Topic · updated 2026-10-05
Memory & Long-term Context MCP servers
809 Memory & Long-term Context MCP servers indexed on awesomemcp.in. Every entry links to a live GitHub repository with a known author, is de-duplicated across the official MCP registry and community lists, and carries an automated vulnerability-check badge. Built by @modelcontextprotocol, @DeusData, @basicmachines-co, @doobidoo, @chunxiaoxx and 777 other authors.
Top 60 Memory & Long-term Context MCP servers
Knowledge graph-based persistent memory for maintaining context.
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★ 91,017
2026-10-05Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
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★ 45,829
2026-10-05Local-first knowledge management with bi-directional LLM sync via Markdown files.
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★ 4,101
2026-10-02Memory service with semantic search, persistent storage and autonomous memory consolidation.
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★ 1,984
2026-10-05Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts.
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★ 1,134
2026-10-05MCP Neo4j Knowledge Graph Memory Server
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★ 987
2026-09-09Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM encryption at rest.
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★ 901
2026-09-29Universal MCP Server with advanced AI memory capabilities and semantic search.
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★ 418
2026-10-04Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search.
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★ 330
2026-10-01Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
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★ 300
2026-10-05Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.
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★ 269
2026-09-19Persistent memory for AI agents — 55 MCP tools, spreading activation recall.
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★ 240
2026-08-16Persistent memory for AI coding agents. #1 on LongMemEval. Local-first.
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★ 218
2026-09-30Premium memory consistent across all AI applications.
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★ 172
2026-01-06Cross-session memory for AI coding agents via six tools; local-first SQLite store.
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★ 139
2026-10-05Persistent workflow graph server tracking tasks, decisions, spatial entities, and blockers.
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★ 111
2026-10-03Persistent memory + git snapshots for Claude Code. Never lose context or code.
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★ 98
2026-01-29Offline agentic memory: remember/recall/relate/forget/why over a fused vector+graph+columnar engine
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★ 97
2026-10-05Local visual UI cache for AI agents using perceptual hashing, CLIP, and 3D spatial grounding.
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★ 92
2026-10-03Persistent memory for AI agents — log and recall conversation context over MCP.
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★ 77
2026-09-30Persistent, encrypted cognitive memory that works offline.
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★ 77
2026-10-02Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall
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★ 71
2026-09-30Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.
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★ 65
2026-10-05One shared, persistent memory across AI agents and systems, with semantic recall and live updates.
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★ 65
2026-10-04Shared memory for AI agents. One address per fact, one signature you check. No key to read.
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★ 64
2026-10-03a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.
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★ 56
2025-05-25Persistent memory for any AI — zero token cost until recall
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★ 53
2026-10-05Local semantic code search with Git history. Works offline, no API key needed.
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★ 49
2026-05-20Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.
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★ 42
2026-08-07Memory, docs, and repo context layer for engineering agents.
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★ 42
2026-09-25Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that abstains on low confidence.
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★ 39
2026-09-30Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs.
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★ 35
2026-06-29Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).
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★ 31
2026-09-07Pre-action gates that block AI agents from repeating known mistakes.
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★ 27
2026-10-05Hosted AI agent memory that learns from outcomes, with shared rooms, in Claude, Cursor and ChatGPT.
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★ 26
2026-10-04Local-first memory — 100+ tools, 99.2% LongMemEval-S retrieval@10, hybrid search, GDPR, no cloud.
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★ 26
2026-10-05Seven-layer agent memory: episodic, semantic, procedural and core. Local SQLite, no account.
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★ 25
2026-10-04Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded.
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★ 24
2026-07-21Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models.
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★ 24
2026-09-12Recall locally stored agent memories through an MCP-compatible host.
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★ 23
2026-10-02Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.
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★ 23
2026-09-03Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation.
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★ 23
2026-08-23Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.
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★ 21
2025-12-10A MCP server built for developers enabling Git based project management with project and personal…
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★ 20
2026-07-22Cross-session memory for AI agents with a Source Receipt for every memory, over MCP.
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★ 20
2026-10-05Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.
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★ 20
2026-10-02Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.
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★ 19
2026-10-04Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1
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★ 16
2026-10-05PMLL Memory MCP — persistent KV context memory and Q-promise deduplication.
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★ 15
2026-10-02Bitemporal memory for AI agents with point-in-time recall and tamper-evident audit history.
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★ 15
2026-10-01Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.
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★ 14
2026-09-09Shared, project-aware memory for Claude Code, Codex, and other agents with human review.
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★ 14
2026-09-01Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.
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★ 14
2026-10-05Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities.
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★ 13
2026-04-13Offline persistent memory for AI coding agents — 35 tools, 80% fewer calls, no LLM
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★ 12
2026-08-05Persistent memory for AI assistants: store, search, and connect knowledge across conversations.
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★ 12
2026-10-05Shared, governed long-term memory for AI agents across tools and sessions via MCP and REST.
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★ 12
2026-10-03情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力
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★ 11
2026-07-26Two-layer memory for AI agents with an immune system. Zero dependencies.
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★ 11
2026-10-05Git-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe.
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★ 11
2026-10-02
Search all 809 in the interactive index →
Quick install
Add the most popular option to Claude Code:
# see https://github.com/modelcontextprotocol/servers/tree/main/src/memory for setup
FAQ
What is the best memory & long-term context mcp server?
By GitHub stars, the most popular is server-memory by @modelcontextprotocol (91,017 stars). awesomemcp.in lists 809 MCP servers for this topic, ranked by official status and popularity.
Are these MCP servers safe to install?
801 of 809 passed our automated vulnerability check (OSV.dev advisories for the published package, OpenSSF Scorecard, license, maintenance and provenance). The check is automated and does not guarantee 100% safety — review the code and permissions before installing.
How do I install server-memory?
With Claude Code: # see https://github.com/modelcontextprotocol/servers/tree/main/src/memory for setup. Every listing on awesomemcp.in includes an install command and, where available, an mcp.json snippet for Claude Desktop, Cursor and other MCP clients.
Can AI agents read this list?
Yes. The full catalog is available as JSON at https://awesomemcp.in/api/mcps.json and https://awesomemcp.in/api/skills.json, and as plain text at https://awesomemcp.in/llms.txt.