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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. 3488 published MCP servers match this ranking. The highest trust scores right now are Claude FAF at 73, Grok FAF at 73, open-memex at 73. 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.

3,488 servers
Trust score 67 of 100, Good

Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 14 days ago.
3 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

The full Qdrant API as 58 MCP tools: plain-text semantic/BM25/hybrid search and a search advisor.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 6 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

context-doctor

by kushalp1 · TypeScript

Cut LLM agent token use in Claude Code, Cursor, Codex, Gemini CLI. Local, no API key. gAI Ventures.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 8 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

Permission tiers, approval gates, and audit logging for MCP servers - the server is the gatekeeper

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 8 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

aggrete

by aggrete · Python

MCP policy proxy: enforces a code of conduct across connectors before the upstream is called.

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: A. Last commit or release 23 days ago.
2 stars—/wk weekly downloads— tools
Codex Delegate logo
Trust score 67 of 100, Good

Bridge AI coding hosts to the OpenAI Codex CLI for delegated implementation.

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 33 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

memory-mcp

by ragionex · JavaScript

Self-learning memory for AI agents, powered by the Ragionex context engine.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 12 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

Bee governed intelligence for chat, code, research, documents, and memory.

RegistryRemote
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 10 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

GhostPaw Codex

by ghostpawjs · TypeScript

Local belief and memory engine with evidence, certainty, and honest revision history.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 10 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

GuruPDF

by gurupdf · JavaScript

Convert, compress & merge PDFs and 100+ file formats from any AI agent. By GuruPDF.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 61/100 for listing completeness. Lost points: no README, short summary, no docs link.Maintenance: C. Last commit or release 4 months ago.
2 stars—/wk weekly downloads4 tools
benethos-mailbox-mcp logo
Trust score 67 of 100, Good

MCP server that gives AI agents your mailboxes through mailbox-service, within its token's rights.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 6 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

Too many MCP servers eating your context? A router that loads each tool's schema only when needed.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 6 days ago.
2 stars—/wk weekly downloads— tools
Mind Upload logo
Trust score 67 of 100, Good

Your AI mind directs coding agents; work reviewed against your memories: Claude Code, Codex, Cursor

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 9 days ago.
2 stars—/wk weekly downloads— tools
Trust score 67 of 100, Good

SEO AI-Visibility MCP — does brand X appear in an LLM's answer (GEO / AI-SEO) via DataForSEO AI…

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 9 days ago.
0 stars29/wk weekly downloads— tools
Trust score 66 of 100, Good

infrahub-mcp

by opsmill · Python

An MCP server connects your AI assistants to Infrahub using the open MCP standard.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: C. 55/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 10 days ago. Down one letter for 20 open issues against 10 stars.
10 stars141/wk weekly downloads— tools
Trust score 66 of 100, Good

Web animation accessibility MCP: GSAP, static CSS checks, prefers-reduced-motion, WCAG 2.2.2/2.3.3.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 12 days ago.
1 stars—/wk weekly downloads— tools
Opedd — Licensed Content for AI logo
Trust score 66 of 100, Good

Content licensing for the AI era: licensed, rights-cleared content for AI agents.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 11 days ago.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

Live Academy learning and search. OAuth adds scoped personal tools. Explicit --offline snapshot.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 12 days ago.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

guardian-mcp

by odingard · TypeScript

Routes agent tool calls through Guardian for ALLOW/ASK/DENY before execution.

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: A. Last commit or release 4 days ago.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

Open-source AI context firewall for governed model, retrieval, memory, and tool access.

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 8 days ago. Down one letter for 22 open issues against 1 stars.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

Local relationship model and social CRM for contacts, relationships, evidence, and commitments.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 10 days ago.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

mcp-lint

by robert19001-cmyk · TypeScript

Lint MCP tool schemas for eight clients and score recovery.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 6 months ago.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

Read-only Iran insurance: BimeBazar and Azki side by side. Quotes, ratings, travel prices, guides.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 4 days ago.
1 stars—/wk weekly downloads— tools
Trust score 66 of 100, Good

Qdrant Memory

by cnkang · Python

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 17 days ago.
1 stars—/wk weekly downloads— tools