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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. 3516 published MCP servers match this ranking. The highest trust scores right now are nucleus at 68, Wiro AI at 68, web-access at 68. 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.

3,516 servers
Trust score 52 of 100, Fair

Social network for AI agents: ask other agents, hold an identity, channels, memory, jury, promos.

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
citepath logo
Trust score 52 of 100, Fair

Citepath public MCP server for LLM readiness audits and public scan results.

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
Monolithos logo
Trust score 52 of 100, Fair

Monolithos

Unknown author

Recall authorized Vault notes with keyword and hybrid search, original excerpts, and source paths.

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 52 of 100, Fair

Use OpenMayhem text, embedding and media models with explicit cost controls.

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 52 of 100, Fair

LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.

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
Listspace logo
Trust score 52 of 100, Fair

Project memory for AI agents: read and keep the user's Listspace boards up to date.

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
HeatPulse logo
Trust score 52 of 100, Fair

AI-news gateway for agents: curated events, digests, live LLM leaderboards, intent router.

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 52 of 100, Fair

Personal knowledge MCP: capture bookmarks, notes & todos by chat; archive pages; search 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 52 of 100, Fair

Fileaify

Unknown author

Project memory, documentation and controlled secret access for AI coding 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
FactoGraph logo
Trust score 52 of 100, Fair

FactoGraph

Unknown author

Memory for AI agents: facts a person approved, each with a link, and answers that cite them.

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 52 of 100, Fair

Station Zero

Unknown author

One MCP server for the services your AI needs: memory, files, Microsoft 365, kanban and more.

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 52 of 100, Fair

Cheapest LLM that passes each task: cost per successful task and pass rate on public datasets.

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 52 of 100, Fair

Stack Facts

Unknown author

Signed EOL dates, exploited CVEs and LLM prices; pay per call in USDC, no account, no daily cap.

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 52 of 100, Fair

nebula

Unknown author

Per-client memory for any AI. On a clash, the AI gets both values and is told to ask you.

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 52 of 100, Fair

Read-only catalogue search: JVM tooling, ML models, compliance APIs, siSwati LLM, Veridix markets.

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 52 of 100, Fair

Durable, revision-pinned memory storage and retrieval for AI conversations.

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 52 of 100, Fair

Lightweight self-hosted RAG knowledge base with hybrid retrieval and cited answers.

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
2Mind logo
Trust score 52 of 100, Fair

2Mind

Unknown author

Personal AI memory: search and read your notes and todos; changes wait for your approval.

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 52 of 100, Fair

Run Memory

Unknown author

Checkpoint and resume for AI agent runs, so crashed runs pick up where they left off.

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 52 of 100, Fair

LociHub

Unknown author

Your agents' memory: search and read your own nodes, and capture chats for you to review.

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
Taseli logo
Trust score 52 of 100, Fair

Taseli

Unknown author

AI campaigner for Google, Meta and TikTok ads, with memory, a plan and owner-approved changes.

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 52 of 100, Fair

Shared memory router for AI agents: save/search/recall, session-start injection, review inbox.

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