Skip to content
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. 3563 published MCP servers match this ranking. The highest trust scores right now are ai-dev-workspace at 65, Mosaic Pre-Clinical Intelligence at 65, Metal GPU Trace at 65. 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.

3,563 servers
Trust score 42 of 100, Fair

Publish & manage shareable HTML/Markdown pages from your LLM, with access control.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: B. 76/100 for listing completeness. Lost points: short README, 1 of 4 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads4 tools
Trust score 42 of 100, Fair

axiomseal

Unknown author

Truth-validated, SHA-512-sealed AI memory for Claude & Cursor. Free tier, OAuth, 38 tools.

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 42 of 100, Fair

memory

Unknown author

Persistent agent memory paid per call via x402 USDC. Your wallet is your private memory namespace.

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 42 of 100, Fair

A paid remote MCP for agent memory MCP, built to return verdicts, receipts, usage logs, and audit-re

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 42 of 100, Fair

var.gg Naming Memory

Unknown author

Curated multilingual dictionary that names code identifiers from domain concepts (KO/JA/ZH/VI/EN).

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 42 of 100, Fair

Shared control plane for AI coding agents — tasks, memory, decisions, file locks. 12 tools.

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 42 of 100, Fair

Persistent memory and vector search for AI agents. Hosted, OAuth-protected via Google sign-in.

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 42 of 100, Fair

Heirmos

Unknown author

Persistent memory shared across Claude, ChatGPT, Grok and other MCP clients.

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 42 of 100, Fair

Persistent long-term memory for AI agents: semantic search, knowledge graph, and task canvas.

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 42 of 100, Fair

MCPVillage

Unknown author

Build & edit your own website by talking to your LLM: pages, forms, SEO, analytics. Free to start.

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 42 of 100, Fair

QuillCaddie MCP

Unknown author

OAuth-protected, read-only-by-default MCP server for provenance-labeled QuillCaddie project memory.

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 42 of 100, Fair

Semantic context compression and cognitive memory layer for LLM swarms.

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 42 of 100, Fair

openai

Unknown author

Validate GPTBot and OAI-SearchBot IP addresses. Remote MCP validate_ip tool.

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 42 of 100, Fair

x402 LLM proxy + data-enriched analysis (17 sources) + TimesFM predictive IoT intelligence.

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 42 of 100, Fair

Hosted persistent memory with semantic search, importance and TTL for AI agents.

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 42 of 100, Fair

Taproot

Unknown author

Persistent memory layer for AI tools. Save and recall notes across Claude and other MCP clients.

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
Liminary logo
Trust score 42 of 100, Fair

Liminary

Unknown author

Your AI's memory for what you actually know: recall across your documents, notes, and meetings

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 42 of 100, Fair

Web scraping, browser RAG, vision, transcription, and 20 AI tools. Universal data intelligence.

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 42 of 100, Fair

mcp

Unknown author

Provides capabilities that let LLM agents perform a range of infrastructure management tasks.

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 42 of 100, Fair

memnode

Unknown author

Persistent, inspectable memory for AI agents with lineage, correction, and a hosted MCP endpoint.

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 42 of 100, Fair

Query PostgreSQL databases in plain English — LLM-generated, safety-validated SQL.

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 42 of 100, Fair

Brainbox

Unknown author

Persistent, portable memory for AI assistants — your private memory graph, from any MCP client.

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 42 of 100, Fair

Bardo

Unknown author

Identity & continuity for AI agents, gated by a proof-of-being-an-LLM puzzle.

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 42 of 100, Fair

La guía 'El Buen Agente' como 18 tools para evaluar, mejorar y construir agentes LLM. En español.

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