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Best of

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. 3572 published MCP servers match this ranking. The highest trust scores right now are Commons at 58, FlowState Hosted at 58, ainative-zerodb-memory-mcp at 58. 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.

3,572 servers
Trust score 37 of 100, Limited

Gives your AI assistant persistent memory and intelligence about your work patterns.

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 37 of 100, Limited

AI-powered threat intelligence, smart contract auditing, and cybersecurity OSINT.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: C. 69/100 for listing completeness. Lost points: short README, 3 of 6 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads6 tools
Trust score 37 of 100, Limited

Negotiation math engine. Pareto frontier, counteroffer generation, zero LLM tokens.

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 37 of 100, Limited

Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.

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 37 of 100, Limited

Persistent memory for AI agents. Infinite context with sub-millisecond recall.

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 37 of 100, Limited

Personal knowledge base MCP server with semantic search, auto-categorization, metadata extraction

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 91/100 for listing completeness. Lost points: short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads4 tools
Trust score 37 of 100, Limited

mcp-server

Unknown author

Monetize and manage your Tip4Serv store directly from your LLM.

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 37 of 100, Limited

Persistent memory for AI agents. Semantic search, memory graph, W3C DID 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
Time's up Skybridge example App logo
Trust score 37 of 100, Limited

Skybridge Example App showcasing a Time's up game with the LLM

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 37 of 100, Limited

Personal YouTube AI knowledge base powered by RAG. Query your subscribed YouTube channels.

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 37 of 100, Limited

anamnese

Unknown author

A self-improving memory layer. Your memory, notes, tasks and goals, remembered everywhere.

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 37 of 100, Limited

Local LLM does Claude's bulk work: reads logs and files, researches the web, writes test-gated code.

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.
— stars244/wk weekly downloads— tools
Trust score 37 of 100, Limited

AI agent execution safety via x402 micropayments: risk scoring, integrity, memory checks

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 37 of 100, Limited

Mnemolog MCP

Unknown author

Hosted MCP memory and agent control plane for durable conversations, jobs, and operations.

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 37 of 100, Limited

TPermanent memory layer for AI agents. Mint moments to the Polygon blockchain via MCP.

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 37 of 100, Limited

Multi-LLM AI Research & Analysis — smart routing, consensus analysis, due diligence reports

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
twelvelabs-mcp-server logo
Trust score 37 of 100, Limited

twelvelabs-mcp-server

Unknown author

TwelveLabs MCP: video indexing, search, analysis, and embeddings for AI applications.

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
Investigation Game App logo
Trust score 37 of 100, Limited

Find out who killed Claude by interrogating the LLM driven suspects...

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
SysKnife logo
Trust score 36 of 100, Limited

Administers Linux via typed, approval-gated actions with an Ed25519-signed audit trail.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 11 days ago. Down one letter for 64 open issues against 106 stars.
106 stars—/wk weekly downloads— tools
Trust score 36 of 100, Limited

UCAI

by nirholas · Python

UCAI — The ABI-to-MCP Server Generator. Convert any smart contract ABI into an AI-ready MCP server.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 31 days ago.
38 stars—/wk weekly downloads— tools
Trust score 36 of 100, Limited

Brazilian Open Finance MCP — 30+ banks (Itaú, Nubank, etc.) to Claude/Cursor. Read-only.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: C. Last commit or release 5 months ago.
27 stars—/wk weekly downloads— tools
Trust score 36 of 100, Limited

Market memory for AI: historical states, published studies and source evidence.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 1 months ago.
22 stars—/wk weekly downloads— tools
Trust score 36 of 100, Limited

GraphPilot

by graphpilot-oss · TypeScript

Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 1 months ago. Down one letter for 30 open issues against 17 stars.
17 stars—/wk weekly downloads— tools
Trust score 36 of 100, Limited

Midas

by vornicx · Python

Local-first, source-traceable agent memory — no LLM at ingest, fully offline

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: C. Last commit or release 3 months ago.
15 stars—/wk weekly downloads— tools