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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. 3575 published MCP servers match this ranking. The highest trust scores right now are OpenMem at 55, Verified Memory at 55, Aether Cache at 55. 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.

3,575 servers
Trust score 17 of 100, Limited

Persistent context for Claude. Your AI always knows your projects and next actions across sessions.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
MetaMesh-UGA logo
Trust score 17 of 100, Limited

MetaMesh-UGA

by siouxtxt · JavaScript

Serverless edge control plane to discover, route and monetize 14,982+ MCP 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: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

A paid remote MCP for OpenAI Codex memory MCP, built to return verdicts, receipts, usage logs, and a

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Security scanner for MCP servers. SSRF, path traversal, injection, auth, secrets. Grade A-F.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

llm-oracle

by weiseer · Python

Up-to-date LLM pricing + availability catalog with cited sources for AI agent routing.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

casemgr-mcp

by mstang · JavaScript

Shared workspace your AI agent writes to. 184 tools, persistent memory, semantic search.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

saju-mcp

by ghdejr11-beep · TypeScript

Korean Four Pillars of Destiny (Saju/Bazi): calculate, interpret, compatibility & daily fortune.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

async/await for LLM agents: spawn and await sub-agents scheduled on your own GPUs

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.
— stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Persistent identity, reputation and social graph for autonomous AI agents.

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 16 of 100, Limited

memoryoracle

by tooloracle · Dockerfile

MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.

RegistryRemote
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: D. Last commit or release 7 months ago.
0 stars—/wk weekly downloads— tools
AgentMD logo
Trust score 16 of 100, Limited

Convert PDF, DOCX, HTML, and URLs to clean, LLM-ready markdown with tables preserved

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.
— stars38/wk weekly downloads— tools
Trust score 16 of 100, Limited

Local memory engine for AI agents with knowledge graphs, forgetting, and semantic 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.
— stars51/wk weekly downloads— tools
Trust score 15 of 100, Limited

ragalgo

by kokogo100 · JavaScript

Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 9 months ago.
5 stars—/wk weekly downloads— tools
Trust score 15 of 100, Limited

Persistent, shared memory for AI agents — facts, checkpoints, semantic search.

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.
— stars35/wk weekly downloads— tools
Trust score 14 of 100, Limited

memory-mcp-lite

by thuupx · TypeScript

A lightweight, structured, token-efficient local-first MCP memory server

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 6 months ago.
4 stars—/wk weekly downloads— tools
Trust score 14 of 100, Limited

Persistent memory for AI agents. recall, remember, checkpoint — soul preservation.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 7 months ago.
4 stars—/wk weekly downloads— tools
Trust score 14 of 100, Limited

Query and retrieve information about various adversarial tactics and techniques used in cyber atta…

RegistryRemote
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: F. Last commit or release 13 months ago.
3 stars—/wk weekly downloads— tools
Trust score 14 of 100, Limited

agent-guard

by mdfifty50-boop · JavaScript

Constitutional guardrails and loop detection for AI agents

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: B. 78/100 for listing completeness. Lost points: short README, 3 of 5 tools barely described, short summary.Maintenance: D. Last commit or release 6 months ago.
0 stars29/wk weekly downloads5 tools
Trust score 13 of 100, Limited

Kael MCP Server

by dreamingms · JavaScript

16 AI-native tools with dual SSE + streamable-http transport. Free tier available.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 7 months ago.
1 stars—/wk weekly downloads— tools
Trust score 13 of 100, Limited

Read-only MCP bridge for alethech — verifiable, Ed25519-signed agent memory over stdio.

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 13 of 100, Limited

Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers

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 13 of 100, Limited

Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint

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 13 of 100, Limited

Rarefied Earth Groundwork MCP: company memory for AI agents. 14-day full-access trial, no card.

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 13 of 100, Limited

Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management.

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