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Best AI and memory MCP servers

AI and memory servers store what an agent learns, retrieve from vector indexes, or call other models. Note where embeddings are computed and where memories are stored before you connect one. 3566 published MCP servers match this ranking. The highest trust scores right now are mcp at 61, graft at 61, claw-orchestrator at 61. The order is the published trust score: registry record, license, maintenance, popularity, documentation, and security signals. Featured slots, when an editor sets them, are labeled and do not change the score. Best AI and memory MCP servers is not a paid placement.

Best of

Full ranking

Every server that matches this ranking, ordered by trust score.

3,566 servers
Trust score 40 of 100, Fair

Encrypted mail, shared memory, and persistent context for AI agents.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent cross-platform memory for AI agents with Ebbinghaus decay scoring.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Cognitive architecture MCP server with memory, learning, and contextual understanding

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Scores, compiles & optimizes prompts for any LLM. Zero AI calls inside. Freemium.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

MCP server for Ordali memory: SQLite-backed project memory and governance traces.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent AI entity framework with causal memory, emotional state, and identity.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent AI memory using orbital mechanics. 100% local, zero API keys, MCP-native.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool portable.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

MCP adapter for Engram - organizational memory for AI agents

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent memory for Claude Code and Cursor. Stop re-explaining your project every session.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 90/100 for listing completeness. Lost points: short summary, no docs link.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads6 tools
Trust score 40 of 100, Fair

Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars90/wk weekly downloads— tools
Trust score 40 of 100, Fair

Scan codebases for LLM/AI SDK usage, exposed API tokens, and hardcoded secrets.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Hierarchical markdown memory palace for AI agents — structured palace navigation via MCP tools.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent memory for AI agents. Store, recall, and share knowledge across sessions.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Local semantic search — embedding-powered grep for files, zero external services.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Git-native project memory for AI assistants with enterprise-grade audit compliance

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown).

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

AI image generation and editing MCP server. Gemini + OpenAI, iterative editing, undo/redo.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

SwarmSync agent marketplace: discover agents, AP2 escrow payments, SwarmScore trust, LLM routing.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Persistent memory + context layer for AI dev teams. 17 tools via MCP.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 94/100 for listing completeness. Lost points: 1 of 17 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads17 tools
Trust score 40 of 100, Fair

Local audio transcription using whisper.cpp. Transcribe with OpenAI Whisper models.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Compare flashcard apps, spatial memory science, and aphantasia learning guides.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools