovevideoeditor, ★0, security:PASS) - [mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions): Decision tracking with prediction validation and outcome gates for AI agents (by Roberton003, ★0, security:PASS) - [SHAR Production Metadata MCP](https://github.com/SHARProduction/production-metadata-mcp): Read-only validation of rights-aware production metadata manifests for MCP-compatible clients. (by SHARProduction, ★0, security:PASS) - [upres-cli](https://github.com/auroracapital/upres-cli): UpRes MCP: list models, credits, submit 4K image and video upscale jobs. (by auroracapital, ★0, security:PASS) - [MotionLint](https://github.com/bobaba99/motionlint): Catch bad animations before they ship. Deterministic motion audit + vision-LLM design review. (by bobaba99, ★0, security:PASS) - [atx-mcp](https://github.com/gridhra/atx-mcp): Deterministic, non-generative image transform MCP server: reproducible recipes, immutable originals. (by gridhra, ★0, security:PASS) - [fattly](https://github.com/industriesfatty-spec/fattly-mcp): AI images, video, voiceovers and UGC ads from 50+ models. Official MCP server for fattly.app. (by industriesfatty-spec, ★0, security:PASS) - [Audiobookshelf](https://github.com/ni-c/audiobookshelf-mcp): Browse your Audiobookshelf libraries and keep listening progress, bookmarks and playlists in sync (by ni-c, ★0, security:PASS) - [Calibre-Web](https://github.com/ni-c/calibreweb-mcp): Read-only MCP server for Calibre-Web: library search, browsing and covers via the OPDS feed (by ni-c, ★0, security:PASS) - [sonovault](https://github.com/rekordcloud/sonovault-mcp): Search 93M+ tracks, artists, and releases: metadata, ISRC/ISWC, and cross-platform IDs for AI. (by rekordcloud, ★0, security:PASS) - [Shakespeare's Monologues](https://github.com/slshults/shakespeare-monologues-mcp): Search Shakespeare monologues, plays, paraphrases and summaries from shakespeare-monologues.org (by slshults, ★0, security:PASS) - [mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique): Search the Bide & Musique collection of forgotten French songs. Records, lyrics, no API key. (by smeet666, ★0, security:PASS) - [mcp-books](https://github.com/smeet666/mcp-books): Search the Internet Archive, the Library of Congress and data.bnf.fr at once, in one answer. (by smeet666, ★0, security:PASS) - [mcp-imslp](https://github.com/smeet666/mcp-imslp): Read IMSLP, the Petrucci Music Library: works, scores, editions, copyright. No API key. (by smeet666, ★0, security:PASS) - [mcp-lrclib](https://github.com/smeet666/mcp-lrclib): Search tracks on LRCLIB and fetch plain or time-synced (LRC) lyrics. No API key. (by smeet666, ★0, security:PASS) - [Scout for Premiere Pro](https://github.com/tro2789/scout-premiere-mcp): Drive Adobe Premiere Pro from an AI agent: transcript search, markers, cuts, exports, 277 tools. (by tro2789, ★0, security:PASS) - [vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server): Generate, edit and upscale AI video and images from any agent via VicSee. (by vicseeai, ★0, security:PASS) - [chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp): Chinese almanac (黄历) MCP: date selection, daily almanac, solar terms, zodiac horoscopes. (by yonlandwu, ★0, security:PASS) - [gen-image MCP](https://github.com/yuluo688/gen-image-mcp): Local stdio MCP for OpenAI-compatible and Gemini image generation, editing, and model fallback. (by yuluo688, ★0, security:PASS) - [Identity Forge](https://github.com/KasayoDotCom/identityforge-mcp): Design kits, brand naming, and domain research for coding agents. (by KasayoDotCom, ★0, security:PASS) - [opticquiz-mcp](https://github.com/vince-gonzalez/opticquiz-mcp): Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates. (by vince-gonzalez, ★0, security:PASS) - [musajala-mcp](https://github.com/musajala/musajala-mcp): Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets. (by musajala, ★0, security:PASS) - [sansfiction-mcp](https://github.com/fgbytes/sansfiction-mcp): Search the SansFiction book catalog by title, author, series or ISBN and manage a personal reading library: status, progress, ratings, reviews and collections. (by fgbytes, ★0, security:PASS) - [-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp): First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics. (by joshseane, ★0, security:PASS) - [image-mcp](https://github.com/TOBYCAI/image-mcp): Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays. (by TOBYCAI, ★0, security:PASS) - [architecture_viewer](https://github.com/tomyangod/architecture_viewer): Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes. (by tomyangod, ★0, security:PASS) - [MCP](https://github.com/musevate/MCP): Generate video from prompts, images or reference images across AI video models (Sora, Veo, Kling, Seedance and more), with cost quotes before spending. (by musevate, ★0, security:PASS) ## Monitoring & Observability - [netdata#Netdata](https://github.com/netdata/netdata/tree/master/src/web/mcp/README.md): Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections. (by netdata, ★80798, security:PASS) - [mcp-grafana](https://github.com/grafana/mcp-grafana): An MCP server giving access to Grafana dashboards, data and more. (by grafana, ★3525, security:PASS) - [sentry-mcp](https://github.com/getsentry/toolkit/tree/main/packages/mcp-server): MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants (by getsentry, ★912, security:REVIEW) - [mcp-victoriametrics](https://github.com/VictoriaMetrics/mcp-victoriametrics): MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation (by VictoriaMetrics, ★236, security:PASS) - [logfire-mcp](https://github.com/pydantic/logfire-mcp): Access OpenTelemetry traces and metrics through Logfire. (by pydantic, ★161, security:PASS) - [Harness](https://github.com/harness/mcp-server): Access and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries. (by harness, ★105, security:PASS) - [last9-mcp-server](https://github.com/last9/last9-mcp-server): Bring real-time production logs, metrics and traces from Last9 into your local environment to fix code. (by last9, ★62, security:PASS) - [metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server): Query and interact with Kubernetes environments monitored by Metoro. (by metoro-io, ★51, security:PASS) - [Atlan](https://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocol): Official MCP Server from Atlan which enables you to bring the power of metadata to your AI tools (by atlanhq, ★41, security:PASS) - [Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server): Connect to a Hologres instance, get table metadata, query and analyze data. (by aliyun, ★37, security:PASS) - [ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server): Debug container and Kubernetes workloads with eBPF via Inspektor Gadget. (by inspektor-gadget, ★27, security:PASS) - [Raygun](https://github.com/MindscapeHQ/mcp-server-raygun): Investigate errors, track deployments, analyze performance, and manage application monitoring (by MindscapeHQ, ★22, security:REVIEW) - [mcp-server](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server): Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP. (by spanlens, ★13, security:PASS) - [Digma](https://github.com/digma-ai/digma-mcp-server): A code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code (by digma-ai, ★11, security:REVIEW) - [LastPing](https://github.com/tp322d/lastping-app): Monitoring that agents set up for themselves: cron jobs, CI/CD pipelines and AI agent runs. (by tp322d, ★2, security:PASS) - [Dash0](https://github.com/dash0hq/mcp-dash0): Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on Dash0. (by dash0hq, ★2, security:REVIEW) - [SMKlog Parcel Shipping Rates](https://github.com/smklog/parcel-shipping-rates-mcp): Live USPS, UPS, FedEx and DHL rates from the US: domestic, Canada, UK, Germany, Australia. No scale. (by smklog, ★1, security:PASS) - [HostTracker](https://github.com/HostTracker/mcp): Website uptime monitoring: run checks from 300+ locations, manage monitors, alerts and incidents (by HostTracker, ★1, security:PASS) - [Watchgoose](https://github.com/bartekrutkowski/watchgoose-mcp): Monitor cron jobs and recurring work through a project-scoped Watchgoose connection. (by bartekrutkowski, ★1, security:PASS) - [mcp-server](https://github.com/uptybots/mcp-server): Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports: manage monitors and view incidents and uptime history. (by uptybots, ★1, security:PASS) - [openITCOCKPIT](https://github.com/openITCOCKPIT/openITCOCKPIT-MCP-Server): openITCOCKPIT monitoring: host and service state, history, downtimes, acknowledgements, patches (by openITCOCKPIT, ★0, security:PASS) - [World Monitor](https://github.com/koala73/worldmonitor): Live markets, conflicts, country risk, chokepoints, energy, and China decision signals. 89 tools. (by koala73, ★87824, security:PASS) - [openstatus](https://github.com/openstatusHQ/openstatus): Manage monitors, status pages, incidents and maintenances in your openstatus workspace. (by openstatusHQ, ★9167, security:PASS) - [treg.to](https://github.com/superdesigndev/treg): OpenRouter for tools and data. Compare catalog providers and call them from one hosted MCP endpoint. (by superdesigndev, ★4175, security:PASS) - [Tidewave Phoenix](https://github.com/tidewave-ai/tidewave_phoenix): Runtime-level MCP server for Phoenix development: run code, read logs, query the DB, read docs. (by tidewave-ai, ★854, security:PASS) - [SandBase Harness](https://github.com/sandbaseai/sandbase-harness): Stdio MCP bridge for SandBase Harness agents, sessions, turns, artifacts, and cancellation. (by sandbaseai, ★683, security:PASS) - [Tidewave Rails](https://github.com/tidewave-ai/tidewave_rails): Runtime-level MCP server for Rails development: run code, read logs, query the DB, read docs. (by tidewave-ai, ★475, security:PASS) - [Context Engine](https://github.com/melonelish/context-engine): Compress logs, retrieval chunks, and code context into structured LLM-ready signal. (by melonelish, ★351, security:PASS) - [homebutler](https://github.com/Higangssh/homebutler): Tells an agent what changed on a server since it last looked - status, Docker, backups, Proxmox. (by Higangssh, ★297, security:PASS) - [mcp-andreani](https://github.com/codespar/mcp-dev-latam/tree/main/packages/argentina/andreani): Andreani — Argentine courier and logistics (by codespar, ★272, security:PASS) - [mcp-coordinadora](https://github.com/codespar/mcp-dev-latam/tree/main/packages/colombia/coordinadora): Coordinadora — Colombian courier and logistics (by codespar, ★272, security:PASS) - [zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server): Zabbix integration for hosts, items, triggers, templates, problems, data and more. (by mpeirone, ★256, security:PASS) - [three.ws Marketplace](https://github.com/nirholas/three.ws/tree/main/packages/marketplace-mcp): Browse and discover the public three.ws agent marketplace and skills catalog. Read-only. (by nirholas, ★224, security:PASS) - [three.ws Provenance](https://github.com/nirholas/three.ws/tree/main/packages/provenance-mcp): Append-only, signed, on-chain-verifiable agent action log — record and audit what agents did. (by nirholas, ★224, security:PASS) - [SigNoz MCP Server](https://github.com/SigNoz/signoz-mcp-server): SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants (by SigNoz, ★125, security:PASS) - [Auth0 MCP Server](https://github.com/auth0/auth0-mcp-server): Auth0 MCP Server: Manage Auth0 applications, APIs, actions, logs, and forms using natural language (by auth0, ★121, security:PASS) - [freellmpool](https://github.com/0xzr/freellmpool): OpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools. (by 0xzr, ★119, security:PASS) - [TraceWeave](https://github.com/gokeshenzhen/TraceWeave): Portable MCP runtime for RTL logs and VCD; repository setup adds FSDB and site EDA integration (by gokeshenzhen, ★118, security:PASS) - [mcpspend](https://github.com/andreisirbu91-lab/MCPSpend): Query your MCPSpend usage: cost today, top tools, recent sessions, budget projections. (by andreisirbu91-lab, ★114, security:PASS) - [agentburn](https://github.com/Socialpranker/agentburn): Local profiler: which usage window took you out, and where your agent's money goes (by Socialpranker, ★113, security:PASS) - [Langfuse MCP](https://github.com/avivsinai/langfuse-mcp): Langfuse MCP server for accessing and analyzing telemetry data via natural language (by avivsinai, ★113, security:PASS) - [Catálogo de fuentes públicas de España](https://github.com/BquantFinance/Administracion-fuentes-publicas): Fuentes de datos públicos de España verificadas: endpoints, trampas, recetas, identificadores (by BquantFinance, ★106, security:PASS) - [otakit](https://github.com/OtaKit/otakit): Inspect, upload, release, monitor, and revert OtaKit Capacitor OTA updates. (by OtaKit, ★98, security:PASS) - [predictive-maintenance-mcp](https://github.com/LGDiMaggio/predictive-maintenance-mcp): Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3) and diagnostic reports. (by LGDiMaggio, ★96, security:PASS) - [mcp-monitor](https://github.com/seekrays/mcp-monitor): Real-time system metrics: CPU, memory, disk, network, host and process information. (by seekrays, ★91, security:PASS) - [lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp): Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities. (by hyperb1iss, ★90, security:PASS) - [hatchbox](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/hatchbox): MCP server for Hatchbox Rails hosting — env var inspection, deploys, and process monitoring. (by pulsemcp, ★81, security:PASS) - [langfuse](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/langfuse): MCP server for Langfuse LLM observability — trace and observation analysis. (by pulsemcp, ★81, security:PASS) - [logclaw-mcp-server](https://github.com/logclaw/logclaw): Connect AI coding tools to LogClaw incidents, logs, and anomaly detections. (by logclaw, ★79, security:PASS) - [ExecBro](https://github.com/igorzheludkov/execbro): Gives AI agents eyes and hands into running React Native apps: logs, REPL, tap, screenshots (by igorzheludkov, ★77, security:PASS) - [pagespeed-insights-mcp](https://github.com/ruslanlap/pagespeed-insights-mcp): Google PageSpeed Insights and CrUX: six workflow tools for web performance. (by ruslanlap, ★67, security:PASS) - [xcodemcp](https://github.com/lapfelix/XcodeMCP): Control Xcode directly via JXA for build, test, debug operations with XCLogParser integration (by lapfelix, ★59, security:PASS) - [cronometer-api-mcp](https://github.com/rwestergren/cronometer-api-mcp): MCP server for Cronometer nutrition tracking — food logs, diary, macros, fasting (by rwestergren, ★57, security:PASS) - [PIO Agent](https://github.com/jl-codes/platformio-mcp): Build, inspect, flash, and monitor PlatformIO firmware projects with policy-controlled tools. (by jl-codes, ★52, security:PASS) - [Rewst MCP](https://github.com/Servosity/msp-skills/tree/main/skills/rewst): Operate and monitor Rewst RPA across every client org: automation health, failures, ROI, and drift. (by Servosity, ★48, security:PASS) - [UniFi MCP](https://github.com/Servosity/msp-skills/tree/main/skills/unifi-network): Every UniFi Network API operation, plus drift detection, topology, and rule prediction no other (by Servosity, ★48, security:PASS) - [Vinv](https://github.com/VinvAI/VinvAI): Vinv runs, tests, and finds issues in your services — with zero code changes. (by VinvAI, ★46, security:PASS) - [Oh My Android](https://github.com/ateymoori/oh-my-android): AI agents see and drive the Android Emulator: screenshots, UI in dp, tap, dark mode, RTL, logcat. (by ateymoori, ★44, security:PASS) - [foehn](https://github.com/kayhendriksen/foehn): Access Swiss meteorological open data from MeteoSwiss, powered by foehn (by kayhendriksen, ★44, security:PASS) - [LibreNMS MCP](https://github.com/mhajder/librenms-mcp): MCP server for LibreNMS network monitoring - query devices, ports, alerts, and manage infrastructure (by mhajder, ★39, security:PASS) - [Thunder Compute](https://github.com/Thunder-Compute/thunder-cli): GPU cloud platform — create, manage, and monitor instances, snapshots, SSH keys, and billing. (by Thunder-Compute, ★34, security:PASS) - [J-Link MCP](https://github.com/Klievan/jlink-mcp): Debug embedded firmware on real hardware: J-Link probes, Cortex-M faults, RTT logs, GDB. (by Klievan, ★32, security:PASS) - [mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy): MCP proxy with a web UI showing the full message flow. (by emicklei, ★32, security:PASS) - [INSSIST](https://github.com/inssist/mcp): Drive your own logged-in Instagram session via the INSSIST extension: read, publish, DMs, analytics. (by inssist, ★31, security:PASS) - [scout-mcp-local](https://github.com/scoutapp/scout-mcp-local): An MCP server for Scout Monitoring data interactions. (by scoutapp, ★30, security:PASS) - [Tailscale MCP Server](https://github.com/YawLabs/tailscale-mcp): Tailscale MCP server for managing your tailnet from AI assistants (by YawLabs, ★30, security:PASS) - [grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp): Query Loki logs through the Grafana API. (by tumf, ★29, security:PASS) - [NetLogo MCP](https://github.com/Razee4315/NetLogo-MCP): Create, run, and analyze NetLogo agent-based models through natural conversation (by Razee4315, ★27, security:PASS) - [ConnectWise Manage](https://github.com/WYRE-AI/connectwise-manage-mcp): MCP server for ConnectWise Manage PSA — companies, tickets, projects, time entries, and more. (by WYRE-AI, ★27, security:PASS) - [NinjaOne](https://github.com/WYRE-AI/ninjaone-mcp): MCP server for NinjaOne RMM — devices, organizations, alerts, and tickets. (by WYRE-AI, ★26, security:PASS) - [UptimeRobot](https://github.com/uptimerobot/ai): Monitor websites, APIs, and servers: create monitors, triage incidents, and query uptime stats. (by uptimerobot, ★24, security:PASS) - [AgentLens](https://github.com/agentkitai/agentlens): Tamper-evident, SHA-256 hash-chained audit trail and observability for AI agents. (by agentkitai, ★24, security:PASS) - [cronometer](https://github.com/cphoskins/cronometer-mcp): MCP server for Cronometer — food logs, macros, fasting, biometrics, and recurring foods (by cphoskins, ★24, security:PASS) - [Statuser](https://github.com/statuser-cloud/mcp): Monitor services, manage incidents and status pages in Statuser.cloud from your AI assistant. (by statuser-cloud, ★23, security:PASS) - [pyslang-mcp](https://github.com/ariklapid/pyslang-mcp): Compiler-backed read-only Verilog and SystemVerilog project analysis. (by ariklapid, ★21, security:PASS) - [mcp-n8n](https://github.com/leonardosepulvedat/mcp-n8n): Operate and build n8n: 61 tools, 560-node catalog, validation, autofix, snapshots and backups. (by leonardosepulvedat, ★21, security:PASS) - [mcp-airlock](https://github.com/Shalimov04/mcp-airlock): Governance proxy for MCP servers: allowlist, forced dry run, human confirmation, blast radius, audit (by Shalimov04, ★20, security:PASS) - [DOS — the trust substrate for agent fleets](https://github.com/anthony-chaudhary/dos-kernel): Verify what agents actually shipped, arbitrate file collisions, refuse with structured reasons. (by anthony-chaudhary, ★20, security:PASS) - [Arduino MCP Server](https://github.com/hardware-mcp/arduino-mcp-server): Arduino MCP server for CLI setup, board detection, compile/upload, serial monitoring, and pin refs. (by hardware-mcp, ★20, security:PASS) - [rosetta-mcp-server](https://github.com/Arielbs/rosetta-mcp-server): Rosetta/PyRosetta protein modeling and Biotite translation for computational biology (by Arielbs, ★19, security:PASS) - [vibeMK](https://github.com/chexma/vibeMK): Query and configure CheckMK monitoring: hosts, services, rules, downtimes, metrics (by chexma, ★18, security:PASS) - [atoma](https://github.com/mgtf/atoma): Start and follow atoma builds; read their runs, traces, agent registry and skill catalogue. (by mgtf, ★18, security:PASS) - [genieacs-mcp](https://github.com/GeiserX/genieacs-mcp): MCP server bridging GenieACS TR-069 ACS instances to LLMs for CPE device management (by GeiserX, ★17, security:PASS) - [EPICS Channel Access](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/protocols/epics): MCP server for EPICS Channel Access: read, monitor and guarded writes of process variables. (by K-Dense-AI, ★17, security:PASS) - [Mettler Toledo Balance](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/chemistry/mettler-toledo-balance): MCP server for Mettler Toledo laboratory balances (MT-SICS): weigh, tare, zero, log drift, adjust. (by K-Dense-AI, ★17, security:PASS) - [IT Glue](https://github.com/WYRE-AI/itglue-mcp): MCP server for IT Glue — organizations, configurations, passwords, flexible assets, and documents. (by WYRE-AI, ★17, security:PASS) - [catalog-cli-pro](https://github.com/BWB03/amazon-catalog-cli): Amazon catalog auditing tool. 13 quality checks for your listings. (by BWB03, ★16, security:PASS) - [mcp-victoriatraces](https://github.com/VictoriaMetrics/mcp-victoriatraces): MCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and documentation (by VictoriaMetrics, ★16, security:PASS) - [ictcontact-mcp](https://github.com/ictinnovations/ictcontact-mcp): Monitor ICTContact / ICTDialer outbound campaigns, and start and stop them when writes are on. (by ictinnovations, ★16, security:PASS) - [ictdialer-mcp](https://github.com/ictinnovations/ictdialer-mcp): Monitor ICTDialer outbound auto-dialer campaigns, and start and stop them when writes are on. (by ictinnovations, ★16, security:PASS) - [llmkit](https://github.com/smigolsmigol/llmkit): AI cost tracking: 11 tools for spend, budgets, and Claude Code + Cursor + Cline costs (by smigolsmigol, ★16, security:PASS) - [atimelogger-mcp](https://github.com/zaplitny/atimelogger-mcp): MCP server exposing the ATimeLogger REST API (activities, reports, types) (by zaplitny, ★16, security:PASS) - [openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp): Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license. (by alilxxey, ★16, security:PASS) - [mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test): Internet speed testing: download and upload speed, latency, jitter, and CDN server detection with geographic mapping. (by inventer-dev, ★15, security:PASS) - [yandex-metrica-mcp](https://github.com/BoxLab-Ltd/yandex-metrica-mcp): Query Yandex Metrica analytics — reports, trends, metadata and raw log exports — via an AI agent. (by BoxLab-Ltd, ★14, security:PASS) - [Model Ledger](https://github.com/block/model-ledger): Model inventory and governance: trace deployed models and their dependencies as an append-only log (by block, ★14, security:PASS) - [Orca MCP Server](https://github.com/jascal/orca-lang/tree/main/packages/mcp-server): Go from natural language to verified finite state machines — topology bugs caught before code runs. (by jascal, ★14, security:PASS) - [Gramps Web MCP](https://github.com/Scormave/gramps-web-mcp): MCP server for structured access to Gramps Web genealogy data (by Scormave, ★13, security:PASS) - [android](https://github.com/us-all/android-mcp-server): Android MCP — ADB-based device, apps, UI, logcat, emulator, files, system, debug (by us-all, ★13, security:PASS) - [LLM Latency Tracker](https://github.com/mazamaka/llm-latency-tracker): Measured latency, time to first token and uptime for ~45 AI inference APIs, by region. (by mazamaka, ★12, security:PASS) - [Stepgate](https://github.com/Chaarangan/Stepgate/tree/main/server): Agents can't skip steps: runs gated stepfiles on the client's own model. (by Chaarangan, ★12, security:PASS) - [tweetkit-x](https://github.com/nsozturk/tweetkit-x): Post, delete & read on X (Twitter) using your own logged-in web session — no paid API. (by nsozturk, ★12, security:PASS) - [1c-rest-mcp](https://github.com/theYahia/aprovodka): MCP server for 1C Enterprise — ERP catalogs, documents via REST API (Russia) (by theYahia, ★12, security:PASS) - [metagraphed — Bittensor subnet operational registry](https://github.com/JSONbored/metagraphed): Live operational + integration registry for Bittensor subnets: APIs, schemas, health. (by JSONbored, ★11, security:PASS) - [sigrok MCP Server](https://github.com/KenosInc/sigrok-mcp-server): Wraps sigrok-cli for signal analysis: capture data, decode protocols, and query instruments. (by KenosInc, ★11, security:PASS) - [CIPP](https://github.com/WYRE-AI/cipp-mcp): MCP server for CIPP — M365 multi-tenant management for MSPs (users, tenants, policies). (by WYRE-AI, ★11, security:PASS) - [Scherlok](https://github.com/rbmuller/scherlok): Zero-config data-quality monitoring: profile a warehouse, detect anomalies, gate CI. (by rbmuller, ★11, security:PASS) - [heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp): Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans. (by enmanuelmag, ★11, security:PASS) - [orion](https://github.com/GoPlasmatic/Orion): Build and operate declarative REST/Kafka services on Orion: 58 tools over the full admin API. (by GoPlasmatic, ★10, security:PASS) - [Zabbix MCP](https://github.com/mhajder/zabbix-mcp): MCP server for Zabbix monitoring and automation (by mhajder, ★10, security:PASS) - [starlog](https://github.com/starloghq/index): Vet a package (CVEs, license, maintenance) before your AI agent uses it, plus capability discovery. (by starloghq, ★10, security:PASS) - [MNE-MCP](https://github.com/Exekiel179/MNE-MCP): MNE-Python neurophysiology analysis (EEG, MEG, sEEG, ECoG, fNIRS) via the Model Context Protocol (by Exekiel179, ★9, security:PASS) - [greenlake-audit-logs-mcp](https://github.com/HewlettPackard/gl-mcp): HPE GreenLake audit-logs MCP Server (by HewlettPackard, ★9, security:PASS) - [Motor Current Signature Analysis](https://github.com/LGDiMaggio/mcp-motor-current-signature-analysis): MCP server for Motor Current Signature Analysis — fault detection in electric motors (by LGDiMaggio, ★9, security:PASS) - [mcp-vmanomaly](https://github.com/VictoriaMetrics/mcp-vmanomaly): MCP Server for vmanomaly - VictoriaMetrics anomaly detection (by VictoriaMetrics, ★9, security:PASS) - [Iris](https://github.com/iris-eval/mcp-server): Stop shipping agents on vibes. Score every agent output for quality, safety, and cost. (by iris-eval, ★9, security:PASS) - [searoute](https://github.com/mayurrawte/searoute-ts): Real shortest sea routes between ports: distance, canals/straits, GeoJSON. UN/LOCODE aware. (by mayurrawte, ★9, security:PASS) - [XAF Logic Explainer](https://github.com/peopleworks/XAFLogicExplainer): Query your DevExpress XAF app: entities, controllers, actions, rules, Model Editor. (by peopleworks, ★9, security:PASS) - [VirtualFlyBrain](https://github.com/VirtualFlyBrain/VFB3-MCP): MCP server for Drosophila neuroscience data from VirtualFlyBrain (by VirtualFlyBrain, ★9, security:PASS) - [sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs): Minimal Sentry integration. (by utapyngo, ★9, security:PASS) - [Labby](https://github.com/dinglebear-ai/labby): Rust MCP gateway with Code Mode, authentication, setup, logs, CLI, HTTP API, and operator web UI. (by dinglebear-ai, ★8, security:PASS) - [HasData Shopify](https://github.com/HasData/shopify-mcp): The public product catalogue and collections of any Shopify storefront, as structured JSON. (by HasData, ★8, security:PASS) - [astro](https://github.com/aryaminus/astro): Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine. (by aryaminus, ★8, security:PASS) - [ssh-mcp](https://github.com/gelse/ssh-mcp): MCP gateway for controlled SSH access with per-client auth, command policies, and audit logging. (by gelse, ★8, security:PASS) - [umami](https://github.com/mikusnuz/umami-mcp): MCP server for Umami Analytics API v2 — websites, stats, events, reports, and realtime (by mikusnuz, ★8, security:PASS) - [agent-custody](https://github.com/svayatta/agent-custody/tree/main/packages/receipts): MCP gateway that checks each agent tool call against a signed grant and policy, and signs a receipt (by svayatta, ★8, security:PASS) - [Covenant Guard](https://github.com/open-covenant/covenant): Hard spend cap, OS sandbox, and signed receipts for unattended coding agents like Claude Code. (by open-covenant, ★8, security:PASS) - [mcp-status-observer](https://github.com/imprvhub/mcp-status-observer): Monitor the operational status of major digital platforms. (by imprvhub, ★8, security:PASS) - [mcp-tautulli](https://github.com/lodordev/mcp-tautulli): Read-only Tautulli (Plex monitoring) access: activity, history, library and user stats, transcode analysis and resolution breakdowns. (by lodordev, ★8, security:PASS) - [DebugBundle](https://github.com/debugbundle/debugbundle/tree/main/apps/mcp): DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics. (by debugbundle, ★7, security:PASS) - [Yapitalism](https://github.com/AytuncYildizli/yapitalism): Drive terminal coding agents by voice, with receipts that never claim more than they proved. (by AytuncYildizli, ★7, security:PASS) - [displaybuddy-mcp](https://github.com/biocross/displaybuddy-mcp): MCP server for controlling Mac monitors via DisplayBuddy — adjust brightness and more. (by biocross, ★7, security:PASS) - [Synology NAS](https://github.com/cmeans/mcp-synology): MCP server for Synology NAS — browse files, monitor health, and automate operations (by cmeans, ★7, security:PASS) - [Cytoscape Desktop MCP](https://github.com/cytoscape/cytoscape-desktop-mcp): Drive a running Cytoscape Desktop to load, lay out, and style biological networks. (by cytoscape, ★7, security:PASS) - [Euclid-MCP](https://github.com/Euclid-BG/Euclid-MCP): Deterministic logical reasoning engine — facts in Euclid IR, solutions with proof trees (by Euclid-BG, ★7, security:PASS) - [Aseprite Live](https://github.com/oaktreegames/aseprite-live-mcp): Live+headless Aseprite MCP: Unity export, art-QA, tilemaps, in-editor dialogs, update-aware (by oaktreegames, ★7, security:PASS) - [novaposhta](https://github.com/shopanaio/carrier-api/tree/main/packages/novaposhta-mcp-server): MCP Server for Nova Poshta API integration with AI assistants (by shopanaio, ★7, security:PASS) - [hardware-probe](https://github.com/yamaru-eu/hardware-probe): Hardware probe for performance diagnostics, thermal monitoring, and LLM optimization. (by yamaru-eu, ★7, security:PASS) - [webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server): Webmin Linux system administration: services, users, storage, security, databases and more. (by gjenkins20, ★7, security:PASS) - [loki-mcp-server](https://github.com/incu6us/loki-mcp-server): Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana. (by incu6us, ★7, security:PASS) - [TuViMCP](https://github.com/nmhaaa3218/TuViMCP): Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering. (by nmhaaa3218, ★7, security:PASS) - [MCP Gateway](https://github.com/PanosSalt/MCP-Gateway): Multi-tenant MCP platform with OAuth 2.1, Entra SSO, RBAC and audit logging. (by PanosSalt, ★6, security:PASS) - [datadog-mcp](https://github.com/TANTIOPE/datadog-mcp-server): Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools (by TANTIOPE, ★6, security:PASS) - [McuBuddy](https://github.com/cunjun/McuBuddy): AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools. (by cunjun, ★6, security:PASS) - [Perigon](https://github.com/goperigon/perigon-mcp-server): Official Perigon news API: articles, stories, companies, journalists, monitors, and stats. (by goperigon, ★6, security:PASS) - [MCP-Bastion](https://github.com/vaquarkhan/MCP-Bastion): Security middleware for MCP. Blocks prompt injection, PII leakage, and resource exhaustion. (by vaquarkhan, ★6, security:PASS) - [llmprobe](https://github.com/Jwrede/llmprobe): Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export. (by Jwrede, ★6, security:PASS) - [KnowAir Weather](https://github.com/shuowang-ai/Weather-MCP): Real-time weather and air quality via the Caiyun Weather API (meteorology + AQI, CN & US standards). (by shuowang-ai, ★6, security:PASS) - [CI Control Bridge](https://github.com/Defozo/ddc-ci-control-bridge): Control monitor brightness, contrast, power and input via DDC/CI with MCP and MQTT support. (by Defozo, ★5, security:PASS) - [korg-ledger](https://github.com/New1Direction/korgex): Verifiable cognition: prove a session ledger is tamper-evident; audit & import any agent's logs. (by New1Direction, ★5, security:PASS) - [agentic-ledger](https://github.com/ShekharBhardwaj/AgenticLedger): Local-first flight recorder for AI agents: sessions, costs, loop runs, and stuck-loop flags. (by ShekharBhardwaj, ★5, security:PASS) - [fleet-mcp](https://github.com/SimplyMinimal/fleet-mcp): An MCP server that provides tools for managing and monitoring your Fleet Device Management instance. (by SimplyMinimal, ★5, security:PASS) - [diffpilot](https://github.com/bkalafat/DiffPilot): MCP server for PR code review, commit messages, changelogs, and secret detection. (by bkalafat, ★5, security:PASS) - [logmcp](https://github.com/kascada/logmcp): MCP server — read-only log access for AI assistants, without giving AI shell access. (by kascada, ★5, security:PASS) - [Refactoring MCP Server](https://github.com/marshally/mcp-refactoring): MCP server exposing Martin Fowler's refactoring catalog to LLMs with 71+ refactorings (by marshally, ★5, security:PASS) - [mockzilla-mcp](https://github.com/mockzilla/mockzilla-mcp): Mock OpenAPI specs locally, or log in to deploy hosted mocks on mockzilla.org from your MCP client. (by mockzilla, ★5, security:PASS) - [onelogin-mcp](https://github.com/onelogin/onelogin-mcp): MCP server for OneLogin API - manage users, apps, roles, and authentication (by onelogin, ★5, security:PASS) - [Velog](https://github.com/seongwon030/velog_mcp): Write, publish, and manage Velog (velog.io) posts, series, comments, and trends. 29 tools. (by seongwon030, ★5, security:PASS) - [simplifier-mcp](https://github.com/simplifier-ag/simplifier-mcp): MCP Server for Simplifier - manage Connectors, BusinessObjects, Datatypes and logins (by simplifier-ag, ★5, security:PASS) - [siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp): SEO, performance, and security audits for any URL — no API keys required (by vdalhambra, ★5, security:PASS) - [warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp): Quote, book, and track LTL, FTL, cargo van, and box-truck freight via the Warp API. (by warpfreight, ★5, security:PASS) - [LLM Usage](https://github.com/zhaoyue722/llm-usage-mcp): Local-first, multi-provider tool that captures LLM API spend and exposes it to coding agents via MCP (by zhaoyue722, ★5, security:PASS) - [tallybook](https://github.com/magna-nz/tallybook): Local cost tracking for Claude Code and Codex sessions: spend by session, sub-agent and model, week-on-week comparisons, and findings with suggested patches. (by magna-nz, ★5, security:PASS) - [Hologram Model Hub](https://github.com/Hologram-Technologies/hologram-live/tree/main/apps/model-hub): Find open models and get download links with the SHA-256 each file must have. (by Hologram-Technologies, ★4, security:PASS) - [Datto RMM](https://github.com/WYRE-AI/datto-rmm-mcp): MCP server for Datto RMM — devices, alerts, sites, jobs, and audit data. (by WYRE-AI, ★4, security:PASS) - [Syncro](https://github.com/WYRE-AI/syncro-mcp): MCP server for Syncro MSP — customers, tickets, assets, invoices, and more. (by WYRE-AI, ★4, security:PASS) - [agentguard47](https://github.com/bmdhodl/agent47): Read-only MCP server for coding-agent traces, alerts, costs, usage, and budget health. (by bmdhodl, ★4, security:PASS) - [Bulwark](https://github.com/claudius-ars/bulwark): AI agent governance: content scanning, audit logs, policy evaluation, session management. (by claudius-ars, ★4, security:PASS) - [Open Archives](https://github.com/coret/openarchieven-mcp-server): MCP server for Open Archives: Dutch genealogical records and historical page transcriptions. (by coret, ★4, security:PASS) - [ardupilot-mcp](https://github.com/furkanisikay/ardupilot-mcp): Diagnoses ArduPilot DataFlash flight logs over the Model Context Protocol. (by furkanisikay, ★4, security:PASS) - [ephemeris-mcp](https://github.com/scottchronicity/ephemeris-mcp): Precision astronomical ephemeris and planetary positions via the Swiss Ephemeris. (by scottchronicity, ★4, security:PASS) - [Agent Abilities for MCP](https://github.com/unaibamir/agent-abilities-for-mcp): Self-hosted WordPress MCP server with per-capability permission controls and a full audit log. (by unaibamir, ★4, security:PASS) - [byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp): Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys. (by alimuratkuslu, ★4, security:PASS) - [pmcp](https://github.com/yshngg/prometheus-mcp-server): Prometheus integration. (by yshngg, ★4, security:PASS) - [ThinkNEO Control Plane](https://github.com/thinkneo-ai/mcp-server): Enterprise AI Control Plane: governance, guardrails, spend tracking, compliance & smart routing. (by thinkneo-ai, ★3, security:PASS) - [Shippo](https://github.com/goshippo/ai): Multi-carrier shipping for AI agents: compare rates, buy labels, track packages, validate addresses (by goshippo, ★3, security:PASS) - [TLS Radar](https://github.com/TLS-Radar/tlsradar-claude-plugin): SSL/TLS scanning, free Let's Encrypt issuance, and certificate-expiry monitoring. (by TLS-Radar, ★3, security:PASS) - [ClearMarket](https://github.com/JDSource/clearmarket): Reference data for prediction markets: graded resolution clarity, cross-venue links, provenance. (by JDSource, ★3, security:PASS) - [AlloFlow Document Remediation](https://github.com/Apomera/AlloFlow): Local-first document accessibility remediation using the canonical AlloFlow app pipeline. (by Apomera, ★3, security:PASS) - [mcp-process](https://github.com/Digital-Defiance/ai-capabilities-suite/tree/main/packages/mcp-process): Process management and monitoring for AI agents with strict security boundaries (by Digital-Defiance, ★3, security:PASS) - [gunsnation](https://github.com/DynamicDeals/mcp-server-gunsnation): MCP server for real-time access to the Gunsnation firearms catalog and specifications. (by DynamicDeals, ★3, security:PASS) - [Digilent WaveForms MCP Server](https://github.com/KenosInc/dwf-mcp-server): MCP server for Digilent WaveForms instruments (oscilloscope, AWG, logic analyzer). (by KenosInc, ★3, security:PASS) - [Maximo Enterprise MCP](https://github.com/MaxisTechnology-Dev/Maximo-MCP): MCP server for IBM Maximo, by Maxis Technology — assets, work orders, inventory, purchasing, labor. (by MaxisTechnology-Dev, ★3, security:PASS) - [SpecLeft](https://github.com/SpecLeft/specleft): Python intent tracing MCP: map specs to pytest tests, monitor implementation progress, offline-only. (by SpecLeft, ★3, security:PASS) - [HaloPSA](https://github.com/WYRE-AI/halopsa-mcp): MCP server for HaloPSA — clients, tickets, and PSA workflows via the HaloPSA REST API. (by WYRE-AI, ★3, security:PASS) - [Hudu](https://github.com/WYRE-AI/hudu-mcp): MCP server for Hudu IT documentation — companies, assets, articles, passwords, and procedures. (by WYRE-AI, ★3, security:PASS) - [SuperOps](https://github.com/WYRE-AI/superops-mcp): MCP server for SuperOps unified PSA+RMM — clients, tickets, assets, and more. (by WYRE-AI, ★3, security:PASS) - [WAGO PLC](https://github.com/WagoAlex/wago-plc-mcp-server): Read and monitor WAGO PLC parameters over the WDA REST API. Read-only unless writes are allowed. (by WagoAlex, ★3, security:PASS) - [Tideways](https://github.com/abuhamza/tideways-mcp-server): Read-only access to Tideways PHP performance monitoring: performance, issues, traces, history. (by abuhamza, ★3, security:PASS) - [vedaksha](https://github.com/arthiqlabs/vedaksha): Vedic astrology and astronomical ephemeris: kundali, panchanga, dashas, vargas, transits (by arthiqlabs, ★3, security:PASS) - [legacy2mcp](https://github.com/bvenkata/legacy2mcp): Turn a legacy SOAP/WSDL service into a safe, typed, schema-validated, audit-logged MCP server (by bvenkata, ★3, security:PASS) - [Lindo AI](https://github.com/lindoai/mcp-server): Create and manage Lindo AI websites, pages, blogs, clients, and credits from any MCP client. (by lindoai, ★3, security:PASS) - [DataJud (CNJ)](https://github.com/mcp-dir/datajud-mcp): Public lookup of Brazilian court cases (metadata + docket) via the CNJ/DataJud API. Free, no login. (by mcp-dir, ★3, security:PASS) - [appmetrica-mcp](https://github.com/pavellunev/app_metrica_mcp): AppMetrica (Yandex) analytics: reports, funnels, segments, dashboards, logs export, push (by pavellunev, ★3, security:PASS) - [ai-r](https://github.com/pro-target/ai-r): Read local AI agent sessions (Claude Code, Codex, OpenCode, Antigravity, Pi): intents, plans, tools (by pro-target, ★3, security:PASS) - [qrz-mcp](https://github.com/qso-graph/qrz-mcp): QRZ.com MCP server. Callsign lookup, DXCC resolution, logbook queries via QRZ XML API. (by qso-graph, ★3, security:PASS) - [Kafka Sentinel](https://github.com/sanjay-amu/kafka-sentinel-mcp): Read-only Kafka observability MCP server: cluster health, consumer lag, and replay-readiness. (by sanjay-amu, ★3, security:PASS) - [mcp-datahub](https://github.com/txn2/mcp-datahub): MCP server for DataHub data catalogs. Discover datasets, explore lineage, and access metadata. (by txn2, ★3, security:PASS) - [datadog](https://github.com/us-all/datadog-mcp-server): Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet (by us-all, ★3, security:PASS) - [VMware Aria Operations](https://github.com/vmware-skills/VMware-Aria): VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 44 MCP tools. (by vmware-skills, ★3, security:PASS) - [Cronicorn](https://github.com/weskerllc/cronicorn): Manage adaptive cron jobs and HTTP endpoint scheduling via AI assistants. (by weskerllc, ★3, security:PASS) - [TopicForge](https://github.com/yaniswav/TopicForge): Read-only MCP server for ROS2 and DDS: topics, participants, QoS mismatches, bags. (by yaniswav, ★3, security:PASS) - [royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp): Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services. (by catrinmdonnelly, ★3, security:PASS) - [mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor): Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database. (by antonio-mello-ai, ★3, security:PASS) - [mcp-sysmon](https://github.com/dragogargo/mcp-sysmon): Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes. (by dragogargo, ★3, security:PASS) - [unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server): Unofficial FortiMonitor v2 API integration for server monitoring, outages, maintenance, metrics and notifications. (by gjenkins20, ★3, security:PASS) - [langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java): Query Langfuse traces and observations, debug exceptions, analyze sessions, scores and datasets, and manage prompts. (by Log-LogN, ★3, security:PASS) - [scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab): Track agent tool spending with local, consent-gated JSONL storage. (by seancrecord, ★3, security:PASS) - [mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve): Query, summarize and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki and Elasticsearch. (by Oluwatunmise-olat, ★3, security:PASS) - [arvo-mcp](https://github.com/khaoss85/arvo-mcp): Arvo AI workout coach: access training data, workout history, personal records and body progress. (by khaoss85, ★3, security:PASS) - [Catalog Attribute Normalizer](https://github.com/ACJLabs/catalog-normalizer): Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs. (by ACJLabs, ★2, security:PASS) - [mcp](https://github.com/tickstem/mcp): Tickstem developer tools — manage cron jobs and verify emails from your AI coding assistant. (by tickstem, ★2, security:PASS) - [writ](https://github.com/withwrit/pywrit/tree/main/mcp): Commit-time policy checks for AI agent writes (ALLOW/DENY/STEP_UP) with a tamper-evident audit log. (by withwrit, ★2, security:PASS) - [duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp): MCP server for Duplicacy — monitor backup status and Prometheus metrics (by GeiserX, ★2, security:PASS) - [Terminal49](https://github.com/Terminal49/API/tree/main/packages/mcp): Find and monitor ocean shipments and containers, and create new tracking requests. (by Terminal49, ★2, security:PASS) - [QuickBooks Online](https://github.com/WYRE-AI/qbo-mcp): MCP server for QuickBooks Online — accounts, customers, invoices, bills, and reports. (by WYRE-AI, ★2, security:PASS) - [uptimebolt-mcp-server](https://github.com/clm-cloud-solutions/uptimebolt-mcp-server): AI-powered infrastructure monitoring — health, incidents, predictions, RCA, deploy safety (by clm-cloud-solutions, ★2, security:PASS) - [FlutterSDK Telescope](https://github.com/fluttersdk/telescope): Inspect a running Flutter app: HTTP traffic, logs, exceptions and queries. Debug only. (by fluttersdk, ★2, security:PASS) - [Logly](https://github.com/logly-uk/logly-mcp): Query your Logly web analytics — traffic, funnels and real-time visitors — from any MCP client. (by logly-uk, ★2, security:PASS) - [mcp-server](https://github.com/metrxbots/mcp-server): Track AI agent costs, detect waste, optimize models, and prove ROI. 23 MCP tools across 10 domains. (by metrxbots, ★2, security:PASS) - [Vantio Gate](https://github.com/vantioai/vantio-open-core): Vantio Gate — Policy Latch dry-run evaluate for agents. No live enforce from MCP. (by vantioai, ★2, security:PASS) - [Kilter Board Logbook](https://github.com/wmmg101/kilter-mcp): Read-only access to your Kilter Board logbook: sessions, sends, projects and grade stats (by wmmg101, ★2, security:PASS) - [wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server): Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data. (by aliafsahnoudeh, ★2, security:PASS) - [mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry): Live telemetry for MCP servers: instrument tool calls and stream their progress (steps, logs, cost) to any connected MCP client, even across sessions. (by arnavranjan005, ★2, security:PASS) - [mcp](https://github.com/clamp-sh/mcp): Web analytics: query pageviews, top pages, referrers, countries, devices and custom events, and create conversion funnels and alerts. (by clamp-sh, ★2, security:PASS) - [freshprobe](https://github.com/Sudhan30/freshprobe): Data freshness verification: probe endpoints for cache staleness, latency, content fingerprints, TLS, DNS and redirects, with FRESH/STALE/UNKNOWN verdicts. (by Sudhan30, ★2, security:PASS) - [mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics): Live .NET runtime diagnostics: find memory leaks, GC pressure, LOH fragmentation and thread starvation in any running .NET process without code changes. (by aayushmdesai, ★2, security:PASS) - [astro-skill](https://github.com/adityarya24/astro-skill): Vedic astrology: kundali, Vimshottari dasha, panchang, gochar and Sade Sati, ashtakavarga, guna milan, divisional charts and Hindi janma patrika PDFs. (by adityarya24, ★2, security:PASS) - [mcp-server](https://github.com/marchward/marchward): Runtime authority for AI agents: credential mediation, spend cap, approval gates, audit log. (by marchward, ★1, security:PASS) - [x402 Bazaar Listing Monitor](https://github.com/ACJLabs/x402-listing-monitor): Checks x402 Bazaar resource listings against the public discovery catalog and flags drops. (by ACJLabs, ★1, security:PASS) - [CorroborateMe](https://github.com/CNR-Consulting/corroborate-me): Prove end users to agents and apps: login-links, OIDC clients, and API keys over remote MCP (by CNR-Consulting, ★1, security:PASS) - [hyperping](https://github.com/hyperping/mcp-server): Uptime, API and server monitoring with outages, reporting, on-call and status pages. (by hyperping, ★1, security:PASS) - [koru-shield](https://github.com/KoruShield/koru-shield-mcp): Manage Koru Shield DNS filtering: profiles, rules, categories, schedules, and logs. (by KoruShield, ★1, security:PASS) - [mcp-meta-ad-library-monitor](https://github.com/mambalabsdev/mcp-meta-ad-library-monitor): Find a company active Facebook and Instagram ads through the Meta Ad Library API. (by mambalabsdev, ★1, security:PASS) - [OntoRamp Decision Intelligence](https://github.com/ontoramp/ontoramp-decision-intelligence): Log, evaluate, and ground AI decisions against authority context. Returns PASS, WARN, or BLOCK. (by ontoramp, ★1, security:PASS) - [capacitor-mcp](https://github.com/capawesome-team/capacitor-mcp): Unofficial MCP server for the Capacitor documentation, plugin list and blog. (by capawesome-team, ★1, security:PASS) - [ionic-framework-mcp](https://github.com/capawesome-team/ionic-framework-mcp): Unofficial MCP server for the Ionic Framework documentation, components and blog. (by capawesome-team, ★1, security:PASS) - [security-proxy](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/security-proxy): MCP gateway: many servers, one policy, lethal-trifecta blocking, PII masking, audit log (by GuardBee, ★1, security:PASS) - [toxic-flow-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/toxic-flow-auditor): Finds lethal-trifecta toxic flows in MCP tool catalogs: untrusted input, sensitive data, egress (by GuardBee, ★1, security:PASS) - [computer-mcp](https://github.com/Agent360dk/computerMCP): macOS computer use with the guardrails on: passwords blacked out, writes need consent, all logged. (by Agent360dk, ★1, security:PASS) - [BrightSite](https://github.com/BrightSiteHQ/brightsite-mcp): Manage BrightSite websites: pages, blog posts, components, forms, media, and analytics. (by BrightSiteHQ, ★1, security:PASS) - [Misar.Blog MCP Server](https://github.com/Misar-AI/misarblog-mcp): Publish and manage articles, series, comments, reactions, newsletters and blog analytics. (by Misar-AI, ★1, security:PASS) - [LLM Brand Monitor](https://github.com/SerpstatGlobal/llm-brand-monitor-mcp): Track how 350+ AI models mention your brand — manage projects, run scans, analyze results (by SerpstatGlobal, ★1, security:PASS) - [tor-mcp](https://github.com/globalion/tor-mcp): Route HTTP requests through the Tor network. Rotating exit IPs, .onion support, no body logging. (by globalion, ★1, security:PASS) - [ACR — Agent Composition Records](https://github.com/Tethral-Inc/AgentRegistry): Interaction profile registry for AI agents. Log interactions, query behavioral lenses. (by Tethral-Inc, ★1, security:PASS) - [Auvik](https://github.com/WYRE-AI/auvik-mcp): MCP server for the Auvik network monitoring API — devices, alerts, statistics, billing. (by WYRE-AI, ★1, security:PASS) - [ConnectWise Automate](https://github.com/WYRE-AI/connectwise-automate-mcp): MCP server for ConnectWise Automate RMM — computers, clients, alerts, and scripts. (by WYRE-AI, ★1, security:PASS) - [Huntress](https://github.com/WYRE-AI/huntress-mcp): MCP server for Huntress — accounts, organizations, agents, incidents, and reports. (by WYRE-AI, ★1, security:PASS) - [chp](https://github.com/capabilityhostprotocol/chp-core): Learn and adopt the Capability Host Protocol — the agentic web's open evidence layer. (by capabilityhostprotocol, ★1, security:PASS) - [Deployment.io](https://github.com/deployment-io/cursor-plugin): Deploy apps on your cloud. Create environments, configure infrastructure, and monitor jobs. (by deployment-io, ★1, security:PASS) - [DevHelm MCP Server](https://github.com/devhelmhq/mcp-server): Monitor uptime, manage incidents, configure alerting, and query dependency status via DevHelm (by devhelmhq, ★1, security:PASS) - [horoshop](https://github.com/ecomkit-com-ua/horoshop-mcp): MCP server for the Horoshop e-commerce API — orders, catalog, customers, webhooks (by ecomkit-com-ua, ★1, security:PASS) - [ellmos ServerCommander](https://github.com/ellmos-ai/ellmos-servercommander-mcp): Server operations MCP: HTTP health checks, log analysis, deploy dry-runs, mail diagnostics. (by ellmos-ai, ★1, security:PASS) - [Gatewerk](https://github.com/gatewerk/gatewerk/tree/master/packages/mcp): The open-source review layer for AI agents. Work done for humans is decided by humans. (by gatewerk, ★1, security:PASS) - [HydraDNS](https://github.com/hydradns/hydradns/tree/main/apps/cli): Manage a self-hosted DNS firewall: block domains, create policies, read query logs and metrics. (by hydradns, ★1, security:PASS) - [JustHandled Agent Utility Gateway](https://github.com/justhandledlabs/justhandled-agent-client): Thirty-two guarded agent utilities and maintained-data lookups over USDC x402. (by justhandledlabs, ★1, security:PASS) - [Log10x MCP](https://github.com/log-10x/log10x-mcp): Tools to rank log patterns by volume and cost and to compact, tier down or offload each pattern (by log-10x, ★1, security:PASS) - [m-dev-tools](https://github.com/m-dev-tools/m-dev-tools-mcp): MCP server wrapping the m-dev-tools catalog: route_intent, describe, verify. (by m-dev-tools, ★1, security:PASS) - [mcp-isap](https://github.com/matematicsolutions/mcp-isap): MCP server for Polish legislation (Dziennik Ustaw / Monitor Polski) via Sejm ELI API. (by matematicsolutions, ★1, security:PASS) - [Austrian Law (RIS) — Bundesrecht, Landesrecht & Judikatur](https://github.com/paragraflabs/at-ris-mcp): Austria RIS: federal & state law, case law, gazettes, change monitoring (Bundesrecht, Judikatur). (by paragraflabs, ★1, security:PASS) - [Deezer](https://github.com/pipeworx-io/mcp-deezer): Deezer MCP — public catalog (no auth required). (by pipeworx-io, ★1, security:PASS) - [Kitsu](https://github.com/pipeworx-io/mcp-kitsu): Kitsu MCP — anime + manga catalogue (JSON:API). (by pipeworx-io, ★1, security:PASS) - [Opendata Canada](https://github.com/pipeworx-io/mcp-opendata-canada): open.canada.ca MCP — Canada CKAN catalogue. (by pipeworx-io, ★1, security:PASS) - [lotw-mcp](https://github.com/qso-graph/lotw-mcp): ARRL Logbook of The World MCP server. QSO query, QSL status, DXCC credit tracking. (by qso-graph, ★1, security:PASS) - [API Status Check](https://github.com/shibley/apistatuscheck-mcp-server): Live status probes plus published uptime and incident history for 280+ APIs and cloud services. (by shibley, ★1, security:PASS) - [Xitoring](https://github.com/xitoring/mcp-server): Connect AI assistants to Xitoring monitoring: servers, uptime, incidents, metrics, SSL, and alerts. (by xitoring, ★1, security:PASS) - [Shipbook](https://github.com/ShipBook/shipbook-mcp): Debug production issues using Shipbook logs and Loglytics error insights. (by ShipBook, ★1, security:PASS) - [SimplyPrint: 3D Print Farm Management](https://github.com/SimplyPrint/simplyprint-claude-plugin): 3D print farm management for AI. Monitor, queue, and control prints on your SimplyPrint account. (by SimplyPrint, ★1, security:PASS) - [alog-mcp](https://github.com/asicojp/alog-mcp): AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity. (by asicojp, ★1, security:PASS) - [infra-mcp](https://github.com/esp4ce/infra-mcp): Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log. (by esp4ce, ★1, security:PASS) - [langfuse-mcp](https://github.com/hugoles/langfuse-mcp): Read access to the Langfuse Public API: traces, observations, sessions, scores, prompts, datasets, metrics, models, projects and comments. (by hugoles, ★1, security:PASS) - [statuscraft](https://github.com/jabbawocky/statuscraft): Check whether software services are down using live data from their status pages, including incident details. (by jabbawocky, ★1, security:PASS) - [percept](https://github.com/perceptdot/percept): Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking. (by perceptdot, ★1, security:PASS) - [gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp): Cookieless web analytics with Gizmo Analytics: framework-aware setup, traffic queries, site summaries, traffic-change explanations and anomaly detection. (by sudomichael, ★1, security:PASS) - [contextburn](https://github.com/arsentev-ai/contextburn): Run efficiency for coding agents: share of paid tokens that became output, not context re-reading. (by arsentev-ai, ★0, security:PASS) - [Asterwise](https://github.com/asterwise/asterwise-mcp): Vedic and Western astrology for AI agents: charts, dasha, matchmaking, panchanga, numerology, tarot. (by asterwise, ★0, security:PASS) - [Yandex Delivery MCP](https://github.com/A1-x-Tech/mcp-yandex-dostavka): MCP server for the Yandex Delivery B2B API: express claims, tracking, NDD/pickup-point orders. (by A1-x-Tech, ★0, security:PASS) - [Yango Delivery MCP](https://github.com/A1-x-Tech/mcp-yango-delivery): MCP server for the Yango Delivery claims B2B API: price checks, delivery claims, courier tracking. (by A1-x-Tech, ★0, security:PASS) - [Endpoint AIops](https://github.com/AIops-tools/Endpoint-AIops): Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with audit/budget/undo. (by AIops-tools, ★0, security:PASS) - [Server Ops MCP](https://github.com/GT-dinuo/server-ops-mcp): Server ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confirmations & redaction. (by GT-dinuo, ★0, security:PASS) - [cirdan](https://github.com/adanb13/cirdan): AI infrastructure cartographer & MCP server: fingerprints, graphs & watches live infra for agents (by adanb13, ★0, security:PASS) - [freebazi](https://github.com/alexsu1212/freebazi-mcp): Offline Bazi (八字, Four Pillars) chart: True Solar Time, Ten Gods, Shen Sha, luck pillars. (by alexsu1212, ★0, security:PASS) - [astral-mcp](https://github.com/davidmosiah/astral-mcp): Precision-audited astrology MCP: natal charts, transits, synastry, moon phases. No API key. (by davidmosiah, ★0, security:PASS) - [vllm-ops-mcp](https://github.com/jaimenbell/vllm-ops-mcp): Read-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status. (by jaimenbell, ★0, security:PASS) - [Claude Usage](https://github.com/syk8015/claudeusage): Measures whether your Claude subscription is paying off, from local logs. No upload. (by syk8015, ★0, security:PASS) - [stellara-mcp](https://github.com/mihnin/stellara-mcp): Swiss Ephemeris for AI agents: exact natal charts, transits, synastry and birth-place resolution (by mihnin, ★0, security:PASS) - [mcp-server](https://github.com/argosvix/mcp-server): Observability for AI agents: LLM cost, errors and latency across OpenAI, Anthropic, Gemini and Mistral, plus alerts, budget gates, evals and safety checks. (by argosvix, ★0, security:PASS) - [cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp): Rule-based cloud cost anomaly detection and architecture risk scoring (single points of failure, coupling, scalability gaps) with rule-by-rule breakdowns. (by cloudsealed, ★0, security:PASS) ## OS Automation - [desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp): Computer-use MCP for Windows 10/11: 32 tools — screenshot, UIA, Chrome CDP, type/click/scroll, VBA. (by Harusame64, ★21, security:PASS) - [Apple-MCPs](https://github.com/JonathanRReed/Apple-MCPs): Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone. (by JonathanRReed, ★21, security:PASS) - [wpf-visual-tree](https://github.com/faze79/WPFVisualTreeMcp): Let AI agents inspect and drive running WPF apps: tree, bindings, screenshots, clicks, text input. (by faze79, ★16, security:PASS) - [plonk](https://github.com/ostapondo/Plonk/tree/main/mcp): Plonk gives agents local macOS tools for windows, workspaces, screenshots, OCR, and more. (by ostapondo, ★16, security:PASS) - [glass](https://github.com/fixed-width/glass): MCP server giving a coding agent a build→see→interact→debug loop over native GUI apps. (by fixed-width, ★15, security:PASS) - [OpenWand](https://github.com/SunnyLich/OpenWand): Read-only desktop context through OpenWand: current selection, clipboard, active window, browser page and screen. (by SunnyLich, ★15, security:PASS) - [gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp): GNOME desktop automation via D-Bus: screenshots, window management, mouse and keyboard input, clipboard, workspaces and notifications on GNOME 45 to 49. (by sbuysse, ★14, security:PASS) - [Computer Use](https://github.com/munimtechnologies/munim-computer-use): Accessibility-first desktop control for any agent: background input, agent pointer, zoom, Chrome. (by munimtechnologies, ★12, security:PASS) - [clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp): USB-HID keyboard/mouse (Pico 2, open firmware) as MCP tools; --mock runs with no hardware (by tinqiao-oss, ★11, security:PASS) - [cellar](https://github.com/dimpagk92/cellar): Hybrid computer-use runtime combining the accessibility tree, Chrome DevTools Protocol and vision into structured context, with offline support via Ollama. (by dimpagk92, ★5, security:PASS) - [usemymac](https://github.com/yunfeng-enrich/usemymac): Turn a Mac into a remote computer-use server via CUA: screenshots, mouse, keyboard, windows and apps, token-protected and exposed through a Cloudflare tunnel. (by yunfeng-enrich, ★3, security:PASS) - [mcp-applemusic](https://github.com/suleyman416/mcp-applemusic): Apple Music control on macOS: DJ daemon and energy mixes, multi-room AirPlay, Spotify and M3U playlist import, listening journal and Apple Replay analytics. (by suleyman416, ★2, security:PASS) - [Askew — iPhone, iPad and Mac via Shortcuts](https://github.com/Dominic-DK/askew-mcp): Run iPhone Shortcuts through an encrypted relay, or assigned auto-mode Shortcuts on this Mac. (by Dominic-DK, ★1, security:PASS) - [nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp): Control Nemeton, a macOS virtual machine manager built on Apple's Virtualization framework: Linux and macOS VMs, APFS snapshots, console, files and networking. (by juergenkoller-software, ★1, security:PASS) - [freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp): Screen OCR on macOS via FreezeText: freeze the screen and extract text with Apple Vision, OCR regions or images, and search capture history. (by juergenkoller-software, ★1, security:PASS) - [terrarium](https://github.com/chryaner/terrarium): Fork, break and revert VirtualBox VMs with linked clones and RAM snapshots, and drive GUI-only guests via screenshots and input without SSH or a guest agent. (by chryaner, ★1, security:PASS) - [Glasswarp](https://github.com/glasswarp/mcp-server): Eyes and hands on real Windows PCs — observe, click, type via Glasswarp API. (by glasswarp, ★0, security:PASS) ## Other - [server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything): Exercises all features of the MCP protocol. (by modelcontextprotocol, ★91017, security:PASS) - [Sequential Thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking): Dynamic and reflective problem-solving through thought sequences (by modelcontextprotocol, ★91017, security:PASS) - [Time](https://github.com/modelcontextprotocol/servers/tree/main/src/time): Time and timezone conversion capabilities (by modelcontextprotocol, ★91017, security:PASS) - [InstantDB](https://github.com/instantdb/instant/tree/main/client/packages/mcp): Create, manage, and update applications on InstantDB, the modern Firebase. (by instantdb, ★10541, security:PASS) - [thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp): Natural language interface to your ThingsBoard IoT platform. (by thingsboard, ★98, security:PASS) - [ScreenshotMCP](https://github.com/upnorthmedia/ScreenshotMCP): Capture website screenshots including full page, elements, and device specific sizes. (by upnorthmedia, ★61, security:PASS) - [ScreenshotOne](https://github.com/screenshotone/mcp): Render website screenshots with ScreenshotOne (by screenshotone, ★38, security:PASS) - [Integration App](https://github.com/membranehq/mcp-server): Interact with any other SaaS applications on behalf of your customers. (by membranehq, ★36, security:PASS) - [FlyonUI](https://github.com/themeselection/flyonui-mcp): Build modern, production-ready UI blocks, components, and landing pages in minutes. (by themeselection, ★32, security:REVIEW) - [thinqconnect-mcp](https://github.com/thinq-connect/thinqconnect-mcp): Interact with LG ThinQ smart home devices and appliances through ThinQ Connect. (by thinq-connect, ★31, security:REVIEW) - [Fibery](https://github.com/Fibery-inc/fibery-mcp-server): Perform queries and entity operations in your Fibery workspace. (by Fibery-inc, ★29, security:PASS) - [ilert](https://github.com/iLert/mcp-ilert): Interact with ilert through natural language. (by iLert, ★17, security:REVIEW) - [Gcore Cloud](https://github.com/G-Core/gcore-mcp-server): Gcore's Cloud Official MCP Server (by G-Core, ★11, security:PASS) - [offorte-mcp-server](https://github.com/offorte/offorte-mcp-server): Create and send business proposals with Offorte proposal software. (by offorte, ★5, security:PASS) - [Gluestack UI MCP Server](https://github.com/gauravsaini/gluestack-ui-mcp-server): An MCP server tailored for React Native–first development using Gluestack UI. (by gauravsaini, ★3, security:REVIEW) - [PGYER](https://github.com/PGYER/pgyer-mcp-server): MCP Server for PGYER platform, supports uploading, querying apps, etc. (by PGYER, ★0, security:REVIEW) - [labelhead-artist-momentum](https://github.com/paperclipai/paperclip): Trending hip-hop artist momentum scores across four cultural dimensions. (by paperclipai, ★97577, security:PASS) - [Ask Jev](https://github.com/pollinations/pollinations): Evaluate state with typed choice, score, and probability questions. (by pollinations, ★5170, security:PASS) - [FluxDown](https://github.com/zerx-lab/FluxDown): Control the FluxDown multi-protocol download manager (HTTP, FTP, BitTorrent, HLS): add, list, pause, resume and remove downloads and manage queues. (by zerx-lab, ★3922, security:PASS) - [Microsoft Fabric MCP Server](https://github.com/microsoft/mcp/tree/main/servers/Fabric.Mcp.Server): MCP tools for interacting with Microsoft Fabric (by microsoft, ★3730, security:PASS) - [Template MCP Server](https://github.com/microsoft/mcp/tree/main/servers/Template.Mcp.Server): Template MCP server example. (by microsoft, ★3730, security:PASS) - [mcp-installer](https://github.com/anaisbetts/mcp-installer): Install other MCP servers. (by anaisbetts, ★1529, security:REVIEW) - [Measure](https://github.com/measure-sh/measure/tree/main/backend/agent/mcp): Get to the root cause of mobile app crashes, errors & slow traces with Measure MCP (by measure-sh, ★1406, security:PASS) - [Gearboy MCP Server](https://github.com/drhelius/Gearboy): MCP server for Gearboy Nintendo Game Boy / Game Boy Color emulator (by drhelius, ★1213, security:PASS) - [ChiR24-unreal_mcp](https://github.com/ChiR24/Unreal_mcp): Control Unreal Engine to browse assets, import content, and manage levels and sequences. Automate… (by ChiR24, ★903, security:PASS) - [clojure-mcp](https://github.com/bhauman/clojure-mcp): Clojure development tools, direct access to the running program via REPL. (by bhauman, ★782, security:PASS) - [openpost](https://github.com/getopenpost/openpost): Manage social publishing workflows through OpenPost (by getopenpost, ★654, security:PASS) - [Spotify](https://github.com/marcelmarais/spotify-mcp-server): Control Spotify playback and manage playlists. (by marcelmarais, ★473, security:PASS) - [Superserve](https://github.com/superserve-ai/superserve/tree/main/packages/mcp): MCP server for Superserve sandboxes: create, exec, and manage Firecracker microVMs (by superserve-ai, ★465, security:PASS) - [spec-driven-development](https://github.com/formulahendry/mcp-server-spec-driven-development): MCP Server that facilitates spec-driven development workflows, not just Vibe Coding. (by formulahendry, ★439, security:PASS) - [Equation.io](https://github.com/aantthony/equation.io): Create interactive 2D and 3D graphs with validated equations, shareable links, and PNG previews. (by aantthony, ★408, security:PASS) - [ruv-swarm](https://github.com/ruvnet/ruv-FANN/tree/main/ruv-swarm): Neural network swarm orchestration with WebAssembly acceleration and MCP integration (by ruvnet, ★382, security:PASS) - [Funplay Cocos MCP](https://github.com/FunplayAI/funplay-cocos-mcp): stdio bridge for the local Cocos Creator Editor MCP server from FunplayAI/funplay-cocos-mcp. (by FunplayAI, ★313, security:PASS) - [linux-mcp-server](https://github.com/rhel-lightspeed/linux-mcp-server): MCP server for read-only Linux system administration, diagnostics, and troubleshooting (by rhel-lightspeed, ★312, security:PASS) - [Nim Language Server](https://github.com/nim-lang/langserver): MCP server providing symbol navigation, diagnostics, and type resolution for Nim projects (by nim-lang, ★311, security:PASS) - [domain-check](https://github.com/saidutt46/domain-check): Fast domain availability checker with RDAP/WHOIS — batch checks, TLD presets, and name generation. (by saidutt46, ★308, security:PASS) - [Tmux](https://github.com/nickgnd/tmux-mcp): Interact with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result. (by nickgnd, ★303, security:PASS) - [directory](https://github.com/FifthWye/submitmap-mcp): A directory of product launch platforms: where your product qualifies and how each form is filled. (by FifthWye, ★276, security:PASS) - [blatui](https://github.com/anousss007/blatui): shadcn/ui for Laravel Blade — discover, read and install BlatUI components, blocks and charts. (by anousss007, ★259, security:PASS) - [SemanticOps MCP (for Power BI)](https://github.com/maxanatsko/mcp-engine-public): Power BI MCP server (Supports Windows and macOS) (by maxanatsko, ★257, security:PASS) - [Geargrafx MCP Server](https://github.com/drhelius/Geargrafx): MCP server for Geargrafx PC Engine / TurboGrafx-16 emulator (by drhelius, ★243, security:PASS) - [ARC-1](https://github.com/arc-mcp/arc-1): MCP server for SAP ABAP systems (by arc-mcp, ★211, security:PASS) - [mcp-abap-adt](https://github.com/mario-andreschak/mcp-abap-adt): ABAP ADT MCP server for reading SAP objects (programs, classes, tables, CDS) via ADT (by mario-andreschak, ★196, security:PASS) - [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx): Draw on a JavaFX canvas. (by quarkiverse, ★196, security:PASS) - [OSCAR](https://github.com/trafalmejo/OSCAR/tree/master/createwithoscar): An assistant reads your OSCAR installation (OSC, MIDI, DMX) and drafts interfaces you review. (by trafalmejo, ★189, security:PASS) - [mcp](https://github.com/Zomato/mcp-server-manifest): An MCP server that exposes functionalities to use Zomato's services. (by Zomato, ★183, security:PASS) - [mcp-server-calculator](https://github.com/githejie/mcp-server-calculator): Calculator for precise numerical calculations. (by githejie, ★159, security:PASS) - [illustrator-mcp-server](https://github.com/ie3jp/illustrator-mcp-server): Adobe Illustrator MCP with 66 tools — more than the official Illustrator MCP. macOS | Windows. (by ie3jp, ★147, security:PASS) - [Gearcoleco MCP Server](https://github.com/drhelius/Gearcoleco): MCP server for Gearcoleco ColecoVision emulator (by drhelius, ★141, security:PASS) - [cli-microsoft365-mcp-server](https://github.com/pnp/cli-microsoft365-mcp-server): MCP server for CLI for Microsoft 365 to manage your tenant using natural language (by pnp, ★131, security:PASS) - [scrcpy-mcp](https://github.com/JuanCF/scrcpy-mcp): MCP server for Android device control via ADB and scrcpy (by JuanCF, ★111, security:PASS) - [clocktower](https://github.com/sathergate/sathergate-toolkit): Cron jobs for Next.js. Serverless-native scheduling with retry support. (by sathergate, ★109, security:PASS) - [ClassCAD](https://github.com/awv-informatik/classcad-ai/tree/master/packages/mcp): Build and verify CAD parts and assemblies with the ClassCAD engine, locally, no server needed. (by awv-informatik, ★99, security:PASS) - [mcp-abap-adt](https://github.com/fr0ster/mcp-abap-adt): MCP server for SAP ABAP ADT over HTTP, RFC or SNC: repository analysis and RAP/classic ABAP CRUD (by fr0ster, ★97, security:PASS) - [mcp-aftereffects](https://github.com/kumoproductions/mcp-aftereffects): MCP server for Adobe After Effects — comp/layer introspection, undo-grouped ops, frame rendering. (by kumoproductions, ★91, security:PASS) - [aesthetic-computer](https://github.com/whistlegraph/aesthetic-computer/tree/main/mcp-server): MCP server for aesthetic.computer - publish JavaScript, KidLisp art, and clock melodies (by whistlegraph, ★91, security:PASS) - [monarch-money](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/monarch-money): MCP server for Monarch Money — account, transaction, and budget management. (by pulsemcp, ★81, security:PASS) - [onepassword](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/onepassword): MCP server for interacting with 1Password via the CLI to read and manage credentials. (by pulsemcp, ★81, security:PASS) - [proctor](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/proctor): MCP server for running Proctor exams against MCP servers with exam execution and result management. (by pulsemcp, ★81, security:PASS) - [twist](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/twist): MCP server for Twist team messaging — manage channels, threads, and messages. (by pulsemcp, ★81, security:PASS) - [omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp): Automatic operation of on-screen GUIs. (by NON906, ★72, security:PASS) - [MCP-CLI Adapter](https://github.com/inercia/MCPShell): Use command line tools in a secure fashion as MCP tools. (by inercia, ★71, security:PASS) - [langcare-mcp-fhir](https://github.com/langcare/langcare-mcp-fhir): An MCP FHIR server written in Go for EMR systems like Epic and Cerner (by langcare, ★67, security:PASS) - [ticktick-mcp](https://github.com/jen6/ticktick-mcp): TickTick integration built on the ticktick-py library, with improved filtering capabilities. (by jen6, ★66, security:REVIEW) - [coda-mcp](https://github.com/orellazri/coda-mcp): Coda integration. (by orellazri, ★63, security:PASS) - [swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui): Execute commands such as keyboard input and mouse movement. (by NakaokaRei, ★61, security:PASS) - [Netbird](https://github.com/aantti/mcp-netbird): List and analyze Netbird network peers, groups, policies, and more. (by aantti, ★60, security:PASS) - [servicenow-nodejs](https://github.com/Happy-Technologies-LLC/happy-platform-mcp): Multi-instance ServiceNow MCP server with 40+ tools and intelligent schema discovery (by Happy-Technologies-LLC, ★54, security:PASS) - [ScreenPilot](https://github.com/Mtehabsim/ScreenPilot): Control the GUI with mouse and keyboard tools for automation, education and experimentation. (by Mtehabsim, ★54, security:PASS) - [mcpcap](https://github.com/mcpcap/mcpcap): An MCP server for analyzing PCAP files. (by mcpcap, ★51, security:PASS) - [AutoMobile](https://github.com/kaeawc/auto-mobile): Mobile device interaction automation via MCP (by kaeawc, ★51, security:PASS) - [fabricator-panel-mcp](https://github.com/philderks/Fabricator/tree/main/mcp): Manage and diagnose Minecraft servers through the self-hosted Fabricator panel. (by philderks, ★51, security:PASS) - [random-number-mcp](https://github.com/zazencodes/random-number-mcp): Essential random number generation utilities from the Python standard library (by zazencodes, ★51, security:PASS) - [elisp-dev-mcp](https://github.com/laurynas-biveinis/elisp-dev-mcp): elisp (Emacs Lisp) development support tools, running in Emacs. (by laurynas-biveinis, ★48, security:PASS) - [WorkOS](https://github.com/workos/skills/tree/main/mcp): Manage your WorkOS workspace in plain language: orgs, users, SSO, Directory Sync, and AuthKit. (by workos, ★45, security:PASS) - [Ignite UI Theming MCP Server](https://github.com/IgniteUI/igniteui-theming): Generate Sass palettes, typography, elevations, and themes for Ignite UI components. (by IgniteUI, ★44, security:PASS) - [tampermonkey-mcp](https://github.com/Tampermonkey/tampermonkey-mcp): MCP server to manage your Tampermonkey scripts (by Tampermonkey, ★44, security:PASS) - [Qiskit Gym MCP Server](https://github.com/Qiskit/mcp-servers/tree/main/qiskit-gym-mcp-server): MCP server for qiskit-gym reinforcement learning quantum circuit synthesis (by Qiskit, ★40, security:PASS) - [Qiskit IBM Runtime MCP Server](https://github.com/Qiskit/mcp-servers/tree/main/qiskit-ibm-runtime-mcp-server): MCP server for IBM Quantum computing services through Qiskit IBM Runtime (by Qiskit, ★40, security:PASS) - [Qiskit MCP Server](https://github.com/Qiskit/mcp-servers/tree/main/qiskit-mcp-server): MCP server for Qiskit quantum computing with circuit serialization utilities (by Qiskit, ★40, security:PASS) - [galaxy-mcp](https://github.com/galaxyproject/galaxy-mcp): MCP server for Galaxy bioinformatics platform - connect, execute tools, and manage workflows (by galaxyproject, ★39, security:PASS) - [mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq): Interact with RabbitMQ: admin operations and message enqueue/dequeue. (by kenliao94, ★38, security:PASS) - [pyghidra-lite](https://github.com/johnzfitch/pyghidra-lite): Token-efficient Ghidra RE: decompile, xrefs, Swift/ObjC, ELF/Mach-O, async analysis (by johnzfitch, ★36, security:PASS) - [pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp): PDF download, viewing and manipulation utilities. (by danielkennedy1, ★32, security:PASS) - [mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime): Date and time functions in various formats. (by ZeparHyfar, ★31, security:PASS) - [feishu-markdown-mcp](https://github.com/huandu/feishu-markdown): MCP server for Feishu Markdown (by huandu, ★30, security:PASS) - [best-cad-mcp](https://github.com/LokmenoWer/best-cad-mcp): Windows AutoCAD MCP server for handle-first CAD automation, validation, and drawing exports. (by LokmenoWer, ★28, security:PASS) - [Apollo.io](https://github.com/apolloio/apollo-mcp-plugin): Prospect, enrich leads, and manage outreach sequences with Apollo.io. (by apolloio, ★28, security:PASS) - [JCAppleScript](https://github.com/johnnyclem/JCAppleScript): Control macOS apps via AppleScript/JXA: sanitized commands for Messages, Mail, Finder, and more. (by johnnyclem, ★28, security:PASS) - [mcp](https://github.com/jotform/mcp-server): Jotform MCP (by jotform, ★27, security:PASS) - [XamlMcp](https://github.com/trrahul/XamlMcp): Inspect and drive Avalonia, WPF, WinUI, and .NET MAUI apps through MCP. (by trrahul, ★27, security:PASS) - [mcp-mat](https://github.com/codelipenghui/mcp-mat): Headless Eclipse MAT MCP server for Java heap dump analysis (by codelipenghui, ★26, security:PASS) - [baepsae](https://github.com/oozoofrog/mcp-baepsae): Local MCP server for iOS Simulator and macOS app automation with a native Swift bridge (by oozoofrog, ★26, security:PASS) - [prism-mcp](https://github.com/prismatic-io/prism-mcp): MCP server that wraps Prismatic's Prism CLI tool (by prismatic-io, ★26, security:PASS) - [matchcn](https://github.com/francesco0242/matchcn): Semantic index across shadcn-format component registries: find components by what they do. (by francesco0242, ★25, security:PASS) - [Monarch MCP Server](https://github.com/jamiew/monarch-mcp): Query and update Monarch Money accounts, transactions, and budgets (by jamiew, ★25, security:PASS) - [doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server): Unofficial DoorDash Delivery integration. (by JordanDalton, ★25, security:REVIEW) - [Stack Overflow MCP Server](https://github.com/StackExchange/Stack-MCP): Access Stack Overflow's trusted and verified technical questions and answers. (by StackExchange, ★24, security:PASS) - [AnkiConnect](https://github.com/spacholski1225/anki-connect-mcp): AnkiConnect MCP server for interacting with Anki via AnkiConnect. (by spacholski1225, ★24, security:PASS) - [Porkbun DNS 🐷](https://github.com/major/porkbun-mcp): Manage DNS records, domains, DNSSEC, SSL certificates via MCP (by major, ★23, security:PASS) - [remi](https://github.com/mattheworiordan/remi): Apple Reminders CLI and MCP server with section support and iCloud sync (by mattheworiordan, ★22, security:PASS) - [unleash-mcp](https://github.com/Unleash/unleash-mcp): MCP server for managing Unleash feature flags (by Unleash, ★21, security:PASS) - [gongio-mcp](https://github.com/JustinBeckwith/gongio-mcp): MCP server for Gong.io - access calls, transcripts, and users (by JustinBeckwith, ★21, security:PASS) - [YAP — Yet Another Packager](https://github.com/M0Rf30/yap): Build native Linux packages (.deb/.rpm/.apk/.pkg.tar.zst) from a single PKGBUILD via MCP. (by M0Rf30, ★21, security:PASS) - [The MCP server for GoReleaser](https://github.com/goreleaser/mcp): GoReleaser MCP server (by goreleaser, ★21, security:PASS) - [ws-mcp](https://github.com/nick1udwig/ws-mcp): Wrap MCP servers with a WebSocket, for use with kibitz. (by nick1udwig, ★21, security:REVIEW) - [1password](https://github.com/CakeRepository/1Password-MCP): MCP server for 1Password service accounts — tools and resources for vaults and credentials (by CakeRepository, ★20, security:PASS) - [MaBoSS Boolean Network Simulator](https://github.com/marcorusc/mcp-biomodelling-servers/tree/main/MaBoSS): MCP server for Boolean network simulation and attractor analysis using MaBoSS (by marcorusc, ★19, security:PASS) - [PhysiCell Configuration Builder](https://github.com/marcorusc/mcp-biomodelling-servers/tree/main/PhysiCell): MCP server for building, inspecting, and exporting PhysiCell and PhysiBoSS configuration files (by marcorusc, ★19, security:PASS) - [mvf1](https://github.com/RobSpectre/mvf1): Control MultiViewer, an app for watching motorsports like Formula 1, World Endurance Championship and IndyCar. (by RobSpectre, ★19, security:PASS) - [mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher): List and launch applications on macOS. (by JoshuaRileyDev, ★19, security:REVIEW) - [easyeda-pro-mcp](https://github.com/VLab-Software/easyeda_mcp): MCP server and EasyEDA Pro extension bridge for live project assistance. (by VLab-Software, ★18, security:PASS) - [mcp-nfse-nacional](https://github.com/SamuelMoraesF/mcp-nfse-nacional): MCP Server para consulta de NFSe no portal nacional (nfse.gov.br) (by SamuelMoraesF, ★17, security:PASS) - [Apache Pinot MCP Server](https://github.com/startreedata/mcp-pinot): Query and manage Apache Pinot through MCP with typed tools and preview-first safety. (by startreedata, ★17, security:PASS) - [Tripsy](https://github.com/tripsyapp/cli): Plan trips and manage itineraries, stays, transport, activities, expenses, and documents in Tripsy. (by tripsyapp, ★17, security:PASS) - [Ziplark](https://github.com/zhitongblog/ziplark): Archive server: extract & create ZIP, 7z, tar, gz/xz/zst; read RAR/RAR5 & ISO. AES-256, safe. (by zhitongblog, ★16, security:PASS) - [crabeye-mcp-bridge](https://github.com/crabeye-ai/crabeye-mcp-bridge): One MCP connection for all your tools — with discovery, namespacing, and execution policies. (by crabeye-ai, ★15, security:PASS) - [Port](https://github.com/port-labs/remote-mcp-server): Port.io mcp server (by port-labs, ★15, security:PASS) - [Automox MCP Server](https://github.com/AutomoxCommunity/automox-mcp): Official MCP server for Automox. Manage devices, patches, and policies in natural language. (by AutomoxCommunity, ★14, security:PASS) - [propresenter-mcp](https://github.com/alxpark/propresenter-mcp): ProPresenter 7 MCP server (by alxpark, ★13, security:PASS) - [FTX MCP — FactoryTalk Optix MCP Server](https://github.com/asqi-carter/ftx-mcp): MCP server for FactoryTalk Optix: author, preview, and verify Studio changes via the emulator. (by asqi-carter, ★13, security:PASS) - [MCP Skills Server](https://github.com/srprasanna/mcp-skill-hub): MCP server that loads and serves skills from a mounted directory with hot reload. (by srprasanna, ★13, security:PASS) - [mcp-kibela](https://github.com/kj455/mcp-kibela): Interact with Kibela. (by kj455, ★13, security:PASS) - [Apple Shortcuts](https://github.com/mindstone/mcp-servers/tree/main/connectors/apple-shortcuts): MCP server for Apple Shortcuts via the macOS shortcuts CLI (by mindstone, ★12, security:PASS) - [Replit SSH](https://github.com/mindstone/mcp-servers/tree/main/connectors/replit-ssh): Read, write, list, and check files on Replit projects over SSH/SFTP, plus SSH key setup. (by mindstone, ★12, security:PASS) - [TalentLMS](https://github.com/mindstone/mcp-servers/tree/main/connectors/talentlms): TalentLMS MCP server: users, courses, groups, branches, reporting, and assessments (by mindstone, ★12, security:PASS) - [Coalent](https://github.com/Vectorlink-Labs/coalent): Fresh, attributed facts from your sources — cached, and invalidated the moment a source changes. (by Vectorlink-Labs, ★12, security:PASS) - [paypal-mcp-server](https://github.com/paypal/paypal-mcp-server): A command line tool for setting up PayPal MCP server (by paypal, ★12, security:PASS) - [p6xer MCP Server](https://github.com/osama-ata/p6xer-mcp-server): An MCP server for Primavera P6 XER files. (by osama-ata, ★11, security:PASS) - [Xtracticle](https://github.com/ahmetdeveci3112-crypto/Xtracticle): Read public X (Twitter) posts, threads and X Articles as clean Markdown. Read-only, no auth. (by ahmetdeveci3112-crypto, ★10, security:PASS) - [sportiq-mcp](https://github.com/Ninjabeam20/SportIQ-MCP): MCP tools for FIFA World Cup 2026 football, Formula 1, and IPL cricket — sims, strategy, fantasy. (by Ninjabeam20, ★10, security:PASS) - [fcp-mcp — Final Cut Pro MCP Server](https://github.com/dreliq9/fcp-mcp): Final Cut Pro MCP — 88 tools: FCPXML engine, live FCP control, media analysis, puppets. (by dreliq9, ★10, security:PASS) - [apple-reminders](https://github.com/high5-ventures/apple-reminders-for-claude): Fast, native macOS Apple Reminders via EventKit. 10-200x faster than AppleScript alternatives. (by high5-ventures, ★10, security:PASS) - [javaperf](https://github.com/theSharque/mcp-jperf): Java profiling MCP via jcmd/jfr/jps. Diagnose performance, analyze threads, inspect JFR recordings. (by theSharque, ★10, security:PASS) - [max-messenger](https://github.com/woyaxnini/mcp-max-messenger): MCP server for MAX Messenger by VK. 21 tools: messages, media, buttons, members, events. (by woyaxnini, ★10, security:PASS) - [keithah-tessie-mcp](https://github.com/keithah/tessie-mcp): Unofficial integration! ## ✨ Key Features ### 💰 Financial Intelligence - **Smart Charging Cost An… (by keithah, ★9, security:PASS) - [bezelbub-mcp](https://github.com/cwooddgr/bezelbub): Frame screenshots and screen recordings in Apple device bezels (device mockups). macOS only. (by cwooddgr, ★9, security:PASS) - [ynab-mcpb](https://github.com/dizzlkheinz/ynab-mcpb): Local-first YNAB MCP for reconciliation, receipt splitting, safe cleanup, and spending analysis (by dizzlkheinz, ★9, security:PASS) - [Shell Exec](https://github.com/domdomegg/shell-exec-mcp): Execute bash commands with background job support. (by domdomegg, ★9, security:PASS) - [Crossplane](https://github.com/ravibagri5/crossplane-mcp-server): Read-only access to a Crossplane control plane: resources, claims, packages, compositions. (by ravibagri5, ★9, security:PASS) - [resonite-mcp](https://github.com/sandraschi/resonite-mcp): Resonite social VR platform MCP server for natural language control of avatars, worlds, and Proto... (by sandraschi, ★9, security:PASS) - [İTÜ MCP](https://github.com/yatuk/itu-mcp): İTÜ Ninova LMS ve OBS öğrenci portalı — dersler, notlar, yoklama, yemekhane, kampüs kart, GPA (by yatuk, ★9, security:PASS) - [Java All Call Graph Server](https://github.com/Adrninistrator/java-all-call-graph-server): MCP server for Java call graph generation, static analysis, method chains & config management (by Adrninistrator, ★8, security:PASS) - [axe MCP Server](https://github.com/dequelabs/axe-mcp-server-public): Official MCP server for Axe DevTools for Web. (by dequelabs, ★8, security:PASS) - [TimeBase](https://github.com/epam/TimeBase-MCP): Explore and query TimeBase streams, schemas, QQL, symbols, and server status via MCP. (by epam, ★8, security:PASS) - [dotnet-sherlock-mcp](https://github.com/jcucci/dotnet-sherlock-mcp): .NET assembly introspection MCP server with advanced reflection and type analysis capabilities (by jcucci, ★8, security:PASS) - [Omie](https://github.com/mcp-dir/omie-mcp): Financial & accounting management on Omie (Brazil's leading cloud ERP), payables/receivables, financ (by mcp-dir, ★8, security:PASS) - [Parseur](https://github.com/parseur/parseur-py): Manage Parseur.com mailboxes, parser fields, documents, exports and webhooks. (by parseur, ★8, security:PASS) - [KrabiClaw](https://github.com/paulchrisluke/krabiclaw): Manage and publish restaurant and local business websites through MCP. (by paulchrisluke, ★8, security:PASS) - [Signadot MCP Server](https://github.com/signadot/cli): Connect to Signadot to manage ephemeral environments and route traffic to local services. (by signadot, ★8, security:PASS) - [Amazon DSP MCP Server](https://github.com/cesteral/mcp-open-advertising): Amazon DSP management — CRUD, async reports, targeting, and audience management (by cesteral, ★7, security:PASS) - [MCP Scaleway Functions](https://github.com/cyclimse/mcp-scaleway-functions): Unofficial MCP Server for Scaleway Serverless Functions (by cyclimse, ★7, security:PASS) - [gaff-check](https://github.com/iarfhlaith/gaff-check): Irish property due diligence: planning, prices, flood, radon, zoning, BER and crime context. (by iarfhlaith, ★7, security:PASS) - [Astrea (Aurum)](https://github.com/mcp-dir/astrea-mcp): Reporting and queries over Astrea (Aurum), Brazilian legal-practice software: cases per client, cale (by mcp-dir, ★7, security:PASS) - [cfgd](https://github.com/tj-smith47/cfgd): Declarative, GitOps-style machine configuration management (by tj-smith47, ★7, security:PASS) - [anki-mcp](https://github.com/ujisati/anki-mcp): Manage your Anki collection via AnkiConnect. (by ujisati, ★7, security:PASS) - [spm-mcp](https://github.com/simpleswift/spm-mcp): iOS Swift Package Manager server written in Swift (by simpleswift, ★7, security:PASS) - [Retro Diffusion Pixel Art](https://github.com/Retro-Diffusion/retro-diffusion-mcp): Generate authentic pixel art - sprites, animations, and tilesets - from any MCP client (by Retro-Diffusion, ★6, security:PASS) - [zeta-chain-cli](https://github.com/zeta-chain/cli/tree/main/src/mcp): Create friendly, customizable greetings for any name or audience. Break the ice in demos, onboardi… (by zeta-chain, ★6, security:PASS) - [pylon-mcp](https://github.com/JustinBeckwith/pylon-mcp): MCP server for Pylon customer support platform (by JustinBeckwith, ★6, security:PASS) - [NoaCG Broadcast Graphics and Playout](https://github.com/NoaCG/NoaCG-Studio/tree/main/cli): Make broadcast graphics for NoaCG Studio and play them out live on CasparCG, OBS, vMix or OGraf. (by NoaCG, ★6, security:PASS) - [shuck-file](https://github.com/Shan-Zhu/shuck-file): Any file in, Markdown out — read only what matters. (by Shan-Zhu, ★6, security:PASS) - [MaStR MCP Server](https://github.com/UliRCS/mastr-mcp-server): MCP server for the German Marktstammdatenregister (MaStR) energy market register (by UliRCS, ★6, security:PASS) - [go-unifi-mcp](https://github.com/claytono/go-unifi-mcp): Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firewall (by claytono, ★6, security:PASS) - [mintclub](https://github.com/Steemhunt/mint.club-v2-ai): Trade bonding curve tokens on Base via Mint Club V2 — buy, sell, swap, create (by Steemhunt, ★6, security:PASS) - [MoldSim MCP Server](https://github.com/moldsim/moldsim-mcp): Injection molding simulation expertise — materials, process validation, and DFM checks (by moldsim, ★6, security:PASS) - [ConnectWise PSA](https://github.com/mspstack/mcp-connectwise-psa): ConnectWise PSA (Manage) MCP server — tickets, time entries, companies, configurations, BYOK (by mspstack, ★6, security:PASS) - [domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp): Domain name lookup via RDAP, falling back to WHOIS. (by dotemacs, ★6, security:REVIEW) - [DaVinci Resolve Lite MCP](https://github.com/2sem/davinci-resolve-lite-mcp): Control DaVinci Resolve, including the free Lite edition. Manual setup only — see README. (by 2sem, ★5, security:PASS) - [EPANET MCP Server](https://github.com/Applied-Artificial-Intelligence-Eurecat/epanet-mcp-server): MCP server for EPANET water-distribution network simulation and scenario analysis. (by Applied-Artificial-Intelligence-Eurecat, ★5, security:PASS) - [Juniper Routing Director MCP Server](https://github.com/Juniper/routing-director-mcp-server): MCP server to integrate with Juniper Routing Director (by Juniper, ★5, security:PASS) - [Warmplane](https://github.com/Warmplane/warmplane): Local MCP control plane for persistent sessions and compact capability discovery. (by Warmplane, ★5, security:PASS) - [snowfakery-mcp](https://github.com/composable-delivery/snowfakery-mcp): MCP server for authoring, analyzing, debugging, and running Snowfakery recipes (by composable-delivery, ★5, security:PASS) - [filekiwi-mcp-server](https://github.com/file-kiwi/filekiwi-mcp-server): Upload files to file.kiwi and get shareable links instantly. (by file-kiwi, ★5, security:PASS) - [mitre-attack-mcp-server](https://github.com/imouiche/complete-mitre-attack-mcp-server): MCP server providing 50+ tools for MITRE ATT&CK techniques, groups, and mitigations (by imouiche, ★5, security:PASS) - [Hashfile MCP](https://github.com/mrorigo/hashfile-mcp): Hash-anchored file editing with surgical precision over file editing and ironclad control of access (by mrorigo, ★5, security:PASS) - [odoo-mcp](https://github.com/nicolasramos/odooclaw-mcp): MCP server for Odoo 18 with 38 business tools (by nicolasramos, ★5, security:PASS) - [huly-mcp](https://github.com/varaprasadreddy9676/huly-mcp): MCP server for Huly — manage projects, issues, documents and more via natural language. (by varaprasadreddy9676, ★5, security:PASS) - [mcp](https://github.com/lusha-oss/lusha-mcp-plugin): Lusha MCP server for authorized business profile, usage, and buying-signal insights. (by lusha-oss, ★4, security:PASS) - [mcp](https://github.com/SVGator/mcp): Browse, create, edit, and export SVGator animated SVG projects via your SVGator account. (by SVGator, ★4, security:PASS) - [Awesome Mineflayer MCP](https://github.com/G0Osey99/awesome-mineflayer-mcp): Control a Mineflayer Minecraft bot with 120+ MCP tools: move, mine, craft, fight, build, and see. (by G0Osey99, ★4, security:PASS) - [Anaconda MCP](https://github.com/anaconda/anaconda-mcp): Beta conda env/package MCP server; requires conda, auth, and Beta Terms. (by anaconda, ★4, security:PASS) - [bazos-mcp](https://github.com/andrijdavid/bazos-mcp): MCP server for interacting with Bazos.cz and Bazos.sk (by andrijdavid, ★4, security:PASS) - [mcp-property-valuation-server](https://github.com/creis-ai/mcp-property-valuation-server): MCP服务器,提供房产小区评级和评估功能 (by creis-ai, ★4, security:PASS) - [Time MCP Server](https://github.com/domdomegg/time-mcp-pypi): Get the current UTC time in RFC 3339 format. (by domdomegg, ★4, security:PASS) - [winrdp-mcp](https://github.com/emog33k/winrdp-mcp): Zero-config server to provision and administer any Windows RDP box over WinRM/SSH/SMB. (by emog33k, ★4, security:PASS) - [Expo Android MCP](https://github.com/frndchagas/expo-android): MCP server for Android emulator automation via ADB. (by frndchagas, ★4, security:PASS) - [MCP Modal Server](https://github.com/george-bobby/mcp-modal): MCP server for managing Modal apps, containers, volumes, and secrets. (by george-bobby, ★4, security:PASS) - [Skill Shelf (Rust singleton daemon)](https://github.com/halflifezyf2680/Skill-Shelf): Progressive group routing for 524 professional skills via Rust daemon stdio shim. (by halflifezyf2680, ★4, security:PASS) - [RIPE Atlas](https://github.com/jrelph/ripe-atlas-mcp): RIPE Atlas network measurements — ping, traceroute, DNS, TLS, HTTP, NTP, and probes (by jrelph, ★4, security:PASS) - [What2Watch](https://github.com/lio1204/what2watch-mcp): Real-time TV schedules, streaming availability, and personalized recommendations. (by lio1204, ★4, security:PASS) - [bing-ads](https://github.com/mharnett/mcp-bing-ads): MCP server for Microsoft Advertising (Bing Ads) — campaigns, keywords, and reports (by mharnett, ★4, security:PASS) - [grandorgue-mcp](https://github.com/sandraschi/grandorgue-mcp): GrandOrgue pipe organ simulator MCP server - MIDI bridge, organ control, sample set management, m... (by sandraschi, ★4, security:PASS) - [namera](https://github.com/solozerolabs/Namera): Check name availability across domains, trademarks, and social handles. Score and rank candidates. (by solozerolabs, ★4, security:PASS) - [Spacefast](https://github.com/spacefast/plugins): Publish files and folders to the web instantly: permanent URLs, immutable versions, claim links. (by spacefast, ★4, security:PASS) - [sampledotnetmcpserver](https://github.com/timheuer/SampleDotnetMcpServer): Sample .NET MCP Server (by timheuer, ★4, security:PASS) - [openemis](https://github.com/tixuz/openemis-mcp): Read-only MCP server for OpenEMIS — free open-source school management system. 675 resources. (by tixuz, ★4, security:PASS) - [anodizer](https://github.com/tj-smith47/anodizer): Rust release tooling — drop-in GoReleaser parity + Rust extras. (by tj-smith47, ★4, security:PASS) - [mcp-server-fear-greed](https://github.com/ycjcl868/mcp-server-fear-greed): An MCP server for mcp-server-fear-greed (by ycjcl868, ★4, security:PASS) - [funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp): Look up function signatures. (by osinmv, ★4, security:PASS) - [clicksend-mcp-server](https://github.com/ClickSend/clicksend-mcp-server): MCP for ClickSend. (by ClickSend, ★3, security:PASS) - [High Performance MCP Server](https://github.com/AnIayana/high-performance-mcp-server): High-performance, modular MCP v2 server with safe profiles, worker pool, caching, and stdio. (by AnIayana, ★3, security:PASS) - [MAXential-Thinking-MCP](https://github.com/BAM-DevCrew/MAXential-Thinking-MCP): 11 focused tools for structured thinking, branching, revision, and navigation. (by BAM-DevCrew, ★3, security:PASS) - [Pusher Channels](https://github.com/CrashBytes/pusher-mcp-server): Trigger events, query channels, and manage realtime messaging on Pusher Channels. (by CrashBytes, ★3, security:PASS) - [mycal](https://github.com/Junhui20/malaysia-calendar-api): Malaysia public holidays, school terms, business days & a leave optimizer (13 tools). (by Junhui20, ★3, security:PASS) - [linkinator-mcp](https://github.com/JustinBeckwith/linkinator-mcp): MCP server for link checking using linkinator (by JustinBeckwith, ★3, security:PASS) - [mcp-arangodb-async](https://github.com/PCfVW/mcp-arangodb-async): Async MCP server for ArangoDB: 46 tools for graphs, queries, and multi-tenancy. (by PCfVW, ★3, security:PASS) - [Keyboardia](https://github.com/adewale/keyboardia): Create, co-edit, analyze, publish, and export collaborative step-sequencer sessions through MCP. (by adewale, ★3, security:PASS) - [cpp-cpm-engine](https://github.com/danafitkowski/cpp-cpm-engine): Forensic scheduling MCP for Primavera P6 (XER): AACE windows, DCMA-14, Monte Carlo, TIA. (by danafitkowski, ★3, security:PASS) - [ASD-STE100 Simplified Technical English](https://github.com/dfch/biz.dfch.AsdSte100Mcp): An MCP server for the ASD-STE100 (Simplified Technical English) Issue 9 standard. (by dfch, ★3, security:PASS) - [dgmo-mcp](https://github.com/diagrammo/dgmo-mcp): Generate 40+ diagram types from text; render locally to SVG/PNG, open in the Diagrammo editor (by diagrammo, ★3, security:PASS) - [Filesystem](https://github.com/domdomegg/filesystem-mcp): Read, create, and edit files. (by domdomegg, ★3, security:PASS) - [RokuMCP](https://github.com/jack1590/RokuMCP): MCP server for Roku device automation — deploy, ECP control, screenshots, and debug console (by jack1590, ★3, security:PASS) - [ssh-client-mcp-server](https://github.com/jordanburke/ssh-client-mcp-server): MCP server for executing shell commands on remote hosts via SSH. (by jordanburke, ★3, security:PASS) - [Porkbun MCP](https://github.com/korobkov-v/porkbun-mcp): MCP server for Porkbun domains and DNS. (by korobkov-v, ★3, security:PASS) - [unlinked](https://github.com/larsbaunwall/Unlinked): MCP server that brings your LinkedIn professional profile and experience into your context. (by larsbaunwall, ★3, security:PASS) - [mcp-eureka](https://github.com/matematicsolutions/mcp-eureka): MCP server for Polish tax interpretations (KIS/MF) via EUREKA with citations. (by matematicsolutions, ★3, security:PASS) - [reddit-ads](https://github.com/mharnett/mcp-reddit-ads): Reddit Ads MCP: campaigns, ad groups, ads, reporting, and audience targeting. (by mharnett, ★3, security:PASS) - [console-mcp-server](https://github.com/mia-platform/console-mcp-server): The official MCP Server from Mia-Platform to interact with Mia-Platform Console (by mia-platform, ★3, security:PASS) - [Diagrams MCP](https://github.com/ByteOverDev/diagrams-mcp): Generate cloud architecture diagrams, flowcharts, and sequence diagrams. (by ByteOverDev, ★3, security:PASS) - [deploy](https://github.com/nometria/claude-code-plugin): Deploy any app to any cloud. 20 tools for deployments, previews, and management. (by nometria, ★3, security:PASS) - [OpenZiti Network Management](https://github.com/openziti/ziti-mcp-server): Manage OpenZiti zero-trust networks — through natural language (by openziti, ★3, security:PASS) - [pforge](https://github.com/paiml/pforge): Zero-boilerplate MCP server framework with declarative YAML configuration (by paiml, ★3, security:PASS) - [Write)](https://github.com/praveensehgal/remarkable-mcp): Read, write, and manage your reMarkable tablet — browse, upload, create folders, move, delete, OCR (by praveensehgal, ★3, security:PASS) - [icp-intelligence-mcp](https://github.com/shashwatgtm/icp-intelligence-mcp): Deep ICP Analysis with Pattern Detection - 9 B2B targeting tools (by shashwatgtm, ★3, security:PASS) - [WebDAV MCP](https://github.com/vernonstinebaker/webdav-mcp): Zero-dependency WebDAV MCP server — single static binary, no Node.js or Python. 8 tools via stdio. (by vernonstinebaker, ★3, security:PASS) - [VMware Pilot](https://github.com/vmware-skills/VMware-Pilot): Multi-step workflow orchestration for VMware MCP skills with approval gates and rollback. (by vmware-skills, ★3, security:PASS) - [mcp-server](https://github.com/pitwch/pfx-mcp-server): MCP Server für Forterro Proffix Px5 ERP (by pitwch, ★2, security:PASS) - [mcp-job-board-keyword-signal-scanner](https://github.com/mambalabsdev/mcp-job-board-keyword-signal-scanner): Scans Greenhouse, Lever, Ashby, Workday, Rippling for roles in any category. Clay-ready. (by mambalabsdev, ★2, security:PASS) - [PandaDoc MCP Server](https://github.com/PandaDoc/mcp-server-guide): PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc documents. (by PandaDoc, ★2, security:PASS) - [Senzii Scheduling](https://github.com/Senzii-App/app/tree/main/mcp_server): Open-source staff scheduling: skills matching, shifts, certifications. Self-hostable, MCP-native. (by Senzii-App, ★2, security:PASS) - [eeg-mcp](https://github.com/AImplifier/eeg-mcp): Real-time EEG: BrainFlow streaming, wall-clock replay, online DSP, recording, and stimulation. (by AImplifier, ★2, security:PASS) - [OokCite](https://github.com/TurtleTech-ehf/ookcite-mcp): Catch fabricated citations: verify DOIs/ISBNs and format them in 2900+ CSL styles. (by TurtleTech-ehf, ★2, security:PASS) - [P2Predict](https://github.com/ahmed-khalil-hafsi/P2Predict): Local MCP server for parametric price benchmarking in procurement and engineering. (by ahmed-khalil-hafsi, ★2, security:PASS) - [Blank Files MCP](https://github.com/filearchitect/blankfiles-website): MCP server for listing and retrieving minimal valid blank files from blankfiles.com. (by filearchitect, ★2, security:PASS) - [mcp-time](https://github.com/mcpcentral-io/mcp-time): Time MCP server via HTTP (by mcpcentral-io, ★2, security:PASS) - [ravendb-mcp](https://github.com/ravendb/ravendb-mcp): Read-only MCP diagnostics server for RavenDB. (by ravendb, ★2, security:PASS) - [Monumenten](https://github.com/woonstadrotterdam/mcp-monumenten): Look up Dutch BAG verblijfsobject IDs and monumental status. (by woonstadrotterdam, ★2, security:PASS) - [Shodai Agreements](https://github.com/CNSLabs/agreements-api-sdk/tree/main/packages/agreements-mcp-server): Author, validate, deploy, and operate Shodai on-chain agreements. (by CNSLabs, ★2, security:PASS) - [Massdriver](https://github.com/massdriver-cloud/mcp-server): Manage the Massdriver infrastructure platform: projects, environments, deployments, and more. (by massdriver-cloud, ★1, security:PASS) - [casemargin-mcp-server](https://github.com/Casemargin/casemargin-mcp-server): Turn a support ticket into a structured case brief, or score its L2 escalation readiness. (by Casemargin, ★1, security:PASS) - [GTM Otto](https://github.com/gtmotto/mcp): Self-driving LinkedIn prospecting: it sources, warms and invites daily. You approve every message. (by gtmotto, ★1, security:PASS) - [Hydrata - ANUGA Flood Simulation](https://github.com/Hydrata/hydrata-mcp-server): Run ANUGA flood simulations, track progress, and retrieve results on Hydrata Cloud. (by Hydrata, ★1, security:PASS) - [Edgegap](https://github.com/edgegap/edgegap-mcp): Deploy and operate multiplayer game servers on Edgegap's global edge network. (by edgegap, ★1, security:PASS) - [dns-intelligence](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/dns-intelligence): DNS record enumeration, misconfiguration and dangling-subdomain detection (by GuardBee, ★1, security:PASS) - [elicitation-auditor](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/elicitation-auditor): MCP elicitation anti-patterns: secrets in forms, third-party authorize URLs, credentials in URLs (by GuardBee, ★1, security:PASS) - [ssl-inspector](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/ssl-inspector): TLS certificate/cipher/protocol inspection (by GuardBee, ★1, security:PASS) - [cropgraph](https://github.com/Cropgraph/cropgraph): CropGraph MCP. Crops, companions, pests, rotation, soil, GDD, pest intelligence. (by Cropgraph, ★1, security:PASS) - [Delora MCP](https://github.com/DeloraProtocol/delora-mcp): Delora MCP server for cross-chain quotes, supported chains, tokens, and tools. (by DeloraProtocol, ★1, security:PASS) - [Inistate MCP](https://github.com/Inistate/inistate-mcp): MCP server for the Inistate platform: module discovery, entry management, and activity submission. (by Inistate, ★1, security:PASS) - [maias](https://github.com/MAIAS-project/maias): Validate, query, safely edit, and wireframe MAIAS app-IA documents: cascading renames, atomic edits. (by MAIAS-project, ★1, security:PASS) - [mcp](https://github.com/Massed-Compute/massed-compute-mcp): Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes. (by Massed-Compute, ★1, security:PASS) - [sdcvalidator](https://github.com/SemanticDataCharter/sdcvalidator): SDC4 structural validator with ExceptionalValue recovery; thin wrapper over xmlschema. (by SemanticDataCharter, ★1, security:PASS) - [mcp-server](https://github.com/TeleKashOracle/mcp-server): Prediction market probability oracle. 500+ markets from Kalshi, Polymarket & Metaculus. (by TeleKashOracle, ★1, security:PASS) - [FEA (finite element analysis)](https://github.com/benchwire/mcp-fea): Real FEA on CAD parts: validated setups, stress, safety factor, natural frequencies (by benchwire, ★1, security:PASS) - [jev-decision-mcp](https://github.com/amidabuddha/jev-decision-mcp): Typed Jev decisions in one batched tool: choice, score, and yes/no probabilities. (by amidabuddha, ★1, security:PASS) - [Staticbot](https://github.com/bitfiction/staticbot-mcp): Deploy websites, migrate app backends, and run continuous sync with explicit approval gates. (by bitfiction, ★1, security:PASS) - [MCP Wordpress](https://github.com/crunchtools/mcp-wordpress): Secure MCP server for WordPress content management (by crunchtools, ★1, security:PASS) - [MCP Workboard](https://github.com/crunchtools/mcp-workboard): Secure MCP server for WorkBoard OKR and strategy execution platform (by crunchtools, ★1, security:PASS) - [TweekIT MCP Server](https://github.com/equilibrium-team/tweekit-mcp): Normalize and convert more than 400 file types via TweekIT's hosted MCP streamable HTTP endpoint. (by equilibrium-team, ★1, security:PASS) - [mcpindex](https://github.com/mcpindex-ai/mcpindex-web/tree/main/mcp-server-mcpindex): The MCP server index that vets servers, not just lists them. Advisory screen before you install. (by mcpindex-ai, ★1, security:PASS) - [Industrial-AIOps Energy](https://github.com/industrial-aiops/industrial-aiops-energy): Industrial-AIOps energy edition: IEC-104/DNP3/IEC-61850 read-only OT connectors on iaiops.core. (by industrial-aiops, ★1, security:PASS) - [recipe-mcp](https://github.com/valetdotdev/recipe-mcp): Generate and remix recipes using cookwith.co (by valetdotdev, ★1, security:PASS) - [mcp-pdf](https://github.com/mcp-z/mcp-pdf): MCP server for PDF generation using PDFKit (by mcp-z, ★1, security:PASS) - [VPS Ops](https://github.com/koller-nexus/vps-ops-mcp): Stdio MCP server that inspects and (with confirmation) mutates one VPS over SSH. (by koller-nexus, ★1, security:PASS) - [DETRAN AL: Renajud](https://github.com/mcp-dir/detran_al_renajud-mcp): DETRAN AL: Renajud, official-source lookup. Platform-hosted, pay per query with prepaid credit. (by mcp-dir, ★1, security:PASS) - [ECRVSP Restrições: Bloqueios Judiciais RENAJUD](https://github.com/mcp-dir/ecrvsp_restricoes_renajud-mcp): ECRVSP Restrições: Bloqueios Judiciais RENAJUD, official-source lookup. Platform-hosted, pay per que (by mcp-dir, ★1, security:PASS) - [Procfy](https://github.com/mcp-dir/procfy-mcp): Financial management on Procfy — transactions (revenue/expense/transfers), bank accounts, contacts, (by mcp-dir, ★1, security:PASS) - [Receita Federal: Simples (Emissão de DAS de MEI)](https://github.com/mcp-dir/receita_federal_simples_das-mcp): Receita Federal: Simples (Issuance de DAS de MEI), official-source lookup. Platform-hosted, pay per (by mcp-dir, ★1, security:PASS) - [Dev Workflow MCP Server](https://github.com/programinglive/dev-workflow-mcp-server): MCP server to enforce development workflow discipline (by programinglive, ★1, security:PASS) - [PropLine — Sports Betting Odds & Prop Resolution](https://github.com/proplineapi/propline-mcp): Live odds, cross-book +EV and graded player-prop results across 37 books. Hosted endpoint included. (by proplineapi, ★1, security:PASS) - [rstream CLI MCP](https://github.com/rstreamlabs/rstream-go): Local stdio MCP server for rstream setup, tunnels, WebTTY, and remote operations. (by rstreamlabs, ★1, security:PASS) - [Dealroom](https://github.com/RINDOGATAN/deal-room): Draft and negotiate contracts clause by clause; a published formula proposes the compromise. (by RINDOGATAN, ★1, security:PASS) - [odoo-assistant](https://github.com/singleflo/odoo-assistant-mcp): Odoo virtual employee via MCP: query, create, modify records, workflows, PDFs, and activities. (by singleflo, ★1, security:PASS) - [Theyond](https://github.com/theyond/mcp): Live jobs from employer career pages. Read-only. Hit Apply on theyond.com. You land on the employer. (by theyond, ★1, security:PASS) - [mcp-check-licenses](https://github.com/webmoleai/mcp-check-licenses): Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts. (by webmoleai, ★1, security:PASS) - [mcp-check-links](https://github.com/webmoleai/mcp-check-links): Find broken links, missing meta tags, and redirect chains on any website. (by webmoleai, ★1, security:PASS) - [wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw): Save any product URL to your Wishfinity wishlist. Works with any MCP client. (by wishfinity, ★1, security:PASS) - [TAG IT Verify](https://github.com/TAG-IT-NETWORK/tagit-dashboard/tree/main/apps/verify): Verify on-chain lifecycle state and provenance of NFC-tagged physical products. (by TAG-IT-NETWORK, ★1, security:PASS) - [THORChain Swap](https://github.com/thorchain/swap.thorchain): Read-only THORChain swap quotes, liquidity pools, and network status. (by thorchain, ★1, security:PASS) - [parsee](https://github.com/parsee-ru/MCP): Цены, наличие, отзывы и СПП с Ozon и Wildberries — на компьютере продавца (by parsee-ru, ★1, security:PASS) - [SavePropTax](https://github.com/atifnayeem-oss/saveproptax-mcp): Free check of a California home for a Proposition 8 property tax reduction, plus owner filing. (by atifnayeem-oss, ★0, security:PASS) - [packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp): Compare parcel and letter delivery prices across carriers in 27 European countries. (by IAfanasov, ★0, security:PASS) - [Nanoleaf](https://github.com/srnetadmin/nanoleaf-mcp-server): Control Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices (by srnetadmin, ★0, security:PASS) ## Productivity - [crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop): Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items. (by CrossPaste, ★2610, security:PASS) - [workopia](https://github.com/workopia/workopia-mcp): Workopia - free MCP for global job search, PDF resume builder, and AI career advice. (by workopia, ★316, security:PASS) - [Taskade MCP](https://github.com/taskade/mcp): Hosted OAuth MCP at https://www.taskade.com/mcp, or local @taskade/mcp-server. (by taskade, ★163, security:PASS) - [Dart](https://github.com/its-dart/dart-mcp-server): Interact with task, doc, and project data in Dart, an AI-native project management tool (by its-dart, ★128, security:PASS) - [mcp](https://github.com/Teamwork/mcp): The Teamwork.com official MCP server helps teams efficiently manage client projects with AI. (by Teamwork, ★26, security:PASS) - [OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET): Create and edit Word, PowerPoint, and Excel files with typed plans and safe previews (by ilia-sokolov, ★24, security:PASS) - [presentations](https://github.com/getalai/alai-mcp-server): Generate, edit, and export AI presentations to PDF, PPTX, or a shareable link. (by getalai, ★5, security:PASS) - [SlideForge](https://github.com/smartdatabrokers/slideforge-mcp): Deterministic, fully editable PowerPoint from typed slide intents. 200+ layouts, brand templates. (by smartdatabrokers, ★4, security:PASS) - [humanpen-mcp](https://github.com/humanpen/humanpen-mcp): Document-level AI humanizer for .docx/.pptx: whole file, selected passages, or flagged text. (by humanpen, ★4, security:PASS) - [mcp](https://github.com/crisphive/crisphive-mcp): Field operations on a deterministic solver — run jobs, crews & fleet from Claude or ChatGPT. (by crisphive, ★3, security:PASS) - [Workfile](https://github.com/illodev/workfile): Repository-native protocol and local MCP server for Work, Docs, History and durable project Memory. (by illodev, ★3, security:PASS) - [Routine](https://github.com/routineco/mcp-server): MCP server to interact with Routine: calendars, tasks, notes, etc. (by routineco, ★3, security:REVIEW) - [Timebook](https://github.com/squidcode/timebook-cli): Track time on usetimebook.com - start/stop timers, log entries, list projects/clients. (by squidcode, ★2, security:PASS) - [presentations-ai](https://github.com/slidecraft-in/presentations-ai-mcp-server): Presentations.AI MCP server — create designed slide decks from a topic, text, or document. (by slidecraft-in, ★1, security:PASS) - [signwell-mcp](https://github.com/Bidsketch/signwell-mcp): Send documents for e-signature, track signing, and manage templates in SignWell from any MCP client. (by Bidsketch, ★1, security:PASS) - [Kelvia](https://github.com/gonnagetapower/kelvia-mcp): Task manager your agent can fully operate: boards, tasks, sprints, roles, worklogs, day planner. (by gonnagetapower, ★1, security:PASS) - [loupe](https://github.com/mohamed-ashraf-elsaed/loupe): Turn Loupe visual feedback into a backlog: list pinned comments, read each with its element's HTML, computed styles and screenshot, and update its status. (by mohamed-ashraf-elsaed, ★1, security:REVIEW) - [mcp-bridge](https://github.com/asyntai/mcp-bridge): Manage your website's Asyntai AI support agent: knowledge base, agent instructions, conversations and leads, live visitor replies and plan usage. (by asyntai, ★1, security:PASS) - [meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp): Meet.bot scheduling: check calendar availability and book meetings on connected Google and Microsoft calendars. (by poolside-ventures, ★1, security:PASS) - [Chronary](https://github.com/Chronary/chronary-mcp): Calendar API for AI agents: events, availability, Google/Microsoft setup, scheduling, and iCal. (by Chronary, ★0, security:PASS) - [AIOProductOS MCP](https://github.com/AIOProductOS/claude-plugin): AIOProductOS: revenue, feedback, work and analytics on one customer record. 71 tools, 3 apps. (by AIOProductOS, ★0, security:PASS) - [mcp-server-zuuna](https://github.com/kenzotp/mcp-server-zuuna): MCP server for Zuuna: coding agents work your git-truth kanban board via the v1 API. 73 tools. (by kenzotp, ★0, security:PASS) - [Mundane](https://github.com/sttruji/mundane-mcp): Hire verified, escrow-paid humans for real-world tasks: errands, photos, queues, bookings. (by sttruji, ★0, security:PASS) - [aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server): AI Interview Agents: create roles, screen CVs, schedule voice interviews and read scored reports, in English, Hindi and other Indian languages. (by dpkdhingra91, ★0, security:PASS) - [kaneo](https://github.com/usekaneo/kaneo): Official MCP server for Kaneo: manage tasks, projects, and labels from Claude and other MCP clients (by usekaneo, ★9344, security:PASS) - [mcp-atlassian](https://github.com/sooperset/mcp-atlassian): Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center. (by sooperset, ★5967, security:PASS) - [google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp): Google Workspace integration covering Calendar, Drive, Gmail, Docs, Forms, Chat, Slides and Sheets. (by taylorwilsdon, ★3284, security:PASS) - [boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli): BOSS Zhipin recruitment workflow: job search, benefits filtering, recruiter messaging, pipeline tracking and resume optimization. (by can4hou6joeng4, ★2043, security:PASS) - [Anki MCP Server](https://github.com/ankimcp/anki-mcp-server): MCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect. (by ankimcp, ★506, security:PASS) - [mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite): Integration with Gmail and Google Calendar. (by MarkusPfundstein, ★490, security:PASS) - [mcp-server-trello](https://github.com/delorenj/mcp-server-trello): MCP server for Trello boards with rate limiting, type safety, and comprehensive API integration. (by delorenj, ★446, security:PASS) - [mcp-odoo](https://github.com/erpipe-org/mcp-odoo): Odoo MCP: gated writes, multi-instance. Free hosted: ERPipe (mcp.erpipe.com) (by erpipe-org, ★417, security:PASS) - [no_human](https://github.com/no-human-ai/no_human): File a task with your local no_human and check on it: task_add and task_status over stdio. (by no-human-ai, ★327, security:PASS) - [three.ws AgenC](https://github.com/nirholas/three.ws/tree/main/packages/agenc-mcp): Browse the AgenC on-chain task marketplace, query the agent registry, and link identities. (by nirholas, ★224, security:PASS) - [Customermates](https://github.com/customermates/customermates): Native MCP access to CRM contacts, organizations, deals and tasks with user permissions. (by customermates, ★223, security:PASS) - [Google Drive MCP](https://github.com/piotr-agier/google-drive-mcp): Secure access to Google Drive, Docs, Sheets, Slides, and Calendar through MCP. (by piotr-agier, ★222, security:PASS) - [autopilot-jobhunt](https://github.com/tarunlnmiit/autopilot-jobhunt): Agentic job hunt: scan careers pages, score against your resume, draft applications. Never applies. (by tarunlnmiit, ★213, security:PASS) - [claude-desktop-extension-bear-notes](https://github.com/vasylenko/bear-notes-mcp): Search, read, create and update Bear notes locally. (by vasylenko, ★205, security:PASS) - [Joplin MCP Server](https://github.com/alondmnt/joplin-mcp): FastMCP server exposing Joplin notes, notebooks, tags, and imports. (by alondmnt, ★172, security:PASS) - [technocore-chat](https://github.com/flop-labs/technocore-chat/tree/main/mcp): Shared rooms and durable notes for agents over plain HTTP: rendezvous, hand-off, coordination. (by flop-labs, ★163, security:PASS) - [CLEO MCP Server](https://github.com/kryptobaseddev/cleo): Task management for AI coding agents — CQRS 2-gateway pattern, 200 ops across 10 domains (by kryptobaseddev, ★159, security:PASS) - [mcp-server-asana](https://github.com/roychri/mcp-server-asana): Interact with the Asana API. (by roychri, ★148, security:PASS) - [mcp-linear](https://github.com/tacticlaunch/mcp-linear): Integrate with the Linear project management system. (by tacticlaunch, ★146, security:PASS) - [DottedSign](https://github.com/DottedSign-Official/dottedsign-mcp): Automate eSignature workflows and signing tasks via natural language commands. (by DottedSign-Official, ★142, security:PASS) - [ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk): Async Python SDK and MCP server for TickTick: tasks, projects, tags, habits, focus/pomodoro sessions and user analytics. (by dev-mirzabicer, ★141, security:PASS) - [Zero Slop](https://github.com/manavmishra/ZeroSlop/tree/main/mcp/gateway): Score and rewrite AI-assisted prose while preserving names, numbers, quotes, links, and facts. (by manavmishra, ★132, security:PASS) - [yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp): Search and retrieve Yandex Tracker issues, queues and users. (by aikts, ★121, security:PASS) - [keep-mcp](https://github.com/feuerdev/keep-mcp): Read, create, update and delete Google Keep notes. (by feuerdev, ★104, security:PASS) - [caldav-mcp](https://github.com/dominik1001/caldav-mcp): CalDAV calendar operations (list, create, update, delete events) as MCP tools. (by dominik1001, ★103, security:PASS) - [sub-agents-mcp](https://github.com/shinpr/sub-agents-mcp): MCP server for delegating tasks to specialized AI sub-agents across coding tools (by shinpr, ★98, security:PASS) - [jira-mcp](https://github.com/nguyenvanduocit/jira-mcp): Atlassian Jira operations: issue management, sprint planning and workflow transitions. (by nguyenvanduocit, ★97, security:PASS) - [mcp](https://github.com/tata1mg/catalyst-core/tree/main/packages/catalyst-core/mcp_v2): Developer-workflow MCP server for catalyst-core: migration guidance, debugging, and task planning. (by tata1mg, ★92, security:PASS) - [intervals-icu-mcp](https://github.com/hhopke/intervals-icu-mcp): Read/write Intervals.icu MCP server: activities, wellness, calendar, gear, and workouts. (by hhopke, ★87, security:PASS) - [google-calendar](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/google-calendar): MCP server for Google Calendar integration with service account support and domain-wide delegation. (by pulsemcp, ★81, security:PASS) - [kesslerio-attio-mcp-server](https://github.com/kesslerio/attio-mcp-server): Connect AI to your Attio CRM. Manage contacts, companies, deals, and sales pipelines. Create tasks… (by kesslerio, ★69, security:PASS) - [better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server): Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks. (by KuvopLLC, ★66, security:PASS) - [Todoist](https://github.com/stanislavlysenko0912/todoist-mcp-server): Full implementation of Todoist Rest API for MCP server (by stanislavlysenko0912, ★63, security:PASS) - [google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp): Interface with the Google Calendar API. (by takumi0706, ★59, security:PASS) - [Orbit](https://github.com/Noveum/orbit/tree/main/packages/mcp-server): Task management for people and AI agents, with scoped OAuth access to issues, projects, and docs. (by Noveum, ★57, security:PASS) - [Autotask](https://github.com/WYRE-AI/autotask-mcp): MCP server for Kaseya Autotask PSA — companies, tickets, projects, time entries, and more. (by WYRE-AI, ★57, security:PASS) - [Huly MCP](https://github.com/dearlordylord/huly-mcp): Huly MCP: feature-complete MCP server for Huly integration (by dearlordylord, ★57, security:PASS) - [FocusRelay](https://github.com/deverman/FocusRelayMCP): Connect AI tools to OmniFocus on macOS to find, review, and safely update tasks and projects. (by deverman, ★54, security:PASS) - [Trello](https://github.com/m0xai/trello-mcp-server): Trello integration for working with boards, lists in boards and cards in lists. (by m0xai, ★54, security:PASS) - [easy-notion](https://github.com/Grey-Iris/easy-notion-mcp): Markdown-first Notion MCP server. ~6-7x fewer response tokens vs official Notion MCP. 43 tools. (by Grey-Iris, ★53, security:PASS) - [mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes): MCP server for Apple Notes integration using AppleScript with full CRUD operations (by henilcalagiya, ★52, security:PASS) - [clickup](https://github.com/taazkareem/clickup-mcp-server): Premium AI integration. Tasks, lists, docs, folders, time. 50+ tools. Instant setup. (by taazkareem, ★52, security:PASS) - [mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior): Basic local Taskwarrior usage: add, update and remove tasks. (by awwaiid, ★51, security:PASS) - [bear-mcp-server](https://github.com/akseyh/bear-mcp-server): Read Bear notes (macOS only). (by akseyh, ★45, security:PASS) - [macuse](https://github.com/macuse-app/macuse-mcp): MCP server for Mac — control Calendar, Mail, Notes, Reminders, and any Mac app, fully on-device. (by macuse-app, ★44, security:PASS) - [saga-mcp](https://github.com/spranab/saga-mcp): Jira-like project tracker for AI agents with SQLite, full task hierarchy, and dashboard (by spranab, ★39, security:PASS) - [macOS Calendar and Reminders](https://github.com/PsychQuant/che-ical-mcp): macOS Calendar and Reminders MCP server (29 tools). Native Swift EventKit, iCloud/Google/Exchange. (by PsychQuant, ★38, security:PASS) - [dav-mcp](https://github.com/PhilflowIO/dav-mcp): AI-orchestrated calendars, contacts & tasks across any DAV platform. 27 tools, field-agnostic. (by PhilflowIO, ★36, security:PASS) - [Bilig WorkPaper](https://github.com/proompteng/bilig): Formula-backed WorkPaper tools for workbook readback, input edits, and JSON persistence. (by proompteng, ★35, security:PASS) - [open-mcp-apps](https://github.com/2nd1st/open-mcp-apps): Persistent, interactive MCP Apps — the AI builds an app once, you both reuse it (by 2nd1st, ★33, security:PASS) - [MCP Evernote](https://github.com/verygoodplugins/mcp-evernote): Evernote note management with OAuth and ENML conversion (by verygoodplugins, ★33, security:PASS) - [Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server): Interact with Google Calendar, Gmail, Drive and other Google Workspace apps. (by giuseppe-coco, ★30, security:PASS) - [kanboard-mcp](https://github.com/bivex/kanboard-mcp): Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls. (by bivex, ★28, security:PASS) - [KittyClaw](https://github.com/Ekioo/KittyClaw): Drive KittyClaw, a self-hosted agent-fleet kanban, from any MCP client (embedded /mcp endpoint). (by Ekioo, ★27, security:PASS) - [simplenote-mcp](https://github.com/Automattic/simplenote-mcp): MCP server for reading Simplenote notes across macOS, Linux, and Windows (by Automattic, ★26, security:PASS) - [Project Parva](https://github.com/dantwoashim/Project_Parva): Read-only Nepali date, calendar, festival, Panchanga, and temporal verification tools. (by dantwoashim, ★26, security:PASS) - [calendar-mcp](https://github.com/deciduus/calendar-mcp): Google Calendar for LLM agents: find, create, update, move, delete events; free/busy; scheduling. (by deciduus, ★26, security:PASS) - [Jira Context MCP](https://github.com/rahulthedevil/Jira-Context-MCP): MCP server to provide Jira Tickets information to AI coding agents like Cursor. (by rahulthedevil, ★26, security:PASS) - [JobGPT - Job Search Automation & Auto Apply](https://github.com/6figr-com/jobgpt-mcp-server): Job search automation, auto apply, resume builder, application tracking, and recruiter outreach (by 6figr-com, ★25, security:PASS) - [clio-mcp](https://github.com/oktopeak/clio-mcp): Connect Claude to Clio: 34 tools for matters, custom fields, notes, documents, folders, billing. (by oktopeak, ★25, security:PASS) - [quickchat-ai-mcp](https://github.com/quickchatai/quickchat-ai-mcp): Expose your Quickchat AI agent as an MCP server, giving AI apps real-time access to its knowledge base and conversational capabilities. (by quickchatai, ★24, security:PASS) - [Apple Calendar](https://github.com/JonathanRReed/Apple-MCPs/tree/main/Apple-Calendar-MCP): List, create, update, and delete events in Apple Calendar on macOS. (by JonathanRReed, ★21, security:PASS) - [Apple Files](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleFiles-MCP): Inspect and manage local files and folders inside allowed roots on macOS. (by JonathanRReed, ★21, security:PASS) - [Apple Reminders](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleReminders-MCP): List, create, update, complete, and delete reminders in Apple Reminders on macOS. (by JonathanRReed, ★21, security:PASS) - [Apple Messages](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleMessages-MCP): Read Messages history on macOS and send or reply through Messages.app. (by JonathanRReed, ★21, security:PASS) - [Apple Shortcuts](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleShortcuts-MCP): List, inspect, and run Apple Shortcuts on macOS. (by JonathanRReed, ★21, security:PASS) - [Apple System](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleSystem-MCP): Read and manage macOS system settings and perform scoped desktop actions. (by JonathanRReed, ★21, security:PASS) - [Apple Tools (Unified)](https://github.com/JonathanRReed/Apple-MCPs/tree/main/Apple-Tools-MCP): Unified Apple ecosystem MCP server for macOS: Mail, Calendar, Notes, Files, Messages, and more. (by JonathanRReed, ★21, security:PASS) - [reMarkable MCP Server](https://github.com/wavyrai/rm-mcp): Access your reMarkable tablet - read documents, browse files, extract text and OCR handwritten notes (by wavyrai, ★21, security:PASS) - [google-mcp](https://github.com/vakharwalad23/google-mcp): Tools for Gmail, Google Calendar, Google Drive and Google Tasks. (by vakharwalad23, ★21, security:PASS) - [icloud-calendar-mcp](https://github.com/icloud-calendar-mcp/icloud-calendar-mcp): MCP server for iCloud (Apple) Calendar access via CalDAV (by icloud-calendar-mcp, ★20, security:PASS) - [airmcp](https://github.com/heznpc/AirMCP): Governed MCP runtime for the Apple ecosystem, available on macOS with per-call approval. (by heznpc, ★18, security:PASS) - [founders-os](https://github.com/OurThinkTank/founders-os): Self-hosted business context: CRM, checkpoints, automation triggers, financial ledger, tasks, playbooks, news feeds, projects and semantic memory. (by OurThinkTank, ★18, security:PASS) - [Lockkeeper](https://github.com/Hannay001/lockkeeper): Routes each task to the few skills, MCP servers and tools that fit it. (by Hannay001, ★17, security:PASS) - [mcp-orchestro](https://github.com/khaoss85/mcp-orchestro): Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers. (by khaoss85, ★16, security:PASS) - [attio-mcp-server](https://github.com/hmk/attio-mcp-server): Manage records and notes in Attio CRM. (by hmk, ★16, security:PASS) - [mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion): MCP server for Polarion ALM — read and write documents and work items (by devemberx, ★15, security:PASS) - [claudia](https://github.com/yuvalsuede/claudia): Task management for AI agents with hierarchical tasks, dependencies, sprints, and coordination. (by yuvalsuede, ★15, security:PASS) - [Mac Shortcuts — read your Mac from any agent](https://github.com/Dominic-DK/mac-shortcuts-mcp): Read your Mac's Calendar, Reminders, Notes, Contacts and more via Shortcuts. Read-only, local. (by Dominic-DK, ★14, security:PASS) - [mcp-microsoft-todo](https://github.com/MAG-Cie/mcp-microsoft-todo): MCP server for Microsoft To Do via Microsoft Graph. MSAL device code flow, no client secret needed. (by MAG-Cie, ★14, security:PASS) - [mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes): Local semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management and fuzzy title matching. (by Dan8Oren, ★14, security:PASS) - [ofw-mcp](https://github.com/chrischall/ofw-mcp): OurFamilyWizard co-parenting for Claude — messages, calendar, expenses, and journal (by chrischall, ★13, security:PASS) - [Temporal Cortex Calendar MCP](https://github.com/temporal-cortex/mcp): 18 deterministic calendar tools: contact resolution, temporal context, availability, booking (by temporal-cortex, ★13, security:PASS) - [dida-mcp](https://github.com/Martinqi826/dida-mcp): Dida365 (TickTick China) task management: projects, tasks, tags and habits. (by Martinqi826, ★13, security:PASS) - [Astravue MCP](https://github.com/AstravueOrg/astravue-mcp-server): Manage projects, tasks, time tracking, and team collaboration through natural language. (by AstravueOrg, ★12, security:PASS) - [brightspace](https://github.com/JhostinAleck/brightspace-mcp): D2L Brightspace MCP server: courses, grades, rubrics, feedback, course files, calendar. Multi-auth. (by JhostinAleck, ★12, security:PASS) - [orbit](https://github.com/constellation-works/orbit): Orbit's local-first task and workflow registry for coding agents. (by constellation-works, ★12, security:PASS) - [proactive-mcp](https://github.com/madrobotnet/proactive-mcp): Detects reply deadlines, calendar conflicts, and personal occasions for MCP agents. (by madrobotnet, ★12, security:PASS) - [Microsoft 365 Calendar](https://github.com/mindstone/mcp-servers/tree/main/connectors/microsoft-calendar): Microsoft 365 Outlook calendar via Graph: list, get, create, update, respond, free/busy. (by mindstone, ★12, security:PASS) - [Outreach](https://github.com/mindstone/mcp-servers/tree/main/connectors/outreach): Outreach sales engagement MCP server: prospects, sequences, accounts, tasks, and mailings (by mindstone, ★12, security:PASS) - [Salesforce](https://github.com/mindstone/mcp-servers/tree/main/connectors/salesforce): Salesforce CRM MCP server: accounts, contacts, opportunities, leads, tasks, and custom objects (by mindstone, ★12, security:PASS) - [agentspore](https://github.com/AgentSpore/agentspore): Connect an AI agent to AgentSpore: receive tasks, report progress, and message other agents. (by AgentSpore, ★11, security:PASS) - [skylight-mcp](https://github.com/chrischall/skylight-mcp): Skylight Calendar for Claude — family events, chores, and rewards. (by chrischall, ★11, security:PASS) - [planka](https://github.com/gogogadgetbytes/planka-mcp): MCP server for PLANKA kanban boards. Full CRUD for cards, tasks, comments, and labels. (by gogogadgetbytes, ★11, security:PASS) - [mcp-standardnotes](https://github.com/lozit/mcp-standardnotes): End-to-end encrypted access to a Standard Notes vault (protocol 004, local stdio only). (by lozit, ★11, security:PASS) - [NoClick](https://github.com/noclickapp/noclick): Build agents to automate any background task. Works with your ChatGPT/Claude subscription. (by noclickapp, ★11, security:PASS) - [procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server): Full Procore REST API access for construction project management via discovery and execution tools: projects, RFIs, submittals, daily logs, budgets and more. (by TylerIlunga, ★11, security:PASS) - [docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp): Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition. (by wisflux, ★11, security:PASS) - [TexMCP](https://github.com/devroopsaha744/TexMCP): Render LaTeX, raw or from customizable templates, into PDF documents such as reports, resumes and research papers. (by devroopsaha744, ★11, security:PASS) - [Google Workspace MCP Server](https://github.com/conorbronsdon/gws-mcp-server): 67 curated MCP tools for Google Workspace: Gmail, Calendar, Drive, Sheets, Docs, Slides, Tasks. (by conorbronsdon, ★10, security:PASS) - [psquare](https://github.com/thehesiod/psquare-mcp): MCP server for ParentSquare — feeds, calendars, messages, directories, and admin roster tools (by thehesiod, ★10, security:PASS) - [things-mcp](https://github.com/jimfilippou/things-mcp): Create, update and manage todos and projects in the Things app via its URL scheme. (by jimfilippou, ★10, security:REVIEW) - [gcal](https://github.com/mintmcp/servers): A MCP server that works with Google Calendar to manage event listing, reading, and updates. (by mintmcp, ★9, security:REVIEW) - [deltat](https://github.com/open-deltat/tap/tree/main/packages/mcp): Give an agent a calendar it can book without double-booking: find, hold, then commit atomically. (by open-deltat, ★9, security:PASS) - [kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp): Kanboard integration with multi-project routing via a YAML config file. (by ErnestoCorona, ★9, security:PASS) - [KitchenSink4Word](https://github.com/KitchenSink4AI/KitchenSink4Word): Word (.docx) MCP server: 222 operations, live editing, tracked changes, citations, mail merge. (by KitchenSink4AI, ★8, security:PASS) - [Mob](https://github.com/benkaiser/mob-mcp-crm): An AI-first personal CRM you run in natural language: contacts, reminders, notes, and more. (by benkaiser, ★8, security:PASS) - [Human Pages](https://github.com/human-pages-ai/humanpages): Hire real humans for tasks agents can't do alone. 36 tools for the full hiring lifecycle. (by human-pages-ai, ★8, security:PASS) - [mdshare](https://github.com/urbanmorph/mdshare): Free markdown sharing. Upload, get links, collaborate. No login needed. (by urbanmorph, ★8, security:PASS) - [jira-mcp](https://github.com/xcollantes/jira-mcp): Feature-rich MCP for controlling Jira through LLM clients. Safe for corporate environments. (by xcollantes, ★8, security:PASS) - [harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server): Harvest time tracking via the Harvest API v2: manage time entries, projects, clients and tasks, and generate time reports. (by ianaleck, ★8, security:PASS) - [Nextcloud Calendar](https://github.com/Cheffromspace/mcp-nextcloud-calendar): CalDAV Nectcloud calendar integration. Manage calendars, events, attendees, etc. (by Cheffromspace, ★8, security:PASS) - [Project Manager](https://github.com/croffasia/mcp-project-manager): Hierarchical task management (ideas → epics → tasks) with CLI dashboard (by croffasia, ★8, security:PASS) - [bugherd-mcp](https://github.com/Berckan/bugherd-mcp): BugHerd API v2 integration — 37 tools for projects, tasks, comments, and webhooks. (by Berckan, ★7, security:PASS) - [Epoch](https://github.com/KyaniteLabs/Epoch): Epoch time estimation MCP server for PERT, COCOMO, Monte Carlo, calibration, cost, and risk. (by KyaniteLabs, ★7, security:PASS) - [claude-agy-mcp](https://github.com/PyModel/claude-agy-mcp): Delegate heavy tasks from Claude Code to the Antigravity CLI (Gemini) with quota-aware failover. (by PyModel, ★7, security:PASS) - [zendesk-mcp](https://github.com/michaelrice/zendesk-mcp): Zendesk MCP server for Claude Code and other MCP clients (by michaelrice, ★7, security:PASS) - [CellarTracker](https://github.com/slavins-co/cellartracker-mcp): Read-only access to your CellarTracker wine cellar: inventory, drinking windows, purchases, notes. (by slavins-co, ★7, security:PASS) - [Release Notes Index](https://github.com/buildinternet/releases): Release notes and changelogs from across the web, indexed for agents. Also via CLI and REST API. (by buildinternet, ★7, security:PASS) - [context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp): Productivity suite connecting Todo, Idea, Journal and Timer apps. (by tubasasakunn, ★7, security:REVIEW) - [ennodia](https://github.com/cherninlab/ennodia): Connects the AI agents you use: your agent hands a task to another and gets the answer back (by cherninlab, ★6, security:PASS) - [amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp): Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings. (by MarceauSolutions, ★6, security:PASS) - [Joxo](https://github.com/JoxoAI/joxo): One shared project for a team's coding agents: decisions, a task board and handoffs. (by JoxoAI, ★5, security:PASS) - [mcp](https://github.com/gitscrum-core/mcp-server): MCP server for GitScrum — manage tasks, sprints, time tracking, and client workflows via AI (by gitscrum-core, ★5, security:PASS) - [devcoach](https://github.com/UltimaPhoenix/dev-coach): Progressive in-context technical coaching in your AI agent — one local, free lesson per task. (by UltimaPhoenix, ★5, security:PASS) - [local-delegate](https://github.com/ZahiriNatZuke/local-delegate): Delegate mechanical text tasks to a local OpenAI-compatible LLM to save Claude quota. (by ZahiriNatZuke, ★5, security:PASS) - [calendarmcp](https://github.com/aernouddekker/macos-mcp): MCP server for macOS Calendar.app — calendar and event management via AppleScript (by aernouddekker, ★5, security:PASS) - [Casefile](https://github.com/azimov777/casefile): Self-hosted task tracker for AI agents: a case file per task, so hand-offs survive a fresh context. (by azimov777, ★5, security:PASS) - [noteit-mcp](https://github.com/bahfahh/noteit-mcp): MCP server for AI agent profiles and smart notes. 60+ coding prompt packs with expert personas. (by bahfahh, ★5, security:PASS) - [google-mcp](https://github.com/matiasbattocchia/google-mcp): Streamable HTTP MCP server for Google Calendar and Sheets with OAuth login. (by matiasbattocchia, ★5, security:PASS) - [IT Glue](https://github.com/mspstack/mcp-itglue): IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK (by mspstack, ★5, security:PASS) - [mycase-mcp](https://github.com/oktopeak/mycase-mcp): Connect Claude to MyCase: cases, contacts, documents, tasks, calendar, calls, time, billing, staff. (by oktopeak, ★5, security:PASS) - [jira-mcp](https://github.com/raalarcon9705/jira-mcp): Jira & Confluence MCP: 24 tools for issues, sprints, comments, transitions & wiki. Run via npx. (by raalarcon9705, ★5, security:PASS) - [word-aligner](https://github.com/tinygodsdev/bitext-word-alignment): Turn a phrase and its translation into a shareable word-alignment diagram. (by tinygodsdev, ★5, security:PASS) - [backlog](https://github.com/backloghq/backlog): Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation. (by backloghq, ★5, security:PASS) - [open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp): Greenhouse ATS for recruiting teams: role-based profiles (full, recruiter, read-only), pipeline views, analytics, candidate search and bulk operations. (by benmonopoli, ★5, security:PASS) - [bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp): Connect to Bitrix24: CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. (by bit2beat, ★5, security:PASS) - [mjucius-cozi_mcp](https://github.com/mjucius/cozi_mcp): Manage your family's calendars and lists in Cozi. View, create, and update appointments; organize… (by mjucius, ★4, security:PASS) - [smart-context-mcp](https://github.com/Arrayo/smart-context-mcp): Reduces AI agent token usage by 90% via context compression and task checkpoint persistence. (by Arrayo, ★4, security:PASS) - [claude-token-saver-mcp](https://github.com/BlackFoil/claude-token-saver-mcp): MCP server that offloads routine coding tasks to local LLM (Ollama) to save Claude API tokens (by BlackFoil, ★4, security:PASS) - [Job Search MCP](https://github.com/Servation/job-search-mcp): Claude searches real job boards, scores each job 0-100 for fit, and shows a ranked board. (by Servation, ★4, security:PASS) - [jules-dispatch](https://github.com/Yuuqq/jules-dispatch): Batch-dispatch coding tasks to Google Jules: 50 parallel sessions, plan approval, PR collection. (by Yuuqq, ★4, security:PASS) - [Jira Cloud](https://github.com/aaronsb/jira-cloud): MCP server for Jira Cloud — manage issues, sprints, boards, filters, and custom fields (by aaronsb, ★4, security:PASS) - [mcp-jira-scoped](https://github.com/deepwired/mcp-jira): Jira MCP server with scoped API tokens via api.atlassian.com gateway (by deepwired, ★4, security:PASS) - [dida365](https://github.com/evalor/Dida365MCP): MCP Server for Dida365 (TickTick) Task Management Integration (by evalor, ★4, security:PASS) - [nexus-mcp](https://github.com/j7an/nexus-mcp): Delegate tasks to coding agents (Claude, Codex, Antigravity) from any MCP client (by j7an, ★4, security:PASS) - [Notipo](https://github.com/kfuras/notipo-app): Publish to self-hosted WordPress from AI agents: markdown, images, SEO, and Notion sync. (by kfuras, ★4, security:PASS) - [Apple Maps](https://github.com/mgcrea/cupertino/tree/main/packages/maps): Read and act on Apple Maps — favourites, Guides and recents, writes off by default (by mgcrea, ★4, security:PASS) - [Apple Safari](https://github.com/mgcrea/cupertino/tree/main/packages/safari): Read and act on Safari — history, tabs and reading list, writes off by default (by mgcrea, ★4, security:PASS) - [Microsoft Planner](https://github.com/mspstack/mcp-planner): Microsoft Planner MCP server — plans, buckets, tasks via Microsoft Graph, ETags handled (by mspstack, ★4, security:PASS) - [rebar](https://github.com/navapbc/rebar): Event-sourced ticket tracker + Jira reconciler, exposed as a Python library, CLI, and MCP server. (by navapbc, ★4, security:PASS) - [p4plan-mcp](https://github.com/perforce/p4plan-mcp): MCP server for P4 Plan — tasks, sprints, bugs, comments, custom fields via GraphQL API. (by perforce, ★4, security:PASS) - [planfix-mcp](https://github.com/theYahia/planfix-mcp): MCP server for Planfix API — tasks, contacts. 3 tools. (by theYahia, ★4, security:PASS) - [InvGate Service Desk](https://github.com/tracegazer/invgate-service-desk-mcp): InvGate Service Desk MCP: 96 tools/11 domains, 3-tier access (none/support/full), OTel. (by tracegazer, ★4, security:PASS) - [reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server): MCP server for Reclaim.ai - calendar, tasks, habits, and focus time management (by universalamateur, ★4, security:PASS) - [TaskTime Pro](https://github.com/tasktimepro/tasktime/tree/main/agent-bridge): First-party local TaskTime Pro tools for tasks, timers, expenses, invoices, reports, and planning. (by tasktimepro, ★4, security:PASS) - [keynote-mcp](https://github.com/ByAxe/keynote-mcp): Control Apple Keynote via AppleScript: create, edit and export presentations, including slides, content, layout and Unsplash images. (by ByAxe, ★4, security:PASS) - [odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server): Odoo 19 ERP via JSON-RPC: CRUD operations, model inspection and user/company context, with a read-only mode and delete confirmation. (by twtrubiks, ★4, security:PASS) - [OmniSignal](https://github.com/omnisignal-ai/omnisignal-mcp): Live market intelligence & AI content strategy: trends, competitor moves, content calendar. (by omnisignal-ai, ★3, security:PASS) - [Aman-Amith-Shastry-scientific_computation_mcp](https://github.com/Aman-Amith-Shastry/scientific_computation_mcp): This MCP server enables users to perform scientific computations regarding linear algebra and vect… (by Aman-Amith-Shastry, ★3, security:PASS) - [killbottleneck](https://github.com/tengolabs/killbottleneck): Goal and process maps for humans and AI agents on your own server. (by tengolabs, ★3, security:PASS) - [CoS Codex Bridge](https://github.com/AV-Labs-Co/cos-codex-bridge): Operate Codex projects and tasks from a Chief of Staff with scoped access and durable receipts. (by AV-Labs-Co, ★3, security:PASS) - [mcp-server](https://github.com/Agentled/mcp-server): Intelligent AI workflow orchestration with long-term memory, 100+ integrations, and unified credits. (by Agentled, ★3, security:PASS) - [TaskChampion MCP](https://github.com/GabiUp2/TaskChampion_MCP): MCP server for Taskwarrior 3.x, TaskChampion, and Timewarrior task management. (by GabiUp2, ★3, security:PASS) - [Cartograph](https://github.com/anthony-maio/cartograph): Repo analysis for coding agents with ranked files, dependency maps, and task-scoped context. (by anthony-maio, ★3, security:PASS) - [EWS Meeting MCP](https://github.com/ap311036/ews-meeting-mcp): Safely schedule Outlook meetings on on-prem Exchange EWS with preview-confirmed writes. (by ap311036, ★3, security:PASS) - [arabicfmt-mcp](https://github.com/cc1a2b/arabicfmt): Arabic formatting: 22 Arab currencies (Saudi riyal U+20C1), Hijri dates, تفقيط, RTL/bidi fixes. (by cc1a2b, ★3, security:PASS) - [fizzy](https://github.com/davegomez/fizzy-mcp): MCP server for Fizzy task management (by davegomez, ★3, security:PASS) - [keymem](https://github.com/donggyun112/keymem): Associative key-graph memory for LLM agents — recall by association, not vector similarity. (by donggyun112, ★3, security:PASS) - [iCloud](https://github.com/epinethrone/icloud-mcp): iCloud Mail, Calendar, Contacts, Reminders, Notes and Drive. Approval-first, self-hosted or local. (by epinethrone, ★3, security:PASS) - [n8n Pro MCP](https://github.com/helbertparanhos/n8n-pro-mcp): Manage self-hosted n8n (incl. queue mode): workflows, executions, users, audit — 51 tools. (by helbertparanhos, ★3, security:PASS) - [mcp-atlassian-extended](https://github.com/vish288/mcp-atlassian-extended): MCP 2026-07-28 server for Jira and Confluence: sprints, boards, attachments, versions, calendars. (by vish288, ★3, security:PASS) - [zoom-docs](https://github.com/zoom/mcp-registry): Zoom Docs server for creating and retrieving Zoom documents and notes in Markdown. (by zoom, ★3, security:PASS) - [Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP): Trello integration: boards, cards, lists, labels, checklists, attachments (including images), members, custom fields and search, with a read-only mode. (by agrath, ★3, security:PASS) - [mcp-taiga](https://github.com/negoro26/mcp-taiga): Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools. (by negoro26, ★3, security:PASS) - [backlog-mcp](https://github.com/corbym/backlog-mcp): Read/write access to a story-based project backlog stored as markdown files in your repository: list stories, read content, update status and append notes. (by corbym, ★3, security:PASS) - [toggl-mcp](https://github.com/louis030195/toggl-mcp): Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary. (by louis030195, ★3, security:PASS) - [ticktick-mcp](https://github.com/abdulhamid-n/ticktick-mcp): Create, list, update, complete and delete TickTick tasks, plus a natural-language skill for automatic task detection. (by abdulhamid-n, ★3, security:PASS) - [TempGuru Event Staffing](https://github.com/Tempguru-co/tempguru-mcp): Plan W-2 event staffing from 345 catalog entries; a coordinator confirms each order. (by Tempguru-co, ★2, security:PASS) - [YouSpot](https://github.com/OnStartups/youspot-agent-tools): Query one person's second brain: contacts, companies, notes, files and connected accounts. (by OnStartups, ★2, security:PASS) - [StackFiesta](https://github.com/stackfiesta/stackfiesta-mcp): Discover AI tools for game development — 100+ tools indexed by engine, task, and pricing. (by stackfiesta, ★2, security:PASS) - [DeskCrew](https://github.com/webmilmind1/deskcrew-mcp): Agent-native helpdesk where AI agents run support tickets and pay per action in USDC via x402. (by webmilmind1, ★2, security:PASS) - [LTD MCP](https://github.com/Eshway/ltd-mcp): Project management MCP for AI agents with safe task reads and writes. (by Eshway, ★2, security:PASS) - [ML Engineering](https://github.com/NeoAIResearch/neo-mcp/tree/main/python): AI/ML engineering MCP server for Neo — submit tasks, track execution, and retrieve outputs. (by NeoAIResearch, ★2, security:PASS) - [QuantGist](https://github.com/QuantGist-Technologies/QuantGist_MCP): Macro events, earnings & market data from QuantGist for Claude and other AI agents. (by QuantGist-Technologies, ★2, security:PASS) - [Quarterback](https://github.com/bobbyrgoldsmith/quarterback): Strategic task prioritization and agent orchestration for multi-project operators (by bobbyrgoldsmith, ★2, security:PASS) - [n8n Manager MCP](https://github.com/ellmos-ai/n8n-manager-mcp): MCP server for n8n workflow management -- view, create, sync and manage workflows via AI. (by ellmos-ai, ★2, security:PASS) - [NerdyChefs Prompts](https://github.com/mayeu20/nerdychefs-mcp): Search, browse and pick from the free NerdyChefs.ai prompt library from any MCP client. (by mayeu20, ★2, security:PASS) - [remoet-mcp](https://github.com/remoet-labs/remoet-mcp): Job platform for AI agents. Track tech jobs from companies that match your stack. (by remoet-labs, ★2, security:PASS) - [road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph): Finds a plan's blind spots: unstated assumptions, omitted risks, and missing pieces. (by xfloukiex-lab, ★2, security:PASS) - [42min](https://github.com/42min-us/42min-developers): Scheduling for AI assistants: bookings, availability, meeting polls and routing forms. (by 42min-us, ★2, security:PASS) - [ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp): Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine. (by adacreativeco, ★2, security:PASS) - [quip-mcp](https://github.com/bug-breeder/quip-mcp): Quip document access and management: document lifecycle, search and comments for Quip.com and enterprise instances. (by bug-breeder, ★2, security:PASS) - [ve-gws](https://github.com/HuntsDesk/ve-gws): Fork of googleworkspacemcp with extra Google Workspace authoring tools: Slides automation, markdown-to-Docs, Sheets validation and Drive folder copy. (by HuntsDesk, ★2, security:PASS) - [hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp): HVAC equipment RFQ management for contractors: submit quote requests to distributors, track responses and compare prices. (by MarceauSolutions, ★2, security:PASS) - [remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server): Search, filter and retrieve live remote job listings from Jobicy. (by Jobicy, ★2, security:PASS) - [calendar-mcp](https://github.com/wyattjoh/calendar-mcp): Access macOS Calendar events. (by wyattjoh, ★2, security:PASS) - [capsulecrm-mcp](https://github.com/MonadsAG/capsulecrm-mcp): Manage contacts, opportunities and tasks in Capsule CRM. (by MonadsAG, ★2, security:PASS) - [reassign](https://github.com/reassignai/plugins): Reassign: a circular 24-hour calendar and time-tracking copilot with ADHD-friendly scheduling. (by reassignai, ★1, security:PASS) - [mcp-server](https://github.com/muovi-latam/mcp-server): MCP server for Muovi, Argentina's trust-first local services marketplace: find pros, draft tasks. (by muovi-latam, ★1, security:PASS) - [AddCal](https://github.com/addcal/mcp): Publish public calendars and events others subscribe to: RSVPs, feeds and add-to-calendar links. (by addcal, ★1, security:PASS) - [4bl1ty](https://github.com/Brissux-Labs/4bl1ty-mcp): Hire humans for physical-world tasks from your AI agent: missions, claims, proof, KYC status. (by Brissux-Labs, ★1, security:PASS) - [Tallyfy Workflow Automation](https://github.com/tallyfy/mcp-public): Automate tasks, processes, and approvals with AI. (by tallyfy, ★1, security:PASS) - [basicops](https://github.com/BasicOps/mcp-server): BasicOps MCP server for project management, tasks, notes, and team collaboration. (by BasicOps, ★1, security:PASS) - [Timergy](https://github.com/timergy-app/timergy): Create scheduling polls, vote, and finalize times from AI agents. (by timergy-app, ★1, security:PASS) - [NeedHuman](https://github.com/MariusAure/needhuman-mcp): Human-as-a-Service for AI agents. Delegate tasks that need a real human, get results via API. (by MariusAure, ★1, security:PASS) - [Unmarkdown](https://github.com/UnMarkdown/mcp-server): The document publishing layer for AI tools. Convert markdown to 6 destinations, 62 templates. (by UnMarkdown, ★1, security:PASS) - [ai-hr-management-toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit): AI HR toolkit: 24 MCP tools for resume parsing, skill extraction & ATS management. (by XJTLUmedia, ★1, security:PASS) - [delega](https://github.com/delega-dev/delega-mcp): Delega MCP client. Public hosted access retired July 28, 2026; existing owner credentials only. (by delega-dev, ★1, security:PASS) - [assiststudio-runner](https://github.com/fieldcure/fieldcure-assiststudio-runner): Windows-only headless LLM task automation engine with scheduling via Windows Task Scheduler. (by fieldcure, ★1, security:PASS) - [telitask-mcp](https://github.com/Telitask/telitask-ai): TeliTask MCP server — manage contacts, tasks, and calls from AI assistants (by Telitask, ★1, security:PASS) - [odoo-pulse](https://github.com/minhhq-a1/odoo-pulse): An AI business analyst for Odoo ERP (18+) — one-call reports with verdicts, over MCP (by minhhq-a1, ★1, security:PASS) - [keepsake](https://github.com/nicolascroce/keepsake-mcp): MCP server for Keepsake — the personal CRM for nurturing your relationships (by nicolascroce, ★1, security:PASS) - [OpsConduit Jobber MCP](https://github.com/opsconduit/jobber-mcp): Customer-hosted read-only MCP server for Jobber ops reports, OAuth setup, and GraphQL validation. (by opsconduit, ★1, security:PASS) - [gws-connector](https://github.com/orieg/gws-connector): Multi-account Google Workspace MCP — Gmail, Calendar, Drive, Sheets, Docs with smart routing. (by orieg, ★1, security:PASS) - [ticktick-mcp](https://github.com/partymola/ticktick-mcp): MCP server for TickTick task management: field-preserving updates and completion tracking. (by partymola, ★1, security:PASS) - [Outlook Calendar](https://github.com/pipeworx-io/mcp-outlook-calendar): Outlook Calendar MCP Pack (by pipeworx-io, ★1, security:PASS) - [Xome](https://github.com/pipeworx-io/mcp-xome): Xome MCP — US residential foreclosure/REO/short-sale auction calendar and (by pipeworx-io, ★1, security:PASS) - [Process Street](https://github.com/process-street/process-street-mcp): Connect AI agents to Process Street workflows, tasks, runs, data sets, and operational records. (by process-street, ★1, security:PASS) - [Prompeteer](https://github.com/prompeteer/prompeteer-mcp): Contextual prompts and agent skills for 140+ AI platforms. (by prompeteer, ★1, security:PASS) - [Re:port Flow MCP](https://github.com/re-port-flow/reportflow-mcp): Generate PDF reports from Re:port Flow templates via Claude and other AI agents. (by re-port-flow, ★1, security:PASS) - [panchangam](https://github.com/socraticsurge/telugu-calendar-utilities): Telugu Panchangam: tithi, nakshatra, muhurtas, festivals, tarabalam, gochara, daily rasi phalalu (by socraticsurge, ★1, security:PASS) - [karea-mcp](https://github.com/starecz/karea-mcp): Karea task manager - 12 tools covering 69 actions, for Claude Code, Cursor, and other MCP clients. (by starecz, ★1, security:PASS) - [human-survey](https://github.com/sunsiyuan/human-survey): Self-reported attribution: which channel and which creator your users first heard you from. (by sunsiyuan, ★1, security:PASS) - [linear-bootstrap](https://github.com/toolwright-adk/toolwright-monorepo): Bootstrap Linear projects from natural language — milestones, epics, issues, and dependencies. (by toolwright-adk, ★1, security:PASS) - [Clockify Time Tracking](https://github.com/tracegazer/clockify-mcp): Clockify time-tracking MCP: 112 tools across 18 domains, read-only by default with opt-in writes. (by tracegazer, ★1, security:PASS) - [Onboard](https://github.com/viaonboard/onboard-platform): Your AI copilot for customer onboarding — projects, KPIs, tasks, and safe writes. (by viaonboard, ★1, security:PASS) - [Apple Notes Snapshot](https://github.com/xiaojiou176-open/notebackup): Local-first Apple Notes backup control room for macOS with a read-only MCP surface. (by xiaojiou176-open, ★1, security:PASS) - [rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server): Generate professional PDFs (invoices, contracts, reports) from AI tools via rendoc templates. (by yoryocoruxo-ai, ★1, security:PASS) - [QY Evolution Engine](https://github.com/qianyuan-ltd/qianyuan-protocol): 13 tools for agents: pitfalls, results, tasks, capability. Anonymous reads; writes need signing. (by qianyuan-ltd, ★1, security:PASS) - [redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless): Stateless Redmine integration with per-request credentials: list, create and update issues, full-text search across issues and comments, and edit journals. (by daiji-sshr, ★1, security:PASS) - [framedeck-mcp](https://github.com/Lukaris/framedeck-mcp): Framedeck Kanban content production for YouTube, Instagram, TikTok and podcast creators: productions, stages, cards, checklists, comments and labels. (by Lukaris, ★1, security:PASS) - [attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp): Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance. (by arifur9993, ★1, security:PASS) - [resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server): Search local resume and job application documents (.docx, .pdf, .md, .txt) by skill, company and education, and extract work experience and achievements. (by mnoomnoo, ★1, security:PASS) - [sparksheets-mcp](https://github.com/asicojp/sparksheets-mcp): Collaborative spreadsheet for session management, knowledge base, task tracking and sheet operations. (by asicojp, ★1, security:PASS) - [idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server): Decision intelligence with signal aggregation, RICE scoring and decision audit trails, capturing product feedback from Slack, Teams, Discord and GitHub. (by Startvest-LLC, ★1, security:PASS) - [todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server): Manage Todoist tasks, projects, sections and labels via the unified API v1. (by christulino, ★1, security:PASS) - [inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp): Bridge to Inkra, the native macOS Markdown editor: document editing, outline navigation, folder browsing, bookmarks and view modes. (by juergenkoller-software, ★1, security:PASS) - [seameet-mcp](https://github.com/seameet-ai/seameet-mcp): Access SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items and webhooks, and control the desktop recorder. (by seameet-ai, ★1, security:PASS) - [samuraizer-cli](https://github.com/UladzKha/samuraizer-cli): Local meeting pipeline: Whisper transcription plus Ollama summaries, action items and decisions. Reference implementation of the memnex spec. (by UladzKha, ★1, security:PASS) - [pdfops-mcp](https://github.com/pdfops/pdfops-mcp): Deterministic PDF tools for AI agents: inspect fields, fill forms, merge PDFs, invoices. (by pdfops, ★0, security:PASS) - [laver-mcp](https://github.com/Developyn/laver-mcp): Kanban boards, sprints, tickets and a team wiki, with versioned writes for concurrent agents. (by Developyn, ★0, security:PASS) - [byakugan](https://github.com/JayOfemi/byakugan): Private, on-device AI-text analysis including detection, AI-tell spans, and reuse overlap. (by JayOfemi, ★0, security:PASS) - [hirejack-mcp](https://github.com/TVLSS/hirejack-mcp): Tech job market intelligence: jobs, companies, salaries, skill velocity, hiring trends. (by TVLSS, ★0, security:PASS) - [redmine-mcp-stdio](https://github.com/andrelaptenok/redmine-mcp-stdio): Local MCP (stdio) server for Redmine: issues, projects and time tracking from any MCP client. (by andrelaptenok, ★0, security:PASS) - [hubd](https://github.com/bzdOS/hubd): The project tracker for teams of humans and AI agents — in plain files. MCP server + CLI. (by bzdOS, ★0, security:PASS) - [Redmine MCP Server](https://github.com/igorolv/redmine-mcp-server): Redmine for AI agents: issues, projects, wiki, attachments, time entries and release analytics (by igorolv, ★0, security:PASS) - [JustFill PDF Form Automation](https://github.com/mrmaciej1/justfill-mcp): Fill existing fillable, flat and scanned PDF forms from structured data; save reusable templates (by mrmaciej1, ★0, security:PASS) - [Rustpad MCP Server](https://github.com/ni-c/rustpad-mcp): MCP server for Rustpad, the self-hosted collaborative text editor (by ni-c, ★0, security:PASS) - [BriefGate](https://github.com/sekera-radim/briefgate-mcp): Client intake: files, copy and logins from clients, from the browser or your AI agent. (by sekera-radim, ★0, security:PASS) - [mcp-lever](https://github.com/smeet666/mcp-lever): Search public Lever job boards: resolve a company, read its openings, read one in full. (by smeet666, ★0, security:PASS) - [open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public): Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify. (by lanekingsbery, ★0, security:PASS) - [freshdesk-mcp](https://github.com/omnom62/freshdesk-mcp): Self-hosted Freshdesk server: ticket search, conversations, attachment text extraction, image OCR and status, group and company enrichment. (by omnom62, ★0, security:PASS) - [openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin): OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages. (by alex13slem, ★0, security:PASS) - [contextpulse](https://github.com/ContextPulse/contextpulse): Local desktop context capture: screen OCR, voice transcription, keyboard and mouse activity and clipboard, with activity history and semantic memory. (by ContextPulse, ★0, security:PASS) ## Research & Science - [FHIR MCP Server](https://github.com/wso2/fhir-mcp-server): MCP server providing seamless access to FHIR APIs for AI tools and healthcare applications (by wso2, ★137, security:PASS) - [opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp): Query the OpenGenes database for aging and longevity research. (by longevity-genie, ★21, security:PASS) - [synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp): Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity. (by longevity-genie, ★10, security:REVIEW) - [Context by Fulcra](https://github.com/fulcradynamics/fulcra-context-mcp): Connect your Fulcra Context personal datastore: access your metrics, events, agent data and more (by fulcradynamics, ★9, security:PASS) - [Orbit Sentinel — Space Regulatory Filings](https://github.com/Viventine-Space/orbit-sentinel-mcp): Search 950K+ space regulatory filings from FCC, ITU, UNOOSA, FAA-AST: entities, spectrum, dossiers. (by Viventine-Space, ★1, security:PASS) - [idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp): Pre-build reality check. Scans GitHub, HN, npm, PyPI, Product Hunt — returns 0-100 signal. (by mnemox-ai, ★822, security:PASS) - [biomcp](https://github.com/genomoncology/biomcp): Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info. (by genomoncology, ★646, security:PASS) - [apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server): Access and analyze exported Apple Health data. (by the-momentum, ★273, security:PASS) - [HealthChain](https://github.com/healthchainai/HealthChain): Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports. (by healthchainai, ★229, security:PASS) - [ITASCA MCP Server](https://github.com/yusong652/itasca-mcp): Give AI agents full access to ITASCA PFC, FLAC3D, 3DEC, MPoint, MassFlow: docs, simulation, plots. (by yusong652, ★201, security:PASS) - [Jacobian](https://github.com/morluto/jacobian): Executable mathematics and independent verification for AI agents. (by morluto, ★200, security:PASS) - [medical-mcp](https://github.com/JamesANZ/medical-mcp): Query medical information, drug databases, drug interactions and clinical guidelines. (by JamesANZ, ★113, security:PASS) - [deep-research-mcp](https://github.com/pminervini/deep-research-mcp): Deep research via the OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support. (by pminervini, ★112, security:PASS) - [fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server): Connect to FHIR servers, for example to query patient history in natural language. (by the-momentum, ★101, security:PASS) - [Patsnap Patent & Literature Search](https://github.com/patsnap/patent-literature-search-mcp): Search 200M+ patents and 216M+ scientific papers using natural language and structured filters. (by patsnap, ★82, security:PASS) - [paper-format-agent](https://github.com/zxyasfas/paper_format_agent): Local-first DOCX formatter for academic papers with a content-fingerprint integrity guard. (by zxyasfas, ★81, security:PASS) - [OmniSeek](https://github.com/Battam1111/omniseek): Your agent seeks what search can't find. A self-hosted perception MCP server. (by Battam1111, ★79, security:PASS) - [onecite](https://github.com/HzaCode/OneCite): Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats. (by HzaCode, ★67, security:PASS) - [google-health-mcp](https://github.com/davidmosiah/google-health-mcp): Privacy-first unofficial Google Health API v4 MCP server for health, sleep, activity, HR agents (by davidmosiah, ★65, security:PASS) - [research-hub](https://github.com/WenyuChiou/research-hub): Research workspace for Zotero + Obsidian + NotebookLM. Search, ingest, sync, verify briefs. (by WenyuChiou, ★60, security:PASS) - [Zoteus](https://github.com/oscardvs/zoteus): Zotero MCP server for Claude and ChatGPT: search, citations, safe writes, PDF passages and pages. (by oscardvs, ★53, security:PASS) - [ChatSpatial](https://github.com/cafferychen777/ChatSpatial): Schema-enforced spatial transcriptomics analysis with 20 tools and 66 methods via MCP (by cafferychen777, ★45, security:PASS) - [omop_mcp](https://github.com/OHNLP/omop_mcp): Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. (by OHNLP, ★41, security:PASS) - [biothings-mcp](https://github.com/longevity-genie/biothings-mcp): Query the BioThings API for genes, genetic variants, drugs and taxonomic information. (by longevity-genie, ★35, security:PASS) - [gget-mcp](https://github.com/longevity-genie/gget-mcp): Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library. (by longevity-genie, ★32, security:PASS) - [prismAId MCP](https://github.com/open-and-sustainable/prismaid): MCP server for prismAId AI-assisted systematic reviews and protocol conformance checking. (by open-and-sustainable, ★30, security:PASS) - [Semantic Scholar MCP Server](https://github.com/smaniches/semantic-scholar-mcp): MCP server for the Semantic Scholar API: search 200M+ papers, citations, authors, recommendations. (by smaniches, ★22, security:PASS) - [ENCODE Toolkit](https://github.com/ammawla/encode-toolkit): 20 MCP tools + 48 skills for ENCODE Project genomics — search, download, pipelines (by ammawla, ★21, security:PASS) - [BrowseAI Dev](https://github.com/LastSearch-HQ/lastsearch/tree/main/apps/mcp): Evidence-backed web research for AI agents with citations and confidence scores. (by LastSearch-HQ, ★20, security:PASS) - [viznoir](https://github.com/kimimgo/viznoir): Cinema-quality science visualization for AI agents — headless VTK via MCP. (by kimimgo, ★19, security:PASS) - [SageMath](https://github.com/XBP-Europe/sagemath-mcp): Stateful SageMath MCP server with 40 tools and a sandboxed Sage session per client. (by XBP-Europe, ★16, security:PASS) - [Medical Terminologies MCP](https://github.com/SidneyBissoli/medical-terminologies-mcp): Diagnoses, drugs & lab codes: ICD-11, LOINC, RxNorm, MeSH, ATC, CID-10. 33 tools, MIT. (by SidneyBissoli, ★15, security:PASS) - [YADE MCP Server](https://github.com/yusong652/yade-mcp): MCP server for YADE — open-source DEM engine. Browse API docs, run simulations, manage tasks. (by yusong652, ★14, security:PASS) - [cal-mcp](https://github.com/pwh-pwh/cal-mcp): Evaluate mathematical expressions. (by pwh-pwh, ★13, security:PASS) - [Scholar Feed](https://github.com/YGao2005/scholar-feed-mcp): Rank CS/AI/ML papers by citations, forecast impact, or code adoption; trace 23.2M citation edges. (by YGao2005, ★12, security:PASS) - [paper-preflight](https://github.com/amos689/paper-preflight): Checks every LaTeX reference against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex. No LLM. (by amos689, ★12, security:PASS) - [wellness-nourish](https://github.com/davidmosiah/wellness-nourish): Local-first nutrition MCP for AI agents: food, barcode, photo, intake, hydration, goals. (by davidmosiah, ★11, security:PASS) - [Tripitaka MCP](https://github.com/dhamma-seeker/tripitaka-mcp): MCP server for the full Pāli Canon — search, cite, compare translations. Offered as Dhamma Dāna. (by dhamma-seeker, ★11, security:PASS) - [legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp): Legislative data from all 50 US states and Congress via the LegiScan API: search bills, get full text, track votes and look up legislators. (by sh-patterson, ★11, security:PASS) - [HasData Google Scholar](https://github.com/HasData/google-scholar-mcp): Google Scholar search results, citation counts and citation export formats, as structured JSON. (by HasData, ★10, security:PASS) - [Scholar Sidekick](https://github.com/mlava/scholar-sidekick-mcp): Catch AI-fabricated citations (real DOI + fake title). Retraction, open-access, 10,000+ CSL styles. (by mlava, ★10, security:PASS) - [touch-browser](https://github.com/nangman-infra/touch-browser): Evidence-grounded web research: verify claims on pages with citations, confidence bands and policy reports, and synthesize multi-page sessions. (by nangman-infra, ★10, security:PASS) - [calc-mcp](https://github.com/coo-quack/calc-mcp): 21 MCP tools for math, randomness, dates, encoding, hashing, and more — deterministic and accurate. (by coo-quack, ★9, security:PASS) - [heor-agent](https://github.com/neptun2000/heor-agent-mcp): HEOR MCP server: literature search, CEA, BIA, NMA/MAIC, HTA dossiers (NICE/FDA/EMA/JCA). (by neptun2000, ★9, security:PASS) - [Agenda Intelligence MD](https://github.com/vassiliylakhonin/agenda-intelligence-md): Evidence-readiness MCP server: validate, audit, and score briefs, memos, and evidence packs. (by vassiliylakhonin, ★8, security:PASS) - [latex-mcp-server](https://github.com/Yeok-c/latex-mcp-server): Compile LaTeX, download, organize and read cited papers, run visualization scripts and add figures and tables to LaTeX documents. (by Yeok-c, ★8, security:PASS) - [mathematica-mcp](https://github.com/lars20070/mathematica-mcp): MCP server for WolframScript (by lars20070, ★7, security:PASS) - [Plant Genomics](https://github.com/musharna/plant-genomics-mcp): Plant genomics MCP — 56 tools across 23 backends with cross-source synthesis. (by musharna, ★7, security:PASS) - [paperboy](https://github.com/michaelellis003/paperboy): Send research papers to Kindle or Kobo: search arXiv and OpenAlex, find related work, queue papers in Zotero and deliver PDFs via email or Dropbox. (by michaelellis003, ★7, security:PASS) - [patents-mcp](https://github.com/tushariitr-19/patents-mcp): Patent search and prior art discovery via Google Patents on BigQuery (by tushariitr-19, ★6, security:PASS) - [ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp): Interact with the UCSC Genome Browser API to find genomes, chromosomes and more. (by hlydecker, ★6, security:PASS) - [mcp-techTrend](https://github.com/salwks/mcp-techTrend): Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings. (by salwks, ★6, security:PASS) - [HasData Google Trends](https://github.com/HasData/google-trends-mcp): Google Trends interest over time, by region, and related queries and topics, as JSON. (by HasData, ★5, security:PASS) - [PH Civic Data](https://github.com/xmpuspus/ph-civic-data-mcp): PH civic data as MCP tools: the full PSA OpenSTAT catalog, hazards, procurement. 41 tools. (by xmpuspus, ★5, security:PASS) - [FHIR Interoperability MCP Server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server): Bridges DICOM, HL7v2, and FHIR with cross-standard mapping and optional PACS connectivity. (by NyxToolsDev, ★4, security:PASS) - [DICOMweb MCP Server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server): MCP server exposing a DICOMweb DICOM archive to AI assistants via QIDO-RS and WADO-RS. (by PantelisGeorgiadis, ★4, security:PASS) - [Data Aggregator](https://github.com/musharna/data-aggregator-mcp): Find & fetch research datasets across 17 archives, omics registries, and literature sources. (by musharna, ★4, security:PASS) - [AlphaFold Sovereign MCP](https://github.com/smaniches/alphafold-sovereign-mcp): MCP server for AlphaFold and 8 other biomedical data sources with a local SQLite knowledge graph (by smaniches, ★4, security:PASS) - [practice-fusion-mcp](https://github.com/CDVolvik/practice-fusion-mcp): Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results. (by CDVolvik, ★4, security:PASS) - [benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server): Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors. (by Agnuxo1, ★4, security:PASS) - [agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp): Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results. (by thinkchainai, ★4, security:REVIEW) - [Axiomize](https://github.com/Furox-Art/axiomize): Versioned scientific models with units and SBML, CellML, Modelica export. (by Furox-Art, ★3, security:PASS) - [Scholar MCP](https://github.com/Liyux3/scholar-mcp): Federated academic search, citation traversal, persistent PDF download, and temporary reading. (by Liyux3, ★3, security:PASS) - [astronomy-oracle](https://github.com/gregario/astronomy-oracle): Astronomical catalog data and observing session planner. 13,000+ objects from OpenNGC. (by gregario, ★3, security:PASS) - [chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp): Traceable Chinese-history MCP: 4 cited tools over 9 classical texts (pre-Qin to Wei-Jin). (by lizhuojunx86, ★3, security:PASS) - [originalvoices](https://github.com/ovlabs/mcp-server-originalvoices): MCP server for OriginalVoices - Ask AI twins questions about any audience (by ovlabs, ★3, security:PASS) - [aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server): Search 35M+ PubMed, 400K+ ClinicalTrials.gov & ISRCTN trials. Prompts included. No API key. (by pkotecha-eng, ★3, security:PASS) - [UniProt MCP](https://github.com/smaniches/uniprot-mcp): Verifiable, release-aware protein evidence workflows over UniProt and linked scientific sources. (by smaniches, ★3, security:PASS) - [ASAM ODS odsbox jaquel MCP Server](https://github.com/totonga/odsbox-jaquel-mcp): MCP server for ASAM ODS with Jaquel query tools, connection management, and data access (by totonga, ★3, security:PASS) - [mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server): Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing. (by MyMedi-AI, ★3, security:PASS) - [immigration-mcp](https://github.com/tushariitr-19/immigration-mcp): US immigration guidance: live Visa Bulletin, priority date checks and explanations of immigration terms. (by tushariitr-19, ★3, security:PASS) - [zotio](https://github.com/OrgMentem/zotio): Zotero MCP server: local-first search, library checks, and preview-first writes for AI agents. (by OrgMentem, ★2, security:PASS) - [Evipedia](https://github.com/forever-healthy/evipedia-mcp): MCP Server for evipedia.ai — evidence-based reviews of health & longevity interventions (by forever-healthy, ★2, security:PASS) - [Alembica MCP](https://github.com/open-and-sustainable/alembica): MCP server for Alembica validation, extraction, cost estimation, and schema queries. (by open-and-sustainable, ★2, security:PASS) - [gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp): Search 474 validated startup gaps by industry, role, or keyword. Works offline. (by thevibepreneur, ★2, security:PASS) - [AI Workstation Open Source Intelligence](https://github.com/zxhwolfe-dev/aiworkstation-open-source-intelligence): Read-only AI project discovery, verification, comparison, shortlisting, and stack planning. (by zxhwolfe-dev, ★2, security:PASS) - [flowproof-mcp](https://github.com/ajibadedapo/flowproof-mcp): Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums. (by ajibadedapo, ★2, security:PASS) - [pubmed-search](https://github.com/pubspro/pubmed-search): Search PubMed and summarize biomedical literature. (by pubspro, ★2, security:PASS) - [UNESCO UIS — Education, Science & Culture Statistics (provenance-first)](https://github.com/SidneyBissoli/uis-mcp-server): UNESCO UIS statistics (education, science, culture) with full provenance and fixed releases. (by SidneyBissoli, ★1, security:PASS) - [wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp): Local-first CGM MCP for AI agents: Dexcom Developer API + FreeStyle Libre via LibreLink Up. (by davidmosiah, ★1, security:PASS) - [Frinkiac](https://github.com/pipeworx-io/mcp-frinkiac): Frinkiac + Morbotron + Master of All Science MCP. (by pipeworx-io, ★1, security:PASS) - [mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg): Search inside digitised books, browse the Internet Archive catalogue and read Wayback captures. (by smeet666, ★1, security:PASS) - [TinyFn](https://github.com/tinyfn-io/tinyfn-mcp): 500+ deterministic tools for AI agents: math, conversion, validation, hashing, encoding, date/time. (by tinyfn-io, ★1, security:PASS) - [lecka-mcp](https://github.com/mgnirck/lecka-mcp): Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight. (by mgnirck, ★1, security:PASS) - [opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp): Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI documentation. (by tatsuju, ★1, security:PASS) - [oura-mcp](https://github.com/Rajskij/oura-mcp): Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data. (by Rajskij, ★1, security:PASS) - [decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp): Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework. (by thelongevityvault, ★1, security:PASS) - [pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp): Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters. (by wjgoarxiv, ★1, security:PASS) - [painspotter-mcp](https://github.com/archoor/painspotter-mcp): Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores. (by archoor, ★1, security:PASS) - [fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp): Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes. (by rnwkr7rscy-lang, ★1, security:PASS) - [citeguard](https://github.com/wedo911/citeguard): Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review. (by wedo911, ★1, security:PASS) - [sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp): Ask SPARKIT, a scientific research agent, questions and get cited Markdown reports based on literature search and paper reading. (by SPARKIT-science, ★1, security:PASS) - [science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server): Science AI Journal tools: paper-tier prediction, AI peer review, research gap finder, journal recommender, duplicate publication checker and article writer. (by SelfPy, ★1, security:PASS) - [mcp-molecules](https://github.com/laszlopere/mcp-molecules): Chemistry tools from NIST data: molar mass with uncertainties, isotope-distribution mass spectra and name-formula lookup, offline or with online fallback. (by laszlopere, ★1, security:PASS) - [Cite Caddy](https://github.com/herbertkokholm/cite-caddy): Remote MCP server for full read/write access to a Zotero library (by herbertkokholm, ★0, security:PASS) - [Hlido Agent Reviews](https://github.com/ankitkapur1992-hlido/hlido-mcp): Independent AI-agent reviews: trust checks, evidence scorecards, incident registry, recommendations. (by ankitkapur1992-hlido, ★0, security:PASS) - [GPH Intelligence - Healthcare Vendor Finder](https://github.com/Crindo2/gph-mcp-server): Find 76,000+ curated healthcare service vendors across 25 categories and all 50 US states. (by Crindo2, ★0, security:PASS) - [GetABrain](https://github.com/Guitarmaniac24/getabrain-mcp-server): Real human judgment as agent tools — ask a question, get a structured human answer back. (by Guitarmaniac24, ★0, security:PASS) - [tube-bridge](https://github.com/TheWhiteWater/tube-bridge): YouTube MCP server for search, transcripts, frames, comments, channels, and local semantic corpora. (by TheWhiteWater, ★0, security:PASS) - [uap-pulse](https://github.com/davidmosiah/uap-pulse): Search and map the Pentagon UAP/UFO releases plus curated official archives from 12 nations. (by davidmosiah, ★0, security:PASS) - [nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp): Analyze food photos or text for calories, macros, vitamins, minerals, and allergens. (by ericblair1903, ★0, security:PASS) - [AgentFEM](https://github.com/haoming-luo/agentfem-mcp): Build, run, inspect, and verify finite-element simulations with AgentFEM. (by haoming-luo, ★0, security:PASS) - [Noodle Biomedical Literature Discovery MCP](https://github.com/helena-bioinformatics/noodle-mcp): Search biomedical papers, inspect publication records, and traverse citation or semantic graphs. (by helena-bioinformatics, ★0, security:RISK) - [briefings](https://github.com/jshelley/briefing-mcp): Hourly ranked news (AI, markets, sports, world): JSON, e-ink pages, Morning Paper PDF; 25 free/day (by jshelley, ★0, security:PASS) - [whatismynetip](https://github.com/labaccessnow/netip-mcp): Subnet math, port and MAC lookups, DNS, DNSBL, TLS cert inspection, public IP. No account. (by labaccessnow, ★0, security:PASS) - [FragDenStaat](https://github.com/notDIRK/fds-mcp): Freedom-of-information requests for Germany via FragDenStaat.de, the froide FOI portal. (by notDIRK, ★0, security:PASS) - [mcp-databnf](https://github.com/smeet666/mcp-databnf): Search the BnF open catalogue: authors, works, editions and links to what is digitised. (by smeet666, ★0, security:PASS) - [mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress): Search inside scanned US newspapers and browse the Library of Congress catalogue. No API key. (by smeet666, ★0, security:PASS) - [André — Analyse électorale française](https://github.com/joelgombin/andre-mcp): Résultats des élections françaises 1999-2026 par bureau de vote, socio-démo INSEE et cartes. (by joelgombin, ★0, security:PASS) - [vitamind-mcp](https://github.com/JaviMaligno/vitamind-mcp): Estimate solar vitamin D synthesis: whether it happens now, minutes needed by Fitzpatrick skin type and viable months by latitude, using Open-Meteo UV data. (by JaviMaligno, ★0, security:PASS) - [biorobotics](https://github.com/SEOSiri-Official/biorobotics): Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates. (by SEOSiri-Official, ★0, security:PASS) - [superglookoquery](https://github.com/sikcapri/superglookoquery): Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report. (by sikcapri, ★0, security:PASS) - [clarity-mcp](https://github.com/thehealthai/clarity-mcp): Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup. (by thehealthai, ★0, security:PASS) - [fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp): FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety. (by thehealthai, ★0, security:PASS) ## Search & Web Data - [server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch): Web content fetching and processing for AI consumption. (by modelcontextprotocol, ★91017, security:PASS) - [screenpipe](https://github.com/screenpipe/screenpipe/tree/main/packages/screenpipe-mcp): Search your local screen recordings, audio transcripts, and computer activity from screenpipe. (by screenpipe, ★21822, security:REVIEW) - [trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server): Crawl, embed, chunk, search and retrieve information from datasets through Trieve. (by devflowinc, ★2718, security:PASS) - [brightdata-mcp](https://github.com/brightdata/brightdata-mcp): Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web (by brightdata, ★2660, security:PASS) - [Perplexity](https://github.com/perplexityai/modelcontextprotocol): An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI. (by perplexityai, ★2553, security:PASS) - [tavily-mcp](https://github.com/tavily-ai/tavily-mcp): MCP server for advanced web search using Tavily (by tavily-ai, ★2417, security:PASS) - [CRW Web Scraper](https://github.com/fastcrw/crw): Open-source web scraper for AI agents with scrape, crawl, and map tools (by fastcrw, ★1102, security:PASS) - [kagimcp](https://github.com/kagisearch/kagimcp): Search the web with Kagi Search. (by kagisearch, ★533, security:PASS) - [mcp-server](https://github.com/mapbox/mcp-server): Geospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc. (by mapbox, ★359, security:PASS) - [MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp): Convert PDFs, Word and PowerPoint files, images and spreadsheets to Markdown via the MinerU document parsing API. (by opendatalab, ★219, security:PASS) - [Meilisearch](https://github.com/meilisearch/meilisearch-mcp): Interact & query with Meilisearch (Full-text & semantic search API) (by meilisearch, ★195, security:PASS) - [agentql-mcp](https://github.com/tinyfish-io/agentql-mcp): Data extraction with AgentQL. (by tinyfish-io, ★181, security:PASS) - [Search1API](https://github.com/superagents-lab/search1api-mcp): Web search, news, page retrieval, sitemaps, and trending topics through Search1API. (by superagents-lab, ★173, security:PASS) - [scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server): Web search, browser automation, scraping, crawling and CAPTCHA solving for AI agents. (by scrapeless-ai, ★169, security:PASS) - [vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server): Retrieval, private deep research, file-to-Markdown extraction and text chunking via Vectorize. (by vectorize-io, ★115, security:PASS) - [Needle](https://github.com/needle-ai/needle-mcp): Production-ready RAG out of the box to search and retrieve data from your own documents. (by needle-ai, ★103, security:REVIEW) - [octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp): Deep research agent from Octagon. (by OctagonAI, ★93, security:PASS) - [linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp): Control LinkedIn accounts and retrieve real-time LinkedIn data. (by Linked-API, ★69, security:PASS) - [VideoDB](https://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocol): Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation. (by video-db, ★47, security:REVIEW) - [WebScraping.AI](https://github.com/webscraping-ai/webscraping-ai-mcp-server): Web scraping tools with Chromium JS rendering, rotating proxies, and AI question answering. (by webscraping-ai, ★44, security:REVIEW) - [Inkeep](https://github.com/inkeep/mcp-server-python): RAG Search over your content powered by Inkeep (by inkeep, ★25, security:REVIEW) - [serkan-ozal-driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server): Discover available topics and explore up-to-date, topic-tagged web content. Search to surface the… (by serkan-ozal, ★11, security:REVIEW) - [mcp_pearch](https://github.com/Pearch-ai/mcp_pearch): People search engine for talent discovery. (by Pearch-ai, ★9, security:PASS) - [searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server): Manage Searchcraft clusters, create search indexes, generate an index from a data file and import data from a feed or local JSON file. (by searchcraft-inc, ★9, security:PASS) - [shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server): ShopSavvy product and price data: search by barcode, ASIN or URL, get product details, compare retailer prices and track price history. (by shopsavvy, ★9, security:PASS) - [Reexpress](https://github.com/ReexpressAI/reexpress_mcp_server): Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows (by ReexpressAI, ★9, security:PASS) - [web-search](https://github.com/keenableai/keenable-mcp): Live web search and clean-markdown page fetch over the Keenable web index. (by keenableai, ★6, security:PASS) - [UnifAI](https://github.com/unifai-network/unifai-mcp-server): Dynamically search and call tools using UnifAI Network (by unifai-network, ★5, security:REVIEW) - [web-access](https://github.com/usestring/string-ai-mcp): The most accurate web access API. Stop getting blocked. (by usestring, ★2, security:PASS) - [Rephonic](https://github.com/getrephonic/rephonic-mcp): Research 3M+ podcasts with audience data, contacts, episodes, transcripts, charts, and sponsors. (by getrephonic, ★2, security:PASS) - [mcp-server](https://github.com/DealExpress/mcp-server): Integration with the DealX platform. (by DealExpress, ★2, security:PASS) - [forge](https://github.com/VoxellInc/forge-mcp): MCP server for Forge, Voxell's embedding API. Voxell's Ingot-8B-R3 ranks #1 for English on MTEB. (by VoxellInc, ★1, security:PASS) - [Scribefy](https://github.com/MKirovBG/scribefy-mcp): Search YouTube, get video metadata, and extract timestamped transcripts for AI workflows. (by MKirovBG, ★1, security:PASS) - [Muumuu Domain MCP Server](https://github.com/pepabo/muumuu-domain-mcp): Official remote MCP server bridge for Muumuu Domain. (by pepabo, ★1, security:PASS) - [pod-mcp](https://github.com/Marvy101/pod-mcp): Search firsthand observations agents recorded about products, APIs, services or places, as opposed to documentation claims, and write back new ones. (by Marvy101, ★1, security:PASS) - [Litescrape](https://github.com/litescrape/litescrape-mcp-server): Google, Bing, DuckDuckGo and Google Maps search results, free without an API key. (by litescrape, ★0, security:PASS) - [SERPdive Web Search](https://github.com/serpdive/serpdive-mcp): AI-agent web search, answer-ready content. Beats Tavily: 60.7% of quality duels, 20.2% fewer tokens. (by serpdive, ★0, security:PASS) - [YouTube Transcript & Search MCP Server](https://github.com/artemchuikin/youtube-mcp): YouTube transcripts, search, channels, playlists and bulk transcript jobs for AI agents. 14 tools. (by artemchuikin, ★0, security:PASS) - [quanticdata-mcp](https://github.com/quantumproxies/quanticdata-mcp-server): Live web access for agents: scrape, SERP search, crawl/map, 100+ collectors, datasets, proxies. (by quantumproxies, ★0, security:PASS) - [mcp-server](https://github.com/ToolTrace-io/mcp-server): Web tools for AI agents: scrape pages to Markdown, audit SEO, detect tech stacks, check sitemaps (by ToolTrace-io, ★0, security:PASS) - [quantumproxies-mcp](https://github.com/quantumproxies/quantumproxies-mcp): Residential-proxy web access: scrape pages to Markdown, SERP search, site mapping and crawling, ready-made collectors, and proxy endpoints from your plans. (by quantumproxies, ★0, security:PASS) - [srezai-mcp](https://github.com/srezai-team/srezai-mcp): Web and image search, page reading as Markdown, browser-rendered screenshots, schema-based extraction and deep research, with strong Russian web coverage. (by srezai-team, ★0, security:PASS) - [Repomix](https://github.com/yamadashy/repomix): Pack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search (by yamadashy, ★28710, security:PASS) - [Agent Skills Search Server](https://github.com/agentskills/agentskills): Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server. (by agentskills, ★25925, security:PASS) - [OpenMetadata](https://github.com/open-metadata/OpenMetadata/tree/main/openmetadata-mcp): Official OpenMetadata MCP: 21 read and write tools for search, lineage, data quality, governance. (by open-metadata, ★15377, security:PASS) - [Sui Knowledge Base (kapa.ai)](https://github.com/MystenLabs/sui): Semantic search across Sui documentation and knowledge sources, powered by kapa.ai (by MystenLabs, ★7764, security:PASS) - [Claude Code Explorer MCP](https://github.com/nirholas/fresh-start/tree/clean-start/mcp-server): Explore the Claude Code CLI source — browse tools, commands, search code, and more. (by nirholas, ★6229, security:REVIEW) - [Claude Code Ultimate Guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide): Search the Claude Code Ultimate Guide and machine-readable references from any MCP client. (by FlorianBruniaux, ★6108, security:PASS) - [draw.io](https://github.com/jgraph/drawio-mcp): Create diagrams in chat, rendered as live interactive draw.io diagrams. 10,000+ searchable shapes. (by jgraph, ★5572, security:PASS) - [Zotero MCP](https://github.com/54yyyu/zotero-mcp): Search, read, annotate, and add to your Zotero research library, local or web. (by 54yyyu, ★5243, security:PASS) - [Tolgee](https://github.com/tolgee/tolgee-platform): Your app's translations in Tolgee: search keys, create translations, trigger machine translation (by tolgee, ★4119, security:PASS) - [GEO MCP](https://github.com/irinabuht12-oss/google-ads-meta-ads-mcp): Google Ads, Meta Ads, SEO, GEO & GA4 MCP by Ryze AI - audits, reports, keywords, Search Console. (by irinabuht12-oss, ★3937, security:PASS) - [Claude Code Explorer MCP](https://github.com/codeaashu/claude-code/tree/main/mcp-server): Explore the Claude Code CLI source — browse tools, commands, search code, and more. (by codeaashu, ★3369, security:REVIEW) - [arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server): Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP. (by blazickjp, ★3192, security:PASS) - [PaperBanana](https://github.com/llmsresearch/paperbanana): Generate academic diagrams and statistical plots from text using multi-agent AI. (by llmsresearch, ★2382, security:PASS) - [claude-real-video](https://github.com/HUANGCHIHHUNGLeo/claude-real-video): Let any LLM watch a video locally — and search everything it has ever watched. (by HUANGCHIHHUNGLeo, ★2200, security:PASS) - [BoostedTravel](https://github.com/LetsFG/LetsFG): Flight search & booking for AI agents. 400+ airlines, $20-50 cheaper than OTAs. (by LetsFG, ★2113, security:PASS) - [open-webSearch](https://github.com/Aas-ee/open-webSearch): Multi-engine web search across Bing, Baidu, DuckDuckGo, Brave, Exa and CSDN. (by Aas-ee, ★1841, security:PASS) - [tooluniverse](https://github.com/mims-harvard/ToolUniverse): 2,700+ scientific tools for AI scientists: life science, research, literature, and more. (by mims-harvard, ★1718, security:PASS) - [minutes](https://github.com/silverstein/minutes): The private, owned conversation-memory layer for AI. Record, transcribe, and search every meeting. (by silverstein, ★1530, security:PASS) - [duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server): Web search using DuckDuckGo, with content fetching and parsing. (by nickclyde, ★1522, security:PASS) - [brave](https://github.com/brave/brave-search-mcp-server): Visit https://brave.com/search/api/ for a free API key. Search the web, local businesses, images,… (by brave, ★1487, security:PASS) - [AutoTS](https://github.com/winedarksea/AutoTS): Automated time series forecasting with model search, anomaly detection, and event risk analysis (by winedarksea, ★1429, security:PASS) - [pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills): 1250 professional Agent Skills + workflow recipes — searchable & fetchable over MCP. (by mohitagw15856, ★1424, security:PASS) - [docs](https://github.com/proxysoul/Empryo): Search and read Empryo's documentation. Read-only, no auth, no local access. (by proxysoul, ★1338, security:PASS) - [SearXNG Search](https://github.com/ihor-sokoliuk/mcp-searxng): MCP server for SearXNG — privacy-respecting web search with pagination, URL reading (by ihor-sokoliuk, ★1281, security:PASS) - [Web Search MCP](https://github.com/mrkrsl/web-search-mcp): A server that provides local, full web search, summaries and page extration for use with Local LLMs. (by mrkrsl, ★1166, security:REVIEW) - [fetcher-mcp](https://github.com/jae-jae/fetcher-mcp): Fetch web page content using a Playwright headless browser, supporting JavaScript rendering, content extraction and Markdown or HTML output. (by jae-jae, ★1088, security:PASS) - [obsidian-mcp-server](https://github.com/cyanheads/obsidian-mcp-server): Read, write, search, and surgically edit Obsidian notes, tags, and frontmatter via MCP. (by cyanheads, ★691, security:PASS) - [DocsAgent — Zotero, Obsidian & Apple Notes MCP Server](https://github.com/docsagent/docsagent): Instant, private access to your knowledge base: Zotero, Obsidian, Apple Notes (macOS). (by docsagent, ★625, security:REVIEW) - [haiku.rag](https://github.com/ggozad/haiku.rag): Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval (by ggozad, ★622, security:PASS) - [Marmot Data Catalog](https://github.com/marmotdata/marmot): Open-source data catalog. Search assets, explore lineage, and find ownership. (by marmotdata, ★618, security:PASS) - [Watermelon UI](https://github.com/WatermelonCorp/watermelon-platform/tree/main/mcp): Search free React, Tailwind, and shadcn components, blocks, and dashboards; get installable source. (by WatermelonCorp, ★614, security:PASS) - [ThoughtDAG](https://github.com/chenxiachan/thoughtdag/tree/main/cli): Search local AI conversations by file or phrase and recall source turns. Four read-only tools. (by chenxiachan, ★554, security:PASS) - [mcp-youtube](https://github.com/anaisbetts/mcp-youtube): Fetch YouTube subtitles. (by anaisbetts, ★546, security:PASS) - [mu](https://github.com/micro/mu): News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint. (by micro, ★436, security:PASS) - [Code Context Engine](https://github.com/elara-labs/code-context-engine): Index your codebase. AI searches instead of re-reading files. 94% token savings. (by elara-labs, ★426, security:PASS) - [marm-mcp-server](https://github.com/Lyellr88/marm-memory): Universal MCP Server with advanced AI memory capabilities and semantic search. (by Lyellr88, ★418, security:PASS) - [legal-data-hunter](https://github.com/worldwidelaw/legal-sources): Search 18M+ legal documents worldwide — case law, legislation, and doctrine across 110+ countries. (by worldwidelaw, ★398, security:PASS) - [Flutter MCP Toolkit](https://github.com/Arenukvern/mcp_flutter/tree/main/mcp_server_dart): Inspect and drive Flutter debug apps/games: semantic snapshots, search, and custom client tools (by Arenukvern, ★385, security:PASS) - [mcp-documentation-server](https://github.com/andrea9293/mcp-documentation-server): Local-first document management and semantic search for AI coding agents (by andrea9293, ★342, security:PASS) - [ori-memory](https://github.com/aayoawoyemi/Ori-Mnemos): Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search. (by aayoawoyemi, ★330, security:PASS) - [tw-legal-rag](https://github.com/aa0101181514/tw-legal-rag): Citation-guarded retrieval over 22M Taiwan court judgments and administrative interpretations (by aa0101181514, ★327, security:PASS) - [Arc UI](https://github.com/kuratlielia/arc-library): React components and blocks with motion. Search docs, props and shadcn install commands. (by kuratlielia, ★311, security:PASS) - [COTAL actions (cotal.ai)](https://github.com/Cotal-AI/Cotal): cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, calls (by Cotal-AI, ★307, security:PASS) - [HeyClaude — Claude & AI workflow directory](https://github.com/JSONbored/awesome-claude): Search the HeyClaude directory of Claude Code agents, MCP servers, skills, and tools. (by JSONbored, ★298, security:PASS) - [Alfanous - Quranic Search Engine](https://github.com/Alfanous-team/alfanous): Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support. (by Alfanous-team, ★289, security:PASS) - [OrchestKit Docs MCP](https://github.com/yonatangross/orchestkit): Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth. (by yonatangross, ★285, security:PASS) - [reddit-mcp-server](https://github.com/jordanburke/reddit-mcp-server): Reddit MCP server with full read/write - posts, comments, search, and content creation. (by jordanburke, ★284, security:PASS) - [Google Search Console](https://github.com/ahonn/mcp-server-gsc): A Model Context Protocol (MCP) server providing access to Google Search Console. (by ahonn, ★277, security:PASS) - [g-search-mcp](https://github.com/jae-jae/g-search-mcp): Google search with parallel queries for multiple keywords. (by jae-jae, ★273, security:PASS) - [mcp-mercado-libre](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/mercado-libre): Mercado Libre — LATAM marketplace, product search, orders, sellers, shipments (by codespar, ★272, security:PASS) - [stata-mcp](https://github.com/SepineTam/mcp-for-stata): Let LLM help you achieve your regression analysis with Stata (by SepineTam, ★263, security:PASS) - [Nimrod](https://github.com/mixelpixx/Nimrod): Web search with quality scores; web pages are read on your computer by the local server. (by mixelpixx, ★256, security:PASS) - [reMarkable MCP Server](https://github.com/SamMorrowDrums/remarkable-mcp): Read, render, search, and manage reMarkable documents through MCP (by SamMorrowDrums, ★241, security:PASS) - [unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server): Unsplash image search. (by hellokaton, ★237, security:PASS) - [mcp-sap-docs](https://github.com/marianfoo/mcp-sap-docs): Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search (by marianfoo, ★236, security:PASS) - [UI Beats](https://github.com/nikhils4/ui-beats/tree/main/packages/mcp): MCP server for UI Beats. Let your coding agent search, read and install animated React components. (by nikhils4, ★233, security:PASS) - [tinysearch](https://github.com/TinySuiteHQ/TinySearch): Self-hosted web research for MCP agents. (by TinySuiteHQ, ★230, security:PASS) - [superlocalmemory](https://github.com/qualixar/superlocalmemory): Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free. (by qualixar, ★227, security:PASS) - [three.ws Loom](https://github.com/nirholas/three.ws/tree/main/packages/loom-mcp): Browse the community 3D-creation gallery, fetch a creation with its viewer URL, and submit it. (by nirholas, ★224, security:PASS) - [gemini-mcp](https://github.com/RLabs-Inc/gemini-mcp): Gemini 3 MCP server with 30+ tools: images, video, research, TTS, code exec & CLI (by RLabs-Inc, ★219, security:PASS) - [mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research): Autonomous deep research with structured query elaboration and concise reporting. (by reading-plus-ai, ★215, security:PASS) - [crowdsentinel-mcp-server](https://github.com/thomasxm/CrowdSentinels-AI-MCP): AI threat hunting & incident response for Elasticsearch/OpenSearch with endpoint & network forensics (by thomasxm, ★208, security:PASS) - [mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition): Local search of foods, nutrition facts and barcodes in the OpenNutrition database. (by deadletterq, ★207, security:PASS) - [jDocmunch MCP](https://github.com/jgravelle/jdocmunch-mcp): Section-level doc search for .md, .rst, .adoc, .ipynb, .html, .yaml, .json, and OpenAPI specs. (by jgravelle, ★204, security:PASS) - [Bitbybit CAD MCP](https://github.com/bitbybit-dev/bitbybit/tree/master/packages/dev/mcp): Bitbybit 3D parametric CAD API, version-exact, for coding agents: search, describe, examples, guide (by bitbybit-dev, ★203, security:PASS) - [jobseek](https://github.com/colophon-group/jobseek): Search jobs and companies on Job Seek (jseek.co) (by colophon-group, ★201, security:PASS) - [mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv): Search and read papers from arXiv. (by andybrandt, ★201, security:PASS) - [link](https://github.com/gowtham0992/link): Local personal memory for agents as MCP tools — remember, recall, search, context, graph traversal. (by gowtham0992, ★195, security:PASS) - [SerpApi](https://github.com/serpapi/serpapi-mcp): Official SerpApi MCP server for Google, Bing, and other search engines. (by serpapi, ★179, security:PASS) - [content-core](https://github.com/lfnovo/content-core): Extract content from web pages, PDFs, Word documents, YouTube transcripts, audio and video with automatic engine selection and structured JSON output. (by lfnovo, ★174, security:PASS) - [mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed): Search and read medical and life sciences papers from PubMed. (by andybrandt, ★172, security:PASS) - [Zotero MCP](https://github.com/kujenga/zotero-mcp): Search your Zotero library, retrieve item metadata, and read full text from AI assistants. (by kujenga, ★161, security:PASS) - [mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast): Convert websites to clean Markdown with links preserved, using Mozilla Readability, caching, robots.txt-aware crawling and concurrent fetching. (by just-every, ★161, security:PASS) - [Outline MCP Server](https://github.com/Vortiago/mcp-outline): Connect AI assistants to Outline for document search, reading, and management (by Vortiago, ★156, security:PASS) - [pubmed-mcp-server](https://github.com/cyanheads/pubmed-mcp-server): Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms. (by cyanheads, ★153, security:PASS) - [Keyline Icons](https://github.com/keyline-icons/keyline-icons/tree/main/packages/mcp): Search Keyline Icons by name and get any icon's SVG source or React import. No key, no network. (by keyline-icons, ★147, security:PASS) - [pdf-mcp](https://github.com/jztan/pdf-mcp): Agentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR. (by jztan, ★147, security:PASS) - [arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp): Get the LaTeX source of arXiv papers to handle mathematical content and equations. (by takashiishida, ★146, security:PASS) - [HIG Doctor](https://github.com/raintree-technology/hig-doctor/tree/main/packages/mcp): Apple Human Interface Guidelines search, lookup, and project audits for AI coding agents. (by raintree-technology, ★142, security:PASS) - [Code Pathfinder](https://github.com/shivasurya/code-pathfinder): Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go. (by shivasurya, ★141, security:PASS) - [code-index](https://github.com/Regsorm/code-index-mcp): Rust code index MCP server, native 1C:Enterprise (BSL) support. 32 tools, AST for 14 languages. (by Regsorm, ★137, security:PASS) - [pinkpixel-dev-web-scout-mcp](https://github.com/pinkpixel-dev/web-scout-mcp): Search the web and extract clean, readable text from webpages. Process multiple URLs at once to sp… (by pinkpixel-dev, ★136, security:PASS) - [mcp-local-rag](https://github.com/nkapila6/mcp-local-rag): Primitive RAG-like web search that runs locally, without external APIs. (by nkapila6, ★135, security:PASS) - [CCRider](https://github.com/neilberkman/ccrider): Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp) (by neilberkman, ★132, security:PASS) - [MCP-searxng](https://github.com/SecretiveShell/MCP-searxng): Connect to SearXNG instances. (by SecretiveShell, ★130, security:PASS) - [google-news-mcp-server](https://github.com/ChanMeng666/server-google-news): Google News via SerpAPI: search headlines, stories and related topics, with automatic topic categorization and multi-language support. (by ChanMeng666, ★129, security:PASS) - [brave-search-mcp](https://github.com/mikechao/brave-search-mcp): Web, image, news, video and local point-of-interest search using Brave's Search API. (by mikechao, ★127, security:PASS) - [mcp-server](https://github.com/BingoWon/apple-rag-mcp): Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients (by BingoWon, ★120, security:PASS) - [DocsMint](https://github.com/HiAi-gg/docsmint/tree/main/packages/mcp-server): Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools. (by HiAi-gg, ★118, security:PASS) - [GitHits](https://github.com/githits-com/githits-cli): Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples. (by githits-com, ★113, security:PASS) - [openaffiliate-mcp](https://github.com/Affitor/open-affiliate): Search and discover affiliate programs with agent-ready data and commission details. (by Affitor, ★113, security:PASS) - [Crawlie](https://github.com/spronta/crawlie): Technical SEO + GEO (AI-search) site audits: hosted crawls, prioritized fixes, report diffs. (by spronta, ★111, security:PASS) - [agent-search-mcp](https://github.com/lennney/agent-search-mcp): Free-first Chinese and English web search MCP using zero-key sources and inspectable evidence. (by lennney, ★111, security:PASS) - [mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast): Capture website screenshots, tiling full pages into 1072x1072 chunks for Claude Vision, with configurable viewports and wait strategies for dynamic content. (by just-every, ★110, security:PASS) - [doc-scraper](https://github.com/Sriram-PR/doc-scraper): Crawl documentation sites into local corpora agents can search, read, and diff fully offline. (by Sriram-PR, ★102, security:PASS) - [Tendem MCP server](https://github.com/Toloka/tendem-mcp): Delegate tasks to vetted human experts - research, writing, analysis, and data work. (by Toloka, ★102, security:PASS) - [mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server): Generate visualizations from fetched data using the Vega-Lite format and renderer. (by isaacwasserman, ★100, security:REVIEW) - [clinicaltrialsgov-mcp-server](https://github.com/cyanheads/clinicaltrialsgov-mcp-server): Search ClinicalTrials.gov — find studies, retrieve results, match patients to eligible trials. (by cyanheads, ★97, security:PASS) - [runx](https://github.com/runxhq/runx): The governed runtime for agent skills. Search the catalog and inspect a skill before running it. (by runxhq, ★94, security:PASS) - [Vibe Prospecting](https://github.com/explorium-ai/vibeprospecting-mcp): B2B company and contact data for lead lists, enrichment, research, and outreach. OAuth sign-in. (by explorium-ai, ★94, security:PASS) - [openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp): Expose OpenAI's built-in web search tool. (by ConechoAI, ★94, security:PASS) - [IlyaGusev-academia_mcp](https://github.com/IlyaGusev/academia_mcp): Search arXiv and ACL Anthology, retrieve citations and references, and browse web sources to accel… (by IlyaGusev, ★93, security:PASS) - [codealive-mcp](https://github.com/CodeAlive-AI/codealive-mcp): Semantic code search and analysis from CodeAlive for AI assistants and agents. (by CodeAlive-AI, ★90, security:PASS) - [Screaming Frog SEO Spider MCP Server (headless)](https://github.com/bzsasson/screaming-frog-mcp): Headless Screaming Frog SEO Spider via its CLI: run crawls, export and filter data, no GUI needed. (by bzsasson, ★90, security:PASS) - [gtm-api: LinkedIn MCP Server](https://github.com/gtm-api/linkedin-mcp): Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own. (by gtm-api, ★89, security:PASS) - [LuxAlgo MCP](https://github.com/LuxAlgo/luxalgo-mcp-server): LuxAlgo for AI agents: the Library, prop firms, Market Trackers, Edge Stats, and your Trade Journal (by LuxAlgo, ★88, security:PASS) - [duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mcp-server): Web search via DuckDuckGo. (by zhsama, ★87, security:PASS) - [CodeNib](https://github.com/sysevol-ai/CodeNib): Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents. (by sysevol-ai, ★86, security:PASS) - [trvl](https://github.com/MikkoParkkola/trvl): Door-to-door travel MCP + CLI: flights, hotels, trains, cars, ferries. No API keys, Go binary. (by MikkoParkkola, ★86, security:PASS) - [Enzyme](https://github.com/byenzyme/enzyme): Semantic search and pattern discovery for Obsidian and markdown vaults. (by byenzyme, ★86, security:PASS) - [naver-search-mcp](https://github.com/isnow890/naver-search-mcp): Naver Search API integration: blog, news and shopping search plus DataLab analytics. (by isnow890, ★86, security:PASS) - [mcp-wolframalpha](https://github.com/akalaric/mcp-wolframalpha): Access computational knowledge and data via the Wolfram Alpha API. (by akalaric, ★86, security:PASS) - [freeq](https://github.com/freeq-irc/freeq/tree/main/freeq-server/src/mcp.rs): Read and verify freeq conversations: channels, history, search, signatures, pins. (by freeq-irc, ★85, security:PASS) - [pdfmux](https://github.com/NameetP/pdfmux): PDF-to-Markdown extraction that audits its own output and flags any extractor's silent drops. (by NameetP, ★82, security:PASS) - [mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye): Query network asset information from ZoomEye. (by zoomeye-ai, ★82, security:PASS) - [pulse-fetch](https://github.com/pulsemcp/mcp-servers/tree/main/productionized/pulse-fetch): MCP server that extracts clean, structured content from web pages with anti-bot bypass capabilities. (by pulsemcp, ★81, security:PASS) - [appsignal](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/appsignal): MCP server for AppSignal — get alert details, search logs, and retrieve logs within time ranges. (by pulsemcp, ★81, security:PASS) - [google-flights](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/google-flights): MCP server for searching Google Flights — flight search, date grid pricing, and airport lookup. (by pulsemcp, ★81, security:PASS) - [pointsyeah](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/pointsyeah): MCP server for searching award flights and travel deals via PointsYeah. (by pulsemcp, ★81, security:PASS) - [serpapi-hotels](https://github.com/pulsemcp/mcp-servers/tree/main/experimental/serpapi-hotels): MCP server for searching Google Hotels via SerpAPI — hotel search, pricing, ratings, and reviews. (by pulsemcp, ★81, security:PASS) - [DispatchSEO](https://github.com/NeoZi12/dispatchseo): Open-source SEO manager for coding agents: keyword research, content PRs, rank + Search Console. (by NeoZi12, ★81, security:PASS) - [sverklo](https://github.com/sverklo/sverklo): Local-first MCP code intelligence: 37 tools — hybrid search, blast-radius, diff review, memory. (by sverklo, ★81, security:PASS) - [Dabble Me Journal](https://github.com/parterburn/dabble.me): Private journal MCP server to search, analyze, and create Dabble Me entries securely via OAuth. (by parterburn, ★80, security:PASS) - [bing-search-mcp](https://github.com/leehanchung/bing-search-mcp): Web search using the Microsoft Bing Search API. (by leehanchung, ★80, security:PASS) - [mcp-hn](https://github.com/erithwik/mcp-hn): Search Hacker News, get top stories and more. (by erithwik, ★76, security:PASS) - [reflex](https://github.com/reflex-search/reflex): Local, offline full-text code search for coding agents using a trigram index over large codebases. (by reflex-search, ★76, security:PASS) - [Transcripted](https://github.com/r3dbars/transcripted/tree/main/Tools/TranscriptedMCP): Read-only search over the meetings, dictations and writing saved by the Transcripted Mac app. (by r3dbars, ★74, security:PASS) - [OpenCaseLaw — Swiss Caselaw, Statutes & Doctrine](https://github.com/jonashertner/opencaselaw): 1M+ Swiss court decisions, statutes & doctrine with citation graph (DE/FR/IT). CC0, free, 42 tools. (by jonashertner, ★72, security:PASS) - [workflowy](https://github.com/mholzen/workflowy): Create, update, complete nodes, search & replace with regex and dry run, usage reports, transforms (by mholzen, ★72, security:PASS) - [Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server): Yuque integration: manage documents, work with knowledge bases, search content and access analytics data. (by HenryHaoson, ★69, security:PASS) - [better-code-review-graph](https://github.com/n24q02m/crg): Token-efficient code review knowledge graph: semantic search and call-graph resolution. (by n24q02m, ★68, security:PASS) - [Token Enhancer](https://github.com/xelektron/token-enhancer): Cuts AI web-fetching costs up to 99.9% by stripping page junk before it reaches your LLM. (by xelektron, ★68, security:PASS) - [Paper Distill MCP](https://github.com/Eclipse-Cj/paper-distill-mcp): Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support. (by Eclipse-Cj, ★67, security:PASS) - [minirag-mcp](https://github.com/sfrangulov/minirag-mcp): Local-first RAG MCP server: hybrid search over a folder of your own documents (by sfrangulov, ★67, security:PASS) - [job-searchoor](https://github.com/0xDAEF0F/job-searchoor): Search job listings with filters for date, keywords, remote work options and more. (by 0xDAEF0F, ★65, security:PASS) - [Silica Core](https://github.com/kiycoh/silica-core): Retrieval over the folder the session opened: files, search, read, code_pack, write_note. (by kiycoh, ★64, security:PASS) - [texas-grocery](https://github.com/mgwalkerjr95/texas-grocery-mcp): MCP server for HEB grocery store integration - search products, manage carts, clip coupons, and more (by mgwalkerjr95, ★64, security:PASS) - [Web Researcher MCP](https://github.com/zoharbabin/web-researcher-mcp): Your AI research assistant that cites real sources and stays honest (by zoharbabin, ★64, security:PASS) - [lilbee](https://github.com/tobocop2/lilbee): Index files, code and crawled websites and answer with source citations, using its own local models or an existing Ollama or LM Studio setup. (by tobocop2, ★62, security:PASS) - [Neuronto ARD Registry: Agentic Resource Discovery (ARD) Index](https://github.com/neuronto/agentic-resource-discovery): Neuronto ARD Registry: one search across every public ARD registry + 200,000+ verified MCP tools (by neuronto, ★60, security:PASS) - [mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability): Check domain availability across many TLDs with DNS and WHOIS verification, bulk checking and name suggestions. (by imprvhub, ★59, security:PASS) - [webfetch](https://github.com/firish/webfetch): Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching (by firish, ★58, security:PASS) - [smart-connections-mcp](https://github.com/msdanyg/smart-connections-mcp): Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private. (by msdanyg, ★58, security:PASS) - [Everyrow MCP Server](https://github.com/futuresearch/futuresearch-python/tree/main/everyrow-mcp): Give your AI a research team. Forecast, score, classify, or research every row of a dataset. (by futuresearch, ★57, security:PASS) - [FutureSearch MCP Server](https://github.com/futuresearch/futuresearch-python/tree/main/futuresearch-mcp): Forecast questions about the future, including the outcome under each option. (by futuresearch, ★57, security:PASS) - [webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp): Take screenshots of webpages to use as feedback during UI development. (by ananddtyagi, ★57, security:PASS) - [sifter](https://github.com/sifter-ai/sifter): Extract typed, schema-defined records from any document and query them in natural language like a database. (by sifter-ai, ★54, security:PASS) - [Mobbin](https://github.com/mobbin/mobbin-mcp-server): Search real-world UI & UX design references for mobile apps, web apps, and websites with Mobbin. (by mobbin, ★53, security:PASS) - [CN Scraper MCP](https://github.com/goesByhc/cn-scraper-mcp): MCP server for AI agents to search major Chinese internet platforms with local-first login support. (by goesByhc, ★53, security:PASS) - [showagent](https://github.com/aytzey/showagent): Search, resume and convert AI coding sessions (Claude Code, Codex, Gemini, OpenCode, Pi) over MCP. (by aytzey, ★51, security:PASS) - [siGit](https://github.com/getsigit/sigit): MCP server for siGit (sigit.si): browse repos, search code, manage PRs/issues, web search. (by getsigit, ★51, security:PASS) - [Simmer](https://github.com/SpartanLabsXyz/simmer-sdk): Trade prediction markets with AI agents — skill discovery, autoresearch, and execution. (by SpartanLabsXyz, ★50, security:PASS) - [endnote-mcp](https://github.com/gokmengokhan/endnote-mcp): Search, cite, and read PDFs from your EndNote library in Claude Desktop (by gokmengokhan, ★50, security:PASS) - [mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily): Search via the Tavily AI search API. (by Tomatio13, ★50, security:PASS) - [Blumira MCP](https://github.com/Servosity/msp-skills/tree/main/skills/blumira): Cross-account Blumira findings, detections, and agents in one offline-searchable store. (by Servosity, ★48, security:PASS) - [Liongard MCP](https://github.com/Servosity/msp-skills/tree/main/skills/liongard): Liongard config visibility: sync your estate offline, then drift-check and search it from one CLI. (by Servosity, ★48, security:PASS) - [N-able N-central MCP](https://github.com/Servosity/msp-skills/tree/main/skills/n-central): N-central REST API with an offline org-tree mirror, cross-tenant search, and a JWT-expiry guardian. (by Servosity, ★48, security:PASS) - [Help Scout MCP Server](https://github.com/drewburchfield/help-scout-mcp-server): Search Help Scout conversations, customers, organizations, threads, and inboxes with AI assistants (by drewburchfield, ★47, security:PASS) - [NeuroStack](https://github.com/raphasouthall/neurostack): Token-efficient MCP memory for Markdown vaults. Tiered search, GraphRAG, AI memories. (by raphasouthall, ★47, security:PASS) - [Jina Reader](https://github.com/wong2/mcp-jina-reader): Fetch the content of a remote URL as Markdown with Jina Reader. (by wong2, ★47, security:REVIEW) - [Tasks](https://github.com/flesler/mcp-tasks): An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization c (by flesler, ★47, security:PASS) - [adam-framework](https://github.com/strangeadvancedmarketing/Adam): Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation. (by strangeadvancedmarketing, ★46, security:PASS) - [mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl): Search and retrieve web crawler data from WARC, wget, Katana, SiteOne and InterroBot crawls. (by pragmar, ★46, security:PASS) - [Caelune](https://github.com/EllisMorrow/Caelune): Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows. (by EllisMorrow, ★45, security:PASS) - [scopus-mcp](https://github.com/qwe4559999/scopus-mcp): A Model Context Protocol server for the Elsevier Scopus API (by qwe4559999, ★45, security:PASS) - [Competitor Tracking Trends MCP](https://github.com/trendsmcp-ai/Trends-MCP): Brand and competitor trend volume over time, with growth signals. Free key at trendsmcp.ai (by trendsmcp-ai, ★44, security:PASS) - [mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi): Kagi search API integration. (by ac3xx, ★44, security:PASS) - [dappier-mcp](https://github.com/DappierAI/dappier-mcp): Real-time web search and premium data from media brands via Dappier: news, financial markets, sports, entertainment, weather and more. (by DappierAI, ★44, security:PASS) - [Librecrawl — Technical SEO Audit MCP Server](https://github.com/adityaarsharma/librecrawl-technical-seo-audit-mcp): Self-hosted technical SEO audit MCP. 50+ checks, WAF detection, ephemeral. Built on LibreCrawl. (by adityaarsharma, ★42, security:PASS) - [kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp): Kagi search and summarization without API access, authenticated with a Kagi session token. (by czottmann, ★42, security:PASS) - [hotelbooking](https://github.com/RollingGo-AI/RollingGo-hotel-MCP-CN): RollingGo Hotel Booking MCP Server (国内中文版) (by RollingGo-AI, ★41, security:PASS) - [alive-analysis](https://github.com/with-geun/alive-analysis): Query alive-analysis history from any AI client. Tools: list, get, search, dashboard export. (by with-geun, ★41, security:PASS) - [WebSearch-MCP](https://github.com/mnhlt/WebSearch-MCP): Self-hosted Websearch API (by mnhlt, ★41, security:REVIEW) - [seo-audit-console](https://github.com/houtini-ai/seo-audit): Technical SEO in Claude: GSC + crawl + DataForSEO - audit, market sizing, content recon. (by houtini-ai, ★39, security:PASS) - [Sense](https://github.com/luuuc/sense): Codebase understanding for AI coding agents — symbol graph, blast radius, semantic search. (by luuuc, ★39, security:PASS) - [trip2g](https://github.com/trip2g/trip2g): Serve a folder of Markdown notes as an MCP server: hybrid search, reading, and sourced answers. (by trip2g, ★39, security:PASS) - [Robinhood Portfolio Research](https://github.com/verygoodplugins/robinhood-mcp): Read-only research tools for Robinhood portfolio data (by verygoodplugins, ★39, security:PASS) - [Ferritin — Rust documentation](https://github.com/jbr/ferritin): Search and read Rust documentation for the standard library and any crate on crates.io (by jbr, ★37, security:PASS) - [baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server): Search Baseline status using the Web Platform API. (by yamanoku, ★37, security:PASS) - [openwebninja-mcp](https://github.com/OpenWeb-Ninja/openwebninja-mcp): Official MCP server for OpenWeb Ninja APIs - 40+ real-time web data and SERP APIs as MCP tools (by OpenWeb-Ninja, ★36, security:PASS) - [prompts.chat MCP Server](https://github.com/f/prompts.chat-mcp): Search and retrieve AI prompts from prompts.chat, the social platform for AI prompts. (by f, ★36, security:PASS) - [AIRAS](https://github.com/airas-org/airas): Automated AI research toolkit: hypothesis generation, experiments, and paper writing (by airas-org, ★35, security:PASS) - [newsmcp](https://github.com/pranciskus/newsmcp/tree/main/packages/mcp-server): Real-time world news for AI agents. 50+ regions, topic filtering. Free, no API key. (by pranciskus, ★35, security:PASS) - [mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy): Search and retrieve GIFs through the Giphy API. (by magarcia, ★35, security:PASS) - [Leghis-smart-thinking](https://github.com/Leghis/Smart-Thinking): Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get complete context. Spee… (by Leghis, ★34, security:PASS) - [Markdown Vault MCP](https://github.com/pvliesdonk/markdown-vault-mcp): Generic markdown vault MCP with hybrid search (by pvliesdonk, ★34, security:PASS) - [gemini](https://github.com/houtini-ai/gemini-mcp): Model Context Protocol server for Google Gemini AI with chat, research, and grounding (by houtini-ai, ★33, security:PASS) - [cursor-history](https://github.com/S2thend/cursor-history-mcp): MCP server for browsing, searching, exporting, and backing up your Cursor AI chat history (by S2thend, ★32, security:PASS) - [iFlow Search](https://github.com/zhengyanglsun/iflow-search-js/tree/main/packages/search-mcp): MCP server for iFlow Search web search, image search, and URL fetch tools. (by zhengyanglsun, ★32, security:PASS) - [UICapsule](https://github.com/kyh/uicapsule): Search and install interactive React components with unusual motion, via the shadcn CLI. (by kyh, ★31, security:PASS) - [Sourced](https://github.com/RyanCodrai/sourced): Source code search for every package on PyPI and npm. (by RyanCodrai, ★31, security:PASS) - [rpg-encoder](https://github.com/userFRM/rpg-encoder): Semantic code graph for AI-assisted code understanding via tree-sitter and MCP. (by userFRM, ★31, security:PASS) - [sqry - Semantic Code Search](https://github.com/verivus-oss/sqry/tree/main/sqry-mcp): AST-based semantic code search: 39 tools over 37 languages. Call tracing and impact analysis. (by verivus-oss, ★31, security:PASS) - [mcp-server-kalshi](https://github.com/9crusher/mcp-server-kalshi): MCP server for end-to-end trading on Kalshi prediction markets: discover, research, trade. (by 9crusher, ★30, security:PASS) - [seekstone](https://github.com/shaqmughal/seekstone): Filesystem-direct Obsidian MCP server — search and edit your vault with low context-tax. (by shaqmughal, ★30, security:PASS) - [CV Forge](https://github.com/thechandanbhagat/cv-forge): Forge powerful, ATS-friendly CVs tailored to any job - an MCP server for intelligent CV generation (by thechandanbhagat, ★30, security:PASS) - [agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow): EPA SWMM stormwater modelling workflow: model building, simulation runs, calibration, QGIS integration, climate scenarios and uncertainty analysis. (by Zhonghao1995, ★30, security:PASS) - [LinkupPlatform-linkup-mcp-server](https://github.com/LinkupPlatform/linkup-mcp-server): Search the web in real time to get trustworthy, source-backed answers. Find the latest news and co… (by LinkupPlatform, ★29, security:PASS) - [MCP FreeScout](https://github.com/verygoodplugins/mcp-freescout): FreeScout ticket management with AI-powered analysis, search filters, and structured outputs. (by verygoodplugins, ★29, security:PASS) - [unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp): Unsplash photo search, random photos and download tracking, with ready-to-use attribution text and HTML for each photo. (by cevatkerim, ★29, security:PASS) - [domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp): Naming engine with availability intelligence: score names, check domains, socials and registries. (by dorukardahan, ★28, security:PASS) - [CLIO Adios](https://github.com/iowarp/clio-kit): Fetch and analyze BP5 data files using ADIOS2. Access scientific data, metadata, and attributes... (by iowarp, ★28, security:PASS) - [LeanToken](https://github.com/morluto/leantoken): Token-bounded repository context for coding agents over MCP. (by morluto, ★28, security:PASS) - [sayou](https://github.com/pixell-global/sayou): Persistent knowledge workspace for AI agents. Versioned files, search, and MCP tools. (by pixell-global, ★28, security:PASS) - [magpie-search](https://github.com/xfloukiex-lab/magpie-search): Federated local-first search across transcripts, files, KG, vectors and the web for AI agents. (by xfloukiex-lab, ★28, security:PASS) - [spectrawl](https://github.com/Pyx-Corp/spectrawl): Unified web layer for agents: multi-engine search including Gemini Grounded Search, stealth browsing, cookie auth and actions across many platforms. (by Pyx-Corp, ★28, security:PASS) - [Snappfood & SnappMarket](https://github.com/sepehr071/snapp-mcp): Unofficial read-only Snappfood & SnappMarket: search food and groceries, compare prices, deals. (by sepehr071, ★27, security:PASS) - [Searchpin — Free Web Search for AI Agents](https://github.com/telly6/searchpin): Free web search for AI agents — multi-engine parallel search, smart ranking, no sign-up, no limits (by telly6, ★27, security:PASS) - [mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator): Aggregate RSS feeds. (by imprvhub, ★27, security:PASS) - [stocky](https://github.com/joelio/stocky): Search and download royalty-free stock photos from Pexels and Unsplash, with rich metadata and pagination. (by joelio, ★27, security:PASS) - [Bing Webmaster Tools](https://github.com/isiahw1/mcp-server-bing-webmaster): MCP server for Bing Webmaster Tools API integration providing access to search analytics, site management, URL submission, and SEO insights (by isiahw1, ★27, security:PASS) - [YouTube Transcript + YouTube Search MCP](https://github.com/tubeagentkit/youtube-mcp): YouTube transcripts, search, channel browsing, and playlists for AI agents via MCP. (by tubeagentkit, ★26, security:PASS) - [RepoRelay](https://github.com/Lukie-81/RepoRelay): Bounded local MCP access to one approved repository for AI read/search and structured handoffs. (by Lukie-81, ★26, security:PASS) - [M3 Memory](https://github.com/skynetcmd/m3-memory): Local-first memory — 100+ tools, 99.2% LongMemEval-S retrieval@10, hybrid search, GDPR, no cloud. (by skynetcmd, ★26, security:PASS) - [mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode): Search papers via the Papers with Code API. (by hbg, ★26, security:PASS) - [json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter): Query and extract only the needed parts of JSON files to keep LLM context small. (by kehvinbehvin, ★26, security:PASS) - [Sleepwalker](https://github.com/followanton/sleepwalker): AI Visibility and Content Intelligence tools for Claude and MCP-compatible agents. (by followanton, ★25, security:PASS) - [WebSearch MCP Server](https://github.com/daidaiJ/websearch-mcpserver): Zero-API-key MCP search server: multi-engine web/academic search, PDF parsing, secure web fetch (by daidaiJ, ★25, security:PASS) - [RTFM](https://github.com/roomi-fields/rtfm): The open retrieval layer for AI agents — index code, docs, data. Search via MCP. (by roomi-fields, ★25, security:PASS) - [VARRD — Statistically Validated Trading Edges + AI Research Engine](https://github.com/varrdinc/varrd): Validated trading edges across futures, equities, crypto. Live signals, full audit trail. (by varrdinc, ★24, security:PASS) - [You.com Web Access & AI](https://github.com/youdotcom-oss/mcp): Web search, AI agent, and content extraction via You.com APIs (by youdotcom-oss, ★24, security:PASS) - [overseerr-mcp](https://github.com/jhomen368/overseerr-mcp): Media discovery, requests and management via Overseerr and Seerr for Plex, Jellyfin and Emby. (by jhomen368, ★24, security:PASS) - [mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses): Talk to ChatGPT and use its web search capability. (by billster45, ★24, security:REVIEW) - [X (Twitter)](https://github.com/mbelinky/x-mcp-server): Enhanced MCP server for Twitter/X with OAuth 2.0 support, v2 API media uploads, smart v1.1 fallbacks, and comprehensive rate limiting. Post tweets with text/med (by mbelinky, ★24, security:PASS) - [fulltext-article-downloader](https://github.com/computron/fulltext-article-downloader): Full text of research papers by DOI, arXiv, PMC or OpenReview id, verified against the record (by computron, ★23, security:PASS) - [Everything File Search](https://github.com/elis132/everything-mcp): Lightning-fast Windows file search for AI agents via voidtools Everything's real-time NTFS index (by elis132, ★23, security:PASS) - [nexus](https://github.com/adawalli/nexus): Web search using Perplexity Sonar models, with source citations. (by adawalli, ★23, security:PASS) - [opentk-mcp](https://github.com/r-huijts/opentk-mcp): Search Dutch Parliament (Tweede Kamer) documents, debates, activities and legislative cases, based on the OpenTK project. (by r-huijts, ★23, security:PASS) - [hollaugo-financial-research-mcp-server](https://github.com/hollaugo/tutorials/tree/main/smithery-example/financial-server): Analyze stocks with summaries, price targets, and analyst recommendations. Track SEC filings, divi… (by hollaugo, ★22, security:PASS) - [YouTube Research MCP](https://github.com/coyaSONG/youtube-mcp-server): Citation-ready YouTube transcript research and optional channel intelligence for AI agents. (by coyaSONG, ★22, security:PASS) - [Himalayas Remote Jobs](https://github.com/Himalayas-App/himalayas-mcp): Search and post remote jobs, browse companies, check salaries, and find talent on Himalayas.app (by Himalayas-App, ★21, security:PASS) - [Apple Contacts](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleContacts-MCP): Inspect and search Apple Contacts on macOS, and resolve a contact into a message-ready recipient. (by JonathanRReed, ★21, security:PASS) - [Apple Maps](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleMaps-MCP): Search places, estimate routes, and build Apple Maps links on macOS. (by JonathanRReed, ★21, security:PASS) - [Apple Notes](https://github.com/JonathanRReed/Apple-MCPs/tree/main/AppleNotes-MCP): Inspect, search, create, edit, move, and organize notes in Apple Notes on macOS. (by JonathanRReed, ★21, security:PASS) - [MyFitnessPal](https://github.com/Mason-Levyy/myfitnesspal-mcp): MCP server for MyFitnessPal: log, search, and analyze your food diary. (by Mason-Levyy, ★21, security:PASS) - [CodeMap](https://github.com/bbajt/csharp-code-map): Roslyn-powered MCP server for C#/VB.NET. Query symbols, call graphs, and facts. 90%+ token savings. (by bbajt, ★21, security:PASS) - [leclerc-drive](https://github.com/skunkobi/mcp-leclerc-drive): MCP server for E.Leclerc Drive — search products, manage cart, and order groceries from Claude (by skunkobi, ★21, security:PASS) - [Parallel Search MCP](https://github.com/parallel-web/search-mcp): The best web search for your AI Agent (by parallel-web, ★20, security:PASS) - [HasData](https://github.com/HasData/hasdata-mcp): All HasData scraping tools in one MCP server: Google, TikTok, Instagram, maps, e-commerce and more. (by HasData, ★20, security:PASS) - [StitchAPI Docs](https://github.com/rejifald/StitchAPI): Search and read the StitchAPI docs: search_docs finds relevant sections, get_doc reads a page. (by rejifald, ★20, security:PASS) - [criterion](https://github.com/BalajSaleem/criterion): Semantic search across 6,236 Quran verses and 12,416 authentic Hadiths for Islamic guidance. (by BalajSaleem, ★20, security:PASS) - [messages](https://github.com/cardmagic/messages): Fuzzy search and browse Apple Messages/iMessage from CLI or MCP server (by cardmagic, ★20, security:PASS) - [MTG MCP Server](https://github.com/j4th/mtg-mcp-server): Magic: The Gathering card search, combo lookup, draft analytics, and Commander tools. (by j4th, ★20, security:PASS) - [domain-suite-mcp](https://github.com/oso95/domain-suite-mcp): Domain lifecycle management across Porkbun, Namecheap, GoDaddy and Cloudflare: availability, registration, DNS, SSL, email auth (SPF, DKIM, DMARC) and WHOIS. (by oso95, ★20, security:PASS) - [idealo MCP Server](https://github.com/idealo/mcp-server-guide): Search products, compare prices and discover deals across 6 European markets with your AI assistant. (by idealo, ★19, security:PASS) - [IBKR Portfolio Builder](https://github.com/adwiteeymauriya/ibkr-portfolio-builder-mcp): Top-down IBKR research: 468 typed screeners tagged by strategy intent, news, account access. (by adwiteeymauriya, ★19, security:PASS) - [l0g.fr Risk Intelligence](https://github.com/bluetouff/l0g/tree/main/mcp-server): Read-only macro risk analysis, evidence, signals, and source-backed research from l0g.fr. (by bluetouff, ★19, security:PASS) - [Books & Papers MCP Server](https://github.com/jmrplens/libgen-mcp): Federated search of books and papers, formatted citations, open-access retrieval and reading. (by jmrplens, ★19, security:PASS) - [HasData Google Search (SERP)](https://github.com/HasData/google-search-mcp): Google SERP as JSON: organic, AI Overview, People Also Ask, AI Mode, news, shopping. No Cloud setup. (by HasData, ★18, security:PASS) - [cortex](https://github.com/DanielBlomma/cortex): Local repo context for coding assistants with semantic search and graph relationships. (by DanielBlomma, ★18, security:PASS) - [edinet-mcp](https://github.com/ajtgjmdjp/edinet-mcp): Access Japanese financial disclosures (EDINET). Search companies, retrieve BS/PL/CF statements. (by ajtgjmdjp, ★18, security:PASS) - [vinted-mcp](https://github.com/andrijdavid/vinted-mcp): MCP Server for Vinted that allows to search items, compare prices, and analyze sellers. (by andrijdavid, ★18, security:PASS) - [agent-knowledge](https://github.com/keshrath/agent-knowledge): Cross-session memory for AI agents - knowledge graph, scoring, semantic search (by keshrath, ★18, security:PASS) - [wet](https://github.com/n24q02m/wet): Open-source MCP server for AI agents: web search, content extraction, and library docs. (by n24q02m, ★18, security:PASS) - [Video Transcriber](https://github.com/nhatvu148/video-transcriber-mcp-rs): Transcribe videos from 1000+ platforms or local files offline, and search across every transcript (by nhatvu148, ★18, security:PASS) - [UK Legal Research](https://github.com/paulieb89/uk-legal-mcp): UK legal research — case law, legislation, Hansard, bills, votes, committees, HMRC, citations (by paulieb89, ★18, security:PASS) - [nyt](https://github.com/angheljf/nyt): Search articles using the NYTimes API. (by angheljf, ★18, security:PASS) - [free-web-search-ultimate](https://github.com/wd041216-bit/zero-api-key-web-search): Web search across DuckDuckGo, Bing, Google, Brave, Wikipedia, arXiv, YouTube and Reddit with deep page browsing. Instructs LLMs to search before answering. (by wd041216-bit, ★18, security:PASS) - [GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server): Retrieve and process news from GeekNews. (by the0807, ★18, security:PASS) - [SRS Lock-in Amplifier](https://github.com/K-Dense-AI/lab-instrument-mcps/tree/main/servers/physics/srs-lockin): MCP server for Stanford Research Systems lock-in amplifiers (SR810/SR830, SR860/SR865A). (by K-Dense-AI, ★17, security:PASS) - [ng-blatui](https://github.com/anousss007/ng-blatui): ng-blatui for Angular — search components, blocks, charts & templates and read their typed API. (by anousss007, ★17, security:PASS) - [activitypub-mcp](https://github.com/cameronrye/activitypub-mcp): Read-only-by-default MCP server: let LLMs explore the Fediverse — Mastodon, Misskey, Pleroma. (by cameronrye, ★17, security:PASS) - [FinStack MCP](https://github.com/finstacklabs/finstack-mcp): India-first MCP server for NSE/BSE, fundamentals, analytics, and market research workflows. (by finstacklabs, ★17, security:PASS) - [sap-adt-mcp](https://github.com/yzonur/sap-adt-mcp): Give Claude live access to SAP ABAP via ADT: read, search, check, test, and edit objects. (by yzonur, ★17, security:PASS) - [Parallel Task MCP](https://github.com/parallel-web/task-mcp): An MCP server for deep research or task groups (by parallel-web, ★16, security:PASS) - [Octobrain](https://github.com/Muvon/octobrain): Persistent memory for AI assistants with semantic search and knowledge graph relationships. (by Muvon, ★16, security:PASS) - [calibre-mcp](https://github.com/caelum29/calibre-mcp): Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes. (by caelum29, ★16, security:PASS) - [freeport-nostr](https://github.com/ptrinh/freeport): Search Freeport Nostr events by kind, tag & geohash radius (rides, services, reputation). (by ptrinh, ★16, security:PASS) - [skillfed-mcp](https://github.com/skill-federation/skill-federation): Find vetted agent skills for your task — privacy-preserving skill discovery over MCP. (by skill-federation, ★16, security:PASS) - [webcrawl-mcp](https://github.com/andyliszewski/webcrawl-mcp): Local-first web scraping, DuckDuckGo search, site mapping and crawling, using trafilatura with an optional Firecrawl fallback for JS-rendered pages. (by andyliszewski, ★16, security:PASS) - [multi-research-agents](https://github.com/gemy411/multi-agents-research): Multi-agent research system for coding or general research tasks. (by gemy411, ★16, security:PASS) - [NPM Search](https://github.com/btwiuse/npm-search-mcp-server): Search for npm packages (by btwiuse, ★16, security:PASS) - [docdex](https://github.com/bekirdag/docdex): Fast per-repo documentation indexer and full-text search MCP server for codebases. (by bekirdag, ★15, security:PASS) - [openalex-mcp-server](https://github.com/cyanheads/openalex-mcp-server): Access the OpenAlex academic research catalog — 270M+ publications. (by cyanheads, ★15, security:PASS) - [memtomem](https://github.com/memtomem/memtomem): Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally. (by memtomem, ★15, security:PASS) - [pubcrawl](https://github.com/nickjlamb/pubcrawl): PubMed & Europe PMC literature search, US/UK drug labelling, and clinical trials for AI assistants. (by nickjlamb, ★15, security:PASS) - [nab](https://github.com/MikkoParkkola/nab): Fetch any URL as clean Markdown, with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth and 1Password integration. (by MikkoParkkola, ★15, security:PASS) - [enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server): Gene set enrichment analysis using the Enrichr API. (by tianqitang1, ★15, security:PASS) - [Engram](https://github.com/get-engram/engram): Persistent, verbatim, searchable memory for AI assistants — one memory across every MCP client. (by get-engram, ★14, security:PASS) - [Drafto](https://github.com/JakubAnderwald/drafto): Create, read, search, and organize your Drafto notes and notebooks. (by JakubAnderwald, ★14, security:PASS) - [mcp-jira-stdio](https://github.com/freema/mcp-jira-stdio): MCP server for Jira Cloud — issues, search, comments, attachments, transitions. (by freema, ★14, security:PASS) - [Ultimate Gemini MCP](https://github.com/nikships/ultimate-image-gen-mcp): Image generation with Google Gemini 3.1 Flash: 512px-4K, reference images, search grounding (by nikships, ★14, security:PASS) - [PapersFlow](https://github.com/papersflow-ai/papersflow-mcp): Academic research MCP server for paper search, citation checks, graphs, and deep research. (by papersflow-ai, ★14, security:PASS) - [Sourcegraph MCP Server](https://github.com/sourcegraph-community/mcpregistry): Sourcegraph code search, semantic search, go-to-definition, find-references, and diff search. (by sourcegraph-community, ★14, security:PASS) - [Google Trends MCP](https://github.com/trendsmcp-ai/google-trends-mcp): Google Trends: Search, Images, News, Shopping over time, growth metrics. Free key at trendsmcp.ai (by trendsmcp-ai, ★13, security:PASS) - [fipeX MCP](https://github.com/fipex-labs/dataset): Brazilian FIPE vehicle reference prices: search, current price, history and comparison. Keyless. (by fipex-labs, ★13, security:PASS) - [Workix](https://github.com/facetoplace/Workix/tree/main/mcp): Remote jobs, freelance gigs, vacancies. 24 boards: Upwork, Freelancer, RemoteOK, hh.ru, Kwork. (by facetoplace, ★13, security:PASS) - [MCPfinder - MCP Server Discovery](https://github.com/mcpfinder/mcpfinder/tree/main/packages/mcp-server): Your AI discovers and installs MCP servers across Official Registry, Glama, and Smithery. (by mcpfinder, ★13, security:PASS) - [fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server): Search Fiverr gigs, sellers, pricing, and reviews. No API key required. (by KyuRish, ★13, security:PASS) - [tijori-finance](https://github.com/LaZZy0v0/tijori-finance-mcp): Indian equity research MCP — 5,000+ NSE/BSE stocks, financials, KPIs, and concall transcripts. (by LaZZy0v0, ★13, security:PASS) - [Obsidian Vault MCP Server](https://github.com/OleksandrKucherenko/mcp-obsidian-via-rest): Access Obsidian vaults via Local REST API - read, search, and interact with notes (by OleksandrKucherenko, ★13, security:PASS) - [MCP Retrieval](https://github.com/Role1776/mcp-retrieval): Local Go MCP server: DuckDuckGo/Bing web + image search, readability scraping to Markdown. (by Role1776, ★13, security:PASS) - [TradeOS](https://github.com/TradeOS-AI/tradeos-mcp): TradeOS MCP: ticker search, My Agent, chart TA, macro news. npm stdio or HTTP. (by TradeOS-AI, ★13, security:PASS) - [companies-house](https://github.com/aicayzer/companies-house-mcp): UK Companies House public register: search companies, officers, ownership, filings and documents. (by aicayzer, ★13, security:PASS) - [Girder](https://github.com/dhishwasher/Girder): Saves AI coding-agent context by giving exact code instead of whole files, from a local graph. (by dhishwasher, ★13, security:PASS) - [ntobjmanager-mcp](https://github.com/lupingQAQ/ntobjmanager-mcp): Stateful Windows RPC attack-surface research for AI agents: 22 tools on NtObjectManager. (by lupingQAQ, ★13, security:PASS) - [ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server): NCBI and PubMed literature search with analytics, caching, MeSH integration, related article discovery and batch processing for life sciences research. (by vitorpavinato, ★13, security:REVIEW) - [Social Media Search API — Twitter, Instagram, Reddit, TikTok (XPOZ)](https://github.com/XPOZpublic/xpoz-mcp): Twitter/X, Instagram, Reddit & TikTok data for AI agents. Billions of posts. No API keys. (by XPOZpublic, ★12, security:PASS) - [HasData Glassdoor](https://github.com/HasData/glassdoor-mcp): Glassdoor job listings and full postings with company ratings and salary estimates, as JSON. (by HasData, ★12, security:PASS) - [Gopher & Gemini MCP Server](https://github.com/cameronrye/gopher-mcp): Browse Gopher and Gemini resources safely: SSRF protection, TLS/TOFU, structured JSON output. (by cameronrye, ★12, security:PASS) - [fanout](https://github.com/houtini-ai/fanout-mcp): Multi-URL comparative content analysis with topical gap detection (by houtini-ai, ★12, security:PASS) - [google-knowledge-graph](https://github.com/houtini-ai/google-knowledge-graph-mcp): Search Google's Knowledge Graph for structured information about real-world entities (by houtini-ai, ★12, security:PASS) - [hermes-atlas-mcp](https://github.com/ksimback/hermes-atlas-mcp): Search and fetch 100+ Hermes Agent tools, skills, plugins, and integrations from hermesatlas.com. (by ksimback, ★12, security:PASS) - [Kylas CRM](https://github.com/kylastech/kylas-crm-mcp-server): MCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY. (by kylastech, ★12, security:PASS) - [Microsoft 365 Files](https://github.com/mindstone/mcp-servers/tree/main/connectors/microsoft-files): Microsoft 365 OneDrive files via Graph: list, search, get, upload, download, share, read text. (by mindstone, ★12, security:PASS) - [Microsoft 365 Mail](https://github.com/mindstone/mcp-servers/tree/main/connectors/microsoft-mail): Microsoft 365 Outlook mail via Graph: read, search, send, reply, forward, draft, move, delete. (by mindstone, ★12, security:PASS) - [Microsoft 365 SharePoint](https://github.com/mindstone/mcp-servers/tree/main/connectors/microsoft-sharepoint): Microsoft 365 SharePoint via Graph: sites, libraries, pages, lists, search, file/list mutations. (by mindstone, ★12, security:PASS) - [Nalegalu MCP](https://github.com/nalegaluorg/nalegalu): Semantic search over Polish law and case law, citing the exact in-force article. (by nalegaluorg, ★12, security:PASS) - [Federal Compass MCP](https://github.com/skivuha/federal-compass-mcp): AI compass from private sector to federal career — USAJobs search, salary, KSA (by skivuha, ★12, security:PASS) - [Obsidian Brain](https://github.com/sweir1/obsidian-brain): Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required. (by sweir1, ★12, security:PASS) - [SearXNG HTTP MCP](https://github.com/whw23/searxng_http_mcp): Self-contained SearXNG metasearch MCP server. One Docker image, 200+ engines, privacy-first. (by whw23, ★12, security:PASS) - [melrose-mcp](https://github.com/emicklei/melrose-mcp): Play Melrōse music expressions as MIDI. (by emicklei, ★12, security:PASS) - [CSE](https://github.com/rendyfebry/google-pse-mcp): A Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE). (by rendyfebry, ★12, security:PASS) - [aicastle-school-openai-api-agent-project](https://github.com/aicastle-school/openai-agent-school): Fetch current stock prices and key data for symbols across global markets. Look up companies like… (by aicastle-school, ★11, security:PASS) - [Award Travel Finder](https://github.com/AwardTravelFinder/mcp): Search award flight availability and points pricing across 27 airlines and 23 loyalty programs. (by AwardTravelFinder, ★11, security:PASS) - [HasData Indeed](https://github.com/HasData/indeed-mcp): Indeed job listings by keyword and location, and full postings, as structured JSON. (by HasData, ★11, security:PASS) - [HasData Web Scraping](https://github.com/HasData/web-scraping-mcp): Fetch any public web page through managed proxies, with optional JS rendering and extraction rules. (by HasData, ★11, security:PASS) - [💯 YouTube Transcript + YouTube Search MCP for AI Agents](https://github.com/ZeroPointRepo/youtube-mcp): 💯 The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. (by ZeroPointRepo, ★11, security:PASS) - [Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP): Hosted Crawleo MCP (remote streamable HTTP endpoint). (by Crawleo, ★11, security:PASS) - [hotelbooking](https://github.com/DIDA-AI/Dida-hotel-MCP-CN): Hotel Booking MCP Server (by DIDA-AI, ★11, security:PASS) - [velocirag](https://github.com/HaseebKhalid1507/VelociRAG): Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search. (by HaseebKhalid1507, ★11, security:PASS) - [Paparats – Local Semantic Code Search MCP](https://github.com/IBazylchuk/paparats-mcp/tree/main/packages/server): Local-first semantic code search across all your repos. Private context for AI coding assistants. (by IBazylchuk, ★11, security:PASS) - [Lawbster](https://github.com/PLANIT-TECH/primamcp): Verified, citable German & EU law for any LLM. Daily updates from official sources, hosted in DE. (by PLANIT-TECH, ★11, security:PASS) - [Machine Library](https://github.com/SpaceFrontiers/mcp): Machine Library: cited search over papers, books, patents and social posts, with agent comments. (by SpaceFrontiers, ★11, security:PASS) - [SeekLink](https://github.com/simonsysun/seeklink): Local read-only semantic search for Markdown vaults through MCP. (by simonsysun, ★11, security:PASS) - [indonesia-civic-stack](https://github.com/suryast/indonesia-civic-stack): 40 MCP tools for 11 Indonesian government portals — BPOM, BPJPH, AHU, OJK, BMKG+ (by suryast, ★11, security:PASS) - [vex](https://github.com/tenatarika/vex): Local code search for agents: symbols, usages, call graph, AST patterns, grep and semantic search (by tenatarika, ★11, security:PASS) - [arjunkmrm-perplexity-search](https://github.com/arjunkmrm/perplexity-search): Enable AI assistants to perform web searches using Perplexity's Sonar Pro. (by arjunkmrm, ★10, security:PASS) - [Clera](https://github.com/getclera/mcp): Hire from your AI chat: search 210k+ vetted startup candidates, review matches, request intros. (by getclera, ★10, security:PASS) - [Exomem](https://github.com/Artexis10/exomem): Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search. (by Artexis10, ★10, security:PASS) - [bloomfilter](https://github.com/BloomFilter-Labs/mcp-server-bloomfilter): Service that lets AI Agents search, register, and configure domains (by BloomFilter-Labs, ★10, security:PASS) - [LinkedIn Toolkit](https://github.com/OpenRecruiterTools/linkedin-toolkit): LinkedIn for AI agents from your own Chrome session: search, profiles, lists, outreach queue. (by OpenRecruiterTools, ★10, security:PASS) - [HackTricks MCP Server](https://github.com/Xplo8E/hacktricks-mcp-server): Search and query HackTricks pentesting documentation with quick lookup and section extraction (by Xplo8E, ★10, security:PASS) - [searxng-mcp](https://github.com/aicrafted/searxng-mcp): MCP server for SearXNG aggregator — web search across multiple engines via Model Context Protocol (by aicrafted, ★10, security:PASS) - [Engram: AI memory you can edit in Obsidian](https://github.com/engram-app/Engram): Shared memory for Claude, ChatGPT and any MCP client. Read and edit it in Obsidian or the web app. (by engram-app, ★10, security:PASS) - [MinerU](https://github.com/linxule/mineru-mcp): MinerU document parsing API — PDFs, images, DOCX, PPTX with OCR and batch processing. (by linxule, ★10, security:PASS) - [limps](https://github.com/paulbreuler/limps): MCP planning server for AI agents — plan management, full-text search, and task lifecycle (by paulbreuler, ★10, security:PASS) - [Ply UI](https://github.com/ply-ui-ng/ply/tree/main/packages/mcp): List, search, and inspect Ply Angular + Tailwind copy-in components. (by ply-ui-ng, ★10, security:PASS) - [google-search-console](https://github.com/sarahpark/google-search-console-mcp): Google Search Console MCP server — search analytics, URL inspection, and sitemaps (by sarahpark, ★10, security:PASS) - [VulnCheck](https://github.com/vulncheck-oss/mcp): VulnCheck exploit intelligence — CVE research, exploit data, advisories, and threat analysis. (by vulncheck-oss, ★10, security:PASS) - [heventure-search-mcp](https://github.com/HughesCuit/heventure-search-mcp): Web search across DuckDuckGo, Bing, Google (via SerpAPI) and Tavily with automatic rate limiting, caching and multi-language support. (by HughesCuit, ★10, security:PASS) - [mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews): Interact with Hacker News. (by imprvhub, ★10, security:PASS) - [Public APIs MCP](https://github.com/zazencodes/public-apis-mcp): Search for free APIs using MCP. (by zazencodes, ★10, security:PASS) - [222wcnm-bilistalkermcp](https://github.com/222wcnm/BiliStalkerMCP): Track Bilibili creators and get the latest updates on videos, dynamics, and articles. Fetch user p… (by 222wcnm, ★9, security:PASS) - [HasData Bing](https://github.com/HasData/bing-mcp): Bing search results with the ad block and Copilot answer, geo and market targeting, as JSON. (by HasData, ★9, security:PASS) - [Brandfetch](https://github.com/Brandfetch/brandfetch-mcp-server): Search brands and retrieve design assets, company data, other brand context from Brandfetch's API (by Brandfetch, ★9, security:PASS) - [Citation Intelligence](https://github.com/AutomateLab-tech/citation-intelligence): Check what Perplexity, Claude, ChatGPT, Gemini, and Google AI Overviews cite for any query. (by AutomateLab-tech, ★9, security:PASS) - [agentskb](https://github.com/Cranot/agentskb-mcp): Researched knowledge for AI agents. Canonical answers from official sources. (by Cranot, ★9, security:PASS) - [PromptBranch](https://github.com/PromptBranch/promptbranch): Local-first MCP server for versioning, searching, evaluating, and improving AI prompts. (by PromptBranch, ★9, security:PASS) - [pubchem-mcp-server](https://github.com/cyanheads/pubchem-mcp-server): Search PubChem compounds, properties, safety data, bioactivity, and cross-references. (by cyanheads, ★9, security:PASS) - [fatsecret-mcp](https://github.com/fliptheweb/fatsecret-mcp): MCP server for FatSecret API - food search, nutrition, diary, recipes, weight tracking (unofficial) (by fliptheweb, ★9, security:PASS) - [Hamster](https://github.com/gethamster/plugin): Search and manage Hamster briefs, tasks, plans, and knowledge; trigger delivery from your agent. (by gethamster, ★9, security:PASS) - [Codeix](https://github.com/montanetech/codeix): Fast semantic code search for AI agents — find symbols, references, and callers across any codebase (by montanetech, ★9, security:PASS) - [Memento](https://github.com/scrypster/memento): Persistent memory for AI tools. Local-first knowledge graph with hybrid search. (by scrypster, ★9, security:PASS) - [lain](https://github.com/spuentesp/lain): High-performance knowledge graph MCP server for AI coding agents with semantic search. (by spuentesp, ★9, security:PASS) - [Iconoteka](https://github.com/iconoteka/iconoteka/tree/main/packages/iconoteka-mcp): Search 1300 open-source icons in 7 weights and 2 styles, and get paste-ready SVG. (by iconoteka, ★9, security:PASS) - [shopify-storefront-mcp-server](https://github.com/QuentinCody/shopify-storefront-mcp-server): Unofficial Shopify Storefront API access: discover storefronts and fetch products, collections and other store data. (by QuentinCody, ★9, security:REVIEW) - [Drillr — The financial MCP for AI agents](https://github.com/Little-Grebe-Inc/drillr-mcp-server): Financial data and research MCP for US/CN/JP equities: filings, statements, ownership, signals. (by Little-Grebe-Inc, ★8, security:PASS) - [OpenArx](https://github.com/OpenArx-AI/openarx-core): Open scientific and engineering knowledge for AI agents: search, evidence, document publishing. (by OpenArx-AI, ★8, security:PASS) - [HasData Google Images](https://github.com/HasData/google-images-mcp): Google Images results with source pages, thumbnails and full-resolution URLs, as JSON. (by HasData, ★8, security:PASS) - [dakera-mcp](https://github.com/Dakera-AI/dakera-mcp): Agent memory engine — 99 MCP tools, self-hosted, single Rust binary (by Dakera-AI, ★8, security:PASS) - [PyEuropePMC](https://github.com/JonasHeinickeBio/pyEuropePMC): Search and analyse scientific literature across Europe PMC, PubMed, arXiv, and ClinicalTrials.gov (by JonasHeinickeBio, ★8, security:PASS) - [web-fetch-mcp](https://github.com/KylinMountain/web-fetch-mcp): MCP server for web content fetching, summarizing, comparing, and extracting information (by KylinMountain, ★8, security:PASS) - [MTA:SA Documentation MCP Server](https://github.com/Luminaire1337/mtasa-docs-mcp): MCP server for MTA:SA documentation with intelligent search and caching (by Luminaire1337, ★8, security:PASS) - [MidOS - MCP Community Library](https://github.com/MidOSresearch/midos): Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP (by MidOSresearch, ★8, security:PASS) - [taste-bank](https://github.com/QuasarG/taste-bank): Reusable visual design systems for AI coding agents — browse, fetch, and submit styles via MCP. (by QuasarG, ★8, security:PASS) - [Elasticsearch](https://github.com/TocharianOU/elasticsearch-mcp): Elasticsearch MCP Server with multi-version support (ES 5.x-9.x) and comprehensive API access (by TocharianOU, ★8, security:PASS) - [aiseo-audit](https://github.com/agencyenterprise/aiseo-audit): Audit web pages for AI search readiness with evidence-tiered factors and pipeline-stage scores. (by agencyenterprise, ★8, security:PASS) - [densely](https://github.com/alibaizhanov/densely): Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads (by alibaizhanov, ★8, security:PASS) - [webshift](https://github.com/x-hannibal/webshift): Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents. (by x-hannibal, ★8, security:PASS) - [kObsidian](https://github.com/bezata/kObsidian): Filesystem-first MCP for Obsidian — an LLM-maintained wiki inspired by Karpathy's LLM Wiki. (by bezata, ★8, security:PASS) - [Paperless-ngx](https://github.com/cubinet-code/paperless-ngx-mcp): Full Paperless-ngx API for AI assistants: search, tag, edit and upload documents, workflows and more (by cubinet-code, ★8, security:PASS) - [eur-lex-mcp-server](https://github.com/cyanheads/eur-lex-mcp-server): Search EU legislation, CJEU case law, and treaties; traverse CELLAR graph; browse EuroVoc concepts. (by cyanheads, ★8, security:PASS) - [homebox-mcp](https://github.com/dgahagan/homebox-mcp): Homebox home inventory: search, intake, warranties, attachments, locations, tags, QR labels (by dgahagan, ★8, security:PASS) - [clover-public](https://github.com/fourleafai/clover-public): Job search and interview prep MCP. 15 tools, OAuth 2.1, cross-LLM. four-leaf.ai. (by fourleafai, ★8, security:PASS) - [Web Search](https://github.com/hec-ovi/websearch-skill): Keyless multi-engine web search, fetch, and clean-Markdown read for AI agents. No API keys. (by hec-ovi, ★8, security:PASS) - [ouestcharlie-woof](https://github.com/ouestcharlie/ouestcharlie-woof): An MCP server and app to search and browse your photos while preserving your privacy (by ouestcharlie, ★8, security:PASS) - [zotero-mcp-local](https://github.com/piiinpiiins/Zotero-MCP-lite): Search, read PDFs, and find related papers in your local Zotero library. Read-only, 100% local. (by piiinpiiins, ★8, security:PASS) - [Scavio](https://github.com/scavio-ai/scavio-mcp): Structured web data from 31 platforms: Google, YouTube, Amazon, Walmart, Reddit, TikTok, LinkedIn (by scavio-ai, ★8, security:PASS) - [mozg](https://github.com/egorfedorov/mozg): Exam-scored knowledge brains your agent searches over MCP, plus a public list of their gaps. (by egorfedorov, ★8, security:PASS) - [twitr.sh](https://github.com/lnvestor/twitr-skills): X/Twitter reads, search, monitors and posting. Pay-per-call in USDC — no signup, no API keys. (by lnvestor, ★8, security:PASS) - [Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus): Headless DHI MIKE+ urban-water modelling: model inspection, parameter editing, simulation runs with QA status, .res1d results reading and plotting. (by Zhonghao1995, ★8, security:PASS) - [boikot](https://github.com/boikot-xyz/boikot): Look up company ethics information: the ethical and unethical actions of major companies. (by boikot-xyz, ★8, security:PASS) - [altmetric-mcp](https://github.com/altmetric/altmetric-mcp): MCP server for Altmetric APIs - track research attention across news, policy, social media, and more (by altmetric, ★7, security:PASS) - [EnConvert](https://github.com/enconvert/mcp): Unified web ingestion for AI agents: perceive, discover, search, extract, ingest, watch, convert. (by enconvert, ★7, security:PASS) - [HasData DuckDuckGo](https://github.com/HasData/duckduckgo-mcp): DuckDuckGo search as JSON. Ranked results, ads in their own array, 37 regions. (by HasData, ★7, security:PASS) - [ats](https://github.com/Kayvan-Zahiri/state-of-ats-2026): Which ATS does a company use? Portal-verified answers for 743 employers + resume ATS check. No key. (by Kayvan-Zahiri, ★7, security:PASS) - [Fitatu MCP Unofficial](https://github.com/AndekQR/fitatu-mcp-unofficial): Unofficial MCP server for the Polish Fitatu app. Search foods and manage meals, recipes, and logs. (by AndekQR, ★7, security:PASS) - [Call Copilot](https://github.com/AnisurRahmann/call-copilot): Search and read locally-recorded meeting transcripts over stdio. Read-only, no network. (by AnisurRahmann, ★7, security:PASS) - [CodeCortex Context Engine](https://github.com/BehnamJalaliCo/CodeCortex): Context intelligence for AI coding agents: navigation, impact, memory, guarded edits. (by BehnamJalaliCo, ★7, security:PASS) - [apple-ads](https://github.com/Happygallo/apple-ads-mcp): Manage Apple Search Ads campaigns, keywords, budgets, and reports via API v5. (by Happygallo, ★7, security:PASS) - [Disney Lorcana TCG Collection](https://github.com/IcaroBichir/lorcana-mcp): MCP server for Disney Lorcana TCG: enrich collections, search cards, build decks, audit data. (by IcaroBichir, ★7, security:PASS) - [Agent Web Search](https://github.com/JerryLiu369/agent-web-search): Provider-neutral web_search for AI agents. Grounding + agent search APIs, keyless defaults. (by JerryLiu369, ★7, security:PASS) - [Skills Board](https://github.com/TommyBez/skillsboard): Search your team's shared AI-skill library, get install commands, and save skills from your agent. (by TommyBez, ★7, security:PASS) - [Vaquill](https://github.com/Vaquill-AI/vaquill-mcp): Search US and Indian statutes, regulations, constitutions, and court rules. (by Vaquill-AI, ★7, security:PASS) - [ZoomInfo](https://github.com/Zoominfo/zoominfo-mcp-plugin): Official ZoomInfo MCP server. Search and enrich companies, contacts, and buyer intent signals. (by Zoominfo, ★7, security:PASS) - [noun-mcp](https://github.com/alisaitteke/noun-mcp): Production MCP server for The Noun Project — search & download icons in Cursor/Claude with OAuth… (by alisaitteke, ★7, security:PASS) - [ivygrep](https://github.com/bvolpato/ivygrep): Local code search and task context packs for coding agents (by bvolpato, ★7, security:PASS) - [eurostat-mcp-server](https://github.com/cyanheads/eurostat-mcp-server): Search and query the Eurostat catalogue — EU economy, demography, trade, and NUTS regional data. (by cyanheads, ★7, security:PASS) - [entra-news](https://github.com/darrenjrobinson/EntraNewsMCPServer): Search the Entra.news newsletter archive — a weekly digest of Microsoft Entra news (by darrenjrobinson, ★7, security:PASS) - [yt-mem-ai](https://github.com/dasein108/yt-mem-ai): Local YouTube memory: transcribe, embed and search videos, with summaries and highlights. (by dasein108, ★7, security:PASS) - [Defuddle Fetch](https://github.com/domdomegg/defuddle-fetch-mcp-server): Fetch content from the web, cleaned up nicely for LLMs (using Defuddle). (by domdomegg, ★7, security:PASS) - [Cambio Uruguay](https://github.com/eduair94/cambio-uruguay/tree/main/mcp): Uruguay: exchange rates, rentals, used cars, product prices and search across cambio-uruguay.com (by eduair94, ★7, security:PASS) - [joplin-mcp-server](https://github.com/jordanburke/joplin-mcp-server): Search, read, create, edit and sync Joplin notes and notebooks via a headless Joplin sidecar. (by jordanburke, ★7, security:PASS) - [melchizedek](https://github.com/louis49/melchizedek): Persistent memory for Claude Code — offline, single-file, hybrid search. (by louis49, ★7, security:PASS) - [okf-mcp](https://github.com/mfdaves/okf-mcp): Validate, search, graph, and safely author local Open Knowledge Format bundles. (by mfdaves, ★7, security:PASS) - [gsc](https://github.com/mikusnuz/gsc-mcp): MCP server for Google Search Console & Indexing API — search analytics, sitemaps, URL inspection (by mikusnuz, ★7, security:PASS) - [Google AI Search MCP](https://github.com/shariqriazz/google-ai-search-mcp): Google AI search and documentation tools for MCP clients using Vertex AI or the Gemini API. (by shariqriazz, ★7, security:PASS) - [Code Index](https://github.com/trondhindenes/code-index-mcp): Fast local source code searching using Zoekt trigram-based indexing (by trondhindenes, ★7, security:PASS) - [tweetsave-mcp](https://github.com/zezeron/tweetsave-mcp): Twitter/X analysis without token waste. Fetch tweets, download media. No API key. (by zezeron, ★7, security:PASS) - [gx3-cli-mcp](https://github.com/purinzan/gx3-cli-mcp): Unofficial, read-only analysis of Mitsubishi MELSEC GX Works3 PLC projects: trace ladder logic, find device reads and writes and search device comments. (by purinzan, ★7, security:PASS) - [boldsign-mcp](https://github.com/boldsign/boldsign-mcp): Search, request and manage e-signature contracts with BoldSign. (by boldsign, ★7, security:PASS) - [apple-notes-mcp](https://github.com/disco-trooper/apple-notes-mcp): Apple Notes access with semantic and hybrid vector-keyword search, full CRUD operations and incremental indexing. (by disco-trooper, ★7, security:PASS) - [Dimensions Analytics](https://github.com/digital-science/dimensions-analytics-mcp/tree/main/apps/mcp): Search and analyze Dimensions research data: publications, grants, researchers, patents, trials (by digital-science, ★6, security:PASS) - [Sato Hub: Onchain Agents](https://github.com/satohubai/onchain-agents): Search scored onchain-agent tooling: frameworks, MCP servers, wallets, x402 rails, deploy specs. (by satohubai, ★6, security:PASS) - [MarkMesh](https://github.com/team-markmesh/mark_mesh_skill): Trademark search, monitoring and conflict research across 30+ registers, with provenance. (by team-markmesh, ★6, security:PASS) - [amazon-mcp](https://github.com/pangolinfo/pangolinfo-mcp): Amazon data MCP: products, reviews, niches, WIPO design/IP + US litigation, AI search & trends. (by pangolinfo, ★6, security:PASS) - [Silicon Friendly](https://github.com/unlikefraction/silicon-friendly): Directory rating websites on AI-agent-friendliness. Search, lookup, and submit. (by unlikefraction, ★6, security:PASS) - [MemoFS MCP Server](https://github.com/memo-fs/memofs/tree/main/packages/mcp-server): Persistent memory and virtual filesystem MCP server for AI agents. (by memo-fs, ★6, security:PASS) - [DomainKits](https://github.com/ABTdomain/domainkits-mcp): Search newly registered, expired, aged, active, deleted and for-sale domains, plus WHOIS and DNS. (by ABTdomain, ★6, security:PASS) - [ais](https://github.com/Anode1/ais): Memory for agents and people: exact recall from a plain-text index, by your own keys. (by Anode1, ★6, security:PASS) - [upnote-lens-mcp](https://github.com/AwesomeHye/upnote-lens-mcp): Read, search, and summarize your UpNote notes — and create new ones. (by AwesomeHye, ★6, security:PASS) - [omophub-mcp](https://github.com/OMOPHub/omophub-mcp): Search, lookup, map, and navigate OMOP medical vocabularies via AI agents (by OMOPHub, ★6, security:PASS) - [quran-search-engine-mcp](https://github.com/adelpro/quran-search-engine-mcp): Quran Search Engine MCP for AI tools. Provides Quran search, Arabic normalization, and highlighting. (by adelpro, ★6, security:PASS) - [NexusTrade Financial MCP](https://github.com/austin-starks/nexustrade-ts): Quant research, backtesting, marketplace subscriptions, editable forks, copy trading, and execution. (by austin-starks, ★6, security:PASS) - [Aha.io](https://github.com/cedricziel/aha-mcp): Search, read and update Aha.io ideas, features, epics, releases, goals and comments (by cedricziel, ★6, security:PASS) - [arxiv-mcp-server](https://github.com/cyanheads/arxiv-mcp-server): Search arXiv, fetch paper metadata, and read full-text content. (by cyanheads, ★6, security:PASS) - [gdelt-mcp-server](https://github.com/cyanheads/gdelt-mcp-server): Search and analyze global news coverage and US TV transcripts via the GDELT Project APIs. (by cyanheads, ★6, security:PASS) - [imessage-max](https://github.com/cyberpapiii/imessage-max): AI-optimized MCP server for iMessage on macOS. Read, search, and send messages. (by cyberpapiii, ★6, security:PASS) - [second-brain MCP](https://github.com/ddmanyes/second-brain-mcp): Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memory compression. (by ddmanyes, ★6, security:PASS) - [HadithDB](https://github.com/iadnanmukhtar/hadithdb): Search and retrieve Quran ayahs, tafsir commentary, hadith, and detailed hadith records. (by iadnanmukhtar, ★6, security:PASS) - [Hadith Checker [Dorar.net]](https://github.com/ibnsaleem29/dorar-hadith-mcp): Research Hadith, authenticity, grading, Takhrij and Sharh [commentaries] in Claude Desktop for free. (by ibnsaleem29, ★6, security:PASS) - [fedlex-mcp](https://github.com/malkreide/fedlex-mcp): Swiss federal law, consultations (Fedlex) & TERMDAT terminology (LINDAS) via SPARQL (by malkreide, ★6, security:PASS) - [delta](https://github.com/markswendsen-code/mcp-delta): MCP server for Delta Airlines - search flights, check status, manage trips (by markswendsen-code, ★6, security:PASS) - [Business Entity](https://github.com/martc03/gov-mcp-servers): SEC company search and SBA business resources. 4 MCP tools for business intelligence. (by martc03, ★6, security:PASS) - [BAILII UK Case Law](https://github.com/paulieb89/bailii-mcp): Search UK case law on BAILII — court judgments with section extraction. Runs locally. (by paulieb89, ★6, security:PASS) - [filesift](https://github.com/roshunsunder/filesift): Local file search for AI agents — semantic + keyword indexing over your codebase. (by roshunsunder, ★6, security:PASS) - [flippa-mcp](https://github.com/sind00/flippa-mcp): Search, analyze, and evaluate online businesses for sale on Flippa.com marketplace. (by sind00, ★6, security:PASS) - [Find Research Papers](https://github.com/surendranb/find-research-papers-mcp): Search open-source research papers across arXiv, OpenAlex, Crossref, PubMed, Semantic Scholar. (by surendranb, ★6, security:PASS) - [Lacuna Research MCP](https://github.com/tiptreesystems/lacuna-research-mcp): Search Lacuna's ML research graph for papers, directions, authors, venues, and hypotheses. (by tiptreesystems, ★6, security:PASS) - [thebrain](https://github.com/yBookoff/thebrain-mcp): MCP server for TheBrain 15: search by meaning, graph traversal and batch writes over the local API (by yBookoff, ★6, security:PASS) - [youtube-summarize](https://github.com/zlatkoc/youtube-summarize): MCP server that fetches YouTube video transcripts and optionally summarizes them (by zlatkoc, ★6, security:PASS) - [Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server): Up-to-date dependency information for Clojure libraries from Clojars. (by Bigsy, ★6, security:PASS) - [agent-toolbox](https://github.com/Vincentwei1021/agent-toolbox): Web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction and QR codes. (by Vincentwei1021, ★6, security:PASS) - [Exa](https://github.com/theishangoswami/exa-mcp-server): Exa AI Search API (by theishangoswami, ★6, security:REVIEW) - [NewzAI MCP Server](https://github.com/Gauraviitkgp/news-mcp): News MCP: real-time headlines & custom news search across 7 regions. Free, just sign in with Google. (by Gauraviitkgp, ★5, security:PASS) - [kwp-lab-rss-reader-mcp](https://github.com/kwp-lab/rss-reader-mcp): Track and browse RSS feeds with ease. Fetch the latest entries from any feed URL and extract full… (by kwp-lab, ★5, security:PASS) - [leandrogavidia-vechain-mcp-server](https://github.com/leandrogavidia/vechain-mcp-server): Search VeChain documentation, query on-chain data, and fetch fee suggestions with direct links to… (by leandrogavidia, ★5, security:PASS) - [Usercall](https://github.com/junetic/usercall-mcp): Give your AI agents the ability to ask real users why. (by junetic, ★5, security:PASS) - [Whimsical](https://github.com/WhimsicalCode/mcp-server-guide): Create and edit flowcharts, mind maps, wireframes, and docs in Whimsical, or search your workspace. (by WhimsicalCode, ★5, security:PASS) - [mcp.film directory](https://github.com/c47-inc/mcp-film/tree/main/packages/mcp-server): Search the curated directory of MCP servers for AI filmmaking and plan a full production stack. (by c47-inc, ★5, security:PASS) - [inquisitor](https://github.com/iamalisson/inquisitor): Hypothesis-driven problem solving for AI agents: probe, falsify, escalate. (by iamalisson, ★5, security:PASS) - [codearia-sieve](https://github.com/AntonG87/codearia-sieve): Web pages into decision-ready state: dates, numbers with units, budgeted chunks. No model, no key. (by AntonG87, ★5, security:PASS) - [parecode](https://github.com/BasilSkyWalk/parecode): Token-aware ripgrep code search and atomic multi-file edits for coding agents. (by BasilSkyWalk, ★5, security:PASS) - [stellavault](https://github.com/Evanciel/stellavault): Local-first MCP server: Claude searches, asks & drafts from your Obsidian vault. 21 tools, no keys. (by Evanciel, ★5, security:PASS) - [log-analyzer-mcp](https://github.com/Fato07/log-analyzer-mcp): AI-powered log analysis - parse, search, extract errors across 9+ formats (by Fato07, ★5, security:PASS) - [Contextful](https://github.com/Inferensys/contextful): Efficient context management: code search, evidence packs, and memory for coding agents. (by Inferensys, ★5, security:PASS) - [Partuno — DigiKey & Mouser MCP Server](https://github.com/JPMarhefka/Partuno): DigiKey and Mouser MCP server for component research, BOM analysis, and sourcing. (by JPMarhefka, ★5, security:PASS) - [mcp-server-sfmc](https://github.com/JoernBerkefeld/mcp-server-sfmc): SFMC AMPscript/SSJS/GTL tools + searchable help for 7 MC products (Engagement, Pardot…) via MCP. (by JoernBerkefeld, ★5, security:PASS) - [Argus Retrieval](https://github.com/Khamel83/argus): Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows. (by Khamel83, ★5, security:PASS) - [lorg-mcp-server](https://github.com/LorgAI/lorg-mcp-server): Shared, peer-validated knowledge archive for AI agents — search, contribute, and validate via MCP (by LorgAI, ★5, security:PASS) - [compendio-mcp](https://github.com/RuloGB/compendio-mcp): Indexes your project's markdown docs and serves them to any agent via local hybrid search. (by RuloGB, ★5, security:PASS) - [claude-code-conversation-search-mcp](https://github.com/TonySimonovsky/claude-code-conversation-search-mcp): Search Claude Code conversation history with natural language queries across all projects (by TonySimonovsky, ★5, security:PASS) - [google-flights](https://github.com/andreacappelletti97/google-flights-mcp): MCP server for Google Flights: search, price tracking, cabin comparison, emissions, and more. (by andreacappelletti97, ★5, security:PASS) - [cdc-health-mcp-server](https://github.com/cyanheads/cdc-health-mcp-server): Search and query CDC public health data — mortality, vaccinations, surveillance, behavioral risk. (by cyanheads, ★5, security:PASS) - [orcid-mcp-server](https://github.com/cyanheads/orcid-mcp-server): Researcher profiles, works, affiliations, funding, and peer reviews from the ORCID registry. (by cyanheads, ★5, security:PASS) - [memex](https://github.com/dioniipereyraa/memex): One searchable memory of your Claude.ai chats and Claude Code sessions, served over MCP. (by dioniipereyraa, ★5, security:PASS) - [Google Drive](https://github.com/domdomegg/google-drive-mcp): Allow AI systems to list, search, upload, download, and manage files and folders in Google Drive. (by domdomegg, ★5, security:PASS) - [anybrowse](https://github.com/kc23go/anybrowse): Converts any URL to clean, LLM-ready Markdown using real Chrome browsers (by kc23go, ★5, security:PASS) - [vueuse-mcp](https://github.com/kovoor/vueuse-mcp): Search, browse, and get suggestions for VueUse composables (by kovoor, ★5, security:PASS) - [marketplace-search](https://github.com/lulzasaur9192/marketplace-search-mcp): 22 tools: search 15+ marketplaces, verify licenses, childcare costs, FCC, GSA auctions (by lulzasaur9192, ★5, security:PASS) - [Lumnix](https://github.com/moltstudios/lumnix-mcp): E-commerce research via MCP. Amazon, Alibaba & AliExpress product search and FBA margins. (by moltstudios, ★5, security:PASS) - [OPC-UA MCP Server](https://github.com/mwieczorkiewicz/opcua-mcp): Read, write, browse, search, and subscribe to live data on an OPC-UA industrial automation server. (by mwieczorkiewicz, ★5, security:PASS) - [Skill History](https://github.com/pineapple-farm/skill-history): Track download history for 70,000+ agent skills. Search and get daily snapshots. (by pineapple-farm, ★5, security:PASS) - [OCDS German Procurement Search](https://github.com/qune-tech/vergabe-mcp): Search and match German public procurement tenders (OCDS) from your local LLM. (by qune-tech, ★5, security:PASS) - [Talonic](https://github.com/talonicdev/talonic-mcp): Extract structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms. (by talonicdev, ★5, security:PASS) - [yandex-webmaster-mcp](https://github.com/theYahia/yandex-webmaster-mcp): MCP server for Yandex.Webmaster API — hosts, search queries, indexing status. Bearer token auth. (by theYahia, ★5, security:PASS) - [Apple Ads MCP](https://github.com/zelentsov-dev/apple-ads-mcp): Local Apple Ads research, optimization, and receipt-gated App Store campaign management. (by zelentsov-dev, ★5, security:PASS) - [Philidor DeFi Vault Risk Analytics](https://github.com/Philidor-Labs/philidor-mcp): Search 700+ DeFi vaults, compare risk scores, analyze protocols. No API key needed. (by Philidor-Labs, ★5, security:PASS) - [markcrawl](https://github.com/AIMLPM/markcrawl): Crawl websites into clean Markdown, search pages and extract structured data with LLMs for web research and RAG pipelines. (by AIMLPM, ★5, security:PASS) - [NyxDocs](https://github.com/nyxn-ai/NyxDocs): Manage cryptocurrency project documentation across Ethereum, BSC, Polygon and Solana. (by nyxn-ai, ★5, security:PASS) - [scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp): Web scraping via ScraperAPI with JavaScript rendering, geotargeting, premium proxies and auto-parsing. (by scraperapi, ★5, security:PASS) - [web-search-plus-mcp](https://github.com/robbyczgw-cla/web-search-plus-mcp): Multi-provider web search with automatic routing between Serper, Tavily and Exa. (by robbyczgw-cla, ★5, security:PASS) - [Minds: Synthetic Market Research Panels](https://github.com/minds-ai-co/minds-mcp): Run AI market research: synthetic customer panels for concept testing, message testing, segments. (by minds-ai-co, ★4, security:PASS) - [OctoTrip Flights](https://github.com/OctoTrip/flights): Free, no-login flight search with real-time pricing from multiple airlines. (by OctoTrip, ★4, security:PASS) - [CatchDoms — Expired Domains API](https://github.com/Sambel/catchdoms-mcp): Search 40K+ expired domains from 12 auction platforms with SEO metrics and scores. (by Sambel, ★4, security:PASS) - [Chainstack](https://github.com/chainstacklabs/mcp-server): Deploy and manage blockchain nodes across 70+ protocols, search docs, request testnet funds. (by chainstacklabs, ★4, security:PASS) - [Lune Research](https://github.com/RetrogradeLabs/lune-mcp-server): Search peer-reviewed papers and research methodology guidance from your AI agent. (by RetrogradeLabs, ★4, security:PASS) - [MedRecPro Drug Label Server](https://github.com/chriserikbarnes/MedRecPro/tree/master/MedRecProMCP): Search and export FDA drug labels by brand name, generic ingredient, or UNII code. (by chriserikbarnes, ★4, security:PASS) - [Soracom Knowledge](https://github.com/soracom/mcp/tree/main/servers/knowledge): Search SORACOM documentation: service guides, FAQ, API references, IoT recipes, etc. (by soracom, ★4, security:PASS) - [UnifAPI](https://github.com/unifapi-agent/unifapi-mcp-server): Hosted MCP server for live public-data APIs and Skills for AI agents. (by unifapi-agent, ★4, security:PASS) - [vibe-hnindex](https://github.com/AndyAnh174/vibe-hnindex): Index source code into a local knowledge base, search with keyword + semantic + hybrid modes. (by AndyAnh174, ★4, security:PASS) - [banana-prompts-mcp](https://github.com/Banana-Prompts/banana-prompts-mcp): MCP server to search Nano Banana prompts from bananaprompts.fun (by Banana-Prompts, ★4, security:PASS) - [memograph](https://github.com/Indhar01/MemoGraph): Graph-based memory system for LLMs with knowledge graphs and semantic search. (by Indhar01, ★4, security:PASS) - [mcp-instagram-dm](https://github.com/0XX7C00/mcp-instagram-dm): Read, send, search & manage Instagram DMs through AI assistants. 15 tools, cookie auth. (by 0XX7C00, ★4, security:PASS) - [Copilot Memory MCP](https://github.com/LabForgeDev/copilot-memory-mcp): Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required. (by LabForgeDev, ★4, security:PASS) - [toolradar](https://github.com/Nadeus/toolradar-mcp): Search, compare, and get pricing for 8,600+ software tools with verified data. (by Nadeus, ★4, security:PASS) - [IndieStack](https://github.com/Pattyboi101/indiestack): Search 3,100+ developer tools via MCP. Install commands, compatibility data, health scores. (by Pattyboi101, ★4, security:PASS) - [JVM Source Lens](https://github.com/Sintexer/jvm-source-lens): Gradle-accurate JVM classpath; fetch Java source, signatures, and class structure for agents. (by Sintexer, ★4, security:PASS) - [CourtListener](https://github.com/Vaquill-AI/courtlistener-mcp): MCP for CourtListener: US federal and state opinions, dockets, judges, plus eCFR regulations. (by Vaquill-AI, ★4, security:PASS) - [Open Investment Model](https://github.com/antikas/open-investment-model/tree/main/mcp): Read-only OpenIM search for institutional buy-side investment models and architecture. (by antikas, ★4, security:PASS) - [13FLOW](https://github.com/bluetouff/13flow/tree/main/mcp-server): Source-linked SEC 13F research, quality checks, watchlists and audit trails for agents. (by bluetouff, ★4, security:PASS) - [2b2t Atlas](https://github.com/bobymicjohn/2b2tAtlas-Public-API): Search 2b2t locations, groups, highways, renders, Archive warps, and WDL metadata. (by bobymicjohn, ★4, security:PASS) - [CrazySEO](https://github.com/d08m/crazyseo): Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys. (by d08m, ★4, security:PASS) - [Meyhem — MCP Server Discovery & Agent Search](https://github.com/c5huracan/meyhem): Discover 6,700+ MCP servers and 15,000+ OpenClaw skills. Agent-native search with outcome ranking. (by c5huracan, ★4, security:PASS) - [booli-mcp](https://github.com/chrischall/booli-mcp): Booli.se real estate for Claude: search listings, sold prices, areas & market stats (by chrischall, ★4, security:PASS) - [biorxiv-mcp-server](https://github.com/cyanheads/biorxiv-mcp-server): Search and retrieve bioRxiv and medRxiv preprints — by DOI, date interval, or keyword — via MCP. (by cyanheads, ★4, security:PASS) - [hn-mcp-server](https://github.com/cyanheads/hn-mcp-server): Browse Hacker News feeds, threads, and user profiles with full-text search. (by cyanheads, ★4, security:PASS) - [internet-archive-mcp-server](https://github.com/cyanheads/internet-archive-mcp-server): Search the Wayback Machine and IA library (40M+ items), fetch snapshots, item metadata, and text. (by cyanheads, ★4, security:PASS) - [libofcongress-mcp-server](https://github.com/cyanheads/libofcongress-mcp-server): Search LOC digital collections, Chronicling America newspapers (full OCR), and LC Subject Headings. (by cyanheads, ★4, security:PASS) - [met-museum-mcp-server](https://github.com/cyanheads/met-museum-mcp-server): Search the Met collection, browse by department or update date, fetch full records and CC0 images. (by cyanheads, ★4, security:PASS) - [noaa-cdo-mcp-server](https://github.com/cyanheads/noaa-climate-mcp-server): Search NOAA CDO stations and datasets, fetch historical weather observations. (by cyanheads, ★4, security:PASS) - [openlibrary-mcp-server](https://github.com/cyanheads/openlibrary-mcp-server): Search books and authors, fetch editions, browse subjects, and resolve cover images. (by cyanheads, ★4, security:PASS) - [gsearch](https://github.com/daanielcruz/gsearch-mcp): Free Google Search with inline citations for any MCP-compatible AI tool. (by daanielcruz, ★4, security:PASS) - [Google Contacts](https://github.com/domdomegg/google-contacts-mcp): Allow AI systems to list, search, and manage contacts via Google Contacts. (by domdomegg, ★4, security:PASS) - [mcp-server-mcp-registry](https://github.com/formulahendry/mcp-server-mcp-registry): MCP Server for MCP Registry to discover and search for available MCP servers in the registry (by formulahendry, ★4, security:REVIEW) - [cv.json — open CV data](https://github.com/freecvorg/cv-json/tree/main/mcp): Search people open to work and fetch their machine-readable cv.json, from any AI assistant. (by freecvorg, ★4, security:PASS) - [PullPush Reddit](https://github.com/jacklenzotti/pullpush-mcp): Search Reddit comments and submissions via PullPush.io with filtering by subreddit, author, and date (by jacklenzotti, ★4, security:PASS) - [jarvis](https://github.com/phuongddx/jarvis): Local-first SCIP code navigation and Zoekt search over your own indexed repositories (by phuongddx, ★4, security:PASS) - [LoreDocs](https://github.com/labyrinth-analytics/loredocs): Local-first knowledge vaults for project docs and specs. Tagged, versioned, full-text searchable. (by labyrinth-analytics, ★4, security:PASS) - [Frankfurter](https://github.com/lineofflight/frankfurter-mcp): Convert currencies and fetch blended FX rates from 50+ institutional sources. (by lineofflight, ★4, security:PASS) - [OmniScholar](https://github.com/luffysolution-svg/omnischolar): Literature, Zotero, PDF, citation, materials, and scientific image tools for research agents. (by luffysolution-svg, ★4, security:PASS) - [walmart](https://github.com/markswendsen-code/mcp-walmart): MCP server for Walmart - search products, manage cart, track orders (by markswendsen-code, ★4, security:PASS) - [sg-eli-mcp](https://github.com/matematicsolutions/sg-eli-mcp): MCP server for Singapore Statutes Online: browse, fetch, and cite Singapore Acts. (by matematicsolutions, ★4, security:PASS) - [Apple Calendar](https://github.com/mgcrea/cupertino/tree/main/packages/calendar): Search, read and act on Apple Calendar — ranges, free-time lookup, writes off by default (by mgcrea, ★4, security:PASS) - [Apple Mail](https://github.com/mgcrea/cupertino/tree/main/packages/mail): Search, read and act on Apple Mail — threads, attachments, body search, writes off by default (by mgcrea, ★4, security:PASS) - [Apple Messages](https://github.com/mgcrea/cupertino/tree/main/packages/messages): Search and read Apple Messages — chats and decoded text, sending off by default (by mgcrea, ★4, security:PASS) - [Apple Notes](https://github.com/mgcrea/cupertino/tree/main/packages/notes): Search, read and act on Apple Notes — folders, attachments, writes off by default (by mgcrea, ★4, security:PASS) - [Apple Reminders](https://github.com/mgcrea/cupertino/tree/main/packages/reminders): Search, read and act on Apple Reminders — lists, due dates, writes off by default (by mgcrea, ★4, security:PASS) - [rippr-mcp](https://github.com/mrslbt/rippr): Rip YouTube transcripts to disk for AI agents, RAG pipelines, and LLM workflows. (by mrslbt, ★4, security:PASS) - [Scholar RAG MCP](https://github.com/notwhiteblank/scholar-rag-mcp): Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management. (by notwhiteblank, ★4, security:PASS) - [Sesame](https://github.com/qiwei66/sesame): Search and open dashboards, reports, decks and PRs that Claude Code and Codex made on your Mac. (by qiwei66, ★4, security:PASS) - [RCSB PDB](https://github.com/rcsb/rcsb-mcp): MCP server to search, inspect, and cross-reference RCSB Protein Data Bank structures (by rcsb, ★4, security:PASS) - [TIDAL MCP](https://github.com/sickn33/tidal-mcp): Search, analyze, organize, and safely modify TIDAL through 112 typed MCP tools. (by sickn33, ★4, security:PASS) - [hh-mcp](https://github.com/theYahia/hh-mcp): MCP server for hh.ru jobs API — vacancy search, salary stats, employers, regions. Public endpoints, (by theYahia, ★4, security:PASS) - [intentlink](https://github.com/whalefuntech/intentlink_docs): The best agent monetization tool: free search, clear rev-share, 10M+ commerce/travel/local offers. (by whalefuntech, ★4, security:PASS) - [aeo-cli](https://github.com/hanselhansel/context-cli): Audit URLs for AI crawler readiness: checks robots.txt, llms.txt, JSON-LD schema and content density, with a 0-100 AEO score. (by hanselhansel, ★4, security:PASS) - [zoom-search](https://github.com/goofrey/zoom-search): Rewrite queries, zoom into source domains and return sourced answers with metrics. (by goofrey, ★4, security:PASS) - [rss-feeds-mcp](https://github.com/lionkiii/rss-feeds-mcp): Fetch, filter, search and manage RSS feeds by category or source. (by lionkiii, ★4, security:PASS) - [Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp): Extract clean web content for RAG and answer questions about web pages. (by kimdonghwi94, ★4, security:PASS) - [govuk-mcp](https://github.com/paulieb89/govuk-mcp): Search GOV.UK content, retrieve full government pages, look up organisations and resolve UK postcodes to local authorities. Read-only. (by paulieb89, ★4, security:PASS) - [skill4agent-mcp-server](https://github.com/osulivan/skill4agent-mcp-server): Search, view and install AI skills from skill4agent. (by osulivan, ★4, security:PASS) - [Maguyva](https://github.com/Maguyva/mcp): Code intelligence for coding agents: semantic, AST, graph, and full-text search. 279+ languages. (by Maguyva, ★3, security:PASS) - [Lucid](https://github.com/lucidsoftware/lucid-mcp-server): Lucid’s connector creates diagrams, searches, edits, shares, and retrieves docs to summarize. (by lucidsoftware, ★3, security:PASS) - [publicdata.au](https://github.com/National-Digital/publicdata.au): Search, filter, count and sum Australian government open data, with every version kept. (by National-Digital, ★3, security:PASS) - [mcp-server](https://github.com/TheColonyCC/colony-mcp-server): Remote MCP server for The Colony — a social network for AI agents (posts, DMs, search, marketplace). (by TheColonyCC, ★3, security:PASS) - [EdgeDepth Research](https://github.com/edgedepthhq/edgedepth-research-mcp): Test crypto and TradFi-perpetual claims using recorded counts, baselines, and replay. (by edgedepthhq, ★3, security:PASS) - [md-log-mcp](https://github.com/md-log/md-log-mcp): md-log MCP: save/update/fetch markdown by path (stdio + remote HTTP, PAT auth). (by md-log, ★3, security:PASS) - [Mind the Product](https://github.com/mindtheproduct/mcp): Search 15 years of Mind the Product writing, talks and podcasts, plus live events and PM jobs. (by mindtheproduct, ★3, security:PASS) - [Rebuild Dossier](https://github.com/Parker-Fawcett/rebuild-dossier): MCP server that reverse-engineers a locked rebuild spec from an existing app. (by Parker-Fawcett, ★3, security:PASS) - [Ratevert MCP](https://github.com/ratevert/mcp): Read-only Ratevert MCP for asset search, pair rates, and conversions. (by ratevert, ★3, security:PASS) - [1stay](https://github.com/STAYKER-COM/1Stay-mcp): Hotel booking MCP server. Search, book, and manage reservations across 250K+ properties worldwide. (by STAYKER-COM, ★3, security:PASS) - [NuBerea](https://github.com/streamsapps/nuberea-mcp): AI-powered biblical research tools — lexicons, morphology, manuscripts, and more. (by streamsapps, ★3, security:PASS) - [Visibly AI — SEO MCP Server](https://github.com/AntonioBlago/claude-code-seo-starter): Remote SEO/GEO MCP: Search Console, keyword research, backlinks, competitor & on-page audits. (by AntonioBlago, ★3, security:PASS) - [quillrag](https://github.com/Ayush-yadav11/quillrag): Single-binary local RAG MCP server in Rust. MiniLM compiled in, hybrid search, zero deps. (by Ayush-yadav11, ★3, security:PASS) - [codemunch-pro](https://github.com/BigJai/codemunch-pro): Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) retrieval. (by BigJai, ★3, security:PASS) - [yandex-webmaster-mcp](https://github.com/BoxLab-Ltd/yandex-webmaster-mcp): Query Yandex Webmaster indexing, queries, diagnostics and backlinks, and recrawl, via an AI agent. (by BoxLab-Ltd, ★3, security:PASS) - [mcp-anything](https://github.com/Dror-Bengal/mcp-anything): Meta-MCP gateway: search, inspect and call any MCP server from the public registries. (by Dror-Bengal, ★3, security:PASS) - [Elnora MCP Server](https://github.com/Elnora-AI/elnora-mcp-server): AI-powered bioprotocol optimization — generate, search, and manage lab protocols via MCP (by Elnora-AI, ★3, security:PASS) - [MarkIt](https://github.com/FuzulsFriend/markit-mcp): Search, save, and set reminders in your personal MarkIt library of links, posts, and notes. (by FuzulsFriend, ★3, security:PASS) - [skim402](https://github.com/JessieJanie/skim402): Clean markdown and structured web data. Free card API key; wallet/x402 pay-per-call optional. (by JessieJanie, ★3, security:PASS) - [Luogu MCP Server](https://github.com/Kaiserunix/luogu-mcp-server): Search Luogu problems, fetch statements, explore problem sets and get practice recommendations. (by Kaiserunix, ★3, security:PASS) - [Kybase](https://github.com/Kyrzin/kybase/tree/main/packages/kybase-mcp): Self-hosted Markdown memory for AI agents: notes you can read and edit, with hybrid search. (by Kyrzin, ★3, security:PASS) - [Google E-commerce (GA4, Search Console, Merchant Center)](https://github.com/MoonEyes/google-ecommerce-mcp): Read-only GA4, Search Console, Merchant Center, Tag Manager, Indexing and PageSpeed for shops. (by MoonEyes, ★3, security:PASS) - [gsc-indexer-mcp](https://github.com/Mrshahidali420/google-search-console-mcp): Search Console for agents: index status, unindexed-URL discovery, Request Indexing, sitemaps. (by Mrshahidali420, ★3, security:PASS) - [job-search](https://github.com/PJW2004/job-search-mcp): Search Korean job postings from JobKorea and Saramin by company name (by PJW2004, ★3, security:PASS) - [Nanostores MCP](https://github.com/Valyay/nanostores-mcp): Debug and analyze Nanostores apps with AI: scan stores, monitor runtime events, and search docs. (by Valyay, ★3, security:PASS) - [markitai](https://github.com/Ynewtime/markitai): Convert documents, images and web pages to clean Markdown, for agents: single, URL and batch tools. (by Ynewtime, ★3, security:PASS) - [alphacouncil-agent](https://github.com/Zhao73/alphacouncil-agent): Simulated investment committee: 27 investor lenses read the same filings, debate, and a PM decides. (by Zhao73, ★3, security:PASS) - [mcp-webgate](https://github.com/x-hannibal/mcp-webgate): Web search that doesn't wreck your AI's memory. (by x-hannibal, ★3, security:PASS) - [Arcmira: YouTube Transcript Search](https://github.com/arcmira/mcp): Search YouTube transcripts for timestamps, speaker appearances, sponsors and recommendations. (by arcmira, ★3, security:PASS) - [webfetch](https://github.com/ashlrai/webfetch/tree/main/packages/mcp): License-first federated image search with attribution, dimensions, and download tooling. (by ashlrai, ★3, security:PASS) - [mcp](https://github.com/atlasprzetargow/mcp-server): Search Polish public tenders (BZP + TED) — 800k+ tenders, profiles, statistics, glossary. (by atlasprzetargow, ★3, security:PASS) - [mcp-factcheck](https://github.com/carlisia/mcp-factcheck): An MCP server that validates content against MCP specification using semantic search and AI (by carlisia, ★3, security:PASS) - [redfin-mcp](https://github.com/chrischall/redfin-mcp): Redfin real-estate for Claude — search, property details, market reports, saved homes (by chrischall, ★3, security:PASS) - [celmis](https://github.com/Celmis-labs/Celmis): Self-hosted code intelligence: cross-repo Q&A, dependency audits and PR review, over MCP (by Celmis-labs, ★3, security:PASS) - [courtlistener-mcp-server](https://github.com/cyanheads/courtlistener-mcp-server): Search US court opinions, federal dockets, judges, citations, and oral arguments via CourtListener. (by cyanheads, ★3, security:PASS) - [crossref-mcp-server](https://github.com/cyanheads/crossref-mcp-server): Resolve DOIs, search ~155M scholarly works, and fetch references via the Crossref REST API. (by cyanheads, ★3, security:PASS) - [faa-aircraft-registry-mcp-server](https://github.com/cyanheads/faa-aircraft-registry-mcp-server): Offline, keyless lookup of the US civil aircraft registry — decode N-numbers, search records. (by cyanheads, ★3, security:PASS) - [socrata-mcp-server](https://github.com/cyanheads/socrata-mcp-server): Search and query government open-data portals (Socrata SODA API). (by cyanheads, ★3, security:PASS) - [wikidata-mcp-server](https://github.com/cyanheads/wikidata-mcp-server): Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifiers. (by cyanheads, ★3, security:PASS) - [wikipedia-mcp-server](https://github.com/cyanheads/wikipedia-mcp-server): Search Wikipedia, read summaries and full text, target sections, find nearby pages, list languages. (by cyanheads, ★3, security:PASS) - [whentofly](https://github.com/dimabalony/whentofly-mcp): whentofly: flexible-date economy/business flight search + price-level context for AI agents (by dimabalony, ★3, security:PASS) - [memex](https://github.com/evan-moon/memex): Local-first second brain with semantic search. Markdown notes indexed by a local ML model. (by evan-moon, ★3, security:PASS) - [FlutterSDK Docs](https://github.com/fluttersdk/ai): Search Wind UI, Magic, Dusk, Telescope and Artisan documentation. Hosted, public, no auth. (by fluttersdk, ★3, security:PASS) - [smart-connections](https://github.com/gogogadgetbytes/smart-connections-mcp): MCP server for Obsidian Smart Connections. Semantic search using your vault's embeddings. (by gogogadgetbytes, ★3, security:PASS) - [codex-mcp-bridge](https://github.com/hampsterx/codex-mcp-bridge): Wraps Codex CLI as MCP tools: codex, review, query, search, structured, ping, listSessions. (by hampsterx, ★3, security:PASS) - [bbox-mcp-server](https://github.com/iamvibhorsingh/bbox-mcp-server): Geospatial toolkit for AI: spatial queries, coord conversion, H3, OSM search, map verification links (by iamvibhorsingh, ★3, security:PASS) - [vim-mcp](https://github.com/iggredible/vim-mcp): Connect Claude Code to Vim/Neovim - query state, execute commands, search help, record macros (by iggredible, ★3, security:REVIEW) - [geolint](https://github.com/iliasabk/geolint): ESLint for AI search: audits AI-crawler access, llms.txt, schema and citability. (by iliasabk, ★3, security:PASS) - [ComparEdge](https://github.com/comparedge/mcp-server-comparedge): Verified pricing, alternatives, and comparisons for 495+ SaaS and AI tools. (by comparedge, ★3, security:PASS) - [Jitbit Helpdesk](https://github.com/jitbit/jitbit-helpdesk-mcp): MCP server for Jitbit Helpdesk: search, list, read, and reply to support tickets from AI assistants. (by jitbit, ★3, security:PASS) - [Kilotest](https://github.com/jrpool/kilotest): Ensemble testing of web pages for accessibility, usability, and standards conformity (by jrpool, ★3, security:PASS) - [qt4-doc-mcp-server](https://github.com/jztan/qt4-doc-mcp-server): Offline MCP server for local Qt 4.8, Qt 5, and Qt 6 documentation with full-text search. (by jztan, ★3, security:PASS) - [Trackly CLI](https://github.com/trackly-app/trackly-cli): Job tracking CLI + MCP server for AI agents. 99K+ jobs, 775+ companies. (by trackly-app, ★3, security:PASS) - [Landed](https://github.com/landedjobs/landed-mcp): Search AI-native jobs, inspect application forms, and fetch free interview-prep resources. (by landedjobs, ★3, security:PASS) - [Droste](https://github.com/lorismascio17/droste-memory): Local code-memory graph for AI coding agents. (by lorismascio17, ★3, security:PASS) - [tenkai-mcp](https://github.com/mcfredrick/tenkai/tree/main/mcp): Search Tenkai Daily AI news for open-source releases, papers, and tools. Updated daily. (by mcfredrick, ★3, security:PASS) - [Ariadne](https://github.com/mclaut/ariadne): Local-first multilingual, auditable memory for Codex, Claude Code, and MCP clients. (by mclaut, ★3, security:PASS) - [bible-mcp](https://github.com/nirajagarwal/bible-mcp): Bible corpus MCP server: scripture, Greek/Hebrew interlinear data, cross-refs, semantic search. (by nirajagarwal, ★3, security:PASS) - [Web Page Fetcher](https://github.com/paimonchan/paimon-mcp-fetch): Fetch web pages with SSRF protection. Returns clean, readable markdown from any URL. (by paimonchan, ★3, security:PASS) - [qingkuai-mcp-server](https://github.com/qingkuai-js/language-features): MCP server for Qingkuai (.qk) — docs search, syntax check, compilation, and formatting tools. (by qingkuai-js, ★3, security:PASS) - [Memory OS AI](https://github.com/romainsantoli-web/Memory-os-ai): Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking (by romainsantoli-web, ★3, security:PASS) - [kci-openapi-mcp](https://github.com/rubatoyd/KCI_openAPI): KCI (Korea Citation Index) literature & citation search via REST Open API + OAI-PMH (by rubatoyd, ★3, security:PASS) - [AISOTools](https://github.com/shibley/aisotools-mcp-server): Search, compare, and find alternatives across a catalog of 3,000+ AI tools. (by shibley, ★3, security:PASS) - [AI Readiness Kit](https://github.com/silverbackmarketing/ai-readiness): Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website. (by silverbackmarketing, ★3, security:PASS) - [keryx](https://github.com/tang-vu/keryx/tree/main/mcp): Budgeted research with cited evidence and visible payment state on the selected Arc network. (by tang-vu, ★3, security:PASS) - [OpenAI Ads MCP](https://github.com/trakkr-aisearch/openai-ads-mcp): OpenAI Ads MCP for ChatGPT Ads campaigns, creatives, audiences, insights, and conversions. (by trakkr-aisearch, ★3, security:PASS) - [SearchHub](https://github.com/woodcoal/SearchHub): Aggregate Serper, Tavily, Exa and AnySearch behind one MCP-ready API with key rotation and quotas. (by woodcoal, ★3, security:PASS) - [lookacrawler](https://github.com/lucasmartins-ai/lookacrawler): Token-efficient local web crawler with Playwright-based stealth anti-bot bypass. (by lucasmartins-ai, ★3, security:PASS) - [mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture): Capture webpage screenshots, viewport or full-page, as base64 PNG. (by chasesaurabh, ★3, security:PASS) - [agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp): Domain brainstorming via AgentDomainService: generate names from descriptions, score brandability and memorability, and check availability and prices. (by gregm711, ★3, security:PASS) - [searchfetch](https://github.com/maxylev/searchfetch): Fault-tolerant, stealth-enabled web search and content fetching. (by maxylev, ★3, security:PASS) - [feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp): Search the Feedbagel RSS catalog, follow feeds and route new entries to webhooks. (by Prototypr, ★3, security:PASS) - [urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server): Generate and manage screenshots, PDFs and videos, analyze screenshots with AI and extract web content as Markdown, metadata or HTML via the Urlbox API. (by urlbox, ★3, security:PASS) - [Secure Fetch](https://github.com/appsec-innovation-labs/secure-mcp-fetch): Secure fetch to prevent access to local resources (by appsec-innovation-labs, ★3, security:PASS) - [YTDL RMCP](https://github.com/dinglebear-ai/rytdl): yt-dlp search, download, metadata, delivery, and Plex workflows over MCP and CLI. (by dinglebear-ai, ★2, security:PASS) - [mcp](https://github.com/rolliinc/rolli-mcp): Social media search, expert discovery, and analytics across X, Reddit, YouTube, and more (by rolliinc, ★2, security:PASS) - [mcp](https://github.com/shumi-ai/shumi-mcp): Crypto market intelligence: prices, funding rates, narratives, regime, and delta-neutral research. (by shumi-ai, ★2, security:PASS) - [Canopy API](https://github.com/canopy-api/canopy-api-mcp): Amazon product API & MCP server: search, prices, reviews, sellers, deals, and ASIN lookup by Canopy. (by canopy-api, ★2, security:PASS) - [1inch MCP](https://github.com/1inch/1inch-ai): Doc search, intent & cross-chain swaps, limit orders, portfolio, spot prices, gas & all APIs. (by 1inch, ★2, security:PASS) - [Bigdata.com](https://github.com/Bigdata-com/bigdata-plugins-marketplace): Licensed, cited financial data for AI agents: news, filings, transcripts, research and tearsheets. (by Bigdata-com, ★2, security:PASS) - [bisibility](https://github.com/CorgiCorner/bisibility-mcp): Track keyword rankings, research SEO opportunities, and manage bisibility projects with AI agents. (by CorgiCorner, ★2, security:PASS) - [HasData Google Hotels](https://github.com/HasData/google-hotels-mcp): Google Hotels search: rates, ratings, amenities and what each booking site charges, as JSON. (by HasData, ★2, security:PASS) - [mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver): Resolves a company domain or name to its LinkedIn URL with confidence and firmographics. (by mambalabsdev, ★2, security:PASS) - [OpenAgenda](https://github.com/OpenAgenda/oa-public): Search, analyze and manage events on OpenAgenda. (by OpenAgenda, ★2, security:REVIEW) - [ScreensDesign](https://github.com/screensdesign-com/screensdesign-agent-skill): Research mobile apps, onboarding, paywalls, and competitors with real screens, flows, and reviews. (by screensdesign-com, ★2, security:PASS) - [Channel3 Shopping](https://github.com/channel3-ai/mcp-server): Shopping search across 100M+ products, with every retailer's offer and live price in one place. (by channel3-ai, ★2, security:PASS) - [Unstoppable Domains](https://github.com/unstoppabledomains/unstoppable-mcp-server): Domain search, registration, DNS, marketplace, and checkout with your AI agent. (by unstoppabledomains, ★2, security:PASS) - [TrendFlow](https://github.com/dariomory/trendflow-js): Google Trends data: interest over time, by region, related queries, and trending now. (by dariomory, ★2, security:PASS) - [1Claw Vault](https://github.com/1clawAI/1claw-mcp): HSM-backed vault secrets for AI agents (JIT fetch) plus prompt-injection and threat scanning. (by 1clawAI, ★2, security:PASS) - [mewcp-google-calendar](https://github.com/AStheTECH/mewcp-google-calendar): Schedule smarter - create, search, and manage Google Calendar events through AI. (by AStheTECH, ★2, security:PASS) - [Storyflo](https://github.com/Alisammour/storyflo-mcp): Curated audio news, daily briefings, the Declassified library + market-linked signals. (by Alisammour, ★2, security:PASS) - [tube-search-mcp](https://github.com/Archivarix-com/tube-search-mcp): Search archived YouTube videos including deleted, private, or region-blocked content. (by Archivarix-com, ★2, security:PASS) - [Haypile](https://github.com/BenyD/haypile): Hybrid search over your local documents, with file and page citations. One binary, fully local. (by BenyD, ★2, security:PASS) - [lahend.ee — Estonian court decisions](https://github.com/Nimistu/lahend-mcp): Estonian court decisions: full-text case-law search, each ruling linked to its companies. Free. (by Nimistu, ★2, security:PASS) - [StackMap](https://github.com/Ship-With-AI/stackmap-mcp): Search 344 human-reviewed AI/agent repos and the 817 typed connections between them. (by Ship-With-AI, ★2, security:PASS) - [clishop](https://github.com/DavooxBv2/CLISHOP): Order anything from your terminal — search, buy, track, and manage via MCP tools. (by DavooxBv2, ★2, security:PASS) - [repomap](https://github.com/SylphxAI/repomap): A map of your codebase for AI agents: code graph, search, call paths and change impact. No API key. (by SylphxAI, ★2, security:PASS) - [Alexandria](https://github.com/The-40-Thieves/alexandria-mcp): Search, read, and cite across 152 libraries: 11 tools, 3 prompts, and a full-text resource. (by The-40-Thieves, ★2, security:PASS) - [RFP Hub](https://github.com/The-RFP-Hub/the-rfp-hub/tree/main/packages/mcp): Search Ethereum-ecosystem funding opportunities; submit one behind a human approval step. (by The-RFP-Hub, ★2, security:PASS) - [web-retrieval-mcp](https://github.com/VelvetSP/web-retrieval-mcp): MCP web search + tiered web fetch for AI agents (Exa, Firecrawl), SSRF-guarded, cross-platform. (by VelvetSP, ★2, security:PASS) - [Codehelper](https://github.com/VeyrForge/codehelper): Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools. (by VeyrForge, ★2, security:PASS) - [Fetch MCP Server](https://github.com/YawLabs/fetch-mcp): HTTP fetch MCP server: SSRF protection, HTML-to-markdown, reader mode, metadata extraction (by YawLabs, ★2, security:PASS) - [TypesenseKit](https://github.com/typesensekit/typesensekit/tree/main/packages/mcp): 95 typed Typesense operations for AI agents through an MCP server that is read-only by default. (by typesensekit, ★2, security:PASS) - [cli](https://github.com/aligndottech/align-cli): Cross-tool decision memory for AI coding agents: search your decision graph, check changes over MCP. (by aligndottech, ★2, security:PASS) - [searchts](https://github.com/capad-xyz/searchts): Keyless web access for AI agents: read bot-walled pages as Markdown, search, grab assets (by capad-xyz, ★2, security:PASS) - [AIFeed](https://github.com/denyn1/aifeed-protocol): Verify signed AIFeed permissions, fetch token-budgeted markdown, and verify assets for AI agents. (by denyn1, ★2, security:PASS) - [Unsplash MCP Server](https://github.com/hanoak/unsplash-mcp-server): MCP server for the Unsplash API: search & fetch photos with attribution + download tracking. (by hanoak, ★2, security:PASS) - [amazon-creators](https://github.com/houtini-ai/amazon-creators-mcp): Amazon product search returning paste-ready affiliate deal rows for your blog (by houtini-ai, ★2, security:PASS) - [legal-text-mcp-de](https://github.com/klein-business/legal-text-mcp-de): German federal & state legal texts (BGB, DSGVO, …) with canonical IDs and cite-grade provenance. (by klein-business, ★2, security:PASS) - [Molpha MCP](https://github.com/molpha/mcp): MCP server that lets AI agents create, fetch, verify, and publish Molpha oracle data. (by molpha, ★2, security:PASS) - [chat-recall](https://github.com/munhq/chat-recall): One searchable history across every AI coding tool, with secret scanning and a shared task board. (by munhq, ★2, security:PASS) - [purmemo](https://github.com/purmemo-ai/purmemo-mcp): AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall context everywhere. (by purmemo-ai, ★2, security:PASS) - [OpenGraph.io MCP Server](https://github.com/securecoders/opengraph-io-mcp): MCP server for OpenGraph.io API - fetch OG data, screenshots, scrape, and generate images (by securecoders, ★2, security:PASS) - [notion-mcp](https://github.com/shck-dev/notion-mcp): Notion MCP server — search, export, and import pages as markdown (by shck-dev, ★2, security:PASS) - [springbrand](https://github.com/springbrand-lab/springbrand-agent-setup): GTM tools for agents: social listening, traffic and SEO research, lead and creator discovery (by springbrand-lab, ★2, security:PASS) - [Starfetch](https://github.com/starfetch-js/starfetch): Query public astronomy catalogs through metadata-first TAP and ADQL tools. (by starfetch-js, ★2, security:PASS) - [synapbus](https://github.com/synapbus/synapbus): MCP-native agent-to-agent messaging hub with channels, DMs, and semantic search (by synapbus, ★2, security:PASS) - [Bluesky Keyword Alerts](https://github.com/Telemark-Digital/apify-monitoring-workflows): Search bounded public Bluesky keywords, handles, mentions, and hashtags. (by Telemark-Digital, ★2, security:PASS) - [TourMind Booking MCP](https://github.com/tourmind-com/Tourmind-Booking-MCP): Business hotel search, live rates, booking, order management, and payment via TourMind. (by tourmind-com, ★2, security:PASS) - [mcp-server](https://github.com/vectros-ai/vectros-mcp-server): Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer. (by vectros-ai, ★2, security:PASS) - [AgentBase](https://github.com/vhspace/agentbase): Shared knowledge base for AI agents. Semantic search across agents, no setup required — just a URL. (by vhspace, ★2, security:PASS) - [tc39-mcp](https://github.com/xyzzylabs/tc39-mcp): Independent MCP server for the TC39 specs (ECMA-262 + ECMA-402): clauses, search, diffs, history. (by xyzzylabs, ★2, security:PASS) - [wasm-mcp](https://github.com/xyzzylabs/wasm-mcp): Read-only MCP server for the WebAssembly spec: instructions, types, sections, search, proposals. (by xyzzylabs, ★2, security:PASS) - [AI-First Scraper](https://github.com/yubinkim444/ai-first-scraper-mcp): Three MCP tools: fetch_page, fetch_pages_batch, search_web. Ad-free Markdown for AI agents. (by yubinkim444, ★2, security:PASS) - [Webz.io News Search](https://github.com/Webhose/webz-news-search): Search global news in natural language. Filter by language, country, date, sentiment, and domain. (by Webhose, ★2, security:PASS) - [AI Context Flow](https://github.com/Web3-Plurality/plurality-mcp-server): Universal memory for AI agents and tools. Save, organize and search context anywhere. (by Web3-Plurality, ★2, security:PASS) - [mlab.sh](https://github.com/mlab-sh/mcp): Threat intelligence: enrich IOCs (IP, domain, URL, hash), search CVEs and actors, scan SBOMs. (by mlab-sh, ★2, security:PASS) - [siGit CLI](https://github.com/getsigit/si): Run sigit.si locally: browse repos, search code, manage PRs, issues, and Cloud Sessions. (by getsigit, ★2, security:PASS) - [research](https://github.com/Propbar/mcp): UK property research tools - crime stats, schools, demographics, valuations for AI. (by Propbar, ★2, security:PASS) - [idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp): Web research on Apify: Brave and DuckDuckGo search, page fetching to clean Markdown, and multi-step research with relevance scoring and key fact extraction. (by idapixl, ★2, security:PASS) - [scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp): Web intelligence: SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery and citation tracking. (by omniologynow-rgb, ★2, security:PASS) - [catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server): Unofficial access to the Catalysis Hub database: search and retrieve computational catalysis research and surface reaction data. (by QuentinCody, ★2, security:REVIEW) - [unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server): Resolve an agent's intent to the right MCP server across registries, with an invocation-ready snippet and an Ed25519-signed trust passport. (by Savirinc, ★2, security:PASS) - [digeguigui](https://github.com/Gaoshan0971/digeguigui): Reptile and exotic pet knowledge base: species identification, genetics calculator, care information, health diagnosis, prices and blockchain provenance. (by Gaoshan0971, ★2, security:PASS) - [hko-mcp](https://github.com/louiscklaw/mcp-hko): Basic demo of fetching weather from the Hong Kong Observatory. (by louiscklaw, ★2, security:PASS) - [Chaitin IP Intelligence](https://github.com/co0ontty/chaitin-ip-intelligence-search-tool): Search for IP addresses using Chaitin's IP Intelligence API. (by co0ontty, ★2, security:REVIEW) - [slite-mcp](https://github.com/fajarmf/slite-mcp): Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace. (by fajarmf, ★2, security:PASS) - [DecimalAI Skills Registry](https://github.com/decimal-labs/decimalai-mcp): Search agent skills ranked by measured lift vs a no-skill baseline, with safety and rankings. (by decimal-labs, ★1, security:PASS) - [eonik](https://github.com/eonik-ai/eonik-mcp): Read brand, research, and performance facts; draft briefs. Never spends. You approve every cut. (by eonik-ai, ★1, security:PASS) - [FrameThrower](https://github.com/framethrower-ai/framethrower-mcp): Film stills from 5,489 films, searchable by lighting, lens character, shot size, colour and mood. (by framethrower-ai, ★1, security:PASS) - [web-search](https://github.com/PROJECT-B-26/groundroute-mcp): Web search for AI agents — one tool across 6 engines, routed to the cheapest + cached. (by PROJECT-B-26, ★1, security:PASS) - [Rokha](https://github.com/rokha-ai/rokha-sdk): Search a registry of agent skills and MCP servers, then run them for real. No install, traced. (by rokha-ai, ★1, security:PASS) - [LegalSearch](https://github.com/Roop-World/LegalSearch): Public Indian legal search MCP for Roop judgments, statutes, and corpus grounding. (by Roop-World, ★1, security:PASS) - [Selda](https://github.com/Selda-AI/Selda-mcp-docs): Find customers, research each one and draft the outreach. Nothing sends without approval. (by Selda-AI, ★1, security:PASS) - [AI Tool Directory](https://github.com/AI-Directory-Partners/tooldirectory-mcp): Search 2,000+ AI tools: pricing, alternatives, comparisons, and live, dead or acquired status. (by AI-Directory-Partners, ★1, security:PASS) - [YouTube Trends MCP](https://github.com/trendsmcp-ai/youtube-trends-mcp): YouTube search interest and trend data over time, with growth metrics. Free key at trendsmcp.ai (by trendsmcp-ai, ★1, security:PASS) - [hamir](https://github.com/hamir-app/mcp): News search, article lookup, story coverage and save links for hamir's RSS catalogue (by hamir-app, ★1, security:PASS) - [catalog-mcp](https://github.com/skills-agents-co/skills-and-agents-library): Search and fetch skills from your org's Skills and Agents catalog. Bearer token required. (by skills-agents-co, ★1, security:PASS) - [cituna-mcp](https://github.com/Cituna/cituna-mcp): Track how 7 AI engines cite your brand, daily, with live Google Search Console. (by Cituna, ★1, security:PASS) - [Tillpad](https://github.com/CNR-Consulting/tillpad-mcp): Bounded KVP, RAG search, and wipe receipts for agent jobs over remote MCP (by CNR-Consulting, ★1, security:PASS) - [agent-wiki](https://github.com/animal-ltd/agent-wiki-plugin): Hosted markdown project wikis your team's AI assistants read, search, and update over MCP. (by animal-ltd, ★1, security:PASS) - [Lots of Sounds](https://github.com/lotsofsounds/free-sound-effects-api): CC0 sound effects API for AI agents — search, preview, and download via MCP. (by lotsofsounds, ★1, security:PASS) - [mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher): Enrich a company domain into firmographics via Apify: employees, industry, HQ, revenue, logo, age. (by mambalabsdev, ★1, security:PASS) - [mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper): Detects GTM hiring activity from company career pages via Greenhouse, Lever, Ashby. Clay-ready. (by mambalabsdev, ★1, security:PASS) - [mcp-gtm-tech-stack-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-tech-stack-signal-scraper): Detects a company CRM, sequencer, and marketing automation from its public website. Clay-ready. (by mambalabsdev, ★1, security:PASS) - [Google Ads MCP by Markifact](https://github.com/markifact/google-ads-mcp): Google Ads MCP: reports, search terms, negatives, budgets, campaigns. Approval on every write. (by markifact, ★1, security:PASS) - [Mettakin](https://github.com/mettakin/mettakin): First-person meditation experiences shared by humans. Search, read and cite them. (by mettakin, ★1, security:PASS) - [CatchAll](https://github.com/Newscatcher/catchall-mcp): Web search API: find every relevant event across the open web, not just the top results. (by Newscatcher, ★1, security:PASS) - [nobleblocks-mcp](https://github.com/nobleblocks/nobleblocks-mcp): Search 340M+ academic papers — citation graphs, semantic similarity, and AI literature reviews. (by nobleblocks, ★1, security:PASS) - [OneLence](https://github.com/Crelora/onelence-ai-plugins): Growth analytics: what to scale, hold or stop across ads, SEO, AI search and affiliate partners. (by Crelora, ★1, security:PASS) - [Opedd — Licensed Content for AI](https://github.com/Opedd/opedd-mcp): Licensed, rights-cleared content for AI agents - verifiable license keys + EU AI Act attestation. (by Opedd, ★1, security:PASS) - [Savee](https://github.com/saveeit/savee-mcp-server): Read your Savee saves, boards and home feed, and search its public library. Read-only. (by saveeit, ★1, security:PASS) - [skillmd](https://github.com/skillmds/skillmd): Search, fetch, lint, and install Agent Skills (SKILL.md) from the SkillMD registry. (by skillmds, ★1, security:PASS) - [StockMarketScan](https://github.com/stockmarketscan/mcp-server): 18 tools for US stock screeners, chart patterns, options flow signals and equities research. (by stockmarketscan, ★1, security:PASS) - [Atria](https://github.com/JoinScenius/atria-plugins): Search Atria's ad library, track competitors, and analyze your Facebook and TikTok ad accounts. (by JoinScenius, ★1, security:PASS) - [Markpin](https://github.com/mud-studio/markpin-mcp/tree/main/mcp-server): Search and read the web pages and highlights you saved with the Markpin Chrome extension. (by mud-studio, ★1, security:PASS) - [SEO-IntentRank (Antigravity MCP)](https://github.com/AI-BuildInfra/SEO-intentrank): Human search intent keywords, Core Web Vitals, technical SEO & on-page audit MCP server. (by AI-BuildInfra, ★1, security:PASS) - [food-recipe-mcp](https://github.com/AIDataNordic/Food-Recipe-MCP): Semantic search across 50,000+ food recipes with hybrid retrieval and reranking. (by AIDataNordic, ★1, security:PASS) - [ottasia](https://github.com/AIweather-Anurag/ottasia-mcp-server): Where to watch X in Y? 30 Asian and Middle Eastern streaming markets, via Claude. (by AIweather-Anurag, ★1, security:PASS) - [warn-mcp](https://github.com/APVentureEngine/warn-mcp): Search 61,428+ US WARN Act layoff notices: 48 states, 1988-today, daily. Bundle needs no API key. (by APVentureEngine, ★1, security:PASS) - [mcp-serp](https://github.com/AceDataCloud/SerpMCP): MCP server for Google search results via SERP API (by AceDataCloud, ★1, security:PASS) - [AllNewsAPI](https://github.com/AllNewsAPI/mcp-server): Get access to real-time and historical news data including top headlines from global sources (by AllNewsAPI, ★1, security:PASS) - [AskCyborg](https://github.com/Ask-Cyborg/askcyborg-mcp): Analyst-debate research on every public and private company. 8 tools: search, score, compare, more. (by Ask-Cyborg, ★1, security:PASS) - [overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp): Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents. (by CKBrennan, ★1, security:PASS) - [couchbase-guru](https://github.com/Couchbase-Ecosystem/couchbase-guru): Search the Couchbase documentation from your MCP client via a hosted documentation agent. (by Couchbase-Ecosystem, ★1, security:PASS) - [Desearch](https://github.com/Desearch-ai/mcp-desearch): AI search, X search, web search, page extraction, and X trends. (by Desearch-ai, ★1, security:PASS) - [Fabric Marketplace](https://github.com/Fabric-Protocol/fabric): Agent-native marketplace. Bootstrap, list inventory, search, negotiate, and trade via MCP. (by Fabric-Protocol, ★1, security:PASS) - [IMAGIN.studio API Docs](https://github.com/IMAGIN-studio/api-docs-mcp): Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more. (by IMAGIN-studio, ★1, security:PASS) - [Influship](https://github.com/Influship/influship-mcp): Find and analyze influencers with creator search, lookalikes, profiles, posts, and transcripts. (by Influship, ★1, security:PASS) - [Junê](https://github.com/Junemind/june-mcp): Shared, cited knowledge-graph memory for agents — ask, search, remember, keep standing instructions (by Junemind, ★1, security:PASS) - [paper-mcp](https://github.com/MCPServings/paper-mcp): Search arXiv/Semantic Scholar/OpenAlex + medical evidence (PubMed/Europe PMC) + LaTeX/PDF tools. (by MCPServings, ★1, security:PASS) - [dokumendiregister.ee — Estonian public-authority documents](https://github.com/Nimistu/dokumendiregister-mcp): Estonian public-authority document registers: one search across all, docs linked to companies. (by Nimistu, ★1, security:PASS) - [Rechtspraak (Dutch Case Law)](https://github.com/Prudai/rechtspraak-mcp): Dutch case law over MCP: search & fetch uitspraken by ECLI (Rechtspraak Open Data + LiDO) (by Prudai, ★1, security:PASS) - [doiget](https://github.com/QAtlasHub/doiget): OA-first paper fetcher: DOIs/arXiv IDs to local PDFs + metadata via Open Access APIs. (by QAtlasHub, ★1, security:PASS) - [QuantJourney API MCP](https://github.com/QuantJourneyOrg/qj-agents): Broad, OAuth-protected provider and financial-domain API tools for research agents. (by QuantJourneyOrg, ★1, security:PASS) - [Revinho](https://github.com/RevinhoHQ/revinho-mcp): Read-only SaaS business intelligence from GA4, Stripe, and Google Search Console. (by RevinhoHQ, ★1, security:PASS) - [Vee3](https://github.com/Vee3io/vee3): Hosted MCP with 91 agent tools: X, domains, SEO, Maps, Trends, Search, YouTube, TikTok, and more. (by Vee3io, ★1, security:PASS) - [ZebPay MCP Server](https://github.com/zebpay/zebpay-mcp-server): MCP server for ZebPay crypto exchange — fetch prices, balances, and manage orders (by zebpay, ★1, security:PASS) - [abm-mcp](https://github.com/abm-dev-git/abm-mcp): abm.dev — the account-based marketing API for AI agents: Search, Enrich, and Create across B2B. (by abm-dev-git, ★1, security:PASS) - [Aileron Journal](https://github.com/aileron-sh/aileron): Read-only queries over Aileron audit journals: verify integrity, search recorded tool calls (by aileron-sh, ★1, security:PASS) - [rankdelta](https://github.com/rankdelta/rankdelta): Open-source AI SEO over MCP: audits, ranks, keywords, backlinks + AI visibility (GEO). (by rankdelta, ★1, security:PASS) - [SearXNG MCP Server](https://github.com/bumbaRasch/searxng-mcp-server): Self-hosted SearXNG metasearch for MCP clients: web, image, news, video, music and page fetch. (by bumbaRasch, ★1, security:PASS) - [corroborate-mcp](https://github.com/chefcohen/corroborate-mcp): Honest claim corroboration for AI agents: syndication-aware independent-source counting. (by chefcohen, ★1, security:PASS) - [CloudSprite](https://github.com/cloudsprite-io/cloudsprite-plugin): Signed-in CloudSprite: search datasets and docs, set org/team/project scope, file feedback. (by cloudsprite-io, ★1, security:PASS) - [Podcast Index MCP Server](https://github.com/conorbronsdon/podcastindex-mcp): Search the Podcast Index: podcasts, episodes, person appearances, trending, feed health. (by conorbronsdon, ★1, security:PASS) - [HyperStore](https://github.com/deficlow/HyperStore-MCP): Search and inspect 6,500+ curated AI apps from the HyperStore directory. (by deficlow, ★1, security:PASS) - [ai-dictionary-mcp](https://github.com/Phenomenai-org/ai-dictionary-mcp): Look up, search, cite, discuss, and track AI phenomenology terms (by Phenomenai-org, ★1, security:PASS) - [FetchSandbox](https://github.com/fetchsandbox/mcp): A deterministic verification engine for agents. Proves a fix: fails on the old code, passes on new. (by fetchsandbox, ★1, security:PASS) - [Giskard Search](https://github.com/giskard09/giskard-search): Pay-per-use web search for AI agents. Lightning invoice, Ed25519 signature, karma discounts. (by giskard09, ★1, security:PASS) - [mcp-ip2whois](https://github.com/ip2whois/mcp-ip2whois): WHOIS domain MCP server that query the WHOIS information using IP2WHOIS API. (by ip2whois, ★1, security:PASS) - [PNCP](https://github.com/mcp-dir/pncp-mcp): Search Brazilian government tenders and public procurement (PNCP): find notices and auctions by keyw (by mcp-dir, ★1, security:PASS) - [MCPExplorer](https://github.com/mcpexplorer/mcp): Search, vet & assemble MCP servers from your agent: verified tools, risk labels, and trust scores. (by mcpexplorer, ★1, security:PASS) - [Microtoll Engine](https://github.com/microtoll/engine/tree/main/packages/mcp): Microtoll Engine in your coding tool: docs search and a scaffold for end-to-end-encrypted apps. (by microtoll, ★1, security:PASS) - [Mixpeek](https://github.com/mixpeek/mcp-server): Give your agent eyes. Search video, images, and audio via the Mixpeek multimodal retrieval API. (by mixpeek, ★1, security:PASS) - [public-tenders-es-eu](https://github.com/nexus-mcp-infra/public-tenders-es-eu): Normalized search over public-sector tenders in TED (EU official procurement notices) -- Spain + EU (by nexus-mcp-infra, ★1, security:PASS) - [FreshRSS](https://github.com/ni-c/freshrss-mcp): MCP server for FreshRSS, the self-hosted RSS feed aggregator (by ni-c, ★1, security:PASS) - [EmbedEarth (E2)](https://github.com/EmbedEarth/e2/tree/main/packages/mcp): Open-source Google Maps Platform alternative for agents: search, route, map, geocode, and compute. (by EmbedEarth, ★1, security:PASS) - [gate402-mcp](https://github.com/pgalyen1987/gate402-mcp): x402 pay-per-call agent APIs: LLM inference, Base trading data, SEC filings & scraping (by pgalyen1987, ★1, security:PASS) - [Eu Funding Tenders](https://github.com/pipeworx-io/mcp-eu-funding-tenders): EU Funding & Tenders Portal (SEDIA search API) MCP. (by pipeworx-io, ★1, security:PASS) - [Firecrawl](https://github.com/pipeworx-io/mcp-firecrawl): Firecrawl MCP — wraps the Firecrawl API (firecrawl.dev) for web (by pipeworx-io, ★1, security:PASS) - [Itunes Search](https://github.com/pipeworx-io/mcp-itunes-search): iTunes Search MCP — Apple's public catalog search (by pipeworx-io, ★1, security:PASS) - [Pacer](https://github.com/pipeworx-io/mcp-pacer): PACER Case Locator (PCL) MCP — live US federal court case & party search on the (by pipeworx-io, ★1, security:PASS) - [Seo Keywords Ads](https://github.com/pipeworx-io/mcp-seo-keywords-ads): SEO Keywords (Google Ads volume) MCP — exact Google Ads search volume via (by pipeworx-io, ★1, security:PASS) - [Seo Serp](https://github.com/pipeworx-io/mcp-seo-serp): SEO SERP MCP — Google organic search results via DataForSEO (dataforseo.com) (by pipeworx-io, ★1, security:PASS) - [PremAgentic](https://github.com/premagentic/premagentic): On-premises knowledge retrieval, with the rules you set enforced before anything is retrieved. (by premagentic, ★1, security:PASS) - [icdwise](https://github.com/qinisolabs/icdwise): Verified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses. (by qinisolabs, ★1, security:PASS) - [Quotewise](https://github.com/quotewise/mcp): Semantic quote search with 600K quotes. Find quotes by meaning, verify attributions. (by quotewise, ★1, security:PASS) - [PoloPan Fashion MCP Server](https://github.com/rofoso-com/polopan-fashion-mcp): Fashion & apparel MCP: visual outfit search, stock verification, and 1-click checkout. (by rofoso-com, ★1, security:PASS) - [mcp-server](https://github.com/rotifer-protocol/rotifer-mcp-server): Search, compare, and install self-evolving AI Agent Genes ranked by Arena fitness (by rotifer-protocol, ★1, security:PASS) - [scrapercity-cli](https://github.com/scrapercity/scrapercity-cli): B2B lead generation MCP server - 20+ scrapers, email finder, skip trace, and more. (by scrapercity, ★1, security:PASS) - [Maestro Career Studio](https://github.com/seinun-ai/maestro-career-studio): Tailor resumes, score them against job posts and track applications, all on your own machine. (by seinun-ai, ★1, security:PASS) - [domain-check-skills-mcp](https://github.com/seomarlboro/digmyname/tree/main/mcp): World's fastest domain check. Or the second — dispute it. 50+ TLDs, 6 registrars, no API key. (by seomarlboro, ★1, security:PASS) - [Social Fetch](https://github.com/social-freak-ltd/socialfetch-mcp): Public social-data API and live docs for AI coding agents. (by social-freak-ltd, ★1, security:PASS) - [Taranis AI](https://github.com/taranis-ai/taranis-mcp-server): Search stories and discover OSINT sources in Taranis AI. (by taranis-ai, ★1, security:PASS) - [mcp-public](https://github.com/tiza-ai/mcp-public): Search engine for AI agents to find MCP servers, A2A agents, and skills on their own. (by tiza-ai, ★1, security:PASS) - [agent-exporter MCP bridge](https://github.com/xiaojiou176-open/agent-export): Local stdio MCP bridge for archive publishing, retrieval, and governance evidence. (by xiaojiou176-open, ★1, security:PASS) - [Provenote MCP](https://github.com/xiaojiou176-open/notebooklab): First-party Provenote MCP server for drafts, research threads, auditable runs, and knowledge search. (by xiaojiou176-open, ★1, security:PASS) - [xdataapi: X (Twitter) data](https://github.com/xdataapi/xdataapi): Read-only public X (Twitter) data: profiles, tweets, threads, followers, search. Pay per result. (by xdataapi, ★1, security:PASS) - [Crawlora MCP](https://github.com/Crawlora-org/crawlora-mcp): Hosted MCP: 3209 structured web-data tools across 438 platform groups. (by Crawlora-org, ★1, security:PASS) - [KoKo Finance — Credit Card Advisor](https://github.com/KokoFinance/koko-mcp-server): AI credit card advisor - search cards, compare portfolios, and optimize rewards (by KokoFinance, ★1, security:PASS) - [nope-mcp — Open Educational Resources search](https://github.com/edufeed-org/nope-mcp): Search German open educational resources (OER) via AMB/schema.org metadata, open licenses only. (by edufeed-org, ★1, security:PASS) - [Research Scan](https://github.com/Synectic-Research/research-scan): Research Scan finds and verifies the 5–10 recent papers that matter most for a research question. (by Synectic-Research, ★1, security:PASS) - [Brreg](https://github.com/Publifye/mcp/tree/main/services/brreg): Norway's company register (Enhetsregisteret) for AI: lookup, search, name resolution, key financials (by Publifye, ★1, security:PASS) - [Darash](https://github.com/Publifye/mcp/tree/main/services/darash): Bible research: 59 translations, Hebrew/Greek Strong's, morphology, cross-refs, 13 dictionaries (by Publifye, ★1, security:PASS) - [Amass](https://github.com/amass-technologies/amass-mcp): Linked life-science search: 43M+ papers, 1.2M+ trials, drugs, genes, FDA/EMA approvals, patents. (by amass-technologies, ★1, security:PASS) - [DataDive](https://github.com/Data-Dive-Tools/datadive-mcp): Amazon niche, keyword, competitor and Rank Radar research from your DataDive account. (by Data-Dive-Tools, ★1, security:PASS) - [Partle](https://github.com/rubenayla/partle-mcp): Search products in nearby stores. Agents can also list items for sale on a user's behalf. (by rubenayla, ★1, security:PASS) - [grounding-ai](https://github.com/andyliszewski/grounding-ai): Local searchable index of PDFs, EPUBs and Word documents for grounded answers with page and section citations. (by andyliszewski, ★1, security:PASS) - [newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp): Real-time news with ML enrichment: urgency scoring, political lean and event clustering across many countries. (by newsagentdata, ★1, security:PASS) - [korean-data-mcp](https://github.com/leadbrain/korean-data-mcp): Real-time Korean web data via Apify: Naver place reviews and news, Melon music chart, Daangn and Bunjang listings and Musinsa fashion rankings. (by leadbrain, ★1, security:PASS) - [semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp): Natural language API discovery: search API capabilities and get endpoints, auth setup and code snippets, with auto-discovery of new APIs. (by peter-j-thompson, ★1, security:PASS) - [scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp): Parallel search across GitHub, npm, PyPI, arXiv, Semantic Scholar, Hacker News, Reddit, X, Dev.to, Hashnode, Qiita and Zenn with structured JSON output. (by bartonguestier1725-collab, ★1, security:PASS) - [rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server): Search rescue dogs from European and UK organizations, with detailed profiles and personality matching. (by ssatama, ★1, security:PASS) - [tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server): Query articles, statistics, the wire feed, comments, citations and agent leaderboards from The Agent Times, a newspaper covering the agent economy. (by theagenttimes, ★1, security:PASS) - [pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp): Full-text PDF search with Apple Vision OCR via the PDF Content Search app, with date, category, sender and amount filters, wildcards and boolean operators. (by juergenkoller-software, ★1, security:PASS) - [AutoGen documentation](https://github.com/sykuang/mcp-autogen-doc): A Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation. (by sykuang, ★1, security:PASS) - [Search that shows its work](https://github.com/AG-Bureau/mcp-search): Self-hosted web search that reports how much of each answer to believe (by AG-Bureau, ★0, security:PASS) - [mcp-ai-tooling-detector](https://github.com/mambalabsdev/mcp-ai-tooling-detector): Detect whether a company declares, deploys, or charges for AI, with evidence. (by mambalabsdev, ★0, security:PASS) - [mcp-company-contact-details-extractor](https://github.com/mambalabsdev/mcp-company-contact-details-extractor): Find a company contact page and extract role emails, a phone number and a postal address. (by mambalabsdev, ★0, security:PASS) - [mcp-company-social-presence-mapper](https://github.com/mambalabsdev/mcp-company-social-presence-mapper): Map a company domain to its social media URLs and follower counts via Apify. (by mambalabsdev, ★0, security:PASS) - [mcp-event-presence-index](https://github.com/mambalabsdev/mcp-event-presence-index): Find the conferences and trade shows a company publicly says it attends, from its domain. (by mambalabsdev, ★0, security:PASS) - [mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner): Scan news for funding rounds, exec moves, product launches, and acquisitions at any company. (by mambalabsdev, ★0, security:PASS) - [mcp-github-organization-signal-scanner](https://github.com/mambalabsdev/mcp-github-organization-signal-scanner): Resolve a company domain to its GitHub organization with repo, language and activity signals. (by mambalabsdev, ★0, security:PASS) - [mcp-review-platform-reputation-enricher](https://github.com/mambalabsdev/mcp-review-platform-reputation-enricher): Resolve a company domain to its Trustpilot rating, review count and claimed status. (by mambalabsdev, ★0, security:PASS) - [opensolr-mcp](https://github.com/phpcip/opensolr-mcp): Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers (by phpcip, ★0, security:PASS) - [Pexafy](https://github.com/Pexafy/pexafy-mcp): Find free-to-use stock photos by words, by image or by similarity; every result names its licence. (by Pexafy, ★0, security:PASS) - [scrapecheck](https://github.com/FieldmodeLLC/scrapecheck-mcp): Verify before your agent acts on data it paid for. Signed verdicts, checkable offline, via x402. (by FieldmodeLLC, ★0, security:PASS) - [crawl-readiness](https://github.com/Grubbomatic/crawl-readiness-mcp): Audit any site for 50+ AI crawlers, generate llms.txt, robots.txt and schema, track AI mentions. (by Grubbomatic, ★0, security:PASS) - [TopAlternativesTo](https://github.com/AgenticAdvertising/topalternativesto-mcp): Compare software: verified pricing with its source and date, and ranked alternatives. (by AgenticAdvertising, ★0, security:PASS) - [amenbo](https://github.com/Rererr/amenbo): Japanese-web-native MCP server for low-impact, token-efficient web collection (by Rererr, ★0, security:PASS) - [ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp): List, fetch and search AI Daily Insights — a Chinese daily AI-industry briefing built for agents. (by WhaleCupl, ★0, security:PASS) - [planwire-mcp](https://github.com/beshogun/planwire-mcp): UK planning application data for AI agents: search, geo-query and fetch applications. (by beshogun, ★0, security:PASS) - [githunt-mcp](https://github.com/githunt-agent/githunt-mcp): Search, rank, and analyze GitHub developers for tech recruiting via GitHunt's API. (by githunt-agent, ★0, security:PASS) - [Page2AI — Web to Markdown](https://github.com/igorsaevets/page2ai-mcp): Convert web pages or HTML to clean Markdown for LLM context. Local, no external API calls. (by igorsaevets, ★0, security:PASS) - [apify-scrapers](https://github.com/jlucasmcrell/apify-scrapers): 40 Apify public-data tools for leads, news, SEO, jobs, SEC, procurement, and registries. (by jlucasmcrell, ★0, security:PASS) - [domain-search-king-mcp](https://github.com/johnsmalls22-rgb/domain-search-king-mcp): Domain search MCP: .com names verified available live via Verisign RDAP - not AI guess lists (by johnsmalls22-rgb, ★0, security:PASS) - [Grounder](https://github.com/rozetyp/grounder-mcp): Web grounding for local & cloud LLMs: search, fetch, token-capped evidence packs, and research. (by rozetyp, ★0, security:PASS) - [mcp-animenewsnetwork](https://github.com/smeet666/mcp-animenewsnetwork): Search the Anime News Network encyclopedia and read its news wire. No API key. (by smeet666, ★0, security:PASS) - [mcp-ashby](https://github.com/smeet666/mcp-ashby): Search public Ashby job boards: resolve a company, read its openings and the pay it publishes. (by smeet666, ★0, security:PASS) - [mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood): Search BBC Good Food recipes, read one, and scale its ingredients. No API key. (by smeet666, ★0, security:PASS) - [mcp-marmiton](https://github.com/smeet666/mcp-marmiton): Search Marmiton recipes, read ingredients and steps, and scale quantities to any servings. (by smeet666, ★0, security:PASS) - [mcp-pequerecetas](https://github.com/smeet666/mcp-pequerecetas): Read Spanish family recipes from Pequerecetas and rescale them honestly. No API key. (by smeet666, ★0, security:PASS) - [mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef): Search Ptitchef recipes, read one, and rescale it to any servings. No API key. (by smeet666, ★0, security:PASS) - [mcp-recipes](https://github.com/smeet666/mcp-recipes): Search six recipe sites at once, in French, English and Spanish, and scale quantities. (by smeet666, ★0, security:PASS) - [mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette): Read Supertoinette recipes and rescale their quantities honestly. No API key. (by smeet666, ★0, security:PASS) - [mcp-wikibooks-cookbook](https://github.com/smeet666/mcp-wikibooks-cookbook): Search the Wikibooks Cookbook, read a recipe and rescale it to any number of servings. (by smeet666, ★0, security:PASS) - [necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp): Hacker News: top stories by time window, category feeds, comment threads and full-text search via Algolia. (by adjacentai, ★0, security:PASS) ## Security - [semgrep](https://github.com/semgrep/semgrep/tree/develop/cli/src/semgrep/mcp): Scan code for security vulnerabilities using Semgrep. (by semgrep, ★16884, security:PASS) - [vet](https://github.com/safedep/vet/tree/main/docs/mcp.md): Locally check npm and PyPI packages, such as those suggested by AI coding tools, for vulnerabilities and malicious code. (by safedep, ★1108, security:PASS) - [SonarQube MCP Server](https://github.com/SonarSource/sonarqube-mcp-server): Analyze code quality and security with SonarQube Server or Cloud directly in AI assistants. (by SonarSource, ★657, security:PASS) - [dashclaw](https://github.com/ucsandman/DashClaw/tree/main/mcp-server): Policy checks, approvals, records, and governed HTTP capabilities for unattended agents. (by ucsandman, ★310, security:PASS) - [rsigma](https://github.com/timescale/rsigma): Author, lint, validate and convert Sigma detection rules with RSigma, evaluate and explain detections against log events, and inspect correlation state. (by timescale, ★154, security:PASS) - [Cycode](https://github.com/cycodehq/cycode-cli): Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode. (by cycodehq, ★99, security:PASS) - [mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy): Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code. (by mobb-dev, ★69, security:PASS) - [mcp](https://github.com/snyk/studio-mcp): Easily find and fix security issues in your applications leveraging Snyk platform capabilities. (by snyk, ★55, security:PASS) - [mcp-panther](https://github.com/panther-labs/mcp-panther): Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts. (by panther-labs, ★47, security:PASS) - [Koma Gate MCP](https://github.com/swnotmetal/Project-Koma/tree/main/packages/koma-gate-mcp): Classifies prompt injection, jailbreaks, and out-of-scope user input before agents act on it. (by swnotmetal, ★12, security:PASS) - [PerspectiveGraph](https://github.com/luiacuaniello/perspectivegraph): Read-only attack-path tools: reachable routes to sensitive assets, and what a fix would cut. (by luiacuaniello, ★9, security:PASS) - [mcp](https://github.com/urldna/mcp): URL scanning and phishing triage: capture DOM snapshots, network requests and screenshots, and hunt historical scans with a custom query language. (by urldna, ★7, security:PASS) - [mcp-server](https://github.com/rad-security/mcp-server): Query the RAD Security API for Kubernetes and cloud security findings, reports and runtime data. (by rad-security, ★6, security:PASS) - [Impri](https://github.com/sekera-radim/impri/tree/main/mcp): Impri MCP server — human-in-the-loop approval inbox for AI agents (by sekera-radim, ★5, security:PASS) - [scalekit-mcp-server](https://github.com/scalekit-inc/scalekit-mcp-server): Manage Scalekit organizations, users and SSO. (by scalekit-inc, ★5, security:PASS) - [Agent Passport System — Cryptographic Identity for AI Agents](https://github.com/agent-passport-system/agent-passport-mcp): Cryptographic identity, delegation, governance, and commerce for AI agents. 152 tools. (by agent-passport-system, ★4, security:PASS) - [basedagents](https://github.com/maxfain/basedagents): MCP server for BasedAgents, the task marketplace for AI agents: claim paid tasks, get paid in USDC. (by maxfain, ★2, security:PASS) - [AIMarket MCP Gateway](https://github.com/alexar76/aimarket-mcp): Stdio + HTTP MCP gateway: SSRF-hardened web_fetch, web_search, metis_verify, market_search. (by alexar76, ★1, security:PASS) - [ARGUS-3 MCP Server](https://github.com/alexar76/argus): ARGUS-3 stdio MCP with WARDEN firewall: argus_ask, argus_status, argus_capabilities. (by alexar76, ★1, security:PASS) - [kakunin](https://github.com/kakunin-ai/kakunin-mcp): X.509 identity, risk scoring, and audit logging for AI agents. MiCA + EU AI Act compliant. (by kakunin-ai, ★1, security:PASS) - [~Alter Identity](https://github.com/true-alter/cli): Mint an agent identity in two free calls. Verify anyone. Earn 75% when someone reads you. (by true-alter, ★0, security:PASS) - [mcp](https://github.com/shieldly-io/mcp): AI-Powered AWS security analysis: scan IAM policies and CloudFormation for risks and escalation. (by shieldly-io, ★0, security:PASS) - [Algenta MCP Server](https://github.com/thyn-ai/algenta-sdk): Governed data discovery, exact queries, decisions, simulations, and runtime utilities over MCP. (by thyn-ai, ★0, security:PASS) - [mcp-server](https://github.com/trustscoreagent/trustscoreagent): Check the reputation of AI microservices and public APIs from an open trust registry. (by trustscoreagent, ★0, security:PASS) - [ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp): IDA Pro plugin for binary analysis: decompilation, disassembly and automatic malware analysis reports. (by mrexodia, ★12480, security:PASS) - [GhidraMCP](https://github.com/LaurieWired/GhidraMCP): Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports. (by LaurieWired, ★10306, security:REVIEW) - [jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp): JADX decompiler plugin providing live, LLM-assisted reverse engineering. (by zinja-coder, ★2853, security:PASS) - [beelzebub](https://github.com/beelzebub-labs/beelzebub): Honeypot framework for building decoy MCP tools that an agent would never use in normal work, to detect prompt injection and malicious agent behavior. (by beelzebub-labs, ★2191, security:PASS) - [HOL Guard](https://github.com/hashgraph-online/hol-guard): Local-first AI agent security evidence and approval workflows through HOL Guard's stdio MCP server. (by hashgraph-online, ★780, security:PASS) - [GhidrAssistMCP](https://github.com/symgraph/GhidrAssistMCP): Native Ghidra integration with GUI configuration, logging and no external dependencies. (by symgraph, ★760, security:PASS) - [apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server): Automate reverse engineering of Android APKs with Apktool. (by zinja-coder, ★661, security:PASS) - [Emilia Protocol](https://github.com/emiliaprotocol/emilia-protocol): Exact-action approval for consequential agent actions: request, track, and verify signed receipts. (by emiliaprotocol, ★612, security:PASS) - [BloodHound-MCP](https://github.com/MorDavid/BloodHound-MCP-AI): (by MorDavid) - integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural (by MorDavid, ★377, security:REVIEW) - [r2mcp](https://github.com/radareorg/radare2-mcp): Disassemble and inspect binaries for reverse engineering with the Radare2 disassembler. (by radareorg, ★315, security:PASS) - [OpenWorkProof](https://github.com/dengyier/OpenWorkProof): Verifiable execution for AI agents: Ed25519-signed work contracts and audit trails. (by dengyier, ★288, security:PASS) - [wireshark-mcp](https://github.com/bx33661/Wireshark-MCP): Professional network analysis with tshark. Security audits, deep-dives, and threat detection. (by bx33661, ★285, security:PASS) - [mcp-niubiz](https://github.com/codespar/mcp-dev-latam/tree/main/packages/payments/niubiz): MCP server for Niubiz — Peru card acquirer: security token, session, authorize, reverse (by codespar, ★272, security:PASS) - [squirrelscan](https://github.com/squirrelscan/squirrelscan): Website QA for your coding agent: audit SEO, performance, security, accessibility over MCP. (by squirrelscan, ★271, security:PASS) - [mcp-maigret](https://github.com/w0h1v/mcp-maigret): Search usernames across social networks and analyze URLs with maigret, an OSINT tool that collects account information from public sources. (by w0h1v, ★267, security:PASS) - [CrowdStrike Falcon MCP Server](https://github.com/CrowdStrike/falcon-mcp): Connects AI agents with CrowdStrike Falcon for security analysis and automation. (by CrowdStrike, ★265, security:PASS) - [mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh): Access real-time security alerts and event data from Wazuh SIEM. (by gbrigandi, ★237, security:PASS) - [secops-mcp](https://github.com/securityfortech/secops-mcp): Security testing toolbox that combines open source tools behind a single interface for pentesting, bug bounty hunting and threat hunting. (by securityfortech, ★216, security:PASS) - [Reversecore MCP](https://github.com/sjkim1127/Reversecore_MCP): Security-first MCP server for reverse engineering, malware analysis, forensics, and SAST. (by sjkim1127, ★207, security:PASS) - [shodan](https://github.com/w0h1v/mcp-shodan): MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries. (by w0h1v, ★174, security:PASS) - [virustotal](https://github.com/w0h1v/mcp-virustotal): MCP server for querying VirusTotal API with comprehensive security analysis tools. (by w0h1v, ★150, security:PASS) - [GhidraMCP](https://github.com/13bm/GhidraMCP): Ghidra plugin for binary analysis: function inspection, decompilation, memory exploration and import/export analysis. (by 13bm, ★143, security:PASS) - [shellward](https://github.com/jnMetaCode/shellward): AI agent security: 7 MCP tools for injection detection, PII scanning, command safety, DLP. (by jnMetaCode, ★139, security:PASS) - [x64dbg](https://github.com/bromoket/x64dbg_mcp): MCP server for x64dbg debugger - 23 mega-tools for AI-powered reverse engineering and debugging (by bromoket, ★129, security:PASS) - [agent-security-scanner-mcp](https://github.com/sinewaveai/agent-security-scanner-mcp): Security layer for AI agents: blocks prompt injection, detects fake packages, scans vulnerabilities. (by sinewaveai, ★122, security:PASS) - [dvalincode](https://github.com/arthurpanhku/dvalincode): Deterministic security scanning, no model or API key, plus offline-verifiable proof a fix worked. (by arthurpanhku, ★119, security:PASS) - [cve-search_mcp](https://github.com/roadwy/cve-search_mcp): Query the CVE-Search API: browse vendors and products, get CVEs by ID and list the latest updated CVEs. (by roadwy, ★107, security:PASS) - [OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP): Manage and interact with the OPNsense open source firewall in natural language. (by vespo92, ★87, security:PASS) - [dependency-management-mcp-server](https://github.com/sonatype/dependency-management-mcp-server): Sonatype component intelligence: versions, security analysis, and Trust Score recommendations (by sonatype, ★74, security:PASS) - [cloud-audit](https://github.com/gebalamariusz/cloud-audit): AWS security scanner with attack chain detection, IAM privilege escalation, and fixes (by gebalamariusz, ★72, security:PASS) - [MCP-Dandan](https://github.com/82ch/MCP-Dandan): Real-time security framework for MCP servers that detects and blocks malicious agent behavior by analyzing tool call patterns and intent. (by 82ch, ★67, security:PASS) - [vorim-mcp-server](https://github.com/Vorim-AI-Labs/vorim-mcp-server): AI agent identity, permissions, trust scores, and tamper-evident audit trails via Vorim AI (by Vorim-AI-Labs, ★66, security:PASS) - [cybersec-toolkit](https://github.com/26zl/cybersec-toolkit): Authorization-gated MCP server to discover and run 670+ security tools for CTF, pentest, and DFIR. (by 26zl, ★65, security:PASS) - [KeibiDrop](https://github.com/KeibiSoft/KeibiDrop): Give two agents on two machines the same encrypted folder. P2P, no cloud, only read bytes move. (by KeibiSoft, ★61, security:PASS) - [kastell](https://github.com/kastelldev/kastell): Server security audit (413 checks), hardening, and fleet management across 4 cloud providers. (by kastelldev, ★60, security:PASS) - [mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit): Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry. (by qianniuspace, ★57, security:PASS) - [roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server): Analyze ROADrecon gather results from Azure tenant enumeration. (by atomicchonk, ★52, security:PASS) - [volatility-mcp](https://github.com/Gaffx/volatility-mcp): Memory forensics with Volatility 3, exposing plugins such as pslist and netscan through REST APIs. (by Gaffx, ★52, security:PASS) - [mcp-dnstwist](https://github.com/w0h1v/mcp-dnstwist): Run dnstwist, a DNS fuzzing tool, to detect typosquatting, phishing and corporate espionage. (by w0h1v, ★51, security:PASS) - [Action1 MCP](https://github.com/Servosity/msp-skills/tree/main/skills/action1): Every Action1 endpoint, plus fleet-wide patch and vulnerability views across all your organizations. (by Servosity, ★48, security:PASS) - [Proofpoint MCP](https://github.com/Servosity/msp-skills/tree/main/skills/proofpoint): Proofpoint TAP threats, VAPs, clickers, and IOCs from your terminal, with a local threat store. (by Servosity, ★48, security:PASS) - [ThreatLocker MCP](https://github.com/Servosity/msp-skills/tree/main/skills/threatlocker): Every ThreatLocker Portal API feature, plus the write operations the read-only tools lack and a (by Servosity, ★48, security:PASS) - [super-trouper](https://github.com/crissyfield/super-trouper): MCP server for the Frida reverse engineering toolkit. (by crissyfield, ★48, security:PASS) - [CodeInspectus](https://github.com/Synvoya/codeinspectus): Local-first MCP security scanner and CLI for AI-generated applications. (by Synvoya, ★47, security:PASS) - [authenticator_mcp](https://github.com/firstorderai/authenticator_mcp): Securely interact with the Authenticator App. (by firstorderai, ★45, security:PASS) - [mythos-agent](https://github.com/mythos-agent/mythos-agent): Open-source AI security agent: SAST, DAST, and policy-as-code over MCP. (by mythos-agent, ★44, security:PASS) - [cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server): Use CyberChef operations through the CyberChef server API. (by slouchd, ★44, security:PASS) - [osv-mcp](https://github.com/StacklokLabs/osv-mcp): Query the OSV (Open Source Vulnerabilities) database by package version or commit, batch-query multiple packages and get vulnerability details by ID. (by StacklokLabs, ★42, security:PASS) - [entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server): Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in and security operations via Microsoft Graph. (by hieuttmmo, ★41, security:REVIEW) - [nobulex](https://github.com/arian-gogani/nobulex): Proof-of-behavior enforcement for AI agents: define permit/forbid/require rules, enforce them at runtime and keep hash-chained, tamper-evident audit logs. (by arian-gogani, ★40, security:PASS) - [Solana Security Standard](https://github.com/Copenhagen0x/solana-security-standard/tree/main/mcp): Scan Solana/Anchor code against the Solana Security Standard and serve the ruleset to MCP clients. (by Copenhagen0x, ★38, security:PASS) - [ContrastAPI](https://github.com/UPinar/contrastapi): 55 tools, 7 Resources, Sigma rules, email SPF/DMARC, MITRE, CVE/KEV, risk_score. No key. (by UPinar, ★33, security:PASS) - [agent-bom](https://github.com/msaad00/agent-bom): Security scanner and graph for agentic infrastructure — agents, MCP, runtime, and blast radius. (by msaad00, ★31, security:PASS) - [mcp-recon](https://github.com/nickpending/mcp-recon): Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels. (by nickpending, ★31, security:REVIEW) - [Repository Intelligence](https://github.com/nirholas/lyra-intel): Analyze repos of any size - security scanning code analysis monorepo support (by nirholas, ★28, security:PASS) - [AynOps](https://github.com/AynOps/AynOps): AynOps is a reconnaissance focused MCP Server which gives reconnaissance capabilities to AI Clients (by AynOps, ★27, security:PASS) - [Prism Scanner](https://github.com/aidongise-cell/prism-scanner): Security scanner for AI Agent skills, plugins, and MCP servers with A-F grading. (by aidongise-cell, ★27, security:PASS) - [intruder-mcp](https://github.com/intruder-io/intruder-mcp): Access Intruder to identify, understand and fix security vulnerabilities in your infrastructure. (by intruder-io, ★26, security:PASS) - [CTRLRun Operator](https://github.com/CTRLRun/ctrlrun): Answer CTRLRun approvals from an MCP client: list what is held, inspect it, grant or deny. (by CTRLRun, ★25, security:PASS) - [delego](https://github.com/Delego-Dev/delego): Intent-bound action authorization for AI agents: policy, human approval, and a signed audit trail. (by Delego-Dev, ★25, security:PASS) - [mcp-cinema4d](https://github.com/kumoproductions/mcp-cinema4d): MCP server for Cinema 4D — entity CRUD, parameter-level access, batched undo, security controls. (by kumoproductions, ★25, security:PASS) - [operant-mcp](https://github.com/operantlabs/operant-mcp): Security testing MCP server for penetration testing, forensics, and vulnerability assessment (by operantlabs, ★25, security:PASS) - [nslookup](https://github.com/NsLookup-io/nslookup-mcp): DNS lookups, health reports, SSL certs, security scans, GEO scoring, uptime checks (by NsLookup-io, ★22, security:PASS) - [AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP): Security-focused safety guidelines and content analysis for AI agents. (by AIM-Intelligence, ★22, security:PASS) - [attestable-mcp-server](https://github.com/kontext-security/attestable-mcp-server): Demonstrates remote attestation of an MCP server running in a Gramine TEE via RA-TLS, so clients can verify the server before connecting. (by kontext-security, ★22, security:PASS) - [mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server): Static and dynamic analysis of Android and iOS apps with MobSF. (by pullkitsan, ★22, security:PASS) - [cyberchef-mcp](https://github.com/doublegate/CyberChef-MCP): CyberChef's 504 data-transformation operations as MCP tools: encryption, encoding, forensics. (by doublegate, ★21, security:PASS) - [hush](https://github.com/royashbrook/hush): A secret store for AI agents: the agent never sees the plaintext. (by royashbrook, ★20, security:PASS) - [mcp-ethical-hacking](https://github.com/cmpxchg16/mcp-ethical-hacking): An MCP server that provides LinkedIn & Reddit data (by cmpxchg16, ★20, security:REVIEW) - [mastyf.ai](https://github.com/mastyf-ai/mastyf.ai): Runtime proxy for MCP security, cost governance & audit (by mastyf-ai, ★20, security:PASS) - [ToolTrust Scanner](https://github.com/AgentSafe-AI/tooltrust-scanner): Scans MCP servers for prompt injection, data exfiltration, and privilege escalation. (by AgentSafe-AI, ★19, security:PASS) - [ironclaw](https://github.com/IronSecCo/ironclaw): Sandboxed shell exec for MCP clients: run untrusted agent commands in a gVisor container. (by IronSecCo, ★19, security:PASS) - [Cyberbro MCP Server](https://github.com/stanfrbd/mcp-cyberbro): MCP server for Cyberbro IOC extraction, enrichment and reputation analysis. (by stanfrbd, ★19, security:PASS) - [agentward](https://github.com/agentward-ai/agentward): MCP proxy that enforces least-privilege YAML policies on tool calls, classifies PII/PHI, detects dangerous skill chains and generates compliance audit trails. (by agentward-ai, ★19, security:PASS) - [csl-core](https://github.com/Chimera-Protocol/csl-core): Deterministic AI safety policy engine with Z3 formal verification: write, verify and enforce machine-verifiable constraints for AI agents. (by Chimera-Protocol, ★19, security:PASS) - [warden-mcp](https://github.com/icoretech/warden-mcp): Manage Bitwarden and Vaultwarden vaults via the bw CLI: search, create, edit and organize logins, notes, cards, identities, SSH keys, folders and Sends. (by icoretech, ★19, security:PASS) - [Nekzus-npm-sentinel-mcp](https://github.com/Nekzus/npm-sentinel-mcp): Provide AI-powered real-time analysis and intelligence on NPM packages, including security, depend… (by Nekzus, ★18, security:PASS) - [FAOSTAT MCP](https://github.com/berba-q/faostat-mcp): FAOSTAT data for 245 countries: crops, trade, food security, and emissions via 23 MCP tools. (by berba-q, ★18, security:PASS) - [Aegis — AI Agent Governance](https://github.com/Acacian/aegis): Policy-based governance for AI agent tool calls. YAML policy, approval gates, audit logging. (by Acacian, ★17, security:PASS) - [ScopeGate](https://github.com/alifanov/scopegate): Permission gateway for AI agents: scoped MCP endpoints over 27 services, audited and revocable. (by alifanov, ★17, security:PASS) - [hound](https://github.com/tiluckdave/hound-mcp): The dependency bloodhound for AI coding agents. Zero API keys, zero config. (by tiluckdave, ★17, security:PASS) - [fida](https://github.com/ajipurn/fida): Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context. (by ajipurn, ★17, security:PASS) - [mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex): Cortex integration for observable analysis and automated security responses. (by gbrigandi, ★17, security:PASS) - [mcp_vms](https://github.com/jyjune/mcp_vms): Retrieve live and recorded video from a CCTV recording program (VMS) and control it, such as opening live or playback dialogs for specific channels and times. (by jyjune, ★17, security:PASS) - [VirusTotal](https://github.com/VirusTotal/virustotal-mcp): Official VirusTotal MCP server: threat reports, file and URL submissions, and analysis recovery. (by VirusTotal, ★16, security:PASS) - [Phantom Secrets](https://github.com/ashlrai/phantom-secrets/tree/main/crates/phantom-mcp): Value-blind secret metadata and gated workflows for AI coding agents through Phantom's local proxy. (by ashlrai, ★16, security:PASS) - [MCP Hangar](https://github.com/mcp-hangar/mcp-hangar): Policy enforcement plane for MCP: every tool call ends in a verdict. Self-hosted, MIT. (by mcp-hangar, ★16, security:PASS) - [DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker): Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls. (by Top-Celestial-Company-Ltd, ★16, security:PASS) - [prodcheck](https://github.com/FarzamHabibi/pre-production-checklist): 4,372 pre-production checks: security, performance, scale, integrations, post-launch. (by FarzamHabibi, ★15, security:PASS) - [sidclaw-governance-mcp](https://github.com/sidclawhq/platform): Governance proxy for MCP servers — policy evaluation, human approval, audit trails. (by sidclawhq, ★15, security:PASS) - [s-gw](https://github.com/sgateway/s-gw): Keep credentials out of AI coding agents with local approvals, scoped injection, and audit trails. (by sgateway, ★15, security:PASS) - [AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard): Runtime policy enforcement for AI agents that prevents accidental system damage and unauthorized access, with automatic backups before file writes. (by runtimeguard, ★15, security:PASS) - [avp-sdk](https://github.com/agentveil-protocol/agentveil-sdk): Trust, W3C DID identity and EigenTrust reputation for AI agents, with attestations, disputes, sybil detection and IPFS audit anchoring. (by agentveil-protocol, ★15, security:PASS) - [mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive): TheHive integration for collaborative security incident response and case management. (by gbrigandi, ★15, security:PASS) - [depguard](https://github.com/mopanc/depguard): Pre-install npm package checks: static analysis, supply-chain attack detection, vulnerability audits, AI hallucination guard and CycloneDX SBOM generation. (by mopanc, ★15, security:PASS) - [aegis](https://github.com/getaegis/aegis): Credential isolation for AI agents. Inject secrets at the network boundary. (by getaegis, ★14, security:PASS) - [prodlint](https://github.com/prodlint/prodlint): Production readiness for vibe-coded apps. 52 checks for security, reliability, and performance. (by prodlint, ★14, security:PASS) - [Vaara](https://github.com/vaaraio/vaara): Accountable autonomy proxy: gating, tamper-evident audit, time anchor for every action (by vaaraio, ★14, security:PASS) - [vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server): Query the NIST National Vulnerability Database (NVD) API. (by HaroldFinchIFT, ★14, security:PASS) - [sint-protocol](https://github.com/sint-ai/sint-protocol): MCP governance proxy with capability tokens, tiered approvals, fail-closed execution and tamper-evident audit receipts, plus preflight tool-risk scanning. (by sint-ai, ★14, security:PASS) - [quantakrypto pqc-tools](https://github.com/quantakrypto/pqc-tools): Scan code for quantum-vulnerable cryptography and get NIST post-quantum migration guidance. (by quantakrypto, ★13, security:PASS) - [Bawbel Scanner](https://github.com/bawbel/scanner): Security scanner for MCP servers and skill files. Detects AVE vulnerabilities before production. (by bawbel, ★12, security:PASS) - [MobiLoop](https://github.com/enessubass/mobiloop-mcp): Guarded AI mobile Appium testing, security scanning, verification, and fix-retest MCP tools. (by enessubass, ★12, security:PASS) - [Vanta](https://github.com/mindstone/mcp-servers/tree/main/connectors/vanta): Vanta compliance MCP server: vulnerabilities, tests, controls, evidence, people, vendors, docs (by mindstone, ★12, security:PASS) - [TAP](https://github.com/holonym-foundation/tap-oss): Credential isolation for AI agents: placeholder secrets, policy checks, optional human approval. (by holonym-foundation, ★12, security:PASS) - [authmcp-gateway](https://github.com/loglux/authmcp-gateway): Auth proxy for MCP servers: OAuth2 with DCR, JWT, RBAC, rate limiting, multi-server aggregation and a monitoring dashboard. (by loglux, ★12, security:PASS) - [Aperion Shield](https://github.com/AperionAI/shield): Local guardrail proxy that blocks destructive MCP tool calls, rug pulls, and tool poisoning (by AperionAI, ★11, security:PASS) - [assay](https://github.com/Rul1an/assay): The firewall for MCP tool calls. Block, audit, replay with evidence bundles. (by Rul1an, ★11, security:PASS) - [pkgxray](https://github.com/adamsjack711-ux/pkgxray): Pre-install security scans for npm packages, MCP servers, and AI agents with cited verdict evidence. (by adamsjack711-ux, ★11, security:PASS) - [vulnicheck](https://github.com/andrasfe/vulnicheck): HTTP MCP Server for comprehensive Python vulnerability scanning and security analysis. (by andrasfe, ★11, security:PASS) - [Aletheia Runtime Safety & Scope Creep Filter](https://github.com/vikasny30/aletheia-mcp): Deterministic pre-execution filter that blocks known scope-creep and prompt-injection tool calls (by vikasny30, ★11, security:PASS) - [pyobfus-mcp](https://github.com/zhurong2020/pyobfus/tree/main/pyobfus_mcp): Obfuscate Python before shipping; reverse-map tracebacks with your AI agent. No phone-home. (by zhurong2020, ★11, security:PASS) - [opnsense-mcp](https://github.com/coreyhines/opnsense-mcp): OPNsense firewall operations via API: query ARP, DHCP, firewall rules, logs, interfaces, system status and packet captures. (by coreyhines, ★11, security:PASS) - [cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server): Verify agent communication protocols with session types and Lean 4 proofs to catch deadlocks and role violations; includes a linter, formatter and LSP. (by rafapra3008, ★11, security:PASS) - [Web Metadata, OpenGraph & Contact Extractor](https://github.com/JosejuX/rapidapi-metadata-extractor): Turns any URL into SEO metadata, contacts, tech stack, and AI-ready Markdown, in one call. (by JosejuX, ★10, security:PASS) - [scopeblind-mcp](https://github.com/tomjwxf/scopeblind-gateway): Scan, protect, and monitor APIs from AI coding tools. Device-level rate limiting. (by tomjwxf, ★10, security:PASS) - [secretctl](https://github.com/forest6511/secretctl): Secrets manager that injects credentials into commands as environment variables so agents never see plaintext secrets, and sanitizes command output. (by forest6511, ★10, security:PASS) - [zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp): Zitadel identity management: manage users, projects, OIDC apps, roles and service accounts in natural language. (by takleb3rry, ★10, security:PASS) - [Trent](https://github.com/trnt-ai/trent-agent-plugin): Security reviews, threat models over a repo or website, and remediation tracking, in your editor. (by trnt-ai, ★9, security:PASS) - [royal-mcp](https://github.com/royalplugins/royal-mcp): Security-first WordPress MCP server. 129 tools for Claude, ChatGPT, Gemini. Free on wp.org. (by royalplugins, ★9, security:PASS) - [stackhawk](https://github.com/stackhawk/stackhawk-mcp): An MCP server that provides interaction with StackHawk's security scanning platform. (by stackhawk, ★9, security:PASS) - [clearfront](https://github.com/scottmartinanderson/clearfront): OSINT sweep of a digital footprint: breaches, accounts, data brokers, domains and IPs (by scottmartinanderson, ★9, security:PASS) - [ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server): Thales CipherTrust Manager integration for key management, cryptographic operations and compliance monitoring. (by sanyambassi, ★9, security:PASS) - [OPA MCP](https://github.com/OrygnsCode/opa-mcp-server): Author, validate, debug, and explain OPA Rego policies through any MCP-compatible client. (by OrygnsCode, ★8, security:PASS) - [mcp-pihole](https://github.com/aplaceforallmystuff/mcp-pihole): Pi-hole v6 MCP server - manage DNS blocking, stats, whitelists/blacklists (by aplaceforallmystuff, ★8, security:PASS) - [mcp-threatintel](https://github.com/aplaceforallmystuff/mcp-threatintel): Unified threat intel - OTX, AbuseIPDB, GreyNoise, abuse.ch, Feodo Tracker (by aplaceforallmystuff, ★8, security:PASS) - [Niro](https://github.com/apxlabs-ai/niro): AI pentester for PRs — finds exploitable bugs and hands your developer agent the fix. (by apxlabs-ai, ★8, security:PASS) - [MCP Safety Warden](https://github.com/gautamvarmadatla/mcpsafetywarden): MCP proxy adding security scanning, behavioral profiling, risk gating, and safe tool call execution. (by gautamvarmadatla, ★8, security:PASS) - [Commit — Supply Chain Risk Scoring](https://github.com/piiiico/proof-of-commitment): Supply chain risk scoring for npm, PyPI, Cargo, and Go. 9 tools. Behavioral signals. (by piiiico, ★8, security:PASS) - [Snyk API & Web MCP Server](https://github.com/snyk/saw-mcp): MCP server for Snyk API & Web — DAST scanning, findings management, and vulnerability triage (by snyk, ★8, security:PASS) - [wass-mcp](https://github.com/tb0hdan/wass-mcp): MCP server for web application security scanning (by tb0hdan, ★8, security:PASS) - [jobverify](https://github.com/yessGlory17/job-verify): Detect fake-recruiter and job-offer scams using free OSINT. No API keys. (by yessGlory17, ★8, security:PASS) - [SPARDA](https://github.com/zakariagharzouli/sparda): AI writes. SPARDA proves. Deterministic, offline security gate for AI edits. (by zakariagharzouli, ★8, security:PASS) - [hexforge-gateway](https://github.com/boy-offi9-inc/hexforge-gateway): APK reverse engineering workspace that orchestrates jadx, apktool, adb and Frida through a workflow engine, on Termux (Android) or PC. (by boy-offi9-inc, ★8, security:PASS) - [Judges Panel](https://github.com/KevinRabun/judges): 45 judges that evaluate AI-generated code for security, cost, and quality with built-in AST. (by KevinRabun, ★7, security:PASS) - [Strac MCP DLP](https://github.com/strac-io/strac-mcp-dlp): Detect and redact PII, PHI, PCI and secrets in text and files before an AI agent sees them. (by strac-io, ★7, security:PASS) - [mcp-audit](https://github.com/P4ST4S/mcp-audit): Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server. (by P4ST4S, ★7, security:PASS) - [minreestr-mcp](https://github.com/velvetway/minreestr-mcp): Search the Russian software registry for import-substitution and FSTEC/FSB-certified products, with full-text search and manufacturer listings. (by velvetway, ★7, security:PASS) - [arai](https://github.com/taniwhaai/arai): Enforces rules from existing agent instruction files (CLAUDE.md, .cursorrules) by blocking prohibited tool calls and logging per-rule compliance verdicts. (by taniwhaai, ★7, security:PASS) - [PreClick — An MCP-native URL preflight scanning service for autonomous agents.](https://github.com/cybrlab-ai/preclick-mcp): PreClick scans links for threats and confirms intent match with high accuracy before agents click. (by cybrlab-ai, ★6, security:PASS) - [toolmesh](https://github.com/DunkelCloud/ToolMesh): Self-hosted MCP gateway. Turn any REST API into MCP tools via YAML (DADL). Authz, audit, policies. (by DunkelCloud, ★6, security:PASS) - [mcp-bastion](https://github.com/Gowthaman90/mcp-bastion): Reliability + security proxy for MCP: runtime tool-security and a compliance-mapped audit trail. (by Gowthaman90, ★6, security:PASS) - [CTFd](https://github.com/MrJamescot/ctfd-mcp-server): MCP server for CTFd v3: list challenges, submit flags, and query scoreboards via AI agents. (by MrJamescot, ★6, security:PASS) - [Service Public France](https://github.com/OneNicolas/mcp-service-public): French public services: tax, property, admin, education, healthcare, security, risks, legal texts (by OneNicolas, ★6, security:PASS) - [pincer](https://github.com/VouchlyAI/Pincer-MCP): Secure grip for your agent's secrets - security-hardened MCP gateway with proxy token architecture (by VouchlyAI, ★6, security:PASS) - [Husk](https://github.com/husk-security/husk): Local-first defensive scanner for vulnerable dependencies, leaked secrets, and risky agent configs (by husk-security, ★6, security:PASS) - [code-factory](https://github.com/zrk222/code-factory): Local proof facts for AI coding clients: intent, tests, Graph Ops, and review evidence. (by zrk222, ★6, security:PASS) - [SkillTotal](https://github.com/pezhik/skilltotal): Deterministic security scan of MCP servers, agent skills and npm/PyPI packages. Runs locally. (by pezhik, ★5, security:PASS) - [guardvibe](https://github.com/goklab/guardvibe): Deterministic security layer your AI can't be. 553 rules, 39 tools, CLI + doctor + host audit. (by goklab, ★5, security:PASS) - [argus](https://github.com/ironclawdevs27/Argus): Automated web QA via Chrome DevTools MCP — a11y, security, visual, env diff, CI; Aegis redaction. (by ironclawdevs27, ★5, security:PASS) - [enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp): Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library. (by denismaggior8, ★5, security:PASS) - [authbox](https://github.com/MARUCIE/authbox): Zero-knowledge password manager and MCP credential gateway: policy-gated agent access, deterministic passwords, BIP-39 recovery and a hash-chain audit trail. (by MARUCIE, ★5, security:PASS) - [AgentAvow](https://github.com/AgentAvow/AgentAvow): Signed, recomputable safety scores for MCP servers, packages and tools, with offline-verifiable attestations and a GitHub Action to gate CI merges. (by AgentAvow, ★5, security:PASS) - [verify-mcp](https://github.com/ScopeBlind/verify-mcp): Offline verification of Ed25519/JCS-signed artifacts such as receipts, manifests and audit bundles. (by ScopeBlind, ★5, security:PASS) - [ai-context](https://github.com/vibgrate/cli): Local-first MCP server: version-correct library docs, code map, and offline drift for your repo. (by vibgrate, ★4, security:PASS) - [Windows Management](https://github.com/AhmedLaminou/windows-mcp-server): Local Windows management, diagnostics, security, cleanup, and optimization MCP server. (by AhmedLaminou, ★4, security:PASS) - [Czech PII Anonymizer & NLP](https://github.com/Buggy1111/anonymize-mcp): Anonymize PII & redact text (GDPR): Czech + 35-lang NER, morphology, translation, spellcheck (by Buggy1111, ★4, security:PASS) - [envault](https://github.com/DinanathDash/Envault): Secure secret management with a Human-In-The-Loop (HITL) interceptor for agent mutations. (by DinanathDash, ★4, security:PASS) - [Haldir](https://github.com/ExposureGuard/haldir): Guardian layer for AI agents: identity, secrets, audit via MCP. (by ExposureGuard, ★4, security:PASS) - [q-ring](https://github.com/I4cTime/q-ring): OS keychain secrets for AI coding agents, over MCP. (by I4cTime, ★4, security:PASS) - [IPGeolocation.io MCP Server](https://github.com/IPGeolocation/ipgeolocation-io-mcp): Official MCP server for IP geolocation, security, ASN, abuse, timezone, astronomy, and user-agent. (by IPGeolocation, ★4, security:PASS) - [MolTrust MCP Server](https://github.com/MoltyCel/moltrust-mcp-server): Give an agent a verifiable identity, and check another agent's before dealing with it. (by MoltyCel, ★4, security:PASS) - [universal-connector-mcp](https://github.com/TeodorMCP/universal-connector-mcp): Security-first MCP server that connects any OpenAPI, GraphQL, gRPC or SOAP API to AI agents. (by TeodorMCP, ★4, security:PASS) - [Lachesis](https://github.com/UnboundCompute/lachesis): Compiler-precise code property graph for C, Python, and TypeScript, navigable over MCP. (by UnboundCompute, ★4, security:PASS) - [Apiiro Guardian Agent](https://github.com/apiiro/mcp-server): Apiiro Application Security Posture Management (ASPM) tools for AI coding assistants. (by apiiro, ★4, security:PASS) - [cmdxray](https://github.com/aurelio-nakamura/cmdxray): Offline MCP server: explains shell commands token-by-token and flags destructive ones for AI agents. (by aurelio-nakamura, ★4, security:PASS) - [mcpwall](https://github.com/behrensd/mcpwall): iptables for MCP — blocks dangerous tool calls, scans for secrets, logs everything. (by behrensd, ★4, security:PASS) - [Cyntrisec CLI (Historical)](https://github.com/cyntrisec/cyntrisec-cli): Historical AWS analysis CLI; not a current Cyntrisec product. (by cyntrisec, ★4, security:PASS) - [Aguara MCP](https://github.com/garagon/mcp-aguara): Security scanner for AI agent skills and MCP servers (by garagon, ★4, security:PASS) - [patch-tuesday](https://github.com/jonnybottles/patch-tuesday-mcp): Query Microsoft Patch Tuesday security updates (MSRC) with EPSS and CISA KEV enrichment (by jonnybottles, ★4, security:PASS) - [qURL](https://github.com/layervai/qurl-mcp): Mint, resolve, audit, and rotate scope-limited expiring access links (qURLs) for AI agents. (by layervai, ★4, security:PASS) - [eset-mcp](https://github.com/maciekaz/ESET-MCP): MCP server for the ESET ecosystem - Connect cloud + PROTECT On-Prem, multi-tenant, RO/RW (by maciekaz, ★4, security:PASS) - [kepil](https://github.com/oleg-vdv/kepil): Passport, mandate, fail-closed action gate and tamper-evident journal for AI agents. (by oleg-vdv, ★4, security:PASS) - [odoo-mcp-gateway](https://github.com/parth-unjiya/odoo-mcp-gateway): Security-first MCP gateway for Odoo 17/18/19 — YAML-driven security, 27 tools (by parth-unjiya, ★4, security:PASS) - [mcp-audit](https://github.com/saagpatel/MCPAudit): Scan, enumerate, and risk-score every MCP server configured on your machine. (by saagpatel, ★4, security:PASS) - [AI AppSec](https://github.com/subodhkc/ai-appsec): Evidence-backed AppSec for AI applications and agents. Powered by HAIEC. (by subodhkc, ★4, security:PASS) - [mcp-tenant-isolation](https://github.com/subodhkc/mcp-tenant-isolation): Static analysis scanner for MCP server code and multi-tenant SaaS applications. (by subodhkc, ★4, security:PASS) - [VMware Harden](https://github.com/vmware-skills/VMware-Harden): VMware compliance scanning (CIS, vSphere SCG, GB/T 22239, PCI-DSS) with drift detection. (by vmware-skills, ★4, security:PASS) - [kdbx](https://github.com/yarrasys/kdbx): Read-only access to secrets in a local KeePassXC vault. Runs commands with them injected. (by yarrasys, ★4, security:PASS) - [thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server): Thales CDSP CAKM integration for key management, cryptographic operations and compliance monitoring for Microsoft SQL Server and Oracle databases. (by sanyambassi, ★4, security:PASS) - [osv-ui](https://github.com/toan203/osv-ui): Visual CVE audit dashboard for npm, Python, Go and Rust using OSV data, with browser-based human review and fixes applied only after confirmation. (by toan203, ★4, security:PASS) - [mcp-server](https://github.com/pentesttoolscom/pentesttools-pypi): MCP server for Pentest-Tools.com: run scans, manage findings and reports via your preffered LLM. (by pentesttoolscom, ★3, security:PASS) - [enigmagent-mcp](https://github.com/Agnuxo1/enigmagent-mcp): Local AES-256-GCM vault for AI agents. Secrets stay local, LLMs never see real API keys. (by Agnuxo1, ★3, security:PASS) - [Defenter Proxy](https://github.com/Defenter-AI/defenter-proxy): Real-time semantic security for AI coding agents and MCP tools (by Defenter-AI, ★3, security:PASS) - [mcp-seatbelt](https://github.com/KryptosAI/mcp-seatbelt): MCP runtime security proxy. Blocks dangerous AI agent tool calls with a policy engine. (by KryptosAI, ★3, security:PASS) - [safeinstall](https://github.com/Mickdownunder/SafeInstall): Local-first supply-chain security gate for npm/pnpm/bun: typosquat, release age, provenance checks (by Mickdownunder, ★3, security:PASS) - [ovecc](https://github.com/Ovecc-labs/ovecc): Architecture guardrails for AI-written code: dependency graph, impact, dead code, CI gate (by Ovecc-labs, ★3, security:PASS) - [rugsnare](https://github.com/Paraphern/rugsnare): Pin MCP tool contracts, catch silent drift, replay calls before upgrades. Zero deps. (by Paraphern, ★3, security:PASS) - [SAST MCP Server](https://github.com/Skyrxin/sast-mcp-server): 11-scanner SAST/DAST MCP server with closed-loop remediation, SBOM/SARIF, and CI integrations (by Skyrxin, ★3, security:PASS) - [release-gate](https://github.com/VamsiSudhakaran1/release-gate): Pre-deploy security auditor for AI agent code — the risks generic SAST misses. (by VamsiSudhakaran1, ★3, security:PASS) - [Tripwire](https://github.com/aliboIly/Tripwire): MCP for Roblox Studio and Open Cloud: drive Studio, run headless tests, and review game security. (by aliboIly, ★3, security:PASS) - [npm-mcp](https://github.com/alisaitteke/npm-mcp): MCP server for npm package management, security analysis, and compatibility checking (by alisaitteke, ★3, security:PASS) - [excalidraw](https://github.com/debu-sinha/excalidraw-mcp-server): Security-hardened Excalidraw MCP server with auth, rate limiting, and 14 tools (by debu-sinha, ★3, security:PASS) - [mcpm](https://github.com/getmcpm/cli): MCP security guard + package manager: trust-scored installs, blocks prompt injection and rug-pulls. (by getmcpm, ★3, security:PASS) - [inkog](https://github.com/inkog-io/inkog-mcp): Security co-pilot for AI agents. Scan for vulnerabilities, audit MCP servers, verify governance. (by inkog-io, ★3, security:PASS) - [mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm): MCP server for Malcolm (Zeek/Suricata/Arkime/OpenSearch): threat-hunting access for AI agents (by nagameTW, ★3, security:PASS) - [mcp-guardian](https://github.com/rudraneel93/mcp-guardian): Security, cost, and health governance proxy for MCP infrastructure (by rudraneel93, ★3, security:PASS) - [code-sentinel](https://github.com/salrad22/code-sentinel): Code quality analysis MCP server - detects security issues, deceptive patterns, and placeholders (by salrad22, ★3, security:PASS) - [PCI DSS v4.0.1 Compliance Checker](https://github.com/shyshlakov/pci-dss-mcp): PCI DSS v4.0.1 compliance scanner for Go payment services, delivered as an MCP server (by shyshlakov, ★3, security:PASS) - [GuardianShield](https://github.com/sparkvibe-io/GuardianShield): AI security layer: code scanning, PII detection, prompt injection, secrets, CVEs (by sparkvibe-io, ★3, security:PASS) - [webcheck](https://github.com/yifanyifan897645/webcheck-mcp): Website health analysis: SEO, accessibility, performance, security, and broken links (by yifanyifan897645, ★3, security:PASS) - [shohei](https://github.com/kent-tokyo/shohei): Infrastructure diagnostics: DNS checks, TLS certificate chain inspection, email security, global DNS propagation and DNS latency benchmarking. (by kent-tokyo, ★3, security:PASS) - [solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp): Reverse engineering tools from Solvitor: extract IDL files from closed-source Solana smart contracts and decompile them. (by Adeptus-Innovatio, ★3, security:REVIEW) - [thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server): Integration with the Thales CipherTrust Manager RESTful Data Protection service. (by sanyambassi, ★3, security:PASS) - [IntoDNS.ai DNS & Email Security Scanner](https://github.com/RoscoNL/intodns-mcp-server): DNS and email security: check SPF, DKIM, DMARC, DNSSEC, DANE and build the records. 45 tools. (by RoscoNL, ★2, security:PASS) - [Cinderfi — Retirement Planning](https://github.com/cinderfi/cinderfi-mcp): Retirement planning for Canada & US. CPP/OAS, Social Security, RRSP/TFSA, 401k/IRA, Monte Carlo. (by cinderfi, ★2, security:PASS) - [registry](https://github.com/PolicyLayer/mcp): The MCP server that vets MCP servers: identity, risk grade and per-tool risk before you install. (by PolicyLayer, ★2, security:PASS) - [Actenon Kernel](https://github.com/Actenon/actenon-kernel): Verify consequential AI actions before they execute. (by Actenon, ★2, security:PASS) - [Cejel](https://github.com/BargLabs/cejel): Offline deterministic engineering-trust certificates for repositories, with no telemetry. (by BargLabs, ★2, security:PASS) - [Vault MCP](https://github.com/Zerocreds-com/zerocreds-mcp): MCP server for credential isolation — bots use passwords and API keys without seeing them (by Zerocreds-com, ★2, security:PASS) - [lucairn-mcp-server](https://github.com/Declade/lucairn-sdks): Pseudonymizes PII before your LLM and returns a cryptographically signed receipt per response. (by Declade, ★2, security:PASS) - [M2M Sentinel](https://github.com/M2M-Sentinel/m2m-sentinel-sdk): Base bytecode capability observations, proxy resolution, gas, DEX, and transfer telemetry. (by M2M-Sentinel, ★2, security:PASS) - [Electron MCP Server](https://github.com/YawLabs/electron-mcp): Electron.js MCP server — IPC scaffolding, security auditing, build tooling for AI assistants (by YawLabs, ★2, security:PASS) - [npm Registry MCP Server](https://github.com/YawLabs/npmjs-mcp): npm registry MCP server — package intelligence, security audits, dependency analysis (by YawLabs, ★2, security:PASS) - [air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp): EU AI Act compliance scanner for Python AI agents. 14 tools across 6 articles. (by airblackbox, ★2, security:PASS) - [Bawbel Scanner](https://github.com/bawbel/bawbel-mcp): Scan MCP servers and skill files for AVE vulnerabilities. Conformance scoring and threat intel. (by bawbel, ★2, security:PASS) - [chronoverify](https://github.com/beeswaxpat/chronoverify-mcp): Verify a photo's capture time and provenance: C2PA validation, EXIF/XMP, and pixel forensics. (by beeswaxpat, ★2, security:PASS) - [calllint](https://github.com/calllint/calllint): Static preflight safety gate for MCP servers — scan configs before you run them. Never executes. (by calllint, ★2, security:PASS) - [waxseal](https://github.com/degenlegion-com/waxseal-sdk): Ed25519 identity for AI agents. Verify seals, sign documents, gate actions with approvals. (by degenlegion-com, ★2, security:PASS) - [MCPAmpel - MCP Security Scanner](https://github.com/MCPAmpel/mcpampel): Scan installed MCP servers for security vulnerabilities with 16 detection engines. (by MCPAmpel, ★2, security:PASS) - [SpendShield](https://github.com/felixpg13-glitch/spendshield): Authorization layer between AI agents and money: ALLOW/APPROVAL/DENY, budgets, audit. (by felixpg13-glitch, ★2, security:PASS) - [privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp): Zero-Trust PII & secrets sanitizer for AI agents with in-memory local redaction. (by moxno, ★2, security:PASS) - [Keycloak Admin](https://github.com/mrz1880/mcp-keycloak-admin): Administer Keycloak via its Admin REST API: users, roles, clients, groups, IdP, events. (by mrz1880, ★2, security:PASS) - [JIDEC: Bitcoin-anchored public verification ledger (NENRIN)](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-jidec-mcp): Read agents' Bitcoin-anchored conduct history (NENRIN) and cite and recompute ledger records. (by ogasurfproject-jpg, ★2, security:PASS) - [compliance-trestle-mcp](https://github.com/oscal-compass/compliance-trestle-mcp): An MCP server that provides tools to author OSCAL security compliance documentation (by oscal-compass, ★2, security:PASS) - [create-starter](https://github.com/starter-series/create-starter): Scaffold Starter Series projects and check release, deployment, security, and agent instructions. (by starter-series, ★2, security:PASS) - [Raziel](https://github.com/tide-foundation/raziel-mcp): MCP server teaching AI agents to implement TideCloak: auth, E2EE, IGA, security analysis (by tide-foundation, ★2, security:PASS) - [agentstamp](https://github.com/vinaybhosle/agentstamp): Identity certificates, public registry, and wishing well for AI agents — x402 micropayments on Base (by vinaybhosle, ★2, security:PASS) - [HoneyLabs](https://github.com/honeylabshq/honeylabs-mcp): Honeypot probe data: IP reputation, scanners, CVE probing, TLS and SSH fingerprints. (by honeylabshq, ★2, security:PASS) - [mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith): Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools. (by laszlopere, ★2, security:PASS) - [agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp): Cryptographic provenance, blind reputation scoring and tamper-evident logging for agent interactions, with dispute resolution and trust-based matchmaking. (by alexfleetcommander, ★2, security:PASS) - [trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api): Redacts emails, phone numbers, national IDs, private keys and financial data before text reaches LLMs, in English, Spanish, Portuguese, German and Japanese. (by teodorofodocrispin-cmyk, ★2, security:PASS) - [AgentValet](https://github.com/AgentValet/AgentValet): Identity and credential broker for MCP servers: issues scoped, short-lived credentials per agent, with audit logging and human approval gates. (by AgentValet, ★2, security:PASS) - [arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp): Runtime governance for MCP tool calls that blocks prompt injection and capability abuse before tool results reach the agent. (by 9hannahnine-jpg, ★2, security:PASS) - [jamjet-policy](https://github.com/jamjet-labs/jamjet-policy/tree/main/packages/mcp-shim): MCP interceptor that applies one YAML policy (block, require approval, audit, budget cap) to tool calls, also usable in Claude Code hooks and agent SDKs. (by jamjet-labs, ★2, security:PASS) - [arkforge-mcp](https://github.com/ark-forge/arkforge-mcp): Third-party certifying proxy that signs any HTTP call with an independent Ed25519 signature, RFC 3161 timestamp and Sigstore Rekor anchor. (by ark-forge, ★2, security:PASS) - [agentdevx-sdk](https://github.com/mirajmahmudul/agentdevx-sdk): Identity and credential gateway for agents: Ed25519 identity, encrypted credential vault, OPA policies with audit logging, per-agent memory and web scraping. (by mirajmahmudul, ★2, security:PASS) - [mcp-server](https://github.com/datanexusmcp/mcp-server): Public data lookups: CVE/SBOM security audits, license compliance, patents, federal contracts, NPI providers, nonprofit 990 filings and domain intelligence. (by datanexusmcp, ★2, security:PASS) - [mcp-shield](https://github.com/muhannad-hash/mcp-shield): Pre-install security scanner for MCP servers: detects backdoors, exfiltration code, obfuscation, dangerous execution, prompt injection and supply chain risks. (by muhannad-hash, ★2, security:PASS) - [misp-mcp-server](https://github.com/ppcvote/misp-mcp-server): Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response. (by ppcvote, ★2, security:PASS) - [sicarius-guard](https://github.com/Chronolapse411/sicarius-guard): Solana token safety oracle: byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market data and composite risk scoring. (by Chronolapse411, ★2, security:PASS) - [ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp): Headless IDA Pro binary analysis with concurrent sessions and Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering. (by zboralski, ★2, security:PASS) - [openterms-mcp](https://github.com/jstibal/openterms-mcp): Ed25519-signed consent receipts and a policy engine for agents: spending caps, action allowlists, escalation thresholds and JWKS-backed provider verification. (by jstibal, ★2, security:PASS) - [wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules): Write, validate and convert Sigma detection rules for Splunk, Elastic, Kibana and Wazuh, backed by a rule corpus covering MITRE ATT&CK tactics. (by WRG-11, ★2, security:PASS) - [agent-sec](https://github.com/kernora-ai/agent-sec): Zero-install security baseline for AI coding agents — OWASP/CWE-cited rules over MCP. (by kernora-ai, ★1, security:PASS) - [gateway](https://github.com/Edison-Watch/sealgate-mcp): MCP gateway with runtime security policy, tool-call-level control, and audit of agent actions. (by Edison-Watch, ★1, security:PASS) - [Arcjet](https://github.com/arcjet/mcp): An MCP server for Arcjet - the runtime security platform that ships with your AI code. (by arcjet, ★1, security:PASS) - [mcp](https://github.com/node-man/dechonet-mcp): 23 security tools for AI agents: phishing links, exposure maps, DNS, SSL, PQC, headers, email. (by node-man, ★1, security:PASS) - [Microsoft Sentinel Data Exploration](https://github.com/microsoft/sentinel-data-exploration-mcp): Find relevant security data from Sentinel data lake for building effective agents. More:aka.ms/s/de (by microsoft, ★1, security:PASS) - [Unphurl](https://github.com/123Ergo/unphurl-mcp): URL intelligence for AI agents and developers. 16 tools, 25 signal weights, 20 free checks. (by 123Ergo, ★1, security:PASS) - [security-suite](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/security-suite): Bundle of secret-scanner, dependency-auditor, ssl-inspector, and dns-intelligence (by GuardBee, ★1, security:PASS) - [vulnerability-scanner](https://github.com/GuardBee/guardbee-mcp/tree/main/packages/vulnerability-scanner): Triggers GuardBee scans, queries findings, AI-assisted remediation guidance (by GuardBee, ★1, security:PASS) - [pentagonal-mcp](https://github.com/Pentagonal-ai/pentagonal/tree/main/pentagonal-mcp): AI smart contract forge — 8-agent security audits, generation, and compilation across 8 chains (by Pentagonal-ai, ★1, security:PASS) - [aggrete](https://github.com/aggrete/aggrete): MCP policy proxy: enforces a code of conduct across connectors before the upstream is called. (by aggrete, ★1, security:PASS) - [agentradar](https://github.com/Bichev/agentradar-mcp): Trust scoring, scam detection, and EAS attestations for ERC-8004 + x402 agents on Base. (by Bichev, ★1, security:PASS) - [agentseal](https://github.com/JoeyBrar/agentseal-mcp): Verifiable action logs for AI agents. Every action is recorded in a SHA-256 hash chain. (by JoeyBrar, ★1, security:PASS) - [mnki-mcp](https://github.com/MNKIAgentOS/agent-trust/tree/main/packages/mcp): MCP proxy that checks every tools/call against Agent Trust policy, with evidence, before it runs. (by MNKIAgentOS, ★1, security:PASS) - [shield-kya](https://github.com/The-Pixel-Boys/shield-kya): KYA MCP gate: evaluate, ingest, request approval. Sole PEP is Shield. (by The-Pixel-Boys, ★1, security:PASS) - [agentscore](https://github.com/Thezenmonster/agentscore-mcp-server): MCP security trust layer: scan packages, inspect repos, check exposure, monitor changes. (by Thezenmonster, ★1, security:PASS) - [ThreatLocker](https://github.com/WYRE-AI/threatlocker-mcp): MCP server for ThreatLocker — zero-trust endpoint protection, allowlisting, and policies. (by WYRE-AI, ★1, security:PASS) - [weavatrix-online](https://github.com/Weavatrix/weavatrix-online): Weavatrix Online extension: guarded sync, advisories, malware review, architecture contracts. (by Weavatrix, ★1, security:PASS) - [trust](https://github.com/agntor/mcp): Trust layer for AI agents: identity, guard, redact, escrow, and x402 payments. (by agntor, ★1, security:PASS) - [AgentAegis](https://github.com/astafford8488/agentaegis-mcp): Pay-per-call cybersecurity for AI agents: vuln scans, threat intel, compliance, code security. (by astafford8488, ★1, security:PASS) - [PromptSpeak Governance](https://github.com/chrbailey/promptspeak-mcp-server): Pre-execution governance for AI agents. Validates tool calls before they execute. (by chrbailey, ★1, security:PASS) - [Bee — The Progressive Intelligence Engine](https://github.com/heossihq/bee-public): Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier. (by heossihq, ★1, security:PASS) - [redact-pdf-mcp](https://github.com/dambuchs/redact-pdf-mcp): Permanently redact PII from PDFs and scans. EU/Swiss-hosted, never used to train AI models. (by dambuchs, ★1, security:PASS) - [mcp-server](https://github.com/declaw-ai/mcp-server): Secure Firecracker microVM sandboxes for AI agents: network policy, PII & injection guardrails. (by declaw-ai, ★1, security:PASS) - [dingdawg-code-review](https://github.com/dingdawg/dingdawg-agent-1): AI code review — security, quality, performance. Learns your patterns. Receipted. (by dingdawg, ★1, security:PASS) - [Fetter MCP](https://github.com/fetter-io/fetter-mcp): Real-time Python package and vulnerability data for AI coding agents. (by fetter-io, ★1, security:PASS) - [codesafer](https://github.com/goldmembrane/cleaner-code): Scans AI-generated code for invisible Unicode, Trojan Source, and supply-chain threats. (by goldmembrane, ★1, security:PASS) - [inspector](https://github.com/gridinsoft/mcp-inspector): Website safety and trust analysis. Verify domain reputation and detect phishing with GridinSoft. (by gridinsoft, ★1, security:PASS) - [coderegistry](https://github.com/The-Code-Registry/mcp-server): Enterprise code intelligence for M&A, security audits, and tech debt. Hosted server with 200k free. (by The-Code-Registry, ★1, security:PASS) - [Volta Notes](https://github.com/iamredmh/volta-mcp-server): Burn-after-read encrypted notes. E2E encrypted, decentralised on the Internet Computer. (by iamredmh, ★1, security:PASS) - [VulnFeed](https://github.com/novadyne-hq/vulnfeed-mcp): Dependency vulnerability scanner with EPSS scoring. 9 MCP tools. Free tier + x402. (by novadyne-hq, ★1, security:PASS) - [securecode](https://github.com/juanisidoro/securecode-mcp): Secrets vault for Claude Code with audit logs, access rules, and AES-256 encryption. (by juanisidoro, ★1, security:PASS) - [node-runtime](https://github.com/mcp-protocol/node-runtime): This package is intended for demonstration only. Maintained by JFrog Security. (by mcp-protocol, ★1, security:PASS) - [secobserve-mcp](https://github.com/nh4ttruong/secobserve-mcp): MCP server for SecObserve: triage findings, import scan reports and SBOMs, generate VEX. (by nh4ttruong, ★1, security:PASS) - [PQC-Khepra MCP — CMMC Autopilot & AI Security Recorder](https://github.com/nouchix/PQC-Khepra-MCP): Post-quantum CMMC compliance scanner & AI agent attestation. FIPS 140-3, ML-DSA-65, 36K+ mappings. (by nouchix, ★1, security:PASS) - [PrivacyFence](https://github.com/privacyfence/privacyfence): Needs the PrivacyFence app from privacyfence.eu: human approval and audit for AI access to your data (by privacyfence, ★1, security:PASS) - [Qiniso](https://github.com/qinisolabs/qiniso/tree/main/packages/qiniso): Deterministic fact verification for AI agents — checksums & curated data, not guesses. (by qinisolabs, ★1, security:PASS) - [Rubrik Security Cloud](https://github.com/rubrikinc/rubrik-mcp): Connect AI assistants to the Rubrik Security Cloud GraphQL API to discover, query, and automate. (by rubrikinc, ★1, security:PASS) - [agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3): Explainable ALLOW/WARN/BLOCK risk decisions for AI agent actions before execution, signed as OAA. (by rudimentall1, ★1, security:PASS) - [mcp-regulated-ai-compliance](https://github.com/uchit/mcp-regulated-ai-compliance): Regulated-industry AI compliance: EU AI Act, APRA, NIST AI RMF, ISO 42001, AU AI Safety. (by uchit, ★1, security:PASS) - [captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp): Charge AI agents per-call without accounts. PoW solve = free tier, Lightning = paid tier. (by zekebuilds-lab, ★1, security:PASS) - [mcp](https://github.com/unesLam/jikida): Security tools for your AI: scan, pentest, check headers, guard code and scan repos for secrets. (by unesLam, ★1, security:PASS) - [server](https://github.com/BeBraveBeKind/mcpskills-server): Trust scoring for MCP servers, AI skills & npm packages — 15 signals + safety scanning. (by BeBraveBeKind, ★1, security:PASS) - [RTK Motion — Motion Capture, Biomechanics, Threat & Fleet Intelligence](https://github.com/RTKMotion/motion-intelligence): Mocap, rehab biomechanics, threat intel, fleet vision. 21 MCP tools, 10 free. x402/USDC paid. (by RTKMotion, ★1, security:PASS) - [mcp-armor](https://github.com/studiomeyer-io/mcp-armor): Security sidecar for MCP servers: 11 read-only control-plane tools for prompt-injection checks. (by studiomeyer-io, ★1, security:PASS) - [marketnow](https://github.com/alicelabs-llc/universal-trust-adapter): 68k+ security-audited MCP skills + free agent trust layer: signed ATC cards, tool gating, audits. (by alicelabs-llc, ★1, security:PASS) - [truecopy](https://github.com/askalf/truecopy): Supply-chain gate for agent skills and MCP servers: detects poisoned tool definitions, pins servers by hash, checks drift in CI and proxies only pinned tools. (by askalf, ★1, security:PASS) - [orihime](https://github.com/srinivasan-sundaresan95/orihime): Cross-repository code knowledge graph for Java, Kotlin, JavaScript and TypeScript: call-flow tracing, taint analysis, reachability and license compliance. (by srinivasan-sundaresan95, ★1, security:PASS) - [pod](https://github.com/suhui-organization/pod): Least-privilege compiler for agents: record real tool calls, compile a minimal policy, enforce it at an MCP gateway and keep a hash-chained audit. (by suhui-organization, ★1, security:PASS) - [shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp): Security intelligence: HIBP password breach checks, email/domain/IP/URL reputation, prompt injection detection and skill supply chain scanning. (by alberthild, ★1, security:PASS) - [web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp): Read-only check of a live URL for publicly exposed secret files: .git, .env, JS source maps, backup/SQL dumps, directory listings and dotfiles. (by Perufitlife, ★1, security:PASS) - [fetch-guard](https://github.com/Erodenn/fetch-guard): URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping. (by Erodenn, ★1, security:PASS) - [hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp): Runtime policy enforcement for AI agents: evaluate actions against organization policies before execution, in observe or enforce mode. (by ARKALDA, ★1, security:PASS) - [ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP): Scan ML model artifacts, URLs and directories for unsafe serialization, malicious patterns and risky packaging using ModelScan, PickleScan and heuristics. (by itsalissonsilva, ★1, security:PASS) - [clawguard-mcp](https://github.com/joergmichno/clawguard-mcp): Security scanner for AI agents that detects prompt injections using regex patterns. (by joergmichno, ★1, security:PASS) - [mcp-shield](https://github.com/rob925/mcp-shield): Static security scanner for MCP servers and agent tools: detects secrets, shell execution, risky tool descriptions, environment access and prompt injection. (by rob925, ★1, security:PASS) - [SecureAudit-MCP](https://github.com/rev2ret/SecureAudit-MCP): Static C/C++ memory-safety scanning and PE/ELF binary protection audits (ASLR, DEP/NX, SafeSEH, PIE), with remediation via secure templates. (by rev2ret, ★1, security:PASS) - [dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp): Enumerate AWS IAM data, analyze effective permissions and visualize access relationships across users, roles and resources, based on dAWShund. (by samvas-codes, ★1, security:PASS) - [scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp): Scam and threat checks for phone numbers, URLs, texts, emails, documents and QR codes using FTC/FCC complaints, URLhaus and ThreatFox, with risk scores. (by scamverifyai, ★1, security:PASS) - [skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp): Scan SKILL.md files, MCP configs and system prompts for credential theft, prompt injection, zero-width character attacks and ClawHavoc indicators. (by GUCCI-atlasv, ★1, security:PASS) - [aegis](https://github.com/wei9072/aegis): Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts. (by wei9072, ★1, security:PASS) - [proofport-ai](https://github.com/zkproofport/proofport-ai): Generate zero-knowledge proofs of identity claims (Coinbase KYC, country, Google OIDC, Microsoft 365) without revealing personal information. (by zkproofport, ★1, security:PASS) - [depscope](https://github.com/cuttalo/depscope): Package intelligence across many ecosystems: health, vulnerabilities (OSV, CISA KEV, EPSS), typosquats, malicious packages, alternatives and breaking changes. (by cuttalo, ★1, security:PASS) - [vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server): Share end-to-end encrypted, self-destructing secrets from an agent, reading them from env vars or files so they stay out of LLM context. (by vaulted-fyi, ★1, security:PASS) - [sieve-mcp](https://github.com/gautam-u/sieve-mcp): Local macOS scanner for secrets leaked into AI tool chat transcripts, with redacted findings, placeholder-only redaction and Keychain-backed command execution. (by gautam-u, ★1, security:PASS) - [frisk](https://github.com/Jiangw2718i/frisk): Screen x402 payment counterparties before paying: address sanity, payTo swap, transport safety and spend policy checks with an allow, review or block verdict. (by Jiangw2718i, ★1, security:PASS) - [blackwall](https://github.com/bluetieroperations-create/blackwall-mcp): API-key pre-action risk gate: any irreversible agent action (money, SQL, delete, email). (by bluetieroperations-create, ★0, security:PASS) - [checker-mcp](https://github.com/OksigeniaSL/checker-mcp): Domain security & privacy checker as an MCP server. 17 live checks, 0-100 score, local-first. (by OksigeniaSL, ★0, security:PASS) - [Feldspar free repository security scan](https://github.com/project-feldspar-resources/feldspar-scan): Free deterministic security scan of public git repos: OSV.dev vulnerable deps, secrets, config lint. (by project-feldspar-resources, ★0, security:PASS) - [mcp](https://github.com/haruodev/tamperlens-mcp): Was this document edited, did its redactions hold, is it safe for a model to read — Tamperlens API. (by haruodev, ★0, security:PASS) - [Compliance AIops](https://github.com/AIops-tools/Compliance-AIops): Compliance evidence from AIops audit trails: HIPAA/PCI/SOC2/GDPR, OSCAL export, 19 tools. (by AIops-tools, ★0, security:PASS) - [Identity AIops](https://github.com/AIops-tools/Identity-AIops): Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 29 tools. (by AIops-tools, ★0, security:PASS) - [rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp): AI-native HTTP security testing MCP server — 17 tools with raw HTTP/1.1 + HTTP/2 control (by Kjopstad-IT, ★0, security:PASS) - [etch](https://github.com/SaravananJaichandar/etch-mcp): Etch is a signed audit chain for AI agent decisions, offline-verifiable against pinned public keys. (by SaravananJaichandar, ★0, security:PASS) - [AIMarket Oracle Gateway](https://github.com/alexar76/aimarket-oracle-gateway): Stdio MCP: 17 verifiable AIMarket oracles, 35 pay-per-call tools for AI agents. (by alexar76, ★0, security:PASS) - [Seal](https://github.com/aurumflux20/seal): Stops agents double-charging across processes: exactly one execution, confirmed by the provider. (by aurumflux20, ★0, security:PASS) - [State of Web Vitals](https://github.com/corewebvitals/state-of-cwv-mcp): Core Web Vitals metrics by CMS, CDN, and framework — free remote MCP, no auth. (by corewebvitals, ★0, security:PASS) - [verify-proof](https://github.com/Fulcrum-Enterprises/verify-proof): Verify blockchain timestamp proofs offline, or anchor a new one through ProofLedger. (by Fulcrum-Enterprises, ★0, security:PASS) - [Eleion Scanner](https://github.com/eleata/eleion-scanner-mcp): Register/verify your domains, queue security scans, and read findings (CVE, severity). (by eleata, ★0, security:PASS) - [rails-mcp](https://github.com/jaimenbell/rails-mcp): Default-deny action registry, append-only spend ledger, and human sign-off audit trail (MCP tools). (by jaimenbell, ★0, security:PASS) - [lazaretto](https://github.com/jamesdfinance-dev/lazaretto-mcp): Free lockfile malware check plus paid behavioral scan of packages, agent skills and MCP tools. (by jamesdfinance-dev, ★0, security:PASS) - [verity-mcp](https://github.com/meloliva14/verity-mcp): Fail-closed verify-before-you-act gate for AI agents. Signed receipts. Pay-per-call via x402. (by meloliva14, ★0, security:PASS) - [mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse): Permission tiers, approval gates, and audit logging for MCP servers - the server is the gatekeeper (by nickgeorgeseo, ★0, security:PASS) - [SafeNode MCP Gateway](https://github.com/sp3ak/safenode-mcp-gateway): Policy proxy for MCP tool calls. A denied call never reaches the downstream server. (by sp3ak, ★0, security:PASS) - [ScreenVerity](https://github.com/williamblakecunningham-max/screenverity-mcp): Free U.S. exclusion, debarment and licence screening with a signed receipt of the lists checked. (by williamblakecunningham-max, ★0, security:PASS) - [basescope](https://github.com/chasdaddy/basescope): Read-only safety checks for Base and EVM: honeypot and rug-pull detection, risky approvals, verified source, balances, ENS and Basenames, gas and prices. (by chasdaddy, ★0, security:PASS) - [54ch10-mcp](https://github.com/sachio222/54ch10-mcp): JSON risk briefs for wallet addresses, tokens and URLs: scores, flags and sources from phishing, scam and URL-reputation heuristics, including OpenPhish. (by sachio222, ★0, security:PASS) - [governed-mcp-gateway](https://github.com/Cubiczan/governed-mcp-gateway): HTTP MCP gateway that attaches a principal to tool calls and SSE streams, with allowlists and vault rotation. (by Cubiczan, ★0, security:PASS) - [trust-ledger-os](https://github.com/Cubiczan/trust-ledger-os): Trust and risk control plane for AI teams, with phases, routes and a package catalog. (by Cubiczan, ★0, security:PASS) - [mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex): Find MCP servers by describing a task and get advisory trust screens before connecting, using the mcpindex directory. (by mcpindex-ai, ★0, security:PASS) - [skillguard](https://github.com/epistemedeus/skillguard): Static scanner that checks Claude Code skills, plugins and MCP servers for exfiltration, install hooks and prompt injection before you install them. (by epistemedeus, ★0, security:PASS) - [smallprint-action](https://github.com/gostanos/smallprint-action/tree/main/mcp): Query the Small Print record: versioned, diffed tool descriptions and schemas of MCP servers, skills and plugins, with graded changes and public advisories. (by gostanos, ★0, security:PASS) ## Version Control - [server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git): Read, search and analyze local Git repositories. (by modelcontextprotocol, ★91017, security:PASS) - [GitHub](https://github.com/github/github-mcp-server): Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language. (by github, ★33382, security:PASS) - [reviewgate](https://github.com/ReviewGate/reviewgate): Code review against your team's written rules: a generator finds issues and an independent judge filters them, with a pre-push gate and PR bot. (by ReviewGate, ★0, security:REVIEW) - [GitDiagram](https://github.com/ahmedkhaleel2004/gitdiagram): Architecture diagrams, explanations and Mermaid source for public GitHub repositories. (by ahmedkhaleel2004, ★17869, security:PASS) - [sem](https://github.com/Ataraxy-Labs/sem): Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents (by Ataraxy-Labs, ★3391, security:PASS) - [gitlab-mcp](https://github.com/zereight/gitlab-mcp): GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more. (by zereight, ★2024, security:PASS) - [OpenOSINT](https://github.com/OpenOSINT/OpenOSINT): AI-powered OSINT agent & MCP server. 20 tools: email, breach, IP, WHOIS, DNS, Shodan, GitHub & more. (by OpenOSINT, ★1692, security:PASS) - [SoloMD](https://github.com/zhitongblog/solomd/tree/main/mcp-server): Read and search a folder of Markdown notes: search, backlinks, tags, tasks, outlines, git history. (by zhitongblog, ★1168, security:PASS) - [Atlassian Rovo MCP Server](https://github.com/atlassian/atlassian-mcp-server): Connect to Atlassian Jira, Confluence, Loom, and more to search, create, and manage your work. (by atlassian, ★1084, security:PASS) - [agent-harnesses](https://github.com/RyanAlberts/best-of-Agent-Harnesses): Agent-harness picks, decision guides, and setup templates; live GitHub/HN discovery. (by RyanAlberts, ★1076, security:PASS) - [mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops): Azure DevOps integration for repository management, work items and pipelines. (by Tiberriver256, ★393, security:PASS) - [mcp-omnisearch](https://github.com/spences10/mcp-omnisearch): MCP server for integrating Omnisearch with LLMs (by spences10, ★352, security:PASS) - [mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest): Read and analyze GitHub repositories. (by adhikasp, ★314, security:PASS) - [Facebook Ads Library](https://github.com/proxy-intell/facebook-ads-library-mcp): Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds. (by proxy-intell, ★308, security:PASS) - [Funplay Unity MCP](https://github.com/FunplayAI/funplay-unity-mcp): stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity-mcp. (by FunplayAI, ★255, security:PASS) - [git-mcp-server](https://github.com/cyanheads/git-mcp-server): Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more. (by cyanheads, ★239, security:PASS) - [node9](https://github.com/node9-ai/node9-proxy): Access control for AI agents and MCP servers: allow, hold for approval, or block each tool call (by node9-ai, ★217, security:PASS) - [Instagram DMs](https://github.com/trypeggy/instagram_dm_mcp): Send Instagram DMs via your LLM (by trypeggy, ★183, security:PASS) - [gitwand](https://github.com/devlint/GitWand): Auto-resolves Git merge conflicts so agents only touch the complex hunks. (by devlint, ★181, security:PASS) - [whoop](https://github.com/shashankswe2020-ux/whoop-mcp): MCP server for WHOOP health data — recovery, sleep, workouts, cycles, and trends. (by shashankswe2020-ux, ★166, security:PASS) - [humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru): Гигиена вставки из чата для русского текста: детерминированно, офлайн, флаги с причиной и советом. (by Vladimir-Human, ★126, security:PASS) - [all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol): Developer toolkit: Confluence, Jira, GitLab, YouTube channel management, email, calendar, script execution, knowledge-base RAG and URL fetching. (by nguyenvanduocit, ★107, security:REVIEW) - [atlassian-dc-mcp-bitbucket](https://github.com/b1ff/atlassian-dc-mcp): MCP server for Atlassian Bitbucket Data Center - interact with repositories and code (by b1ff, ★102, security:PASS) - [memory-mcp](https://github.com/yuvalsuede/memory-mcp): Persistent memory + git snapshots for Claude Code. Never lose context or code. (by yuvalsuede, ★98, security:PASS) - [Hexis](https://github.com/Bevel-Software/Hexis): Git-backed platform for skills, tools, and context for AI agents (by Bevel-Software, ★93, security:PASS) - [Vouch](https://github.com/vouchdev/vouch): Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes. (by vouchdev, ★82, security:PASS) - [forgejo-mcp](https://github.com/raohwork/forgejo-mcp): Manage your repositories on a Forgejo or Gitea server. (by raohwork, ★69, security:PASS) - [Kin](https://github.com/firelock-ai/kin): A graph-native code repository for people and AI agents. (by firelock-ai, ★67, security:PASS) - [gread](https://github.com/NitroRCr/gread): An MCP server that gives your AI access to the source code and docs of all public github repos (by NitroRCr, ★64, security:PASS) - [theabbie](https://github.com/theabbie/theabbie): Live info about theabbie (Abhishek Chaudhary) from theabbie.github.io/about.json (by theabbie, ★63, security:RISK) - [preflight](https://github.com/newrelic-experimental/preflight): New Relic MCP server for observing AI coding assistants (Claude Code, Cursor, Copilot, etc.) (by newrelic-experimental, ★51, security:PASS) - [git-courer](https://github.com/blak0p/git-courer): Full git MCP server for LLM agents — 17 tools, AST annotator, auto-backups, real plumbing. (by blak0p, ★43, security:PASS) - [Forums](https://github.com/basehub-ai/forums/tree/main/apps/web): Ask any GitHub repository a question. Get source-backed answers. (by basehub-ai, ★43, security:PASS) - [GitLab MCP Server](https://github.com/jmrplens/gitlab-mcp-server): Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier. (by jmrplens, ★43, security:PASS) - [Perenna](https://github.com/scarletkc/Perenna): A lightweight, Git-backed permanent memory for AI agents. (by scarletkc, ★42, security:PASS) - [Funplay Godot MCP](https://github.com/FunplayAI/funplay-godot-mcp): stdio bridge for the local Godot Editor MCP server from FunplayAI/funplay-godot-mcp. (by FunplayAI, ★41, security:PASS) - [Storyblok](https://github.com/Kiran1689/storyblok-mcp-server): Storyblok MCP server enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more. (by Kiran1689, ★41, security:PASS) - [Cartographer](https://github.com/BeppeTemp/cartographer): Governance MCP server for agent-maintained knowledge bases (OKF): git-backed writes, search, lint. (by BeppeTemp, ★37, security:PASS) - [Kindex](https://github.com/wandercom/kindex): Persistent knowledge graph and MCP server for AI workflows with git-tracked project context. (by wandercom, ★33, security:PASS) - [GitHub to MCP Converter](https://github.com/nirholas/github-to-mcp): Convert any GitHub repo to MCP server - automatic tool generation API wrap (by nirholas, ★32, security:PASS) - [AI Tool Discovery Agent](https://github.com/nirholas/lyra-tool-discovery): AI agent discovers MCP servers from GitHub npm - analyzes APIs configs (by nirholas, ★31, security:PASS) - [gnt](https://github.com/gnt-ai/gnt): Git-native policy layer for AI agents: check_action verdicts against rules approved via PR. (by gnt-ai, ★30, security:PASS) - [MCP Server for PowerPoint](https://github.com/sbroenne/mcp-server-powerpoint): PowerPoint automation for AI: slides, shapes, tables, charts, images, notes. Windows only. (by sbroenne, ★30, security:PASS) - [github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp): GitHub Enterprise API integration. (by ddukbg, ★29, security:REVIEW) - [RepoPilot](https://github.com/MykytaStel/repopilot): Local, deterministic review of Git changes: weakened tests and CI gates, risky flows, blast radius. (by MykytaStel, ★23, security:PASS) - [fixmap](https://github.com/aryamthecodebreaker/FixMap): Deterministic local-first context and impact maps for coding agents from tasks, issues, and diffs. (by aryamthecodebreaker, ★21, security:PASS) - [neverinfamous-memory-journal-mcp](https://github.com/neverinfamous/memory-journal-mcp): A MCP server built for developers enabling Git based project management with project and personal… (by neverinfamous, ★20, security:PASS) - [codeseeker](https://github.com/jghiringhelli/codeseeker): Graph-powered code intelligence with semantic search and knowledge graph for AI assistants (by jghiringhelli, ★20, security:PASS) - [omen](https://github.com/panbanda/omen): Multi-language code analysis for complexity, debt, hotspots, ownership, and defect prediction (by panbanda, ★20, security:PASS) - [instagit](https://github.com/InstalabsAI/instagit): MCP server for Instagit — AI-powered Git repository analysis for coding agents (by InstalabsAI, ★19, security:PASS) - [CommitLore](https://github.com/MongLong0214/commitlore): Git-native decision memory for coding agents: only the decisions still in force for the edited path (by MongLong0214, ★18, security:PASS) - [GitWarren](https://github.com/klarluft/gitwarren-app): Code review on your own machine, for you and your coding agent. Nothing leaves your computer. (by klarluft, ★18, security:PASS) - [oss-autopilot](https://github.com/costajohnt/oss-autopilot/tree/main/packages/mcp-server): Open source contribution manager with PR tracking, issue discovery, and CI diagnosis (by costajohnt, ★17, security:PASS) - [elefante](https://github.com/amenophis1er/elefante): Open, Git-native memory protocol for MCP agents. Portable, versioned, human-editable. (by amenophis1er, ★15, security:PASS) - [Bomly](https://github.com/bomly-dev/bomly-cli): Give your coding agent the dependency graph it is about to change: scan, diff, explain, audit (by bomly-dev, ★14, security:PASS) - [mergewarden](https://github.com/sjh9714/mergewarden): Check whether a coding agent's changes stayed inside the scope it was given. (by sjh9714, ★14, security:PASS) - [github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server): Unofficial access to GitHub's GraphQL API for flexible queries on repository data, issues, pull requests and other resources. (by QuentinCody, ★13, security:REVIEW) - [sharedoc-mcp](https://github.com/AugustusW/sharedoc-mcp): Share agent-generated Markdown as links — GitHub gists today, your own server tomorrow. (by AugustusW, ★12, security:PASS) - [awx-mcp-server](https://github.com/SurgeX-Labs/awx-mcp-server): Control AWX/Ansible Tower through natural language - 49 tools for automation (by SurgeX-Labs, ★12, security:PASS) - [OpenResearch MCP](https://github.com/olanokhin/openresearch-mcp): Zero-auth research MCP: web, academic, finance, news, weather, macro, social, SEC. No keys. (by olanokhin, ★11, security:PASS) - [Klarion](https://github.com/0x1Adi/Klarion): Secret scanning for AI agents: rules and entropy find candidates, a model decides which are real. (by 0x1Adi, ★10, security:PASS) - [Hint-Services-obsidian-github-mcp](https://github.com/Hint-Services/obsidian-github-mcp): Connect AI assistants to your GitHub-hosted Obsidian vault to seamlessly access, search, and analy… (by Hint-Services, ★9, security:PASS) - [docvet](https://github.com/Alberto-Codes/docvet): Docstring quality vetting for Python -- enrichment, freshness, coverage, and presence checks (by Alberto-Codes, ★9, security:PASS) - [repo2graph](https://github.com/Srinivasan-78/repo2graph): Ask a codebase a question, get back the source that answers it — every block cited to file:line. (by Srinivasan-78, ★9, security:PASS) - [ctxlint](https://github.com/YawLabs/ctxlint): Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual codebase (by YawLabs, ★9, security:PASS) - [OpenGrok MCP Server](https://github.com/IcyHot09/opengrok-mcp-server): MCP server bridging OpenGrok search engine with AI for instant context across massive codebases. (by IcyHot09, ★8, security:PASS) - [Monte-Neo strategy verifier](https://github.com/NeoZorK/Monte-Neo): Verify trading-strategy backtests: look-ahead probes, trading costs, Deflated Sharpe, walk-forward. (by NeoZorK, ★8, security:PASS) - [codeledger](https://github.com/codeledgerECF/codeledger): Deterministic context selection for AI coding agents. Local memory that compounds across sessions. (by codeledgerECF, ★8, security:PASS) - [3D AR Studio](https://github.com/nirholas/3D-AR-Studio): Put 3D models in someone's real room: generate, arrange, and hand back one AR link. (by nirholas, ★8, security:PASS) - [atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server): AtomGit integration for repository management, pull requests, issues, branches, labels and more. (by kaiyuanxiaobing, ★8, security:PASS) - [Draugr](https://github.com/draugr-dev/draugr): Security scanning for AI agents: SAST, SCA, secrets, IaC, DAST, ranked by real risk. (by draugr-dev, ★7, security:PASS) - [GitHub PR Context](https://github.com/paarths-collab/github-pr-context-mcp): Retrieves GitHub PR history as context material; the connected IDE agent does the reasoning. (by paarths-collab, ★7, security:PASS) - [Mneme](https://github.com/patsa2561-art/mneme-ai): Memory layer for AI coding assistants. Indexes git history + code, exposes via MCP. (by patsa2561-art, ★7, security:PASS) - [tiger-skills](https://github.com/timescale/tiger-skills-mcp-server): Provider agnostic skills implementation, with skills sourced from local paths or GitHub repositories (by timescale, ★7, security:PASS) - [contextatlas](https://github.com/traviswye/ContextAtlas): Pre-computed atlas of your codebase for Claude Code: LSP + ADRs + git. 45-72% token reduction. (by traviswye, ★7, security:PASS) - [Bitbucket MCP](https://github.com/FabianSchurig/bitbucket-cli): Bitbucket Cloud MCP in Go: complete API auto-generated from spec, customizable prompts. (by FabianSchurig, ★6, security:PASS) - [slivingdoc](https://github.com/baalimago/slivingdoc): Durable context for agents and people: shared notes with Git-style merges, no silent overwrites. (by baalimago, ★6, security:PASS) - [skill-audit-mcp](https://github.com/eltociear/skill-audit-mcp): MCP server: static security scanner for MCP servers, agent skills & plugins. 17 attack patterns. (by eltociear, ★6, security:PASS) - [supply-chain-guard](https://github.com/homeofe/supply-chain-guard): Supply-chain malware scanner and MCP server: vet packages in 15 ecosystems before install, offline. (by homeofe, ★6, security:PASS) - [diffctx](https://github.com/nikolay-e/diffctx): Selects the minimum code an LLM needs to review a git diff (by nikolay-e, ★6, security:PASS) - [culprit](https://github.com/noordeen123/culprit): Deterministic, offline root-cause analysis and pre-commit fix verification for coding agents. (by noordeen123, ★6, security:PASS) - [Skills Anywhere](https://github.com/noteflowai/dsh-skills-anywhere): Discover and load Agent Skills from configured local directories and Git sources over stdio MCP. (by noteflowai, ★6, security:PASS) - [quilt](https://github.com/wkoverfield/quilt): Track which AI agent wrote which lines in a shared Git checkout; each commits only its own lines. (by wkoverfield, ★6, security:PASS) - [github-mcp-server](https://github.com/crypto-ninja/mcp-server-for-Github): AI-optimized GitHub MCP server: 112 tools, 98% token reduction, compact responses. (by crypto-ninja, ★5, security:PASS) - [blacksmith](https://github.com/grahamnotgrant/blacksmith-mcp): MCP server for Blacksmith CI - query runs, analyze test failures, detect flaky tests. (by grahamnotgrant, ★5, security:PASS) - [MemAuthority](https://github.com/iasi777/memauthority): Git-backed long-term memory authority for AI agents via MCP. (by iasi777, ★5, security:PASS) - [gitcontribute](https://github.com/morluto/gitcontribute): Local-first GitHub contribution research workbench (by morluto, ★5, security:PASS) - [gitstandup](https://github.com/muba00/gitstandup): Generate daily standup notes from git commits across multiple repositories with AI summaries. (by muba00, ★5, security:PASS) - [wiff](https://github.com/xxxoooxoxo/wiff): Deterministic, resumable multi-agent workflows across Codex, Claude, Cursor, and Kimi. (by xxxoooxoxo, ★5, security:PASS) - [ReviewGuard](https://github.com/eclipsesource/review-guard): Safety boundary for agent written GitHub PR reviews: pending and invisible, submitting is opt-in (by eclipsesource, ★4, security:PASS) - [Fossick](https://github.com/Lipdog/fossick-mcp): Search all of GitHub from your AI agent — find libraries, drill into repos, find code patterns. (by Lipdog, ★4, security:PASS) - [lossless-context-mcp](https://github.com/NORTHTEKDevs/lossless-context-mcp): Agent context flight recorder: restore after compaction, fan-out packs, signed git-bound receipts. (by NORTHTEKDevs, ★4, security:PASS) - [Hindsight MCP](https://github.com/Rbfinch/hindsight-mcp): MCP server for AI-assisted coding with development history: git, tests, Copilot. (by Rbfinch, ★4, security:PASS) - [MagicTeX](https://github.com/ZoeLinUTS/MagicTeX-mcp): LaTeX editor for AI agents: live PDF preview, PDF comments that drive edits, git history (by ZoeLinUTS, ★4, security:PASS) - [slop-chop](https://github.com/dcadolph/slop-chop): Find and remove the writing patterns a profile lists. Deterministic, local, no model and no network. (by dcadolph, ★4, security:PASS) - [pkgtruth](https://github.com/hxckya/pkgtruth): Catches hallucinated and slopsquatted npm and PyPI packages before an agent installs them. (by hxckya, ★4, security:PASS) - [codeloupe-mcp](https://github.com/ndhkaeru/codeloupe-mcp): Local-first MCP server for code search, repository intelligence, comparison, and safe file edits. (by ndhkaeru, ★4, security:PASS) - [SassyMCP](https://github.com/sassyconsultingllc/SassyMCP): One MCP server that replaces 75+ — 278 tools in a single exe, smart-loaded. (by sassyconsultingllc, ★4, security:PASS) - [UIAutomationMcp](https://github.com/trsdn/mcp-server-uiautomation): Windows UI Automation MCP server for desktop inspection and element lookup. Windows only. (by trsdn, ★4, security:PASS) - [Mergetrain](https://github.com/yongjip/mergetrain): Queue parallel-agent worktree branches, test together, serialize and recover Git pushes. (by yongjip, ★4, security:PASS) - [bbkt](https://github.com/zach-snell/bbkt): Bitbucket Cloud workspaces, repos, PRs, pipelines, issues and source code, hiding tools the API key cannot use. (by zach-snell, ★4, security:PASS) - [atlas-mind](https://github.com/Anakior/atlas-mind): Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes and rewinds (by Anakior, ★3, security:PASS) - [hivelore](https://github.com/Doucs91/hivelore): Deterministic gate: blocks any commit whose diff reintroduces a documented team mistake. (by Doucs91, ★3, security:PASS) - [megalinter](https://github.com/DownAtTheBottomOfTheMoleHole/megalinter-mcp): MCP server for running Ox Security MegaLinter via mega-linter-runner (by DownAtTheBottomOfTheMoleHole, ★3, security:PASS) - [Funplay Unreal MCP](https://github.com/FunplayAI/funplay-unreal-mcp): stdio bridge for the local Unreal Editor MCP server from FunplayAI/funplay-unreal-mcp. (by FunplayAI, ★3, security:PASS) - [hotin](https://github.com/abe238/hotinai): What's hot in AI right now, ranked with receipts from GitHub, HN, npm and Hugging Face. (by abe238, ★3, security:PASS) - [gha-intel](https://github.com/barissozudogru/gha-intel-mcp): Workflow timing analysis, configuration audit and billing insight for GitHub Actions. (by barissozudogru, ★3, security:PASS) - [Release Intel](https://github.com/barissozudogru/release-intel-mcp): Correlates commits, PRs, issues and contributors between two git refs for release notes. (by barissozudogru, ★3, security:PASS) - [VIVATLAS](https://github.com/bobpanil/VIVATLAS): Self-hosted catalogue of your skills, agents and MCP servers, searchable by meaning over MCP (by bobpanil, ★3, security:PASS) - [Carrick](https://github.com/carrick-tools/carrick): TypeScript codebase intelligence for AI agents and IDEs, across every service and repo. (by carrick-tools, ★3, security:PASS) - [Bitbucket MCP Server](https://github.com/lawp09/bitbucket-mcp): MCP server for Bitbucket API - manage repositories, pull requests, comments, pipelines and more (by lawp09, ★3, security:PASS) - [gha-doctor](https://github.com/linnea-bakshi/gha-doctor): Diagnose GitHub Actions CI: lint, flaky tests, wasted minutes, health score. Read-only MCP tools. (by linnea-bakshi, ★3, security:PASS) - [thread-mind](https://github.com/mahmoud-nb/thread-mind-mcp): Git-friendly memory for AI coding: a tree of thread summaries with inherited context (by mahmoud-nb, ★3, security:PASS) - [sourcebook](https://github.com/maroondlabs/sourcebook): Live codebase intelligence for AI agents: conventions, blast radius, import graphs, git insights. (by maroondlabs, ★3, security:PASS) - [gitlab-docs](https://github.com/ozanmutlu/Gitlab-Docs-MCP): Search and browse 2,900+ official GitLab documentation pages via MCP (by ozanmutlu, ★3, security:PASS) - [logbook](https://github.com/promptwheel-ai/logbook): Local Git-history memory for coding agents: reverts, suppressions, hotspots, and annotations. (by promptwheel-ai, ★3, security:PASS) - [ActionsPulse](https://github.com/tsviz/github-mcp-server-devops): Real-time GitHub Actions observability: DORA Metrics, Cost Analysis, CI/CD Health dashboards. (by tsviz, ★3, security:PASS) - [a2ahub](https://github.com/ydnikolaev/a2ahub): Reliable handoffs between autonomous agents, using a Git repository both sides can inspect. (by ydnikolaev, ★3, security:PASS) - [gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server): Gitopia decentralized Git: repos, issues, PRs, labels, releases, bounties and DAO proposals, with an approval mode for human-in-the-loop. (by gitopia, ★3, security:PASS) - [git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp): Structured Git repository analysis: project status, recent activity, code map and risk hotspots. (by TamiShaks-2, ★3, security:PASS) - [Legalize](https://github.com/legalize-dev/mcp): Official MCP connector for Legalize: read and search its whole open corpus, at any point in time. (by legalize-dev, ★2, security:PASS) - [Moxie Docs](https://github.com/Jackalope-Dev/Moxie-Docs-MCP): Living docs and MCP context for GitHub repos — conventions, gaps, and source-cited pages on merge. (by Jackalope-Dev, ★2, security:PASS) - [MCP Compliance](https://github.com/YawLabs/mcp-compliance): CLI tool and MCP server that tests MCP servers for spec compliance (by YawLabs, ★2, security:PASS) - [DEPRECATED](https://github.com/tencent-lexiang/lexiang-mcp-server): DEPRECATED: Please use io.github.tencent-lexiang/lexiang-mcp-server instead. (by tencent-lexiang, ★2, security:PASS) - [MCP Gitlab](https://github.com/crunchtools/mcp-gitlab): Secure MCP server for GitLab projects, merge requests, issues, and pipelines (by crunchtools, ★2, security:PASS) - [flagrix](https://github.com/flagrix-io/flagrix-cli): Scan GitHub repos and profiles for malware before cloning — commit-pinned risk verdicts for agents (by flagrix-io, ★2, security:PASS) - [gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp): GitLab CI/CD MCP — pipelines, jobs, schedules, MRs, files. Any GitLab (SaaS or self-hosted). (by mshegolev, ★2, security:PASS) - [okffs](https://github.com/neturely/okffs): MCP server connecting Claude Code to GitHub for an issue to branch to PR to close workflow. (by neturely, ★2, security:PASS) - [NoteStore Lab MCP](https://github.com/xiaojiou176-open/notes-recover): Local copy-first Apple Notes recovery and review MCP server for NoteStore Lab case roots. (by xiaojiou176-open, ★2, security:PASS) - [git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp): Semantic git queries: blame grouped by author, introducing PR, co-change suggestions, branch hygiene, recent-work standups and full commit context. (by HasanJahidul, ★2, security:PASS) - [mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket): Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing. (by JaviMaligno, ★2, security:PASS) - [brainCloud MCP Helper](https://github.com/getbraincloud/braincloud-mcp-helper/tree/main/packages/mcp-helper): Helper for brainCloud MCP that gives it local file access, enabling easy git sync of cloud code. (by getbraincloud, ★1, security:PASS) - [ainative-zerodb-memory-mcp](https://github.com/AINative-Studio/ainative-zerodb-memory-mcp): ZeroDB agent-memory MCP — 18 tools: memory + write-back to Slack, Gmail, Calendar, GitHub. (by AINative-Studio, ★1, security:PASS) - [aidimag](https://github.com/AiDimag/aidimag): Persistent, verified memory for AI coding agents: recall, capture, guardrails, review queue. (by AiDimag, ★1, security:PASS) - [Hookwarden — Webhook Integrity](https://github.com/Hookwarden/hookwarden/tree/main/packages/mcp): Webhook signature-verification audit. Stripe, GitHub, Shopify, Twilio +17. Local. Deterministic. (by Hookwarden, ★1, security:PASS) - [GitHub](https://github.com/aifity/omnigit-mcp): Connect AI assistants to GitHub - manage repos, issues, PRs, workflows, and git operations. (by aifity, ★1, security:PASS) - [groupdocs-comparison-mcp](https://github.com/groupdocs-comparison/GroupDocs.Comparison.Mcp): MCP server for GroupDocs.Comparison — compare, analyze, and inspect documents via AI agents. (by groupdocs-comparison, ★1, security:PASS) - [groupdocs-metadata-mcp](https://github.com/groupdocs-metadata/GroupDocs.Metadata.Mcp): MCP server for GroupDocs.Metadata — read, search, write, and remove document metadata. (by groupdocs-metadata, ★1, security:PASS) - [invigil](https://github.com/invigil/invigil): Linters check your code. Invigil checks whether your repo is legible — to newcomers and AI agents. (by invigil, ★1, security:PASS) - [pqc-scan](https://github.com/microtoll/pqc-scan): The cryptography a JavaScript or TypeScript codebase uses, and which a quantum computer would break. (by microtoll, ★1, security:PASS) - [Gitlab Public](https://github.com/pipeworx-io/mcp-gitlab-public): GitLab Public MCP — wraps the GitLab REST API v4 (public endpoints, no auth) (by pipeworx-io, ★1, security:PASS) - [memdocs](https://github.com/Smart-AI-Memory/memdocs): Git-native project memory for AI assistants with enterprise-grade audit compliance (by Smart-AI-Memory, ★1, security:PASS) - [lgh](https://github.com/JoeGlenn1213/lgh): Local Git hosting for coding agents: serve any directory as an HTTP Git remote with push events, commit statuses, secret and large-file detection and backups. (by JoeGlenn1213, ★1, security:PASS) - [VibeRevert](https://github.com/madeinplutofabio/vibe-revert): Local MCP server for AI coding safety: risk checks, sessions, checkpoints, and fix prompts. (by madeinplutofabio, ★0, security:PASS) - [github-mcp](https://github.com/jaimenbell/github-mcp): MCP server for the GitHub REST API: issues, PRs, repos; read always on, write env-gated. (by jaimenbell, ★0, security:PASS) - [Code Relay](https://github.com/zarcherlot/code-relay): Branch-scoped runbooks, remote checkpoints, and auditable verification receipts. (by zarcherlot, ★0, security:PASS) - [bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp): Bitbucket Cloud pull-request review: read PRs, diffs, comments, commits and files, post inline or general comments, approve or request changes. (by daniloneto, ★0, security:PASS) - [mcp-smart-git](https://github.com/rafim-dev/mcp-smart-git): Git helper for conventional commits, pre-PR secret audits and merge conflict resolution. (by rafim-dev, ★0, security:PASS) ## Agent Skills - [academy-guide](https://github.com/anthropics/skills/tree/main/skills/academy-guide): Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and (by anthropics, ★179772, security:REVIEW) - [algorithmic-art](https://github.com/anthropics/skills/tree/main/skills/algorithmic-art): Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generati (by anthropics, ★179772, security:REVIEW) - [brand-guidelines](https://github.com/anthropics/skills/tree/main/skills/brand-guidelines): Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand color (by anthropics, ★179772, security:REVIEW) - [canvas-design](https://github.com/anthropics/skills/tree/main/skills/canvas-design): Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, d (by anthropics, ★179772, security:REVIEW) - [claude-api](https://github.com/anthropics/skills/tree/main/skills/claude-api): Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. TRIGGER — (by anthropics, ★179772, security:REVIEW) - [discernment-nudge](https://github.com/anthropics/skills/tree/main/skills/discernment-nudge): After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted artifacts such as goals, plans, pitches, proposals, o (by anthropics, ★179772, security:REVIEW) - [doc-coauthoring](https://github.com/anthropics/skills/tree/main/skills/doc-coauthoring): Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, (by anthropics, ★179772, security:REVIEW) - [docx](https://github.com/anthropics/skills/tree/main/skills/docx): Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any (by anthropics, ★179772, security:REVIEW) - [frontend-design](https://github.com/anthropics/skills/tree/main/skills/frontend-design): Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with aesthetic direction, typography, and making ch (by anthropics, ★179772, security:REVIEW) - [internal-comms](https://github.com/anthropics/skills/tree/main/skills/internal-comms): A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever (by anthropics, ★179772, security:REVIEW) - [mcp-builder](https://github.com/anthropics/skills/tree/main/skills/mcp-builder): Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when b (by anthropics, ★179772, security:REVIEW) - [pdf](https://github.com/anthropics/skills/tree/main/skills/pdf): Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple P (by anthropics, ★179772, security:REVIEW) - [pptx](https://github.com/anthropics/skills/tree/main/skills/pptx): Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentat (by anthropics, ★179772, security:REVIEW) - [skill-creator](https://github.com/anthropics/skills/tree/main/skills/skill-creator): Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an e (by anthropics, ★179772, security:REVIEW) - [slack-gif-creator](https://github.com/anthropics/skills/tree/main/skills/slack-gif-creator): Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request a (by anthropics, ★179772, security:REVIEW) - [theme-factory](https://github.com/anthropics/skills/tree/main/skills/theme-factory): Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fo (by anthropics, ★179772, security:REVIEW) - [web-artifacts-builder](https://github.com/anthropics/skills/tree/main/skills/web-artifacts-builder): Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for (by anthropics, ★179772, security:REVIEW) - [webapp-testing](https://github.com/anthropics/skills/tree/main/skills/webapp-testing): Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing br (by anthropics, ★179772, security:REVIEW) - [xlsx](https://github.com/anthropics/skills/tree/main/skills/xlsx): Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xl (by anthropics, ★179772, security:REVIEW) - [obra/superpowers](https://github.com/obra/superpowers): Core skills library for Claude Code with 20+ battle-tested skills including TDD, debugging, and collaboration patterns (by obra, ★295600, security:PASS) - [finishing-a-development-branch](https://github.com/obra/superpowers/tree/main/skills/finishing-a-development-branch): Use when implementation is complete, all tests pass, and you need to decide how to integrate the work (by obra, ★295600, security:PASS) - [test-driven-development](https://github.com/obra/superpowers/tree/main/skills/test-driven-development): Use when implementing any feature or bugfix, before writing implementation code (by obra, ★295600, security:PASS) - [using-git-worktrees](https://github.com/obra/superpowers/tree/main/skills/using-git-worktrees): Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via n (by obra, ★295600, security:PASS) - [root-cause-tracing](https://github.com/obra/superpowers/tree/main/skills/root-cause-tracing): Use when errors occur deep in execution and you need to trace back to find the original trigger. (by obra, ★295600, security:PASS) - [brainstorming](https://github.com/obra/superpowers/tree/main/skills/brainstorming): You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirem (by obra, ★295600, security:PASS) - [obra/brainstorming](https://github.com/obra/superpowers/tree/main/skills/brainstorming/SKILL.md): Generate and explore ideas (by obra, ★295600, security:PASS) - [obra/writing-plans](https://github.com/obra/superpowers/tree/main/skills/writing-plans/SKILL.md): Create strategic documentation (by obra, ★295600, security:PASS) - [obra/executing-plans](https://github.com/obra/superpowers/tree/main/skills/executing-plans/SKILL.md): Implement and run strategic plans (by obra, ★295600, security:PASS) - [obra/dispatching-parallel-agents](https://github.com/obra/superpowers/tree/main/skills/dispatching-parallel-agents/SKILL.md): Coordinate multiple simultaneous agents (by obra, ★295600, security:PASS) - [obra/using-superpowers](https://github.com/obra/superpowers/tree/main/skills/using-superpowers/SKILL.md): Leverage core platform capabilities (by obra, ★295600, security:PASS) - [obra/test-driven-development](https://github.com/obra/superpowers/tree/main/skills/test-driven-development/SKILL.md): Write tests before implementing code (by obra, ★295600, security:PASS) - [obra/subagent-driven-development](https://github.com/obra/superpowers/tree/main/skills/subagent-driven-development/SKILL.md): Development using multiple sub-agents (by obra, ★295600, security:PASS) - [obra/systematic-debugging](https://github.com/obra/superpowers/tree/main/skills/systematic-debugging/SKILL.md): Methodical problem-solving in code (by obra, ★295600, security:PASS) - [obra/finishing-a-development-branch](https://github.com/obra/superpowers/tree/main/skills/finishing-a-development-branch/SKILL.md): Complete Git code branches (by obra, ★295600, security:PASS) - [obra/requesting-code-review](https://github.com/obra/superpowers/tree/main/skills/requesting-code-review/SKILL.md): Initiate code review processes (by obra, ★295600, security:PASS) - [obra/receiving-code-review](https://github.com/obra/superpowers/tree/main/skills/receiving-code-review/SKILL.md): Process and incorporate code feedback (by obra, ★295600, security:PASS) - [obra/using-git-worktrees](https://github.com/obra/superpowers/tree/main/skills/using-git-worktrees/SKILL.md): Manage multiple Git working trees (by obra, ★295600, security:PASS) - [obra/verification-before-completion](https://github.com/obra/superpowers/tree/main/skills/verification-before-completion/SKILL.md): Validate work before finalizing (by obra, ★295600, security:PASS) - [obra/writing-skills](https://github.com/obra/superpowers/tree/main/skills/writing-skills/SKILL.md): Develop and document capabilities (by obra, ★295600, security:PASS) - [mattpocock/skills](https://github.com/mattpocock/skills): 17 dev workflow skills: PRD writing, TDD, codebase architecture, git guardrails, issue triage, refactoring plans, and more (by mattpocock, ★276951, security:PASS) - [Everything Claude Code (ECC)](https://github.com/affaan-m/ECC): by Affaan Mustafa - Top-notch, well-written resources covering "just about everything" from core engineering domains. What's nice about this "everything-" store (by affaan-m, ★273511, security:PASS) - [andrej-karpathy-skills](https://github.com/multica-ai/andrej-karpathy-skills): by multica-ai - A drop-in CLAUDE.md distilling four behavioral guidelines for LLM-assisted coding into Claude Code — a low-friction quick win. Karpathy-inspired (by multica-ai, ★217043, security:REVIEW) - [gstack](https://github.com/garrytan/gstack): by Garry Tan - Garry Tan's (Y Combinator) Claude Code setup and "open source software factory" for managing the development lifecycle end-to-end. Includes a set (by garrytan, ★135343, security:PASS) - [nextlevelbuilder/ui-ux-pro-max-skill](https://github.com/nextlevelbuilder/ui-ux-pro-max-skill): UI/UX design patterns and best practices (by nextlevelbuilder, ★133287, security:PASS) - [Caveman](https://github.com/JuliusBrussee/caveman): by Julius Brussee - A plugin that conserves message tokens by communicating in fragmented "caveman speak" - sort of a clever form of compression. Now accompanie (by JuliusBrussee, ★109978, security:PASS) - [Leonxlnx/taste-skill](https://github.com/Leonxlnx/taste-skill): High-agency frontend skill that gives AI good taste with tunable design variance, motion intensity, and visual density to stop generic UI slop (by Leonxlnx, ★92799, security:PASS) - [tt-a1i/archify](https://github.com/tt-a1i/archify/tree/main/archify): Create polished, validated architecture, workflow, sequence, data-flow, and lifecycle/state diagrams as explorable standalone HTML with inline SVG, dark/light t (by tt-a1i, ★78036, security:PASS) - [Learn Claude Code](https://github.com/shareAI-lab/learn-claude-code): by shareAI-lab - A really interesting analysis of how coding agents like Claude Code are designed. It attempts to break an agent down into its fundamental parts (by shareAI-lab, ★78034, security:PASS) - [santifer/career-ops](https://github.com/career-ops-hq/career-ops): 14-skill collection for AI-powered job search: JD evaluation with A-F scoring, ATS-optimized PDF generation, portal scanners (Greenhouse/Ashby/Lever), interview (by career-ops-hq, ★73551, security:PASS) - [mvanhorn/last30days-skill](https://github.com/mvanhorn/last30days-skill): Research any topic across Reddit, X, YouTube, HN, Polymarket, and the web, ranked by upvotes, likes, and real money instead of editors (by mvanhorn, ★63577, security:PASS) - [blader/humanizer](https://github.com/blader/humanizer): Remove signs of AI-generated writing from text, making it sound more natural and human (by blader, ★54162, security:PASS) - [coreyhaines31/ab-testing](https://github.com/coreyhaines31/marketingskills/tree/main/skills/ab-testing): When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/ad-creative](https://github.com/coreyhaines31/marketingskills/tree/main/skills/ad-creative): When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platfor (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/ai-seo](https://github.com/coreyhaines31/marketingskills/tree/main/skills/ai-seo): When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers. Also use when the user mentions 'AI SEO,' ' (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/analytics](https://github.com/coreyhaines31/marketingskills/tree/main/skills/analytics): When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/churn-prevention](https://github.com/coreyhaines31/marketingskills/tree/main/skills/churn-prevention): When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. Also use when the (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/cold-email](https://github.com/coreyhaines31/marketingskills/tree/main/skills/cold-email): Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns, (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/competitors](https://github.com/coreyhaines31/marketingskills/tree/main/skills/competitors): When the user wants to create competitor comparison or alternative pages for SEO and buyer-facing use. Also use when the user mentions 'alternative page,' 'vs p (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/content-strategy](https://github.com/coreyhaines31/marketingskills/tree/main/skills/content-strategy): When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content stra (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/copy-editing](https://github.com/coreyhaines31/marketingskills/tree/main/skills/copy-editing): When the user wants to edit, review, or improve existing marketing copy, or refresh outdated content. Also use when the user mentions 'edit this copy,' 'review (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/copywriting](https://github.com/coreyhaines31/marketingskills/tree/main/skills/copywriting): When the user wants to write, rewrite, or improve marketing copy for any page, including homepage, landing pages, pricing pages, feature pages, about pages, or (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/emails](https://github.com/coreyhaines31/marketingskills/tree/main/skills/emails): When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "e (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/free-tools](https://github.com/coreyhaines31/marketingskills/tree/main/skills/free-tools): When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user ment (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/launch](https://github.com/coreyhaines31/marketingskills/tree/main/skills/launch): When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature rele (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/marketing-ideas](https://github.com/coreyhaines31/marketingskills/tree/main/skills/marketing-ideas): When the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,' 'growth i (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/marketing-psychology](https://github.com/coreyhaines31/marketingskills/tree/main/skills/marketing-psychology): When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/onboarding](https://github.com/coreyhaines31/marketingskills/tree/main/skills/onboarding): When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flo (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/cro](https://github.com/coreyhaines31/marketingskills/tree/main/skills/cro): When the user wants to optimize, improve, or increase conversions on any marketing page or form — including homepage, landing pages, pricing pages, feature page (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/ads](https://github.com/coreyhaines31/marketingskills/tree/main/skills/ads): When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/paywalls](https://github.com/coreyhaines31/marketingskills/tree/main/skills/paywalls): When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgrade (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/popups](https://github.com/coreyhaines31/marketingskills/tree/main/skills/popups): When the user wants to create or optimize popups, modals, overlays, slide-ins, or banners for conversion purposes. Also use when the user mentions "exit intent, (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/pricing](https://github.com/coreyhaines31/marketingskills/tree/main/skills/pricing): When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'f (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/product-marketing](https://github.com/coreyhaines31/marketingskills/tree/main/skills/product-marketing): When the user wants to create or update their product marketing context document. Also use when the user mentions 'product context,' 'marketing context,' 'set u (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/programmatic-seo](https://github.com/coreyhaines31/marketingskills/tree/main/skills/programmatic-seo): When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages a (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/referrals](https://github.com/coreyhaines31/marketingskills/tree/main/skills/referrals): When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral, (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/revops](https://github.com/coreyhaines31/marketingskills/tree/main/skills/revops): When the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,' (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/sales-enablement](https://github.com/coreyhaines31/marketingskills/tree/main/skills/sales-enablement): When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,' (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/schema](https://github.com/coreyhaines31/marketingskills/tree/main/skills/schema): When the user wants to add, fix, or optimize schema markup and structured data on their site. Also use when the user mentions "schema markup," "structured data, (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/seo-audit](https://github.com/coreyhaines31/marketingskills/tree/main/skills/seo-audit): When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking, (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/signup](https://github.com/coreyhaines31/marketingskills/tree/main/skills/signup): When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup conversions," "regist (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/site-architecture](https://github.com/coreyhaines31/marketingskills/tree/main/skills/site-architecture): When the user wants to plan, map, or restructure their website's page hierarchy, navigation, URL structure, or internal linking. Also use when the user mentions (by coreyhaines31, ★53340, security:PASS) - [coreyhaines31/social](https://github.com/coreyhaines31/marketingskills/tree/main/skills/social): When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, or Facebook, or wants to do social (by coreyhaines31, ★53340, security:PASS) - [Claude Cookbooks - Skills](https://github.com/anthropics/claude-cookbooks/tree/main/skills): Example notebooks and tutorials (by anthropics, ★53213, security:PASS) - [K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills): Scientific research and analysis skills (by K-Dense-AI, ★47682, security:PASS) - [Diagram Design](https://github.com/cathrynlavery/diagram-design): by Cathryn Lavery - Another welcome contribution to the domain of making Claude Code output look stylish, this collection of skills produces a variety of editor (by cathrynlavery, ★43419, security:PASS) - [claude-howto](https://github.com/luongnv89/claude-howto): by luongnv89 - A structured, chapter-based getting-started guide for Claude Code with a self-assessment quiz and a ten-module progressive learning path — slash (by luongnv89, ★41754, security:PASS) - [Official Plugin Directory](https://github.com/anthropics/claude-plugins-official): by Anthropic - Anthropic's official, curated directory of high-quality Claude Code plugins, installable from within Claude Code. (by anthropics, ★37425, security:PASS) - [mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills): 753 cybersecurity skills across 38 domains: cloud security, pentesting, red teaming, DFIR, malware analysis, threat intel, and more (MITRE ATT&CK mapped) (by mukul975, ★33808, security:PASS) - [zarazhangrui/frontend-slides](https://github.com/zarazhangrui/frontend-slides): Generate animation-rich HTML presentations with visual style previews (by zarazhangrui, ★30166, security:PASS) - [phuryn/ab-test-analysis](https://github.com/phuryn/pm-skills/tree/main/pm-data-analytics/skills/ab-test-analysis): Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating (by phuryn, ★26787, security:PASS) - [phuryn/cohort-analysis](https://github.com/phuryn/pm-skills/tree/main/pm-data-analytics/skills/cohort-analysis): Perform cohort analysis on user engagement data — retention curves, feature adoption trends, and segment-level insights. Use when analyzing user retention by co (by phuryn, ★26787, security:PASS) - [phuryn/sql-queries](https://github.com/phuryn/pm-skills/tree/main/pm-data-analytics/skills/sql-queries): Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams (by phuryn, ★26787, security:PASS) - [phuryn/brainstorm-okrs](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/brainstorm-okrs): Brainstorm team-level OKRs aligned with company objectives — qualitative objectives with measurable key results. Use when setting quarterly OKRs, aligning team (by phuryn, ★26787, security:PASS) - [phuryn/create-prd](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/create-prd): Create a Product Requirements Document using a comprehensive 8-section template covering problem, objectives, segments, value propositions, solution, and releas (by phuryn, ★26787, security:PASS) - [phuryn/dummy-dataset](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/dummy-dataset): Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test (by phuryn, ★26787, security:PASS) - [phuryn/job-stories](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/job-stories): Create job stories using the 'When [situation], I want to [motivation], so I can [outcome]' format with detailed acceptance criteria. Use when writing job stori (by phuryn, ★26787, security:PASS) - [phuryn/outcome-roadmap](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/outcome-roadmap): Transform an output-focused roadmap into an outcome-focused one that communicates strategic intent. Rewrites initiatives as outcome statements reflecting user a (by phuryn, ★26787, security:PASS) - [phuryn/pre-mortem](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/pre-mortem): Run a pre-mortem risk analysis on a PRD or launch plan. Categorizes risks as Tigers (real problems), Paper Tigers (overblown concerns), and Elephants (unspoken (by phuryn, ★26787, security:PASS) - [phuryn/prioritization-frameworks](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/prioritization-frameworks): Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use wh (by phuryn, ★26787, security:PASS) - [phuryn/release-notes](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/release-notes): Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixes (by phuryn, ★26787, security:PASS) - [phuryn/retro](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/retro): Facilitate a structured sprint retrospective — what went well, what didn't, and prioritized action items with owners and deadlines. Use when running a retrospec (by phuryn, ★26787, security:PASS) - [phuryn/sprint-plan](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/sprint-plan): Plan a sprint with capacity estimation, story selection, dependency mapping, and risk identification. Use when preparing for sprint planning, estimating team ca (by phuryn, ★26787, security:PASS) - [phuryn/stakeholder-map](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/stakeholder-map): Build a stakeholder map using a power/interest grid, identify communication strategies per quadrant, and generate a communication plan. Use when managing stakeh (by phuryn, ★26787, security:PASS) - [phuryn/summarize-meeting](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/summarize-meeting): Summarize a meeting transcript into structured notes with date, participants, topic, key decisions, summary points, and action items. Use when processing meetin (by phuryn, ★26787, security:PASS) - [phuryn/test-scenarios](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/test-scenarios): Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use wh (by phuryn, ★26787, security:PASS) - [phuryn/user-stories](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/user-stories): Create user stories following the 3 C's (Card, Conversation, Confirmation) and INVEST criteria with descriptions, design links, and acceptance criteria. Use whe (by phuryn, ★26787, security:PASS) - [phuryn/wwas](https://github.com/phuryn/pm-skills/tree/main/pm-execution/skills/wwas): Create product backlog items in Why-What-Acceptance format — independent, valuable, testable items with strategic context. Use when writing structured backlog i (by phuryn, ★26787, security:PASS) - [phuryn/beachhead-segment](https://github.com/phuryn/pm-skills/tree/main/pm-go-to-market/skills/beachhead-segment): Identify the first beachhead market segment for a product launch. Evaluates segments against burning pain, willingness to pay, winnable market share, and referr (by phuryn, ★26787, security:PASS) - [phuryn/competitive-battlecard](https://github.com/phuryn/pm-skills/tree/main/pm-go-to-market/skills/competitive-battlecard): Create sales-ready competitive battlecards comparing your product against a specific competitor — positioning, feature comparison, objection handling, and win/l (by phuryn, ★26787, security:PASS) - [phuryn/growth-loops](https://github.com/phuryn/pm-skills/tree/main/pm-go-to-market/skills/growth-loops): Identify growth loops (flywheels) for sustainable traction. Evaluates 5 loop types: Viral, Usage, Collaboration, User-Generated, and Referral. Use when designin (by phuryn, ★26787, security:PASS) - [phuryn/gtm-motions](https://github.com/phuryn/pm-skills/tree/main/pm-go-to-market/skills/gtm-motions): Identify the best GTM motions and tools across 7 motion types: Inbound, Outbound, Paid Digital, Community, Partners, ABM, and PLG. Use when selecting marketing (by phuryn, ★26787, security:PASS) - [phuryn/gtm-strategy](https://github.com/phuryn/pm-skills/tree/main/pm-go-to-market/skills/gtm-strategy): Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM (by phuryn, ★26787, security:PASS) - [phuryn/ideal-customer-profile](https://github.com/phuryn/pm-skills/tree/main/pm-go-to-market/skills/ideal-customer-profile): Identify the Ideal Customer Profile (ICP) from research data with demographics, behaviors, JTBD, and needs. Use when defining your ICP, analyzing PMF survey dat (by phuryn, ★26787, security:PASS) - [phuryn/competitor-analysis](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/competitor-analysis): Analyze competitors with strengths, weaknesses, and differentiation opportunities. Identifies direct competitors and maps the competitive landscape. Use when do (by phuryn, ★26787, security:PASS) - [phuryn/customer-journey-map](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/customer-journey-map): Create an end-to-end customer journey map with stages, touchpoints, emotions, pain points, and opportunities. Use when mapping the customer experience, identify (by phuryn, ★26787, security:PASS) - [phuryn/market-segments](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/market-segments): Identify 3-5 potential customer segments with demographics, JTBD, and product fit analysis. Use when exploring market segments, identifying target audiences, ev (by phuryn, ★26787, security:PASS) - [phuryn/market-sizing](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/market-sizing): Estimate market size using TAM, SAM, and SOM with top-down and bottom-up approaches. Use when sizing a market opportunity, estimating addressable market, prepar (by phuryn, ★26787, security:PASS) - [phuryn/sentiment-analysis](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/sentiment-analysis): Analyze user feedback data to identify segments with sentiment scores, JTBD, and product satisfaction insights. Use when analyzing user feedback at scale, runni (by phuryn, ★26787, security:PASS) - [phuryn/user-personas](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/user-personas): Create refined user personas from research data — 3 personas with JTBD, pains, gains, and unexpected insights. Use when building personas from survey data, crea (by phuryn, ★26787, security:PASS) - [phuryn/user-segmentation](https://github.com/phuryn/pm-skills/tree/main/pm-market-research/skills/user-segmentation): Segment users from feedback data based on behavior, JTBD, and needs. Identifies at least 3 distinct user segments. Use when segmenting a user base, analyzing di (by phuryn, ★26787, security:PASS) - [phuryn/marketing-ideas](https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/marketing-ideas): Generate 5 creative, cost-effective marketing ideas with channels, messaging, and engagement rationale. Use when brainstorming marketing campaigns, planning pro (by phuryn, ★26787, security:PASS) - [phuryn/north-star-metric](https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric): Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) (by phuryn, ★26787, security:PASS) - [phuryn/positioning-ideas](https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/positioning-ideas): Brainstorm product positioning ideas differentiated from competitors. Identifies top competitors and generates positioning statements with rationale. Use when d (by phuryn, ★26787, security:PASS) - [phuryn/product-name](https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/product-name): Brainstorm 5 unique, memorable product names with rationale aligned to brand values and target audience. Use when naming a new product, rebranding, or exploring (by phuryn, ★26787, security:PASS) - [phuryn/value-prop-statements](https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/value-prop-statements): Generate value proposition statements for marketing, sales, and onboarding from existing value propositions. Use when writing marketing copy, creating sales mes (by phuryn, ★26787, security:PASS) - [phuryn/analyze-feature-requests](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/analyze-feature-requests): Analyze and prioritize a list of feature requests by theme, strategic alignment, impact, effort, and risk. Use when reviewing customer feature requests, triagin (by phuryn, ★26787, security:PASS) - [phuryn/brainstorm-experiments-existing](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/brainstorm-experiments-existing): Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods. Use when validating ass (by phuryn, ★26787, security:PASS) - [phuryn/brainstorm-experiments-new](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/brainstorm-experiments-new): Design lean startup experiments (pretotypes) for a new product. Creates XYZ hypotheses and suggests low-effort validation methods like landing pages, explainer (by phuryn, ★26787, security:PASS) - [phuryn/brainstorm-ideas-existing](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/brainstorm-ideas-existing): Brainstorm product ideas for an existing product using multi-perspective ideation from PM, Designer, and Engineer viewpoints. Use when generating new feature id (by phuryn, ★26787, security:PASS) - [phuryn/brainstorm-ideas-new](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/brainstorm-ideas-new): Brainstorm feature ideas for a new product in initial discovery from PM, Designer, and Engineer perspectives. Use when starting product discovery for a new prod (by phuryn, ★26787, security:PASS) - [phuryn/identify-assumptions-existing](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/identify-assumptions-existing): Identify risky assumptions for a feature idea in an existing product across Value, Usability, Viability, and Feasibility. Uses multi-perspective devil's advocat (by phuryn, ★26787, security:PASS) - [phuryn/identify-assumptions-new](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/identify-assumptions-new): Identify risky assumptions for a new product idea across 8 risk categories including Go-to-Market, Strategy, and Team. Use when evaluating startup risks, assess (by phuryn, ★26787, security:PASS) - [phuryn/interview-script](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/interview-script): Create a structured customer interview script with JTBD probing questions, warm-up, core exploration, and wrap-up sections. Follows The Mom Test principles — no (by phuryn, ★26787, security:PASS) - [phuryn/metrics-dashboard](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/metrics-dashboard): Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, (by phuryn, ★26787, security:PASS) - [phuryn/opportunity-solution-tree](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/opportunity-solution-tree): Build an Opportunity Solution Tree (OST) to structure product discovery — map a desired outcome to opportunities, solutions, and experiments. Based on Teresa To (by phuryn, ★26787, security:PASS) - [phuryn/prioritize-assumptions](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/prioritize-assumptions): Prioritize assumptions using an Impact × Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or (by phuryn, ★26787, security:PASS) - [phuryn/prioritize-features](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/prioritize-features): Prioritize a backlog of feature ideas based on impact, effort, risk, and strategic alignment with top 5 recommendations. Use when prioritizing a feature backlog (by phuryn, ★26787, security:PASS) - [phuryn/summarize-interview](https://github.com/phuryn/pm-skills/tree/main/pm-product-discovery/skills/summarize-interview): Summarize a customer interview transcript into a structured template with JTBD, satisfaction signals, and action items. Use when processing interview recordings (by phuryn, ★26787, security:PASS) - [phuryn/ansoff-matrix](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/ansoff-matrix): Generate an Ansoff Matrix analysis mapping growth strategies across market penetration, market development, product development, and diversification. Use when c (by phuryn, ★26787, security:PASS) - [phuryn/business-model](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/business-model): Generate a Business Model Canvas with all 9 building blocks. Use when creating a business model, documenting how a business creates value, or analyzing an exist (by phuryn, ★26787, security:PASS) - [phuryn/lean-canvas](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/lean-canvas): Generate a Lean Canvas with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean startu (by phuryn, ★26787, security:PASS) - [phuryn/monetization-strategy](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/monetization-strategy): Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, o (by phuryn, ★26787, security:PASS) - [phuryn/pestle-analysis](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/pestle-analysis): Perform a PESTLE analysis covering Political, Economic, Social, Technological, Legal, and Environmental factors. Use when assessing the macro environment, doing (by phuryn, ★26787, security:PASS) - [phuryn/porters-five-forces](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/porters-five-forces): Perform Porter's Five Forces analysis — competitive rivalry, supplier power, buyer power, threat of substitutes, and threat of new entrants. Use when analyzing (by phuryn, ★26787, security:PASS) - [phuryn/pricing-strategy](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/pricing-strategy): Analyze and design pricing strategies including pricing models, competitive pricing analysis, willingness-to-pay estimation, and price elasticity. Use when sett (by phuryn, ★26787, security:PASS) - [phuryn/product-strategy](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/product-strategy): Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth, (by phuryn, ★26787, security:PASS) - [phuryn/product-vision](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/product-vision): Brainstorm an inspiring, achievable, and emotional product vision that motivates teams and aligns stakeholders. Use when defining or refining a product vision, (by phuryn, ★26787, security:PASS) - [phuryn/startup-canvas](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/startup-canvas): Generate a Startup Canvas combining Product Strategy (9 sections) and Business Model (costs + revenue) for a new product. An alternative to BMC and Lean Canvas (by phuryn, ★26787, security:PASS) - [phuryn/swot-analysis](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/swot-analysis): Perform a detailed SWOT analysis — strengths, weaknesses, opportunities, and threats with actionable recommendations. Use when doing strategic assessment, compe (by phuryn, ★26787, security:PASS) - [phuryn/value-proposition](https://github.com/phuryn/pm-skills/tree/main/pm-product-strategy/skills/value-proposition): Design a detailed value proposition using a 6-part JTBD template — Who, Why, What before, How, What after, Alternatives. Use when creating a value proposition, (by phuryn, ★26787, security:PASS) - [phuryn/draft-nda](https://github.com/phuryn/pm-skills/tree/main/pm-toolkit/skills/draft-nda): Draft a detailed Non-Disclosure Agreement between two parties covering information types, jurisdiction, and clauses needing legal review. Use when creating conf (by phuryn, ★26787, security:PASS) - [phuryn/grammar-check](https://github.com/phuryn/pm-skills/tree/main/pm-toolkit/skills/grammar-check): Identify grammar, logical, and flow errors in text and suggest targeted fixes without rewriting the entire text. Use when proofreading content, checking writing (by phuryn, ★26787, security:PASS) - [phuryn/privacy-policy](https://github.com/phuryn/pm-skills/tree/main/pm-toolkit/skills/privacy-policy): Draft a detailed privacy policy covering data types, jurisdiction, GDPR and compliance considerations, and clauses needing legal review. Use when creating a pri (by phuryn, ★26787, security:PASS) - [phuryn/review-resume](https://github.com/phuryn/pm-skills/tree/main/pm-toolkit/skills/review-resume): Comprehensive PM resume review and tailoring against 10 best practices including XYZ+S formula, keyword optimization, job-specific tailoring, and structure. Use (by phuryn, ★26787, security:PASS) - [cloudflare/security-audit-skill](https://github.com/cloudflare/security-audit-skill): Multi-phase security audits with independently verified, machine-readable findings (by cloudflare, ★24711, security:PASS) - [google/cloud/agent-platform-skill-registry](https://github.com/google/skills/tree/main/skills/cloud/agent-platform-skill-registry): Interact with the Gemini Enterprise Agent Platform Skill Registry to create and search for available skills. Use this skill to enable agents to register functio (by google, ★20945, security:PASS) - [google/cloud/alloydb-basics](https://github.com/google/skills/tree/main/skills/cloud/alloydb-basics): Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated database opera (by google, ★20945, security:PASS) - [google/cloud/bigquery-basics](https://github.com/google/skills/tree/main/skills/cloud/bigquery-basics): Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views (by google, ★20945, security:PASS) - [google/cloud/cloud-run-basics](https://github.com/google/skills/tree/main/skills/cloud/cloud-run-basics): Manages Cloud Run services, jobs, and worker pools. Use when you need to deploy applications responding to HTTP requests (services), run event-triggered or sche (by google, ★20945, security:PASS) - [google/cloud/cloud-sql-basics](https://github.com/google/skills/tree/main/skills/cloud/cloud-sql-basics): This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL S (by google, ★20945, security:PASS) - [google/cloud/firebase-basics](https://github.com/google/skills/tree/main/skills/cloud/firebase-basics): Provides foundational Firebase CLI setup, CLI installation, version checks (`firebase-tools@latest --version`), CLI login (including --no-localhost), project cr (by google, ★20945, security:PASS) - [google/cloud/gemini-agents-api](https://github.com/google/skills/tree/main/skills/cloud/gemini-agents-api): Manages custom Agent resources on Gemini Enterprise Agent Platform. Use when the user wants to programmatically create, configure, list, update, or delete state (by google, ★20945, security:PASS) - [google/cloud/gemini-api](https://github.com/google/skills/tree/main/skills/cloud/gemini-api): Use when the user asks about using Gemini in an enterprise environment or explicitly mentions Vertex AI, Google Cloud, or Agent Platform. Guides the usage of th (by google, ★20945, security:PASS) - [google/cloud/gemini-interactions-api](https://github.com/google/skills/tree/main/skills/cloud/gemini-interactions-api): Guides the usage of Gemini Interactions API on Gemini Enterprise Agent Platform. Use when the user wants to use the stateful, server-managed Interactions API fo (by google, ★20945, security:PASS) - [google/cloud/gke-basics](https://github.com/google/skills/tree/main/skills/cloud/gke-basics): Manages core GKE cluster provisioning, credentials, Autopilot vs Standard selection, and workload deployment. Use when creating GKE clusters, fetching kubectl c (by google, ★20945, security:PASS) - [google/cloud/google-cloud-networking-observability](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-networking-observability): Investigates Google Cloud networking issues by analyzing GCP logs, metrics, and diagnostics. Use when investigating dropped network traffic, packet drops, drop (by google, ★20945, security:PASS) - [google/cloud/google-cloud-recipe-auth](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-recipe-auth): Provides expert guidance on authenticating and authorizing to Google Cloud services and APIs, covering human users, service identities, Application Default Cred (by google, ★20945, security:PASS) - [google/cloud/google-cloud-recipe-onboarding](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-recipe-onboarding): Guides a developer's first steps on Google Cloud, covering account creation, billing setup, project management, and deploying a first resource. Use when a new d (by google, ★20945, security:PASS) - [google/cloud/google-cloud-waf-cost-optimization](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-waf-cost-optimization): Evaluates Google Cloud workloads for cost efficiency and FinOps alignment using the Google Cloud Well-Architected Framework Cost Optimization pillar. Use when t (by google, ★20945, security:PASS) - [google/cloud/google-cloud-waf-operational-excellence](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-waf-operational-excellence): Generates operations-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Operational Excellence pillar of the (by google, ★20945, security:PASS) - [google/cloud/google-cloud-waf-performance-optimization](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-waf-performance-optimization): Generates performance-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Performance Optimization pillar of t (by google, ★20945, security:PASS) - [google/cloud/google-cloud-waf-reliability](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-waf-reliability): Generates guidance for reliability, resilience, availability, redundancy, fault-tolerance, and disaster recovery (DR) for Google Cloud workloads based on the de (by google, ★20945, security:PASS) - [google/cloud/google-cloud-waf-security](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-waf-security): Generates security-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework (by google, ★20945, security:PASS) - [google/cloud/google-cloud-waf-sustainability](https://github.com/google/skills/tree/main/skills/cloud/google-cloud-waf-sustainability): Provides recommendations for environmental sustainability, carbon footprint reduction, and energy efficiency based on the Sustainability pillar of the Google Cl (by google, ★20945, security:PASS) - [daily.dev](https://github.com/dailydotdev/daily): by daily.dev - Useful skills and plugins based on daily.dev platform which contains daily curated news from trusted sources. Your agent can pull from curated li (by dailydotdev, ★20089, security:PASS) - [SkillSpector](https://github.com/NVIDIA/SkillSpector): by NVIDIA - Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, and security risks. (by NVIDIA, ★19446, security:PASS) - [AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo): Universal SEO skill for comprehensive website analysis and optimization (by AgriciDaniel, ★18315, security:PASS) - [muratcankoylan/context-fundamentals](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-fundamentals): This skill should be used to explain or reason about the foundational concepts of context engineering: what context is, the anatomy of a context window, how att (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/context-degradation](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-degradation): This skill should be used for diagnosing and mitigating context degradation: lost-in-middle failures, context poisoning, context clash, context confusion, atten (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/context-compression](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-compression): This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durab (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/context-optimization](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-optimization): This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost reduct (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/multi-agent-patterns](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/multi-agent-patterns): This skill should be used when designing multi-agent systems that need context isolation, supervisor or swarm coordination, explicit handoffs, parallel executio (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/memory-systems](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/memory-systems): This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vecto (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/tool-design](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/tool-design): This skill should be used for the tool-interface layer of an agent system specifically: writing tool descriptions agents can route on, designing tool schemas an (by muratcankoylan, ★18077, security:PASS) - [muratcankoylan/evaluation](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/evaluation): This skill should be used when building agent evaluation systems: deterministic checks, regression suites, multi-dimensional rubrics, quality gates, production (by muratcankoylan, ★18077, security:PASS) - [wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep): Autonomous ML research with cross-model review loops and GPU deployment (by wanshuiyin, ★17002, security:PASS) - [claude-obsidian](https://github.com/AgriciDaniel/claude-obsidian): by Agrici Daniel - Self-organizing AI second brain for Obsidian + Claude Code. Claude reads any source, links it, and files it into one connected knowledge grap (by AgriciDaniel, ★15363, security:PASS) - [Orchestra-Research/AI-Research-SKILLs](https://github.com/Orchestra-Research/AI-Research-SKILLs): AI research skills for model training, inference, and MLOps (by Orchestra-Research, ★13276, security:PASS) - [Fullstack Dev Skills](https://github.com/Jeffallan/claude-skills): by jeffallan - A comprehensive Claude Code plugin with 65 specialized skills covering full-stack development across a wide range of specific frameworks. Feature (by Jeffallan, ★11740, security:PASS) - [visual-explainer](https://github.com/nicobailon/visual-explainer): by nicobailon - Agent skill and plugin that turns complex terminal output into styled HTML pages or slide decks for diagrams, diff reviews, plan audits, data ta (by nicobailon, ★10259, security:PASS) - [reddit-fetch](https://github.com/ykdojo/claude-code-tips/tree/main/skills/reddit-fetch): Fetch content from Reddit via its JSON API using a browser session (DuckDuckGo-hop unlock). Use when accessing Reddit URLs, researching topics on Reddit, or whe (by ykdojo, ★10191, security:REVIEW) - [Claude Code Infrastructure Showcase](https://github.com/diet103/claude-code-infrastructure-showcase): by diet103 - A remarkably innovative approach to working with Skills, the centerpiece of which being a technique that leverages hooks to ensure that Claude inte (by diet103, ★10031, security:PASS) - [ibelick/ui-skills](https://github.com/ibelick/ui-skills): Opinionated, evolving constraints to guide agents when building interfaces (by ibelick, ★9406, security:PASS) - [Plannotator](https://github.com/backnotprop/plannotator): by backnotprop - Interactive review UI that intercepts ExitPlanMode via hooks, letting you visually annotate plans with comments, deletions, and replacements be (by backnotprop, ★9151, security:PASS) - [Harness](https://github.com/revfactory/harness): by revfactory - A meta-skill that designs domain-specific agent teams, defines specialized agents, and generates the skills they use. Resources are in Korean bu (by revfactory, ★9119, security:PASS) - [Claude Code PM](https://github.com/automazeio/ccpm): by Ran Aroussi - Really comprehensive and feature-packed project-management workflow for Claude Code. Numerous specialized agents, slash-commands, and strong do (by automazeio, ★8398, security:PASS) - [Trail of Bits Security Skills](https://github.com/trailofbits/skills): by Trail of Bits - A very professional collection of over a dozen security-focused skills for code auditing and vulnerability detection. Includes skills for sta (by trailofbits, ★7374, security:PASS) - [deanpeters/acquisition-channel-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/acquisition-channel-advisor): Evaluate acquisition channels using unit economics, customer quality, and scalability. Use when deciding whether to scale, test, or kill a growth channel. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/ai-shaped-readiness-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/ai-shaped-readiness-advisor): Assess whether your product work is AI-first or AI-shaped. Use when evaluating AI maturity and choosing the next team capability to build. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/altitude-horizon-framework](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/altitude-horizon-framework): Understand the PM-to-Director transition through altitude and horizon thinking. Use when diagnosing scope, time-horizon, or leadership-level gaps. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/business-health-diagnostic](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/business-health-diagnostic): Diagnose SaaS business health across growth, retention, efficiency, and capital. Use when preparing a business review or prioritizing urgent fixes. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/company-research](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/company-research): Create a company research brief with executive quotes, product strategy, and org context. Use when preparing for interviews, competitive analysis, partnerships, (by deanpeters, ★7168, security:REVIEW) - [deanpeters/customer-journey-map](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/customer-journey-map): Create a customer journey map across stages, touchpoints, actions, emotions, and metrics. Use when diagnosing a broken experience or aligning a team on the full (by deanpeters, ★7168, security:REVIEW) - [deanpeters/eol-message](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/eol-message): Write a right-sized EOL announcement — brief notice through full phased comms — with rationale, customer impact, and next steps. Use when retiring a product, fe (by deanpeters, ★7168, security:REVIEW) - [deanpeters/epic-hypothesis](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/epic-hypothesis): Frame an epic as a testable hypothesis with target user, expected outcome, and validation method. Use when defining a major initiative before roadmap, discovery (by deanpeters, ★7168, security:REVIEW) - [deanpeters/finance-metrics-quickref](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/finance-metrics-quickref): Look up SaaS finance metrics, formulas, and benchmarks fast. Use when you need a quick metric definition, formula, or benchmark during analysis. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/jobs-to-be-done](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/jobs-to-be-done): Uncover customer jobs, pains, and gains in a structured JTBD format. Use when clarifying unmet needs, repositioning a product, or improving discovery and messag (by deanpeters, ★7168, security:REVIEW) - [deanpeters/pestel-analysis](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/pestel-analysis): Analyze political, economic, social, technological, environmental, and legal forces. Use when external market shifts could materially affect a product, roadmap, (by deanpeters, ★7168, security:REVIEW) - [deanpeters/pol-probe](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/pol-probe): Define a Proof of Life probe to test a risky hypothesis cheaply. Use when you need harsh truth before building real product. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/positioning-statement](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/positioning-statement): Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alt (by deanpeters, ★7168, security:REVIEW) - [deanpeters/press-release](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/press-release): Write an Amazon-style press release that defines customer value before building. Use when aligning stakeholders on a new product, feature, or strategic bet. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/problem-statement](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/problem-statement): Write a user-centered problem statement with who is blocked, what they are trying to do, why it matters, and how it feels. Use when framing discovery, prioritiz (by deanpeters, ★7168, security:REVIEW) - [deanpeters/proto-persona](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/proto-persona): Create a proto-persona from current research, market signals, and team knowledge. Use when you need a working customer profile before deeper validation. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/recommendation-canvas](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/recommendation-canvas): Evaluate an AI product idea across outcomes, hypotheses, risks, and positioning. Use when deciding whether an AI solution deserves investment or recommendation. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/saas-economics-efficiency-metrics](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/saas-economics-efficiency-metrics): Evaluate SaaS unit economics and capital efficiency. Use when deciding whether the business can scale efficiently or needs correction. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/saas-revenue-growth-metrics](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/saas-revenue-growth-metrics): Calculate SaaS revenue, retention, and growth metrics. Use when diagnosing momentum, churn, expansion, or product-market-fit signals. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/storyboard](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/storyboard): Create a six-frame storyboard that shows a user's journey from problem to solution. Use when you need a fast narrative for alignment, concept reviews, or demos. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/user-story](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/user-story): Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testa (by deanpeters, ★7168, security:REVIEW) - [deanpeters/user-story-mapping](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/user-story-mapping): Create a user story map that lays out activities, steps, tasks, and release slices. Use when planning a workflow, backlog, or MVP around the user journey. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/user-story-splitting](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/user-story-splitting): Break a large story or epic into smaller deliverable stories using proven split patterns. Use when backlog items are too big for estimation, sequencing, or inde (by deanpeters, ★7168, security:REVIEW) - [deanpeters/context-engineering-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/context-engineering-advisor): Diagnose context stuffing vs. context engineering. Use when an AI workflow feels bloated, brittle, or hard to steer reliably. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/customer-journey-mapping-workshop](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/customer-journey-mapping-workshop): Run a customer journey mapping workshop with adaptive questions and outputs. Use when you need to map stages, actions, emotions, pain points, and opportunities (by deanpeters, ★7168, security:REVIEW) - [deanpeters/director-readiness-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/director-readiness-advisor): Guide the PM-to-Director transition across preparing, interviewing, landing, and recalibrating. Use when leadership scope is changing and you need practical coa (by deanpeters, ★7168, security:REVIEW) - [deanpeters/discovery-interview-prep](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/discovery-interview-prep): Plan customer discovery interviews with the right goal, segment, constraints, and method. Use when preparing interviews for problem validation, churn research, (by deanpeters, ★7168, security:REVIEW) - [deanpeters/epic-breakdown-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/epic-breakdown-advisor): Break down epics into user stories with Humanizing Work split patterns. Use when a backlog item is too large to estimate, sequence, or deliver safely. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/feature-investment-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/feature-investment-advisor): Evaluate feature investments using revenue impact, cost structure, ROI, and strategy. Use when deciding whether a feature deserves investment. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/finance-based-pricing-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/finance-based-pricing-advisor): Evaluate pricing changes using ARPU, conversion, churn risk, NRR, and payback. Use when deciding whether a pricing move should ship. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/lean-ux-canvas](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/lean-ux-canvas): Guide teams through Lean UX Canvas v2. Use when framing a business problem, surfacing assumptions, and defining what to learn next. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/opportunity-solution-tree](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/opportunity-solution-tree): Build an Opportunity Solution Tree from outcomes to opportunities, solutions, and tests. Use when a stakeholder request needs problem framing before you decide (by deanpeters, ★7168, security:REVIEW) - [deanpeters/pol-probe-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/pol-probe-advisor): Select the right Proof of Life (PoL) probe based on hypothesis, risk, and resources. Use this to match the validation method to the real learning goal, not tool (by deanpeters, ★7168, security:REVIEW) - [deanpeters/positioning-workshop](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/positioning-workshop): Run a positioning workshop that surfaces target customer, unmet need, category, benefits, and differentiation. Use when your product messaging feels fuzzy, gene (by deanpeters, ★7168, security:REVIEW) - [deanpeters/prioritization-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/prioritization-advisor): Choose a prioritization framework based on stage, team context, and stakeholder needs. Use when deciding between RICE, ICE, value/effort, or another scoring app (by deanpeters, ★7168, security:REVIEW) - [deanpeters/problem-framing-canvas](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/problem-framing-canvas): Guide teams through MITRE's Problem Framing Canvas. Use when you need a clearer problem statement before jumping to solutions. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/tam-sam-som-calculator](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/tam-sam-som-calculator): Calculate TAM, SAM, and SOM with explicit assumptions, methods, and caveats. Use when sizing a market for a product idea, business case, or executive review. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/user-story-mapping-workshop](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/user-story-mapping-workshop): Run a user story mapping workshop with adaptive questions and a structured map output. Use when you need backbone activities, tasks, and release slices for a wo (by deanpeters, ★7168, security:REVIEW) - [deanpeters/vp-cpo-readiness-advisor](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/vp-cpo-readiness-advisor): Guide the transition to VP or CPO across preparing, interviewing, landing, and recalibrating. Use when executive product scope is changing fast. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/workshop-facilitation](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/workshop-facilitation): Facilitate workshop sessions in a one-step, multi-turn flow. Use when an interactive skill needs consistent pacing, options, and progress tracking. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/discovery-process](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/discovery-process): Run a full discovery cycle from problem hypothesis to validated solution. Use when a team needs a structured path through framing, interviews, synthesis, and ex (by deanpeters, ★7168, security:REVIEW) - [deanpeters/executive-onboarding-playbook](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/executive-onboarding-playbook): Plan a VP or CPO 30-60-90 day diagnostic onboarding path. Use when entering a new executive product role and avoiding premature change. (by deanpeters, ★7168, security:REVIEW) - [deanpeters/prd-development](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/prd-development): Build a structured PRD that connects problem, users, solution, and success criteria. Use when turning discovery notes into an engineering-ready document for a m (by deanpeters, ★7168, security:REVIEW) - [deanpeters/product-strategy-session](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/product-strategy-session): Run an end-to-end product strategy session across positioning, discovery, and roadmap planning. Use when a team needs validated direction before committing to e (by deanpeters, ★7168, security:REVIEW) - [deanpeters/roadmap-planning](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/roadmap-planning): Plan a strategic roadmap across prioritization, epic definition, stakeholder alignment, and sequencing. Use when turning strategy into a release plan that teams (by deanpeters, ★7168, security:REVIEW) - [deanpeters/skill-authoring-workflow](https://github.com/deanpeters/Product-Manager-Skills/tree/main/skills/skill-authoring-workflow): Turn raw PM content into a compliant, publish-ready skill. Use when creating or updating a repo skill without breaking standards. (by deanpeters, ★7168, security:REVIEW) - [Tencent/aig-agent-redteam](https://github.com/Tencent/AI-Infra-Guard/tree/main/skills/aig-agent-redteam): 当用户要求 AI/Agent 安全评估、蓝军演习、AI 安全审查、提示词注入测试、MCP/Skill/插件/代码包审计、Agent 工具链滥用测试,或需要生成类似渗透测试报告的 Markdown/HTML 时,必须使用本 skill。本 skill 让 Agent 以授权蓝军视角成为 AI 安全专家,面向 AI 产品、 (by Tencent, ★6754, security:PASS) - [Dev Browser](https://github.com/SawyerHood/dev-browser): by Sawyer Hood - A browser-automation plugin/skill that lets Claude Code drive a browser to test and verify its own work — full Playwright API plus pixel- and D (by SawyerHood, ★6649, security:PASS) - [czlonkowski/n8n-code-javascript](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-code-javascript): Write JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with this.helpers / the $help (by czlonkowski, ★6378, security:PASS) - [czlonkowski/n8n-code-python](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-code-python): Write Python in n8n Code nodes (native Python, `language` pythonNative, n8n 2.x). Use when the user explicitly wants Python in a Code node, when migrating old P (by czlonkowski, ★6378, security:PASS) - [czlonkowski/n8n-expression-syntax](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-expression-syntax): Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting expr (by czlonkowski, ★6378, security:PASS) - [czlonkowski/n8n-mcp-tools-expert](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-mcp-tools-expert): Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, organizi (by czlonkowski, ★6378, security:PASS) - [czlonkowski/n8n-node-configuration](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-node-configuration): Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_ (by czlonkowski, ★6378, security:PASS) - [czlonkowski/n8n-validation-expert](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-validation-expert): Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, or (by czlonkowski, ★6378, security:PASS) - [czlonkowski/n8n-workflow-patterns](https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-workflow-patterns): Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, plann (by czlonkowski, ★6378, security:PASS) - [browser-act/browser-act](https://github.com/browser-act/skills/tree/main/browser-act): Browser automation CLI for AI agents. NEVER run browser-act commands directly via Bash — always invoke this skill first. Use browser-act when a user mentions it (by browser-act, ★6099, security:PASS) - [Codebase to Course](https://github.com/zarazhangrui/codebase-to-course): by Zara Zhang - A Claude Code skill that turns any codebase into a beautiful, interactive single-page HTML course for non-technical vibe coders. (by zarazhangrui, ★5652, security:REVIEW) - [Avoid AI Writing](https://github.com/conorbronsdon/avoid-ai-writing): by Conor Bronsdon - A portable writing skill that audits and rewrites prose to remove "AI-isms" — 49+ pattern categories and a tiered word-replacement vocabular (by conorbronsdon, ★4869, security:PASS) - [Claude Code Guide](https://github.com/zebbern/claude-code-guide): by zebbern - A current single-page reference for Claude Code: install, environment variables, slash commands, MCP, hooks, and subagents, kept in sync with the o (by zebbern, ★4647, security:PASS) - [sergebulaev/linkedin-skills](https://github.com/sergebulaev/linkedin-skills): LinkedIn marketing skills: viral hooks, comment drafting, algorithm audit, humanizer (by sergebulaev, ★4158, security:PASS) - [lean-ctx](https://github.com/yvgude/lean-ctx): MCP server and context runtime for AI coding agents: session caching, AST-aware compression, and 90+ shell patterns to reduce token usage. Supports Claude Code, (by yvgude, ★3863, security:PASS) - [AvdLee/swiftui-expert-skill](https://github.com/AvdLee/SwiftUI-Agent-Skill/tree/main/swiftui-expert-skill): Modern SwiftUI best practices and iOS 26+ Liquid Glass adoption (by AvdLee, ★3659, security:PASS) - [Browse NVIDIA's official Agent Skills catalog](https://github.com/NVIDIA/skills/tree/main/skills): View the current collection directly in NVIDIA's repository. (by NVIDIA, ★3522, security:PASS) - [CloudAI-X/threejs-skills](https://github.com/CloudAI-X/threejs-skills): Three.js skills for creating 3D elements and interactive experiences (by CloudAI-X, ★3459, security:REVIEW) - [op7418/NanoBanana-PPT-Skills](https://github.com/op7418/NanoBanana-PPT-Skills): AI-powered PPT generation with document analysis and styled images (by op7418, ★3285, security:PASS) - [ScrapeCreators/social-media-research-skills](https://github.com/ScrapeCreators/social-media-research-skills): Research social outliers, comments, competitors, ads, and trends (by ScrapeCreators, ★3206, security:PASS) - [Playwright Browser Automation](https://github.com/lackeyjb/playwright-skill): Model-invoked Playwright automation for testing and validating web applications. By @lackeyjb (by lackeyjb, ★3171, security:PASS) - [rebelytics/task-observer](https://github.com/rebelytics/one-skill-to-rule-them-all): Meta-skill for continuous skill improvement & automatic skill creation. (by rebelytics, ★3166, security:PASS) - [Synk Skill Security Scanner](https://github.com/snyk/agent-scan): Security scanner for AI agents, MCP servers and agent skills. (by snyk, ★3111, security:PASS) - [Claude Code: Everything You Need to Know](https://github.com/wesammustafa/Claude-Code-Everything-You-Need-to-Know): by wesammustafa - A conceptual, mental-models-first primer that explains what Claude Code is and how its agentic loop works, then layers setup, prompt-engineeri (by wesammustafa, ★3096, security:PASS) - [Nanako0129/sepia](https://github.com/Nanako0129/sepia): De-AI writing skill fixing narrative structure before word choice (by Nanako0129, ★2985, security:PASS) - [aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills): 69 marketing skills across SEO/GEO, influencer, paid ads, and email on one shared contract, with 5 benchmark-driven auditor gates (CORE-EEAT, CITE, C³, ROAS, SE (by aaron-he-zhu, ★2869, security:PASS) - [Paramchoudhary/ResumeSkills](https://github.com/Paramchoudhary/ResumeSkills): 20 specialized skills for resume optimization, ATS analysis, interview prep, and career transitions (by Paramchoudhary, ★2562, security:PASS) - [antonbabenko/terraform-skill](https://github.com/antonbabenko/terraform-skill): Terraform and OpenTofu patterns: testing, modules, state, CI/CD. (by antonbabenko, ★2399, security:REVIEW) - [op7418/Youtube-clipper-skill](https://github.com/op7418/Youtube-clipper-skill): YouTube clip generation and editing with automated workflows (by op7418, ★2221, security:PASS) - [Cate](https://github.com/0-AI-UG/cate): by 0-AI UG - A cross-platform desktop IDE built on an infinite zoomable canvas, where editors, terminals, browsers, and docs float in freeform space instead of (by 0-AI-UG, ★2173, security:PASS) - [Eronred/aso-skills](https://github.com/appeeky/aso-skills): 30+ App Store Optimization skills for keyword research, metadata optimization, competitor analysis, creative optimization, and mobile growth strategies via Appe (by appeeky, ★2141, security:PASS) - [Vox director skill](https://github.com/Alisa0808/vox-director): by Alisa Qian - Vox Director is an open-source skill that turns a one-line topic into a finished Vox-style paper-collage explainer or ad video. It automates the (by Alisa0808, ★2129, security:PASS) - [Claude CodePro](https://github.com/maxritter/pilot-shell): by Max Ritter - Professional development environment for Claude Code with spec-driven workflow, TDD enforcement, cross-session memory, semantic search, quality (by maxritter, ★2079, security:REVIEW) - [deusyu/translate-book](https://github.com/deusyu/translate-book): Translate books (PDF/DOCX/EPUB) via parallel sub-agents with resume (by deusyu, ★2076, security:PASS) - [claude-code-tools](https://github.com/pchalasani/claude-code-tools): by Prasad Chalasani - Well-crafted toolset for session continuity, featuring skills/commands to avoid compaction and recover context across sessions with cross- (by pchalasani, ★2008, security:PASS) - [TÂCHES Claude Code Resources](https://github.com/glittercowboy/taches-cc-resources): by TÂCHES - A well-balanced, "down-to-Earth" set of sub agents, skills, and commands, that are well-organized, easy to read, and a healthy focus on "meta"-skill (by glittercowboy, ★1978, security:PASS) - [mcollina/skills](https://github.com/mcollina/skills/tree/main/skills): 11 skills by Matteo Collina: Node.js, Fastify, TypeScript, OAuth, Git/GitHub, ESLint neostandard, documentation (Diataxis), Node.js core internals, skill optimi (by mcollina, ★1949, security:PASS) - [ReScienceLab/opc-skills](https://github.com/ReScienceLab/opc-skills): Agent skills for solopreneurs with SEO, geo, and LLM tools (by ReScienceLab, ★1841, security:PASS) - [prompt-engineering](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/customaize-agent/skills/prompt-engineering): Use this skill when you writing commands, hooks, skills for Agent, or prompts for sub agents or any other LLM interaction, including optimizing prompts, improvi (by NeoLabHQ, ★1747, security:PASS) - [software-architecture](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/ddd/skills/software-architecture): Implements design patterns including Clean Architecture, SOLID principles, and comprehensive software design best practices. (by NeoLabHQ, ★1747, security:PASS) - [subagent-driven-development](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/sadd/skills/subagent-driven-development): Use when executing implementation plans with independent tasks in the current session or facing 3+ independent issues that can be investigated without shared st (by NeoLabHQ, ★1747, security:PASS) - [kaizen](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/kaizen/skills/kaizen): Use when Code implementation and refactoring, architecturing or designing systems, process and workflow improvements, error handling and validation. Provide teh (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/write-concisely](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/docs/skills/write-concisely): Apply writing rules to any documentation that humans will read. Makes your writing clearer, stronger, and more professional. (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/review](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/review): Comprehensive PR code review using specialized agents: bug-hunter, security-auditor, code-quality-reviewer, contracts-reviewer, historical-context-reviewer, tes (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/reflexion](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/reflexion): Self-refinement loop that forces the LLM to reflect on previous output and correct itself. (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/sdd](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/sdd): Spec-driven development workflow that transforms prompts into production-ready implementations through structured planning, architecture design, and LLM-as-a-Ju (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/ddd](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/ddd): Domain-driven development skills that also include Clean Architecture, SOLID principles, and design patterns. (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/sadd](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/sadd): Dispatches independent subagents for individual tasks with code review checkpoints between iterations for rapid, controlled development. (by NeoLabHQ, ★1747, security:PASS) - [NeoLabHQ/kaizen](https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/kaizen): Applies continuous improvement methodology with multiple analytical approaches, based on Japanese Kaizen philosophy and Lean methodology. (by NeoLabHQ, ★1747, security:PASS) - [Context Engineering Kit](https://github.com/NeoLabHQ/context-engineering-kit): by Vlad Goncharov - Hand-crafted collection of advanced context engineering techniques and patterns with minimal token footprint focused on improving agent resu (by NeoLabHQ, ★1747, security:PASS) - [Hivemind](https://github.com/activeloopai/hivemind): by activeloopai - Hivemind turns your traces into reusable skills across agents (by activeloopai, ★1622, security:PASS) - [My Claude Code Setup](https://github.com/pedrohcgs/claude-code-my-workflow): by Pedro H. C. Sant'Anna - A ready-to-fork Claude Code template for academics using LaTeX/Beamer + R. Multi-agent review, quality gates, adversarial QA, and rep (by pedrohcgs, ★1620, security:PASS) - [tjboudreaux/cc-thinking-skills](https://github.com/tjboudreaux/cc-thinking-skills): 28 eval-informed mental models for decisions, debugging, systems, and strategy (by tjboudreaux, ★1589, security:PASS) - [Codex Skill](https://github.com/skills-directory/skill-codex): by klaudworks - Enables users to prompt codex from claude code. Unlike the raw codex mcp server, this skill infers parameters such as model, reasoning effort, s (by skills-directory, ★1453, security:PASS) - [truongduy2611/app-store-preflight-skills](https://github.com/truongduy2611/app-store-preflight-skills): Scan iOS/macOS projects to catch common mistakes that lead to App Store rejection before submission (by truongduy2611, ★1379, security:PASS) - [aklofas/kicad-happy](https://github.com/aklofas/kicad-happy): AI-powered KiCad electronics design review and analysis (by aklofas, ★1334, security:PASS) - [bevibing/tutor-skills](https://github.com/bevibing/tutor-skills): Transform docs or codebases into Obsidian StudyVaults with interactive quizzes (by bevibing, ★1322, security:PASS) - [GanyuanRan/Aegis](https://github.com/GanyuanRan/Aegis): Evidence-driven method pack for AI coding agents (by GanyuanRan, ★1322, security:PASS) - [BehiSecc/vibesec](https://github.com/BehiSecc/VibeSec-Skill): Helps write secure code by preventing common vulnerabilities including IDOR, XSS, SQL injection, SSRF, and weak authentication, approaching code from a bug hunt (by BehiSecc, ★1309, security:PASS) - [iOS Simulator](https://github.com/conorluddy/ios-simulator-skill): Enables Claude to interact with iOS Simulator for testing and debugging iOS applications. By @conorluddy (by conorluddy, ★1264, security:PASS) - [gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills): 125 growth and GTM skills: ads, content, lead gen, SEO (by gooseworks-ai, ★1232, security:PASS) - [prompt-security/clawsec](https://github.com/prompt-security/clawsec): Security skill suite with drift detection, automated audits, and skill integrity verification (by prompt-security, ★1108, security:PASS) - [rorkai/app-store-connect-cli-skills](https://github.com/rorkai/app-store-connect-cli-skills): Automate App Store deployments and management using ASC CLI (by rorkai, ★1052, security:PASS) - [Claude Code Agent Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor): by hoangsonww - A self-hosted real-time dashboard that monitors Claude Code agent activity via its native hooks — live sessions, subagent orchestration trees, t (by hoangsonww, ★1043, security:PASS) - [agiwhitelist/auteur](https://github.com/agiwhitelist/auteur): Builds websites gated by an anti-slop linter and motion QA (by agiwhitelist, ★1035, security:PASS) - [ZeroPointRepo/youtube-skills](https://github.com/ZeroPointRepo/youtube-skills): Agent skills for YouTube: pull video transcripts and discover videos (search, channel and playlist listings) via TranscriptAPI. (by ZeroPointRepo, ★1016, security:PASS) - [AgentSys](https://github.com/agent-sh/agentsys): by avifenesh - Workflow automation system for Claude with a group of useful plugins, agents, and skills. Automates task-to-production workflows, PR management, (by agent-sh, ★992, security:PASS) - [StyleSeed](https://github.com/bitjaru/styleseed): by kiwiman - A design engine that takes a different tack from "feed the model more tokens": it teaches design judgment — ~74 rules pros carry but never write do (by bitjaru, ★967, security:PASS) - [huifer/WellAlly-health](https://github.com/huifer/WellAlly-health): A health assistant skill for medical information analysis, symptom tracking, and wellness guidance. (by huifer, ★961, security:PASS) - [Brand Build Skills](https://github.com/rampstackco/claude-skills): 59-skill library covering the full website lifecycle: brand, design, content, SEO, dev, ops, growth, and research. Stack-agnostic with an Ahrefs MCP-powered SEO (by rampstackco, ★933, security:PASS) - [fable-mode](https://github.com/mrtooher/fable-mode): by mrtooher - A Claude skill that activates Fable-style agentic behavior: explicit multi-stage planning, sub-agent delegation, and self-verification. (by mrtooher, ★871, security:REVIEW) - [wshuyi/x-article-publisher-skill](https://github.com/wshuyi/x-article-publisher-skill): Publish articles to X/Twitter (by wshuyi, ★867, security:PASS) - [indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro): 150-skill engagement methodology — 12-Part Strategy Flow, 25 specialist agents, EU AI Act Article 50 ready (C2PA signing), 6-platform AEO/GEO incl. Google AI Mo (by indranilbanerjee, ★850, security:PASS) - [capcut-cli](https://github.com/renezander030/capcut-cli): by René Zander - A zero-dependency Node CLI (and Claude Code plugin/skill) that lets the agent edit CapCut / JianYing video projects programmatically — inspect (by renezander030, ★828, security:PASS) - [GarethManning/regenerative-project-design-orchestrator](https://github.com/GarethManning/education-agent-skills/tree/main/skills/original-frameworks/regenerative-project-design-orchestrator): Present project-design pathway options and orchestrate regenerative projects using backwards design, PBL, SEEDS, compassionate systems action, or civic/service (by GarethManning, ★826, security:REVIEW) - [GarethManning/learning-target-authoring-guide](https://github.com/GarethManning/education-agent-skills/tree/main/skills/original-frameworks/learning-target-authoring-guide): Author learning targets for a competency across developmental bands with precise, observable progression language. Use when writing 'I can' statements for compe (by GarethManning, ★826, security:REVIEW) - [GarethManning/assessment-validity-checker](https://github.com/GarethManning/education-agent-skills/tree/main/skills/curriculum-assessment/assessment-validity-checker): Audit a proposed assessment for construct validity, reliability, and alignment to learning objectives. Use when reviewing or quality-assuring assessments before (by GarethManning, ★826, security:REVIEW) - [GarethManning/progressive-hint-ladder](https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/progressive-hint-ladder): Provide graduated assistance from abstract conceptual nudge to concrete procedural step, with reflection required before each escalation. Teaches help-seeking a (by GarethManning, ★826, security:REVIEW) - [GarethManning/competency-unpacker](https://github.com/GarethManning/education-agent-skills/tree/main/skills/curriculum-assessment/competency-unpacker): Unpack a broad standard or competency descriptor into specific, assessable success criteria and sub-skills. Use when interpreting curriculum standards or writin (by GarethManning, ★826, security:REVIEW) - [lawve-ai/awesome-legal-skills](https://github.com/lawve-ai/awesome-legal-skills): Curated agent skills for automating legal workflows (by lawve-ai, ★808, security:REVIEW) - [Optim-Agent/optim-agent](https://github.com/Optim-Agent/optim-agent): Agent-guided optimization for measurable system tuning. (by Optim-Agent, ★800, security:PASS) - [aeonfun/aeon](https://github.com/aeonfun/aeon): 70+ Claude Code skills + autonomous GitHub Actions agent framework (by aeonfun, ★766, security:PASS) - [realkimbarrett/avatar-extraction](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/foundations/avatar-extraction): Use when you need to define exactly who the buyer is, what they want, what they’ve tried, and what’s driving their decisions. Trigger on "target audience", "ide (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/offer-extraction](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/foundations/offer-extraction): Use when you need to turn a product or service into a compelling, high-converting offer. Trigger on "offer", "why would someone buy", "improve conversions", "va (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/schwartz-awareness-mapper](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/copy-chief/schwartz-awareness-mapper): Use when you need to determine audience awareness level and the correct messaging approach. Trigger on "awareness stage", "cold vs warm audience", "Schwartz", " (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/mechanism-builder](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/copy-chief/mechanism-builder): Use when you need to explain why your solution works and others failed. Trigger on "unique mechanism", "why this works", "different angle", "positioning". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/headline-matrix](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/copy-chief/headline-matrix): Generate high-performing headline variations across different angles. Trigger on "headlines", "hooks", "ad copy", "email subject lines". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/objection-crusher](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/copy-chief/objection-crusher): Identify and neutralize buyer objections. Trigger on "why wouldn't someone buy", "objections", "hesitation", "conversion issues". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/ad-angle-multiplier](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/operator-os/ad-angle-multiplier): Expand a core idea into multiple distinct ad angles. Trigger on "more ads", "creative testing", "scale campaigns". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/scroll-stopping-creative](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/operator-os/scroll-stopping-creative): Create ad concepts that stop attention in the first 3 seconds. Trigger on "ad creative", "thumbstopper", "video ideas". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/conversion-path-builder](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/operator-os/conversion-path-builder): Design the optimal funnel from click to conversion. Trigger on "funnel", "conversion path", "booked calls". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/performance-diagnosis](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/operator-os/performance-diagnosis): Diagnose why campaigns are underperforming. Trigger on "low performance", "high CPL", "bad ads". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/full-funnel-campaign-orchestrator](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/orchestrators/full-funnel-campaign-orchestrator): Coordinate all skills to build a complete advertising campaign. Trigger on "build a campaign", "full funnel", "ads + funnel". (by realkimbarrett, ★756, security:REVIEW) - [realkimbarrett/generic-language-killer](https://github.com/realkimbarrett/advertising-skills/tree/main/skills/qa/generic-language-killer): Remove vague, corporate, or AI-sounding language and replace it with clear, specific, human wording. Trigger on "improve copy", "sounds generic", "too fluffy". (by realkimbarrett, ★756, security:REVIEW) - [ZhangHanDong/makepad-skills](https://github.com/ZhangHanDong/makepad-skills): Makepad UI development skills for Rust apps: setup, patterns, shaders, packaging, and troubleshooting. (by ZhangHanDong, ★748, security:REVIEW) - [motion-skills](https://github.com/iart-ai/motion-skills): by iart.ai - An open-source collection of ~50 motion-graphics, animation, and video skills across 14 installable packs — kinetic typography, data-driven charts, (by iart-ai, ★707, security:PASS) - [git-pushing](https://github.com/mhattingpete/claude-skills-marketplace/tree/main/engineering-workflow-plugin/skills/git-pushing): Stage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or asks to sa (by mhattingpete, ★680, security:PASS) - [review-implementing](https://github.com/mhattingpete/claude-skills-marketplace/tree/main/engineering-workflow-plugin/skills/review-implementing): Process and implement code review feedback systematically. Use when user provides reviewer comments, PR feedback, code review notes, or asks to implement sugges (by mhattingpete, ★680, security:PASS) - [test-fixing](https://github.com/mhattingpete/claude-skills-marketplace/tree/main/engineering-workflow-plugin/skills/test-fixing): Run tests and systematically fix all failing tests using smart error grouping. Use when user asks to fix failing tests, mentions test failures, runs test suite (by mhattingpete, ★680, security:PASS) - [computer-forensics](https://github.com/mhattingpete/claude-skills-marketplace/tree/main/computer-forensics-skills/skills/computer-forensics): Digital forensics analysis and investigation techniques. (by mhattingpete, ★680, security:PASS) - [file-deletion](https://github.com/mhattingpete/claude-skills-marketplace/tree/main/computer-forensics-skills/skills/file-deletion): Secure file deletion and data sanitization methods. (by mhattingpete, ★680, security:PASS) - [metadata-extraction](https://github.com/mhattingpete/claude-skills-marketplace/tree/main/computer-forensics-skills/skills/metadata-extraction): Extract and analyze file metadata for forensic purposes. (by mhattingpete, ★680, security:PASS) - [angular/angular-developer](https://github.com/angular/skills): Generate Angular code and architectural guidance for components, services, reactivity (by angular, ★666, security:REVIEW) - [superdesigndev/superdesign-skill](https://github.com/superdesigndev/superdesign-skill): Creates design systems from existing codebases and iterates UI drafts (by superdesigndev, ★623, security:PASS) - [meodai/skill.color-expert](https://github.com/meodai/skill.color-expert): Color science expert skill with 286K words of reference material covering OKLCH/OKLAB, palette generation, accessibility/contrast, color naming, pigment mixing, (by meodai, ★603, security:PASS) - [article-extractor](https://github.com/michalparkola/tapestry-skills/tree/main/article-extractor): Extract clean article content from URLs (blog posts, articles, tutorials) and save as readable text. Use when user wants to download, extract, or save an articl (by michalparkola, ★555, security:PASS) - [youtube-transcript](https://github.com/michalparkola/tapestry-skills/tree/main/youtube-transcript): Download YouTube video transcripts when user provides a YouTube URL or asks to download/get/fetch a transcript from YouTube. Also use when user wants to transcr (by michalparkola, ★555, security:PASS) - [ship-learn-next](https://github.com/michalparkola/tapestry-skills/tree/main/ship-learn-next): Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when us (by michalparkola, ★555, security:PASS) - [tapestry](https://github.com/michalparkola/tapestry-skills/tree/main/tapestry): Interlink and summarize related documents into knowledge networks. (by michalparkola, ★555, security:PASS) - [bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills): Full-lifecycle AI music album production (by bitwize-music-studio, ★532, security:PASS) - [NoizAI/skills](https://github.com/NoizAI/skills): Human-like TTS workflows with local/cloud APIs and app delivery (by NoizAI, ★526, security:REVIEW) - [Web Assets Generator Skill](https://github.com/alonw0/web-asset-generator): by Alon Wolenitz - Easily generate web assets from Claude Code including favicons, app icons (PWA), and social media meta images (Open Graph) for Facebook, Twit (by alonw0, ★512, security:PASS) - [gitroomhq/postiz-agent](https://github.com/gitroomhq/postiz-agent): Schedule social media posts across 28+ platforms programmatically (by gitroomhq, ★501, security:REVIEW) - [JimmySadek/youtube-fetcher](https://github.com/JimmySadek/youtube-fetcher-to-markdown): Create Obsidian-ready Markdown notes from YouTube videos (by JimmySadek, ★486, security:PASS) - [CSV Data Summarizer](https://github.com/coffeefuelbump/csv-data-summarizer-claude-skill): Automatically analyzes CSV files and generates comprehensive insights with visualizations without requiring user prompts. By @coffeefuelbump (by coffeefuelbump, ★468, security:PASS) - [agnix](https://github.com/agent-sh/agnix): by agent-sh - The linter and LSP for AI coding assistants — validates CLAUDE.md, AGENTS.md, SKILL.md, hooks, and MCP config, with autofixes and IDE plugins. (by agent-sh, ★440, security:PASS) - [BrianRWagner/ai-marketing-claude-code-skills](https://github.com/BrianRWagner/ai-marketing-claude-code-skills): 17 marketing frameworks for cold outreach, homepage audit, social cards, and more (by BrianRWagner, ★439, security:PASS) - [baskduf/codex-fable5](https://github.com/baskduf/FableCodex/tree/main/plugins/codex-fable5/skills/codex-fable5): Apply a Claude Fable 5 inspired operating style inside Codex. Use when the user asks to make Codex act like Fable, Fable5, fablize, or Value-for-Fable/VFF; conv (by baskduf, ★438, security:PASS) - [obra/superpowers-lab](https://github.com/obra/superpowers-lab): Experimental skills for Claude Code Superpowers (see above) (by obra, ★429, security:PASS) - [jules](https://github.com/sanjay3290/ai-skills/tree/main/skills/jules): Delegate coding tasks to Google Jules AI agent for asynchronous execution. Use when user says: 'have Jules fix', 'delegate to Jules', 'send to Jules', 'ask Jule (by sanjay3290, ★429, security:PASS) - [deep-research](https://github.com/sanjay3290/ai-skills/tree/main/skills/deep-research): Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical (by sanjay3290, ★429, security:PASS) - [postgres](https://github.com/sanjay3290/ai-skills/tree/main/skills/postgres): Execute read-only SQL queries against multiple PostgreSQL databases. Use when: (1) querying PostgreSQL databases, (2) exploring database schemas/tables, (3) run (by sanjay3290, ★429, security:PASS) - [imagen](https://github.com/sanjay3290/ai-skills/tree/main/skills/imagen): Generate images using Google Gemini's image generation capabilities. Use this skill when the user needs to create, generate, or produce images for any purpose i (by sanjay3290, ★429, security:PASS) - [google-workspace-skills](https://github.com/sanjay3290/ai-skills/tree/main/skills): Suite of Google Workspace integrations: Gmail, Calendar, Chat, Docs, Sheets, Slides, and Drive with cross-platform OAuth. By @sanjay3290 (by sanjay3290, ★429, security:PASS) - [outline](https://github.com/sanjay3290/ai-skills/tree/main/skills/outline): Search, read, and manage Outline wiki documents. Use when: (1) searching wiki for documentation, (2) reading wiki pages or articles, (3) listing wiki collection (by sanjay3290, ★429, security:PASS) - [ilyautov/humanizer-ru](https://github.com/ilyautov/humanizer-ru/tree/main/skills/humanizer-ru): Качество русского текста для агента. Russian text quality for agents: proofreading and AI-slop cleanup for Cyrillic text. Триггеры: очеловечь, вычитай, отредакт (by ilyautov, ★411, security:PASS) - [n8n-skills](https://github.com/haunchen/n8n-skills): Enables AI assistants to directly understand and operate n8n workflows. (by haunchen, ★404, security:PASS) - [ognjengt/founder-skills](https://github.com/ognjengt/founder-skills): Claude skills for founders with packaged startup workflows (by ognjengt, ★403, security:PASS) - [testdino-hq/playwright-skill](https://github.com/testdino-hq/playwright-skill): 70+ production-tested Playwright automation testing patterns: E2E, POM, CI/CD, migrations, CLI (by testdino-hq, ★384, security:PASS) - [claude-statusbar](https://github.com/leeguooooo/claude-code-usage-bar): by leeguooooo - The most complete Claude Code status line: 5-hour and 7-day rate-limit usage with reset countdowns and learned end-of-window projections, contex (by leeguooooo, ★377, security:PASS) - [testmu-ai/api-skill](https://github.com/LambdaTest/agent-skills/tree/main/api-skill): Suite of API skills for designing, mocking, documenting, securing, and generating tests for REST/GraphQL/gRPC APIs (by LambdaTest, ★374, security:PASS) - [testmu-ai/appium-skill](https://github.com/LambdaTest/agent-skills/tree/main/appium-skill): Generates production-grade Appium mobile automation scripts for Android and iOS in Java, Python, or JavaScript. Supports real device and emulator testing locall (by LambdaTest, ★374, security:PASS) - [testmu-ai/behat-skill](https://github.com/LambdaTest/agent-skills/tree/main/behat-skill): Generates Behat BDD tests for PHP with Gherkin feature files and MinkContext for browser testing. Use when user mentions "Behat", "PHP BDD", "Mink", "behat.yml" (by LambdaTest, ★374, security:PASS) - [testmu-ai/behave-skill](https://github.com/LambdaTest/agent-skills/tree/main/behave-skill): Generates Behave BDD tests for Python with Gherkin feature files and step implementations. Use when user mentions "Behave", "Python BDD", "Python Gherkin". Trig (by LambdaTest, ★374, security:PASS) - [testmu-ai/capybara-skill](https://github.com/LambdaTest/agent-skills/tree/main/capybara-skill): Generates Capybara E2E tests in Ruby with RSpec integration. Acceptance testing DSL for web apps. Use when user mentions "Capybara", "visit", "fill_in", "click_ (by LambdaTest, ★374, security:PASS) - [testmu-ai/cicd-pipeline-skill](https://github.com/LambdaTest/agent-skills/tree/main/cicd-pipeline-skill): Generates CI/CD pipeline configurations for test automation with GitHub Actions, Jenkins, GitLab CI, and Azure DevOps. Includes TestMu AI cloud integration. Use (by LambdaTest, ★374, security:PASS) - [testmu-ai/codeception-skill](https://github.com/LambdaTest/agent-skills/tree/main/codeception-skill): Generates Codeception tests in PHP covering acceptance, functional, and unit testing. BDD-style with Actor pattern. Use when user mentions "Codeception", "$I->a (by LambdaTest, ★374, security:PASS) - [testmu-ai/cucumber-skill](https://github.com/LambdaTest/agent-skills/tree/main/cucumber-skill): Generates Cucumber BDD tests with Gherkin feature files and step definitions in Java, JavaScript, or Ruby. Use when user mentions "Cucumber", "Gherkin", "Featur (by LambdaTest, ★374, security:PASS) - [testmu-ai/cypress-skill](https://github.com/LambdaTest/agent-skills/tree/main/cypress-skill): Generates production-grade Cypress E2E and component tests in JavaScript or TypeScript. Supports local execution and TestMu AI cloud. Use when the user asks to (by LambdaTest, ★374, security:PASS) - [testmu-ai/detox-skill](https://github.com/LambdaTest/agent-skills/tree/main/detox-skill): Generates Detox E2E tests for React Native apps in JavaScript. Gray-box testing framework with automatic synchronization. Supports local simulators/emulators an (by LambdaTest, ★374, security:PASS) - [testmu-ai/espresso-skill](https://github.com/LambdaTest/agent-skills/tree/main/espresso-skill): Generates Espresso UI tests for Android apps in Kotlin or Java. Espresso runs inside the app process for fast, reliable UI testing. Supports local and TestMu AI (by LambdaTest, ★374, security:PASS) - [testmu-ai/flutter-testing-skill](https://github.com/LambdaTest/agent-skills/tree/main/flutter-testing-skill): Generates Flutter widget tests, integration tests, and golden tests in Dart. Supports local execution and TestMu AI cloud for real device testing. Use when user (by LambdaTest, ★374, security:PASS) - [testmu-ai/gauge-skill](https://github.com/LambdaTest/agent-skills/tree/main/gauge-skill): Generates Gauge test specifications in Markdown with step implementations in Java, Python, JS, or Ruby. ThoughtWorks' test automation framework. Use when user m (by LambdaTest, ★374, security:PASS) - [testmu-ai/geb-skill](https://github.com/LambdaTest/agent-skills/tree/main/geb-skill): Generates Geb browser automation tests in Groovy with Spock integration. jQuery-like content DSL and page object pattern. Use when user mentions "Geb", "Groovy (by LambdaTest, ★374, security:PASS) - [testmu-ai/hyperexecute-skill](https://github.com/LambdaTest/agent-skills/tree/main/hyperexecute-skill): Operates HyperExecute end-to-end for TestMu AI/LambdaTest cloud test execution: analyze projects, create YAML, validate locally, run CLI jobs, debug failures, a (by LambdaTest, ★374, security:PASS) - [testmu-ai/jasmine-skill](https://github.com/LambdaTest/agent-skills/tree/main/jasmine-skill): Generates Jasmine tests in JavaScript. BDD-style framework with spies and async support. Use when user mentions "Jasmine", "jasmine.createSpy", "toHaveBeenCalle (by LambdaTest, ★374, security:PASS) - [testmu-ai/jest-skill](https://github.com/LambdaTest/agent-skills/tree/main/jest-skill): Generates Jest unit and integration tests in JavaScript or TypeScript. Covers mocking, snapshots, async testing, and React component testing. Use when user ment (by LambdaTest, ★374, security:PASS) - [testmu-ai/junit-5-skill](https://github.com/LambdaTest/agent-skills/tree/main/junit-5-skill): Generates production-grade JUnit 5 unit and integration tests in Java. Covers assertions, parameterized tests, lifecycle hooks, mocking with Mockito, and nested (by LambdaTest, ★374, security:PASS) - [testmu-ai/kanecli-skill](https://github.com/LambdaTest/agent-skills/tree/main/kanecli-skill): Browser automation + AI test authoring via kane-cli - run browser objectives, generate & refine test scenarios/cases from a description, design requirement-link (by LambdaTest, ★374, security:PASS) - [testmu-ai/karma-skill](https://github.com/LambdaTest/agent-skills/tree/main/karma-skill): Generates Karma test runner configurations for browser-based JavaScript testing. Works with Jasmine, Mocha, or QUnit. Use when user mentions "Karma", "karma.con (by LambdaTest, ★374, security:PASS) - [testmu-ai/laravel-dusk-skill](https://github.com/LambdaTest/agent-skills/tree/main/laravel-dusk-skill): Generates Laravel Dusk browser tests in PHP. Chrome-based E2E testing for Laravel apps. Use when user mentions "Dusk", "Laravel Dusk", "$browser->visit", "DuskT (by LambdaTest, ★374, security:PASS) - [testmu-ai/lettuce-skill](https://github.com/LambdaTest/agent-skills/tree/main/lettuce-skill): Generates Lettuce BDD tests for Python with feature files and step definitions. Note: Lettuce is legacy/unmaintained; consider Behave for new projects. Use when (by LambdaTest, ★374, security:PASS) - [testmu-ai/mocha-skill](https://github.com/LambdaTest/agent-skills/tree/main/mocha-skill): Generates Mocha tests in JavaScript with Chai assertions and Sinon mocking. Use when user mentions "Mocha", "Chai", "sinon", "describe/it (not Jest)". Triggers (by LambdaTest, ★374, security:PASS) - [testmu-ai/mstest-skill](https://github.com/LambdaTest/agent-skills/tree/main/mstest-skill): Generates MSTest tests in C#. Microsoft's built-in testing framework for .NET. Use when user mentions "MSTest", "[TestMethod]", "[TestClass]", "Assert.AreEqual" (by LambdaTest, ★374, security:PASS) - [testmu-ai/nemojs-skill](https://github.com/LambdaTest/agent-skills/tree/main/nemojs-skill): Generates Nemo.js automation tests in JavaScript. PayPal's Selenium-based test framework for Node.js. Use when user mentions "Nemo.js", "nemo automation". Trigg (by LambdaTest, ★374, security:PASS) - [testmu-ai/nightwatchjs-skill](https://github.com/LambdaTest/agent-skills/tree/main/nightwatchjs-skill): Generates NightwatchJS E2E tests in JavaScript. Integrated test runner with Selenium WebDriver, built-in assertions, and page objects. Use when user mentions "N (by LambdaTest, ★374, security:PASS) - [testmu-ai/nunit-skill](https://github.com/LambdaTest/agent-skills/tree/main/nunit-skill): Generates NUnit 3 tests in C#. Covers Assert.That constraint model, parameterized tests, setup/teardown, and Moq mocking. Use when user mentions "NUnit", "[Test (by LambdaTest, ★374, security:PASS) - [testmu-ai/phpunit-skill](https://github.com/LambdaTest/agent-skills/tree/main/phpunit-skill): Generates PHPUnit tests in PHP. Covers assertions, data providers, mocking, and test doubles. Use when user mentions "PHPUnit", "TestCase", "assertEquals", "PHP (by LambdaTest, ★374, security:PASS) - [testmu-ai/playwright-skill](https://github.com/LambdaTest/agent-skills/tree/main/playwright-skill): Generates production-grade Playwright automation scripts and E2E tests in TypeScript, JavaScript, Python, Java, or C#. Supports local execution and TestMu AI cl (by LambdaTest, ★374, security:PASS) - [testmu-ai/protractor-skill](https://github.com/LambdaTest/agent-skills/tree/main/protractor-skill): Generates Protractor E2E tests for Angular/AngularJS apps in JS/TS. NOTE: Protractor is officially deprecated — recommend Playwright or Cypress. Use when user m (by LambdaTest, ★374, security:PASS) - [testmu-ai/puppeteer-skill](https://github.com/LambdaTest/agent-skills/tree/main/puppeteer-skill): Generates Puppeteer scripts for browser automation, scraping, and PDF generation. Triggers on: "Puppeteer", "headless Chrome", "page.goto", "scrape", "PDF gener (by LambdaTest, ★374, security:PASS) - [testmu-ai/pytest-skill](https://github.com/LambdaTest/agent-skills/tree/main/pytest-skill): Generates production-grade pytest tests in Python with fixtures, parametrize, markers, mocking, and conftest patterns. Use when user mentions "pytest", "conftes (by LambdaTest, ★374, security:PASS) - [testmu-ai/reqnroll-skill](https://github.com/LambdaTest/agent-skills/tree/main/reqnroll-skill): Generates production-grade Reqnroll BDD automation scripts for web (Selenium 3/4) and mobile (Appium 2) testing in C#. Supports parallel NUnit execution locally (by LambdaTest, ★374, security:PASS) - [testmu-ai/robot-framework-skill](https://github.com/LambdaTest/agent-skills/tree/main/robot-framework-skill): Generates Robot Framework tests in keyword-driven syntax with Python. Supports SeleniumLibrary, RequestsLibrary, and custom keywords. Use when user mentions "Ro (by LambdaTest, ★374, security:PASS) - [testmu-ai/rspec-skill](https://github.com/LambdaTest/agent-skills/tree/main/rspec-skill): Generates RSpec tests in Ruby with describe/context/it blocks, matchers, let/before hooks, and mocking. Use when user mentions "RSpec", "describe do", "expect() (by LambdaTest, ★374, security:PASS) - [testmu-ai/selenide-skill](https://github.com/LambdaTest/agent-skills/tree/main/selenide-skill): Generates Selenide tests in Java. Concise UI testing framework built on Selenium with automatic waits and fluent API. Use when user mentions "Selenide", "$(sele (by LambdaTest, ★374, security:PASS) - [testmu-ai/selenium-skill](https://github.com/LambdaTest/agent-skills/tree/main/selenium-skill): Generates production-grade Selenium WebDriver automation scripts and tests in Java, Python, JavaScript, C#, Ruby, or PHP. Supports local execution and TestMu AI (by LambdaTest, ★374, security:PASS) - [testmu-ai/serenity-bdd-skill](https://github.com/LambdaTest/agent-skills/tree/main/serenity-bdd-skill): Generates Serenity BDD tests in Java with Screenplay pattern, rich reporting, and Cucumber integration. Use when user mentions "Serenity", "Screenplay", "@Steps (by LambdaTest, ★374, security:PASS) - [testmu-ai/smartui-skill](https://github.com/LambdaTest/agent-skills/tree/main/smartui-skill): Generates SmartUI visual regression test configurations for screenshot comparison on TestMu AI cloud. Framework-agnostic — works with Playwright, Selenium, Cypr (by LambdaTest, ★374, security:PASS) - [testmu-ai/specflow-skill](https://github.com/LambdaTest/agent-skills/tree/main/specflow-skill): Generates SpecFlow BDD tests for C#/.NET with Gherkin feature files and step bindings. Use when user mentions "SpecFlow", "C# BDD", ".NET Gherkin", "[Binding]", (by LambdaTest, ★374, security:PASS) - [testmu-ai/test-framework-migration-skill](https://github.com/LambdaTest/agent-skills/tree/main/test-framework-migration-skill): Migrates and converts test automation scripts between Selenium, Playwright, Puppeteer, and Cypress. Use when the user asks to migrate, convert, or port tests fr (by LambdaTest, ★374, security:PASS) - [testmu-ai/testcafe-skill](https://github.com/LambdaTest/agent-skills/tree/main/testcafe-skill): Generates TestCafe automation tests in JavaScript or TypeScript. Supports local and TestMu AI cloud. Triggers on: "TestCafe", "test cafe", "fixture/test". (by LambdaTest, ★374, security:PASS) - [testmu-ai/testng-skill](https://github.com/LambdaTest/agent-skills/tree/main/testng-skill): Generates TestNG tests in Java with groups, data providers, parallel execution, XML suite configuration, and listeners. Use when user mentions "TestNG", "@DataP (by LambdaTest, ★374, security:PASS) - [testmu-ai/testunit-skill](https://github.com/LambdaTest/agent-skills/tree/main/testunit-skill): Generates Test::Unit tests in Ruby. Classic xUnit-style testing with assert methods and test case classes. Use when user mentions "Test::Unit", "assert_equal Ru (by LambdaTest, ★374, security:PASS) - [testmu-ai/unittest-skill](https://github.com/LambdaTest/agent-skills/tree/main/unittest-skill): Generates Python unittest tests. Built-in testing framework with TestCase, setUp/tearDown, and assertion methods. Use when user mentions "unittest", "TestCase", (by LambdaTest, ★374, security:PASS) - [testmu-ai/vitest-skill](https://github.com/LambdaTest/agent-skills/tree/main/vitest-skill): Generates Vitest tests in JavaScript/TypeScript with Vite-native speed. Jest-compatible API with ESM support and HMR. Use when user mentions "Vitest", "vi.mock" (by LambdaTest, ★374, security:PASS) - [testmu-ai/webdriverio-skill](https://github.com/LambdaTest/agent-skills/tree/main/webdriverio-skill): Generates WebdriverIO (WDIO) automation tests in JavaScript or TypeScript. Supports local and TestMu AI cloud. Use when user mentions "WebdriverIO", "WDIO", "wd (by LambdaTest, ★374, security:PASS) - [testmu-ai/xcuitest-skill](https://github.com/LambdaTest/agent-skills/tree/main/xcuitest-skill): Generates XCUITest UI tests for iOS/iPadOS apps in Swift. Apple's native testing framework for reliable, fast UI automation. Supports local simulators and TestM (by LambdaTest, ★374, security:PASS) - [testmu-ai/xunit-skill](https://github.com/LambdaTest/agent-skills/tree/main/xunit-skill): Generates xUnit.net tests in C#. Covers Fact/Theory, constructor injection, IClassFixture, and FluentAssertions. Use when user mentions "xUnit", "[Fact]", "[The (by LambdaTest, ★374, security:PASS) - [LambdaTest/agent-skills](https://github.com/LambdaTest/agent-skills): TestMu AI (Formerly LambdaTest) Skills is a curated collection of Agent Skills that teach AI coding assistants how to write production-grade test automation. (by LambdaTest, ★374, security:PASS) - [aws-skills](https://github.com/zxkane/aws-skills): AWS development with CDK best practices, cost optimization MCP servers, and serverless/event-driven architecture patterns. (by zxkane, ★366, security:PASS) - [SuperSEO Skills](https://github.com/inhouseseo/superseo-skills): by sanderbz - A nice package of Claude Skills focused on SEO workflows: page audits, content briefs, article writing, E-E-A-T audits, semantic gap analysis, and (by inhouseseo, ★348, security:PASS) - [zscole/model-hierarchy-skill](https://github.com/zscole/model-hierarchy-skill): Cost-optimized model routing based on task complexity (by zscole, ★346, security:PASS) - [Neeeophytee/finding-unknowns-skills](https://github.com/Neeeophytee/finding-unknowns-skills): 8 meta-skills that make a coding agent surface your unknowns before they get expensive: blindspot pass, interview, reference hunt, implementation plan/notes, pi (by Neeeophytee, ★341, security:PASS) - [CosmoBlk/email-marketing-bible](https://github.com/CosmoBlk/email-marketing-bible): 55K-word email marketing guide as an AI skill (by CosmoBlk, ★323, security:PASS) - [OneWave-AI/claude-skills](https://github.com/OneWave-AI/claude-skills): 225 business, everyday-life, and coding skills, many with scripts (by OneWave-AI, ★321, security:PASS) - [explore-claude-code](https://github.com/LukeRenton/explore-claude-code): by Luke Renton - An interactive click-through of an annotated Claude Code project where every file and folder — CLAUDE.md, settings.json, rules, commands, skill (by LukeRenton, ★319, security:PASS) - [cc-devops-skills](https://github.com/akin-ozer/cc-devops-skills): by akin-ozer - Immensely detailed set of skills for DevOps Engineers (or anyone who has to deploy code, really). Works with validations, generators, shell scrip (by akin-ozer, ★317, security:PASS) - [Agentic Workflow Patterns](https://github.com/ThibautMelen/agentic-ai-systems): by ThibautMelen - A comprehensive and well-documented collection of agentic patterns from Anthropic docs, with colorful Mermaid diagrams and code examples for e (by ThibautMelen, ★314, security:PASS) - [AIDevGTM/gtm-cofounder](https://github.com/AIDevGTM/gtm-cofounder): 18 go-to-market skills for solo technical founders: positioning, first users, launch, pricing, and founder-led sales; grounded in Adam Frankl and Jakub Czakon (by AIDevGTM, ★310, security:PASS) - [AI Research Skills](https://github.com/WenyuChiou/ai-research-skills): by Wenyu Chiou - A catalog of 15 Claude Code skills mapped to 8 research-workflow stages (literature → gap analysis → design → drafting → reviewer response), wh (by WenyuChiou, ★304, security:PASS) - [ZeKaiNie/universal-examprep-skill](https://github.com/ZeKaiNie/universal-examprep-skill): Multimodal grounded active-learning tutor for college textbooks (PDF/PPTX/DOCX). Features native PDF vector diagram cropping (pypdfium2), real homework quiz ban (by ZeKaiNie, ★300, security:PASS) - [Bloom](https://github.com/Li-Evan/Bloom): by Li-Evan - A self-contained Claude Code skill that turns Benjamin Bloom's "2-sigma" tutoring research into a personal AI tutor: it generates a structured syll (by Li-Evan, ★281, security:PASS) - [qdrant/skills](https://github.com/qdrant/skills): Agent skills for Qdrant vector search, covering scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, an (by qdrant, ★254, security:PASS) - [talkstream/ru-text](https://github.com/talkstream/ru-text): Russian text quality: ~1,040 rules for typography, info-style, editorial, UX writing, business correspondence. Cross-platform: Claude Code, Codex CLI, Gemini CL (by talkstream, ★247, security:PASS) - [smixs/creative-director-skill](https://github.com/smixs/creative-director-skill): AI creative director with recursive self-assessment: 20+ methodologies (SIT, TRIZ, Bisociation, SCAMPER, Synectics), 3-axis evaluation calibrated against Cannes (by smixs, ★244, security:PASS) - [shouldnotappearcalm/a-share-skill](https://github.com/shouldnotappearcalm/a-share-skill): China A-share (Shanghai/Shenzhen) skills: real-time quotes, K-line history, technical indicators, events, capital flows, sector heatmaps, and paper trading. Wor (by shouldnotappearcalm, ★243, security:PASS) - [D3.js Visualization](https://github.com/chrisvoncsefalvay/claude-d3js-skill): Teaches Claude to produce D3 charts and interactive data visualizations. By @chrisvoncsefalvay (by chrisvoncsefalvay, ★231, security:PASS) - [scarletkc/agents](https://github.com/scarletkc/agents): Reusable standards and workflow skills for AI coding agents (by scarletkc, ★224, security:PASS) - [anydesign](https://github.com/uxKero/anydesign): Analyzes any image, URL, or Figma file and generates a structured design.md with the full design system, component inventory, and reconstruction notes — portabl (by uxKero, ★214, security:PASS) - [FFUF Web Fuzzing](https://github.com/jthack/ffuf_claude_skill): Integrates the ffuf web fuzzer so Claude can run fuzzing tasks and analyze results for vulnerabilities. By @jthack (by jthack, ★212, security:PASS) - [swiftui-design-skill](https://github.com/Wholiver/swiftui-design-skill): SwiftUI 前端设计 skill — 反 AI Slop 六条铁律、设计方向顾问、品牌资产协议、五维评审。支持 Claude Code / Cursor / Codex / OpenCode 等全部 AI agent 平台。 By @wholiver (by Wholiver, ★209, security:PASS) - [sandbaseai/sandbase-skills/multi-source-search](https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search): Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requi (by sandbaseai, ★201, security:PASS) - [Kayforkind/reimagine-it](https://github.com/Kayforkind/reimagine-it): Redesign HTML pages using only their existing content (by Kayforkind, ★201, security:PASS) - [Bomx/distribb-skill](https://github.com/Bomx/distribb-skill): SEO articles, keyword research, CMS publishing, high-DR backlink exchange (by Bomx, ★197, security:PASS) - [resend/resend](https://github.com/resend/resend-skills/tree/main/skills/resend): Use when working with the Resend email API — sending transactional emails (single or batch), receiving inbound emails via webhooks, managing email templates, tr (by resend, ★195, security:PASS) - [resend/react-email](https://github.com/resend/resend-skills/tree/main/skills/react-email): Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor, rendering emai (by resend, ★195, security:PASS) - [resend/email-best-practices](https://github.com/resend/resend-skills/tree/main/skills/email-best-practices): Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture, ensuring compli (by resend, ★195, security:PASS) - [resend/agent-email-inbox](https://github.com/resend/resend-skills/tree/main/skills/agent-email-inbox): Use when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow proce (by resend, ★195, security:PASS) - [resend/resend-cli](https://github.com/resend/resend-skills/tree/main/skills/resend-cli): Operate the Resend platform from the terminal — send emails (including React Email .tsx templates via --react-email), manage domains, contacts, broadcasts, temp (by resend, ★195, security:PASS) - [coderabbitai/skills](https://github.com/coderabbitai/skills): Code review and PR autofix workflows for coding agents (by coderabbitai, ★187, security:PASS) - [Digidai/product-manager-skills](https://github.com/Digidai/product-manager-skills): Senior PM agent with 30+ frameworks and SaaS metrics (by Digidai, ★184, security:PASS) - [oliver-zehentleitner/keep-the-why](https://github.com/oliver-zehentleitner/keep-the-why): Preserves the reasoning behind a codebase — decisions, workarounds, rejected alternatives (by oliver-zehentleitner, ★184, security:PASS) - [hqhq1025/skill-optimizer](https://github.com/hqhq1025/skill-optimizer): Diagnose and optimize Agent Skills (SKILL.md) with real session data and research-backed static analysis. Works with Claude Code, Codex, and any Agent Skills-co (by hqhq1025, ★179, security:PASS) - [gokapso/integrate-whatsapp](https://github.com/gokapso/agent-skills/tree/master/skills/integrate-whatsapp): Connect WhatsApp to your product with Kapso: onboard customers with setup links, detect connections, receive events via webhooks, and send messages/templates/me (by gokapso, ★174, security:PASS) - [gokapso/automate-whatsapp](https://github.com/gokapso/agent-skills/tree/master/skills/automate-whatsapp): Build and debug Kapso WhatsApp workflows, triggers, functions, and executions. (by gokapso, ★174, security:PASS) - [gokapso/observe-whatsapp](https://github.com/gokapso/agent-skills/tree/master/skills/observe-whatsapp): Observe and troubleshoot WhatsApp in Kapso: search Logs across API, Meta webhook, workflow, and webhook-delivery events; debug message delivery; inspect webhook (by gokapso, ★174, security:PASS) - [csthink/dashmotion](https://github.com/csthink/dashmotion/tree/main/skills/dashmotion): Create dark-themed, animated technical diagrams as self-contained HTML+SVG files — flowcharts whose connectors visibly flow, and architecture diagrams where req (by csthink, ★174, security:PASS) - [Markdown to EPUB Converter](https://github.com/smerchek/claude-epub-skill): Converts markdown documents and chat summaries into professional EPUB ebook files. By @smerchek (by smerchek, ★166, security:PASS) - [redis/redis-core](https://github.com/redis/agent-skills/tree/main/skills/redis-core): Core Redis modeling guidance — choose the right data structure (String, Hash, List, Set, Sorted Set, JSON, Stream, Vector Set) and use consistent colon-separate (by redis, ★165, security:PASS) - [pattern-ai-labs/agentcall](https://github.com/pattern-ai-labs/agentcall): Let your AI agents join Google Meet, Zoom, Teams calls and collaborate like a real team-mate. (by pattern-ai-labs, ★163, security:PASS) - [degausai/wonda](https://github.com/degausai/wonda): AI content creation: images, video, music, audio, editing, publishing (by degausai, ★156, security:PASS) - [vaibhavarora14/job-application-agent](https://github.com/vaibhavarora14/job-application-agent): Privacy-first job discovery and tracking (by vaibhavarora14, ★155, security:PASS) - [UiPath/check-skill](https://github.com/UiPath/coder_eval/tree/main/plugins/coder-eval/skills/check-skill): Generate and run a coder-eval activation suite for a Claude Code skill. Use when the user asks whether a skill triggers, wants to test skill activation, or worr (by UiPath, ★148, security:PASS) - [zilliztech/mfs](https://github.com/zilliztech/mfs): mfs-find / mfs-ingest skills that search, grep and read across your code, docs, chat (Slack/Gmail/Jira), databases and object stores as one file-like, searchabl (by zilliztech, ★148, security:PASS) - [Alisa0808/vibe-creating-skill](https://github.com/Alisa0808/vibe-creating-skill): Rewrites a rough idea or shot script into text-to-video prompts (by Alisa0808, ★147, security:PASS) - [veniceai/venice-api-overview](https://github.com/veniceai/skills/tree/main/skills/venice-api-overview): High-level map of the Venice.ai API - base URL, authentication modes, endpoint categories, response headers, pricing model, error shape, and versioning. Load th (by veniceai, ★143, security:PASS) - [veniceai/venice-auth](https://github.com/veniceai/skills/tree/main/skills/venice-auth): Authenticate to the Venice API with a Bearer API key or with an x402 / SIWX wallet (EVM on Base or Ed25519 on Solana). Covers the SIGN-IN-WITH-X header format, (by veniceai, ★143, security:PASS) - [veniceai/venice-chat](https://github.com/veniceai/skills/tree/main/skills/venice-chat): Call POST /chat/completions on Venice. Covers the OpenAI-compatible request shape, Venice-only venice_parameters (web search, E2EE, characters, thinking control (by veniceai, ★143, security:PASS) - [veniceai/venice-responses](https://github.com/veniceai/skills/tree/main/skills/venice-responses): Use Venice's Alpha POST /responses endpoint - an OpenAI-compatible Responses API with typed output blocks (reasoning, message, function_call, web_search_call). (by veniceai, ★143, security:PASS) - [veniceai/venice-embeddings](https://github.com/veniceai/skills/tree/main/skills/venice-embeddings): Call POST /embeddings on Venice. Covers request shape (input, model, encoding_format, dimensions, user), OpenAI compatibility, response compression (gzip/br), a (by veniceai, ★143, security:PASS) - [veniceai/venice-image-generate](https://github.com/veniceai/skills/tree/main/skills/venice-image-generate): Generate images with Venice. Covers POST /image/generate (Venice-native), POST /images/generations (OpenAI-compatible), GET /image/styles (style presets), reque (by veniceai, ★143, security:PASS) - [veniceai/venice-image-edit](https://github.com/veniceai/skills/tree/main/skills/venice-image-edit): Transform existing images with Venice. Covers POST /image/edit (prompt-driven single-image edit), /image/multi-edit (compose multiple images), /image/upscale (2 (by veniceai, ★143, security:PASS) - [veniceai/venice-audio-speech](https://github.com/veniceai/skills/tree/main/skills/venice-audio-speech): Generate speech from text via POST /audio/speech, and clone a voice via POST /audio/voices. Covers TTS models (Kokoro, Qwen 3, xAI, Inworld, Chatterbox, Orpheus (by veniceai, ★143, security:PASS) - [veniceai/venice-audio-music](https://github.com/veniceai/skills/tree/main/skills/venice-audio-music): Async music / audio-track generation via Venice. Covers the /audio/quote + /audio/queue + /audio/retrieve + /audio/complete lifecycle, lyrics vs instrumental, v (by veniceai, ★143, security:PASS) - [veniceai/venice-audio-transcription](https://github.com/veniceai/skills/tree/main/skills/venice-audio-transcription): Transcribe audio files to text via POST /audio/transcriptions. Covers supported models (Parakeet, Whisper, Wizper, Scribe, xAI STT), supported formats (wav/flac (by veniceai, ★143, security:PASS) - [veniceai/venice-video](https://github.com/veniceai/skills/tree/main/skills/venice-video): Generate and transcribe videos via Venice. Covers the async /video/quote + /video/queue + /video/retrieve + /video/complete loop, text-to-video, image-to-video, (by veniceai, ★143, security:PASS) - [veniceai/venice-models](https://github.com/veniceai/skills/tree/main/skills/venice-models): Discover Venice models, their capabilities, constraints, and pricing. Covers GET /models (with ?type filter), /models/traits, /models/compatibility_mapping, the (by veniceai, ★143, security:PASS) - [veniceai/venice-characters](https://github.com/veniceai/skills/tree/main/skills/venice-characters): Discover and use Venice public characters (persona-driven system prompts with a bound model). Covers GET /characters (search/filter/sort), /characters/{slug}, / (by veniceai, ★143, security:PASS) - [veniceai/venice-api-keys](https://github.com/veniceai/skills/tree/main/skills/venice-api-keys): Manage Venice API keys. Covers GET/POST/PATCH/DELETE /api_keys, GET /api_keys/{id}, GET /api_keys/rate_limits, GET /api_keys/rate_limits/log, the two-step /api_ (by veniceai, ★143, security:PASS) - [veniceai/venice-billing](https://github.com/veniceai/skills/tree/main/skills/venice-billing): Venice billing and usage analytics - GET /billing/balance, GET /billing/usage-history (keyset-paginated per-request ledger, JSON or CSV), GET /billing/usage (de (by veniceai, ★143, security:PASS) - [veniceai/venice-x402](https://github.com/veniceai/skills/tree/main/skills/venice-x402): Manage Venice x402 wallet credits. Covers POST /x402/top-up (payment discovery + signed USDC settlement), GET /x402/balance/{walletAddress}, GET /x402/transacti (by veniceai, ★143, security:PASS) - [veniceai/venice-crypto-rpc](https://github.com/veniceai/skills/tree/main/skills/venice-crypto-rpc): Use Venice as a pay-per-call JSON-RPC proxy to 27 EVM, Starknet, and Solana networks. Covers GET /crypto/rpc/networks, POST /crypto/rpc/{network}, chain familie (by veniceai, ★143, security:PASS) - [veniceai/venice-augment](https://github.com/veniceai/skills/tree/main/skills/venice-augment): Venice augmentation endpoints for agent pipelines. Covers POST /augment/text-parser (extract text from PDF/DOCX/XLSX/plain text, multipart, up to 25MB, JSON or (by veniceai, ★143, security:PASS) - [veniceai/venice-errors](https://github.com/veniceai/skills/tree/main/skills/venice-errors): Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningfu (by veniceai, ★143, security:PASS) - [raintree-technology/hig-doctor](https://github.com/raintree-technology/hig-doctor): Apple Human Interface Guidelines as 14 agent skills covering platforms, foundations, components, patterns, inputs, and technologies for iOS, macOS, visionOS, wa (by raintree-technology, ★142, security:PASS) - [infrasity-labs/dev-gtm-claude-skills](https://github.com/Infrasity-Labs/dev-gtm-claude-skills): GTM-focused skill collection for developer go-to-market workflows including launch planning, positioning, and outbound sequences. (by Infrasity-Labs, ★138, security:PASS) - [wrsmith108/linear-claude-skill](https://github.com/wrsmith108/linear-claude-skill): Manage Linear issues, projects, and teams (by wrsmith108, ★132, security:PASS) - [manavmishra/zero-slop](https://github.com/manavmishra/ZeroSlop/tree/main/SKILL.md): Edits AI-sounding prose while preserving facts, voice, and formatting (by manavmishra, ★132, security:PASS) - [reliefeai/browser-relay](https://github.com/reliefeai/browser-relay/tree/main/skills/browser-relay): Operate the user's existing, logged-in Chrome locally or on an explicitly connected remote machine. Read complete page content with actionable refs and links, p (by reliefeai, ★130, security:PASS) - [kgraph57/strategy-consulting-visualization](https://github.com/kgraph57/mckinsey-style-visualization-skill): McKinsey-style charts and consulting slide decks (by kgraph57, ★126, security:PASS) - [JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills): Design, UI polish, code review grading, AI evals, SEO audits. (by JasonColapietro, ★126, security:PASS) - [video-db/skills](https://github.com/video-db/skills): Realtime and batch video workflows: capture screen/audio, ingest URLs/YouTube/RTSP, transcribe, index, search, generate subtitles, edit timelines, and stream HL (by video-db, ★126, security:PASS) - [khendzel/skills-janitor](https://github.com/khendzel/skills-janitor): Token audit, usage tracking, and swipe-to-delete skill pruning. (by khendzel, ★123, security:PASS) - [Book Factory](https://github.com/robertguss/claude-code-toolkit): by Robert Guss - A comprehensive pipeline of Skills that replicates traditional publishing infrastructure for nonfiction book creation using specialized Claude (by robertguss, ★121, security:PASS) - [orziz/odai](https://github.com/orziz/odai/tree/main/skills/odai): 以“成事而不妄为”为准则处理通用任务。用户点名 odai,或任务模糊、复杂、高风险、前提可疑、易漏项时使用;简单任务直做。 (by orziz, ★117, security:PASS) - [naming](https://github.com/glacierphonk/naming): by GlacierPhonk - A Claude Code skill for naming products, SaaS tools, brands, and projects via a structured metaphor-driven process — naming brief, metaphor ex (by glacierphonk, ★109, security:PASS) - [Bedrock](https://github.com/iurykrieger/claude-bedrock): by Iury Krieger - A Claude Code plugin that turns an Obsidian vault into a structured second brain via 8 skills, building an entity-typed (actors/people/teams/t (by iurykrieger, ★104, security:PASS) - [great_cto](https://github.com/avelikiy/great_cto): Claude Code plugin: 7 specialised subagents (tech-lead, senior-dev, qa-engineer, security-officer, devops, l3-support, project-auditor) orchestrating a full SDL (by avelikiy, ★103, security:PASS) - [omkamal/pypict-skill](https://github.com/omkamal/pypict-claude-skill/tree/main/SKILL.md): Pairwise test generation (by omkamal, ★100, security:PASS) - [Tubo2333/obsidian-knowledge-brain](https://github.com/Tubo2333/obsidian-knowledge-brain): Cross-session knowledge memory and rule evolution for AI coding agents (by Tubo2333, ★100, security:PASS) - [Kevin7Qi/codex-collab](https://github.com/Kevin7Qi/codex-collab): Collaborate with Codex from Claude Code (by Kevin7Qi, ★98, security:PASS) - [squirrelscan/squirrelscan](https://github.com/squirrelscan/skills): Audits websites for SEO, performance, security, accessibility and returns fixes (by squirrelscan, ★95, security:PASS) - [Linked-API/linkedin](https://github.com/Linked-API/linkedin-skills/tree/main/linkedin): General-purpose LinkedIn automation – fetch profiles, search people and companies, send messages, manage connections, create posts, and more. Use when the user (by Linked-API, ★83, security:PASS) - [muthuishere/hand-drawn-diagrams](https://github.com/muthuishere/hand-drawn-diagrams): Generate hand-drawn Excalidraw diagrams from a prompt — animated SVG, hosted edit link, and PNG export. Works with Claude Code, Codex, Gemini CLI, and any agent (by muthuishere, ★79, security:PASS) - [uucz/moyu](https://github.com/uucz/moyu): Anti-over-engineering skill with 5 variants and 10 platforms (by uucz, ★79, security:PASS) - [tronghieu/agent-skills](https://github.com/tronghieu/agent-skills): 18 method-driven skills for knowledge work: strategy, research, writing (by tronghieu, ★72, security:PASS) - [fvadicamo/dev-agent-skills](https://github.com/fvadicamo/dev-agent-skills): Git and GitHub workflow skills for commits, PRs, and code reviews (by fvadicamo, ★72, security:PASS) - [sametbrr/llm-wiki-manager](https://github.com/sametbrr/llm-wiki-manager): Persistent LLM-managed personal wiki — the model writes, cross-references, and maintains the knowledge base while you curate sources. Implements Karpathy's LLM (by sametbrr, ★71, security:PASS) - [materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills): Agent skills for computational materials science: numerical stability, time-stepping, linear solvers, mesh generation, simulation validation, parameter optimiza (by HeshamFS, ★69, security:PASS) - [Master Claude for Legal](https://github.com/sboghossian/master-claude-for-legal): Skill pack for legal teams. NDA triage, multi-party version diff, citation verifier, meeting brief, and the Friday-newsletter status synthesis pattern. Includes (by sboghossian, ★68, security:PASS) - [k-kolomeitsev/data-structure-protocol](https://github.com/k-kolomeitsev/data-structure-protocol): Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactors (by k-kolomeitsev, ★68, security:PASS) - [Ericyoung-183/alpha-insights](https://github.com/Ericyoung-183/alpha-insights): Harness-enforced business research for Claude Code and Codex (by Ericyoung-183, ★67, security:PASS) - [dembrandt/dembrandt-skills](https://github.com/dembrandt/dembrandt-skills): UX and design system skills: hierarchy, typography, accessibility, interactions (by dembrandt, ★66, security:PASS) - [Netresearch Agentic Skills](https://github.com/netresearch/claude-code-marketplace): by Netresearch - Skills for assessing and enhancing software projects to meet enterprise-grade standards for security, quality, and automation. Strong collectio (by netresearch, ★63, security:PASS) - [wendylabsinc/claude-skills](https://github.com/wendylabsinc/claude-skills): Swift Server development guidance with linting tool for best practices (by wendylabsinc, ★62, security:PASS) - [thousandflowers/skillreaper](https://github.com/thousandflowers/skillreaper): Prunes unused skills, MCP servers, and subagents from transcript evidence (by thousandflowers, ★59, security:PASS) - [modem-dev/skills](https://github.com/modem-dev/skills): Agent skills from Modem, starting with write-discoverable-code (by modem-dev, ★56, security:PASS) - [hanfang/claude-memory-skill](https://github.com/hanfang/claude-memory-skill): Minimal, low-friction hierarchical memory system with background agents and filesystem-based persistence (by hanfang, ★55, security:PASS) - [robzolkos/skill-rails-upgrade](https://github.com/robzolkos/skill-rails-upgrade): Analyze Rails apps and provide upgrade assessments (by robzolkos, ★54, security:PASS) - [claude-code-docs](https://github.com/costiash/claude-code-docs): by Constantin Shafranski - A mirror of the Anthropic&copy; PBC documentation site for Claude/Code, but with bonus features like full-text search and query-t (by costiash, ★54, security:PASS) - [takechanman1228/claude-ecom](https://github.com/takechanman1228/claude-ecom): Ecommerce CSV to business review with KPI decomposition (by takechanman1228, ★53, security:PASS) - [ASD-AuDHD-PAI-Skills](https://github.com/emory/ASD-AuDHD-PAI-Skills): New collection, first skill pda-reframing can reframe requests or decisions to defeat Persistent Demand Avoidance flavors of autism spectrum disorders, or peopl (by emory, ★50, security:PASS) - [massimodeluisa/recursive-decomposition-skill](https://github.com/massimodeluisa/recursive-decomposition-skill): Handle long-context tasks (100+ files, 50k+ tokens) through recursive decomposition strategies based on RLM research (by massimodeluisa, ★50, security:PASS) - [CC Harness](https://github.com/lookfree/cc-harness): by lookfree - Desktop workbench that reads Claude Code session files locally and renders the subagent and workflow topology as a live graph, with per-node laten (by lookfree, ★49, security:PASS) - [recursive-research](https://github.com/Anjos2/recursive-research): Recursive research up to PhD level across any domain (science, tech, business, arts, humanities) with source tiering, WDM + Munger inversion for autonomous deci (by Anjos2, ★48, security:PASS) - [more-io/apple-bridges](https://github.com/more-io/claude-apple-bridges): Native macOS app access — manage Apple Reminders, Calendar, Contacts, Notes, Mail, and tmux sessions via Swift CLI bridges (by more-io, ★48, security:PASS) - [wgwtest/novel-writing](https://github.com/wgwtest/novel-writing): Plans and revises fiction with viewpoint, dialogue, and style checks. (by wgwtest, ★46, security:PASS) - [Ryan-yang125/motion-lexicon](https://github.com/Ryan-yang125/motion-lexicon/tree/main/skills/motion-lexicon): Design, build, compose, implement, review, and contribute polished product interfaces with Motion Lexicon components and motion primitives. Use this skill when (by Ryan-yang125, ★46, security:PASS) - [cypress-io/cypress-author](https://github.com/cypress-io/ai-toolkit/tree/main/skills/cypress-author): Creates, updates, and fixes Cypress tests (E2E/end-to-end and component tests). Use when the user asks to create tests, add tests, write tests, update tests, te (by cypress-io, ★45, security:PASS) - [cypress-io/cypress-explain](https://github.com/cypress-io/ai-toolkit/tree/main/skills/cypress-explain): Explains Cypress tests (E2E and component tests), and answers questions about Cypress use and behavior. Use when the user asks to explain how a test works, expl (by cypress-io, ★45, security:PASS) - [cypress-io/cypress-docs](https://github.com/cypress-io/ai-toolkit/tree/main/skills/cypress-docs): Search and extract Cypress information from official documentation (docs.cypress.io, cypress.io); prefer LLM markdown under /llm/* and refuse unverified API or (by cypress-io, ★45, security:PASS) - [honeydew-ai/honeydew-ai-coding-agents-plugins](https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins): 11 skills for the Honeydew semantic layer over Snowflake, Databricks, and BigQuery: model exploration, entity/relation/attribute/metric/context/domain creation, (by honeydew-ai, ★42, security:PASS) - [stjbrown/agent-knowledge](https://github.com/stjbrown/agent-knowledge): Maintains portable, cited agent knowledge bases in plain Markdown (by stjbrown, ★41, security:PASS) - [perso-ai/perso-dubbing](https://github.com/perso-ai/perso-dubbing-plugin): Video translator: dubbing, lip-sync, subtitles, and short clips (by perso-ai, ★38, security:PASS) - [fishzjp/qa-skills](https://github.com/fishzjp/qa-skills): QA engineering for AI coding agents: full lifecycle, measured gains (by fishzjp, ★37, security:PASS) - [awrshift/claude-memory-kit](https://github.com/awrshift/agent-memory-kit): Persistent memory with hooks, wiki, and daily synthesis for multi-project workflows (by awrshift, ★34, security:PASS) - [wrsmith108/varlock-claude-skill](https://github.com/wrsmith108/varlock-claude-skill): Secure environment variable management ensuring secrets are never exposed in Claude sessions, terminals, logs, or git commits (by wrsmith108, ★33, security:PASS) - [overkill](https://github.com/santiago-vargas-de-kruijf/claude-overkill): Surfaces advanced, maximalist alternatives to whatever solution is being discussed — advanced data structures, distributed-systems algorithms, niche frameworks, (by santiago-vargas-de-kruijf, ★32, security:PASS) - [rameerez/claude-code-startup-skills](https://github.com/rameerez/claude-code-startup-skills): Skills for building and running software startups, apps, and SaaS (by rameerez, ★31, security:PASS) - [Agent Collab Skills](https://github.com/WenyuChiou/agent-collab-skills): by Wenyu Chiou - Claude Code marketplace for multi-agent collaboration — task splitter, output reconciler, adversarial debate, shared memory, acceptance gate. C (by WenyuChiou, ★30, security:PASS) - [dannwaneri/spec-writer](https://github.com/dannwaneri/spec-writer): Turns vague requests into spec, plan, and tasks (by dannwaneri, ★29, security:PASS) - [helius-labs/helius-skills](https://github.com/helius-labs/core-ai/tree/main/helius-skills): Ship Solana apps end-to-end; transaction sending, asset queries, real-time streaming, token swaps, prediction markets, browser wallets, and deep research into p (by helius-labs, ★29, security:PASS) - [BlockWatch](https://github.com/mennanov/blockwatch): by mennanov - A language-agnostic linter (Rust) that keeps co-dependent code, docs, and config in sync, with a Claude Code plugin skill. (by mennanov, ★29, security:PASS) - [metalbear-co/skills](https://github.com/metalbear-co/skills): Skills that let agents code and test against your Kubernetes cluster using mirrord (by metalbear-co, ★28, security:PASS) - [swaylq/humanize-chinese](https://github.com/swaylq/humanize-chinese): Detect and rewrite AI-generated Chinese text, fully offline, no LLM (by swaylq, ★25, security:PASS) - [Full-Page Screenshot](https://github.com/LewisLiu007/full-page-screenshot): Captures full-page screenshots of web pages via Chrome DevTools Protocol with zero dependencies. By @LewisLiu007 (by LewisLiu007, ★24, security:PASS) - [move-code-quality-skill](https://github.com/1NickPappas/move-code-quality-skill): Analyzes Move language packages against the official Move Book Code Quality Checklist for Move 2024 Edition compliance and best practices. (by 1NickPappas, ★23, security:PASS) - [GouvernAI](https://github.com/Myr-Aya/GouvernAI-claude-code-plugin): by Myr-Aya - Runtime guardrails for Claude Code. Auto-approve what's safe, gate what's risky, block what's dangerous. Dual enforcement, full audit trail. MIT. (by Myr-Aya, ★23, security:PASS) - [rainmanjam/poka-yoke](https://github.com/rainmanjam/poka-yoke): Make misuse unrepresentable: audit, design, and enforce mistake-proofing devices (by rainmanjam, ★22, security:PASS) - [chrome-cdp-ex](https://github.com/EndeavorYen/chrome-cdp-ex): by Endeavor Yen - A zero-dependency Claude Code skill (68 commands) that connects to your real Chrome — logged-in tabs, cookies, live page state — to give the a (by EndeavorYen, ★22, security:PASS) - [ilyautov/small-business-ru](https://github.com/ilyautov/small-business-ru/tree/main/small-business-ru/skills): 34 skills for Russian small business: taxes, deadlines, counterparty checks (by ilyautov, ★21, security:PASS) - [cyperx84/claude-skills-mental-models](https://github.com/cyperx84/claude-skills-mental-models): Drop your own mental models in as files; 21 included (by cyperx84, ★20, security:PASS) - [hanhuark/mechanical-engineering-research-skill](https://github.com/hanhuark/mechanical-engineering-research-skill): Thermal-fluid research writing, proposals, DOE, and presentation feedback (by hanhuark, ★19, security:PASS) - [PSPDFKit-labs/nutrient-agent-skill](https://github.com/PSPDFKit-labs/nutrient-agent-skill): Document processing with Nutrient DWS API: convert (PDF/DOCX/XLSX/PPTX/HTML/images), extract text/tables, OCR (20+ languages), redact PII (pattern + AI), waterm (by PSPDFKit-labs, ★18, security:PASS) - [Sendmux/skills](https://github.com/Sendmux/skills): Sendmux email and mailbox workflows for agents (by Sendmux, ★18, security:PASS) - [Pixelbin-Media-Generation](https://github.com/anandpareek-hub/pixelbin-claude-skill): Generate and edit images & videos with 85+ API portfolio and build visually appealing website pages (by anandpareek-hub, ★16, security:PASS) - [Schliff](https://github.com/Zandereins/schliff): by Zandereins - Deterministic quality scorer for AI agent instruction files — 8-dimension scoring with security, multi-format (SKILL.md, CLAUDE.md, .cursorrules (by Zandereins, ★16, security:PASS) - [MDXG Redline](https://github.com/oubakiou/mdxg-redline): by oubakiou - A Claude Code skill plus single-file HTML tool that closes the human-review loop on AI-written docs: a person leaves inline comments in the browse (by oubakiou, ★15, security:PASS) - [Upkeep](https://github.com/wei18/Upkeep): by wei18 - Upkeep — an AI audit crew for your repo. Catches docs/spec/asset drift with evidence; output-only. Claude Code plugin/skill + reusable CI workflow. (by wei18, ★15, security:PASS) - [trycourier/courier-skills](https://github.com/trycourier/courier-skills): Multi-channel notifications via email, SMS, push, and chat (by trycourier, ★14, security:PASS) - [GiaSip/giasip-research](https://github.com/GiaSip/giasip-skills/tree/main/skills/giasip-research): Use when the user asks to research, investigate, compare competitors, study a market or industry, check the current status of a regulation or policy, search lit (by GiaSip, ★13, security:PASS) - [ramzesenok/iOS-Accessibility-Audit-Skill](https://github.com/ramzesenok/iOS-Accessibility-Audit-Skill): Audit iOS App against Accessibility norms (by ramzesenok, ★13, security:PASS) - [YannisKiefer/dark-psychology-skills](https://github.com/YannisKiefer/dark-psychology-skills): 13 sales and negotiation skills for agents distilled from 36 books (CIA psyop manuals, FBI behavioral research, propaganda science, persuasion classics); every (by YannisKiefer, ★11, security:PASS) - [Maksim-Burtsev/simple-man](https://github.com/Maksim-Burtsev/simple-man): Strips praise, recaps and filler from agent answers while keeping every fact you act on: findings carry location and fix, refusals carry the safe procedure, tut (by Maksim-Burtsev, ★11, security:PASS) - [amirkiarafiei/subagent-cli-skills](https://github.com/amirkiarafiei/subagent-cli-skills/tree/main/skills): Delegate heavy work to 15 other agent CLIs as subagents (by amirkiarafiei, ★11, security:PASS) - [solo-skills](https://github.com/rockscy/solo-skills): 7 bilingual (EN+中文) skills for solo founders and indie devs: launch tweets, customer emails, decision frameworks, postmortems. Each skill includes an explicit " (by rockscy, ★10, security:PASS) - [mailtrap/mailtrap-skills](https://github.com/mailtrap/mailtrap-skills): Send emails via API/SMTP with sandbox testing (by mailtrap, ★10, security:PASS) - [saleh-alhaddad/itqan-engineering](https://github.com/saleh-alhaddad/itqan-engineering): Full software-engineering lifecycle in 12 skills: a resumable orchestrator plus spec, plan, TDD build, verify, five-axis review, security, and release — with ap (by saleh-alhaddad, ★10, security:PASS) - [building-blog](https://github.com/BuildShipGrowRepeat/nextjs-sanity-blog-skill): Adds an SEO-first, i18n-ready blog to a Next.js + Sanity site via a 40-question intake, a one-page plan, and a 20-section spec. Includes a generator for AI hero (by BuildShipGrowRepeat, ★9, security:PASS) - [kensaurus/cursor-kenji](https://github.com/kensaurus/skills): Ready-made playbooks your coding agent auto-triggers (by kensaurus, ★9, security:PASS) - [otelcol-doctor](https://github.com/s3onghyun/otelcol-doctor): by s3onghyun - A focused, vendor-neutral skill that writes, fixes, and validates OpenTelemetry Collector configs — encoding the Collector's real footguns (memor (by s3onghyun, ★8, security:PASS) - [zincio/universal-checkout](https://github.com/zincio/skills/tree/master/skills/universal-checkout): Discover, buy, track, and return real products from Amazon, Walmart, Target and almost any other US online retailer through the Zinc API (zinc.com). Needs no ac (by zincio, ★7, security:PASS) - [SkilLock](https://github.com/skills-lock/skil-lock): by skills-lock - Pin AI Skill behavior. Block unapproved drift in CI. See exactly what changed in every PR. (by skills-lock, ★6, security:PASS) - [dankofly/perfectify](https://github.com/dankofly/perfectify): Self-improving control kernel (DAGx AGI Kernel): hard approval stops for irreversible actions, evidence-gated completion, and a self-learning playbook with drif (by dankofly, ★4, security:PASS) - [transloadit/skills](https://github.com/transloadit/skills/tree/main/skills): Transloadit skill collection (6) (by transloadit, ★4, security:PASS) - [lindblomstefan/skills-library](https://github.com/lindblomstefan/skills-library): Guided discovery skill for Claude Code: runs an interview to recommend from a catalog of 100+ AI skills; records session feedback that validates candidates over (by lindblomstefan, ★3, security:PASS) - [Dynamic Workflow Design Patterns](https://github.com/zircote/workflows-plugin): by Robert Allen - A Skill based on this extremely well authored article about dynamic workflows. Detailed explanations regarding the Workflow tool and sensible (by zircote, ★2, security:PASS) - [hedralab/eskill](https://github.com/hedralab/eskill): Meta-skill to build top-tier Agent Skills: spec-compliant SKILL.md, eval loop, validator, market research, numbered-file pipeline (by hedralab, ★1, security:PASS) - [Citlyze/citlyze-skills](https://github.com/Citlyze/citlyze-skills): AI search visibility skills from the Citlyze team: window-over-window visibility reports, citation gap analysis, prompt audits, and action plans via the Citlyze (by Citlyze, ★0, security:PASS) - [apitube/news-api-skills](https://github.com/apitube/news-api-skills): Search worldwide news by keyword, entity, sentiment, source, date (by apitube, ★0, security:PASS)