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. 3574 published MCP servers match this ranking. The highest trust scores right now are localmodels at 55, tcgdex at 55, myco-brain 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.

3,574 servers
Trust score 23 of 100, Limited

Local-first memory for AI agents: markdown source of truth, budget-aware recall, write gate.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

A true MCP server where the agent is the model and the API key. No API keys.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

CPU task-specific context preparation and explicitly saved local project notes through MCP.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 23 of 100, Limited

Token-efficient semantic compression for numerical data. 95%+ token reduction.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Encrypted memory for Claude, on a server you deploy to your own Cloudflare account.

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: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 23 of 100, Limited

Local-first shared memory for multiple AI agents that compounds with use; Markdown + git, MCP + CLI.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Self-hosted, uncensored AI agent: ask it tasks, search its long-term memory and your documents.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Detect and redact PII and secrets (API keys, tokens) in text, HTML or PDF before it reaches an LLM.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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
Research Methods Library logo
Trust score 23 of 100, Limited

Research methods for AI assistants: study design guidance, R and Python code, and citations

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Shared memory for your AI tools: top-5 recall 98.9% on answerable LongMemEval-S questions. Premium.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Local-first memory of how you write: style profile and real reply examples from your chat exports

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Review-gated declarative long-term memory with bounded read-only MCP access.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 23 of 100, Limited

Persistent memory, hybrid search and a goal graph for AI agents, over stdio or remote HTTP.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

MCP server for DeepSeek web Search & Fetch: scored web search + page-to-Markdown fetch

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Deterministic sub-0.2ms AST security circuit breaker and agent containment engine.

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: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 23 of 100, Limited

Send a prompt to ChatGPT anonymously and get the answer with its web sources, as JSON.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Lineage-gated agent memory tools on Postgres + pgvector, enforced by row-level security.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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
Relay logo
Trust score 23 of 100, Limited

Run any Relay model (image, video, audio, LLM), poll tasks, upload files and search Relay's docs.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

Run a golden set and gate LLM model swaps on accuracy, with latency and cost per request.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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 23 of 100, Limited

面向企业交付的飞书多维表格 MCP Server —— 让 Claude Code / Cursor 安全读写业务台账

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.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
mcp-neo4j-memory logo
Trust score 22 of 100, Limited

MCP Neo4j Knowledge Graph Memory Server

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
9 stars—/wk weekly downloads— tools
Trust score 22 of 100, Limited

MCP server demo — tickets, schema discovery, auth, and PII gating. stdio + HTTP.

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: A. Last commit or release 28 days ago.
1 stars466/wk weekly downloads— tools
Trust score 22 of 100, Limited

Fact-check any claim with live web sources. Ed25519-signed receipts. Catches hallucinations.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 59 days ago.
0 stars—/wk weekly downloads— tools