# 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) ## Top MCP servers - [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) - [server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory): Knowledge graph-based persistent memory for maintaining context. (by modelcontextprotocol, ★91017, security:PASS) - [server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch): Web content fetching and processing for AI consumption. (by modelcontextprotocol, ★91017, security:PASS) - [server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git): Read, search and analyze local Git repositories. (by modelcontextprotocol, ★91017, security:PASS) - [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) - [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) - [Context7](https://github.com/upstash/context7): Up-to-date code docs for any prompt (by upstash, ★62714, security:PASS) - [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) - [playwright-mcp](https://github.com/microsoft/playwright-mcp): Playwright Tools for MCP (by microsoft, ★37834, 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) - [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) - [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) - [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) - [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) - [semgrep](https://github.com/semgrep/semgrep/tree/develop/cli/src/semgrep/mcp): Scan code for security vulnerabilities using Semgrep. (by semgrep, ★16884, security:PASS) - [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) - [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) - [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) - [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) - [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) - [Magic-MCP](https://github.com/21st-dev/magic-mcp): Create UI components inspired by 21st.dev design engineers. (by 21st-dev, ★5970, 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) - [Notion](https://github.com/makenotion/notion-mcp-server): Notion official MCP server (by makenotion, ★4661, security:PASS) - [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) - [mcp](https://github.com/cloudflare/mcp-server-cloudflare): Cloudflare MCP servers (by cloudflare, ★4356, security:PASS) - [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) - [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) - [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) - [mcp-grafana](https://github.com/grafana/mcp-grafana): An MCP server giving access to Grafana dashboards, data and more. (by grafana, ★3525, 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) - [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) - [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) - [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) - [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) - [Financial Datasets](https://github.com/financial-datasets/mcp-server): Stock market API made for AI agents (by financial-datasets, ★2300, 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) - [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) - [mcp](https://github.com/stripe/ai): MCP server integrating with Stripe - tools for customers, products, payments, and more. (by stripe, ★1856, 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) - [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) - [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) - [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) - [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) - [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) - [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) - [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) - [ClickHouse](https://github.com/ClickHouse/mcp-clickhouse): Official ClickHouse MCP server for querying and exploring ClickHouse clusters and chDB. (by ClickHouse, ★879, 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) - [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) - [line-bot-mcp-server](https://github.com/line/line-bot-mcp-server): Integrate with a LINE Official Account. (by line, ★782, 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) - [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) - [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) - [Google Cloud Run](https://github.com/GoogleCloudPlatform/cloud-run-mcp): Official MCP Server to deploy to Google Cloud Run. (by GoogleCloudPlatform, ★631, 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) - [chroma-mcp](https://github.com/chroma-core/chroma-mcp): Access local and cloud Chroma instances for retrieval. (by chroma-core, ★598, security:PASS) - [kagimcp](https://github.com/kagisearch/kagimcp): Search the web with Kagi Search. (by kagisearch, ★533, 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) - [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) - [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) - [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) - [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) - [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) - [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) - [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) - [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) - [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-echarts](https://github.com/hustcc/mcp-echarts): Generate visual charts dynamically using Apache ECharts. (by hustcc, ★269, security:PASS) - [mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus): Interact with Milvus and Zilliz databases. (by zilliztech, ★244, security:PASS) - [mcp-victoriametrics](https://github.com/VictoriaMetrics/mcp-victoriametrics): MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation (by VictoriaMetrics, ★236, 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) - [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) - [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) - [StarRocks](https://github.com/StarRocks/mcp-server-starrocks): Interact with StarRocks (by StarRocks, ★192, security:PASS) - [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) - [agentql-mcp](https://github.com/tinyfish-io/agentql-mcp): Data extraction with AgentQL. (by tinyfish-io, ★181, 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) - [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) - [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) - [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) - [make-mcp-server](https://github.com/integromat/make-mcp-server): Turn Make scenarios into callable tools for AI assistants. (by integromat, ★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) ## Top 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)