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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. 3514 published MCP servers match this ranking. The highest trust scores right now are Rails AI Context at 69, mcp-server at 69, llmxray at 69. 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.

3,514 servers
Trust score 55 of 100, Fair

Token-saving persistent memory for AI agents: recall durable facts instead of re-reading files.

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 55 of 100, Fair

x402 paid API for AI agents. USDC on Base. CDP facilitator.

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 55 of 100, Fair

Token-light local memory with SQLite hybrid retrieval for MCP agents.

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 55 of 100, Fair

Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.

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 55 of 100, Fair

Ranked, bring-your-own-LLM chess and Go arena for AI agents. Play rated games via MCP.

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 55 of 100, Fair

Memory for AI agents that stays correct as facts change.

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 55 of 100, Fair

Gives KiCad 8, 9 and 10 projects to LLM agents: schematics, boards, ERC, DRC, BOM, edits

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
OnlyMCP logo
Trust score 55 of 100, Fair

OnlyMCP

Unknown author

Skills, agents and memory in the cloud, plus a gateway to your other MCP servers.

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 55 of 100, Fair

Search a folder of documents and check answers against them. Offline: no API key or database.

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 55 of 100, Fair

Memory for a Claude Code agent that survives the session: five tools, a markdown vault, all local.

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 55 of 100, Fair

Policy-verified recall and calibration for tool calls via signed operational memory.

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 55 of 100, Fair

mcp

Unknown author

Wontopos (WOS) long-term memory (beta) - one memory across Claude Code, Cursor, and your agents.

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 55 of 100, Fair

Local-first PII and secret scrubber with checksum checks and reversible LLM tokens.

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 55 of 100, Fair

Persistent file-based memory for AI agents: inspectable, versionable, fully local.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 85/100 for listing completeness. Lost points: 6 of 24 tools barely described, short summary, no docs link.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads24 tools
Trust score 55 of 100, Fair

Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.

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 55 of 100, Fair

Prompt-injection detector for untrusted text before it reaches an LLM (RU/EN). BYO lovec.tech key.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.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 55 of 100, Fair

AI model releases, price changes and deprecations in one feed: chat, embedding, speech, video.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 86/100 for listing completeness. Lost points: short README, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads3 tools
Trust score 55 of 100, Fair

AGENTS.md and project memory for AI coding agents that stays correct: rules checked against git

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 55 of 100, Fair

Operate local-ydb deployments through local or SSH-backed MCP tools.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: B. 75/100 for listing completeness. Lost points: 39 of 39 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads39 tools
Trust score 55 of 100, Fair

Memory for your agents, kept on your Mac. Needs Onadit for Mac, from onadit.com/download.

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 55 of 100, Fair

Every tool your AI needs in one self-hosted install: memory, reasoning, git, Docker and more.

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 55 of 100, Fair

Local-first, state-centric memory for coding agents. MCP server + CLI.

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