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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. 3564 published MCP servers match this ranking. The highest trust scores right now are lyrenth-mcp at 66, VaneUI at 66, GhostPaw Souls at 66. 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.

3,564 servers
Trust score 47 of 100, Fair

Every figure re-checked against SQL-computed facts; unsupported questions refused with the reason.

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 47 of 100, Fair

memory

Unknown author

Long-term memory for AI assistants. Isolated per-user storage, recall across 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 47 of 100, Fair

LLM Abacus

Unknown author

Compare up-to-date pricing for 40+ LLMs (incl. Chinese) & estimate cost from tokens. EN/zh.

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 47 of 100, Fair

Coordination for AI coding agents: declare plans, catch design conflicts early, share team 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 47 of 100, Fair

MemoryPlugin

Unknown author

Give every AI you use one shared, permanent memory. Store once, recall in whichever AI you open.

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
Nexus Catalyst logo
Trust score 47 of 100, Fair

Nexus Catalyst

Unknown author

Cross-tool persistent memory and context for AI assistants over MCP.

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 47 of 100, Fair

Ontonym

Unknown author

Give your agents your team's real data — read the shared graph, propose actions your team approves.

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
Savantis Memory logo
Trust score 47 of 100, Fair

Savantis Memory

Unknown author

One user-owned memory shared across AI assistants: recall, spaces, and confirmed references.

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 47 of 100, Fair

Premium agentic endpoint for cross-modal-embedding-aligner-mcp.

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 47 of 100, Fair

Talarion

Unknown author

A knowledge base of verified, dated facts your LLM would otherwise get wrong.

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 47 of 100, Fair

tre

Unknown author

Tre — shared memory kanban for humans and agents (MCP Streamable HTTP).

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 47 of 100, Fair

NotePom

Unknown author

Persistent workspace and visual memory for humans and autonomous 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 47 of 100, Fair

Company memory for your team and its AI agents. Hosted service, account required.

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 47 of 100, Fair

Bi-temporal memory-as-a-service and paid agent labor. Pay-per-call USDC via x402; signed receipts.

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 47 of 100, Fair

Local-first audio analysis: BPM, musical key, production profile, and CLAP vibe embeddings.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: B. 81/100 for listing completeness. Lost points: 1 of 2 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads2 tools
Trust score 47 of 100, Fair

video-transcript

Unknown author

Any video URL to LLM-ready transcript. ASR built in, no captions needed. TikTok, X, TED 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 47 of 100, Fair

Agently Brain

Unknown author

Company brain for AI agents — temporal knowledge graph search, exploration, and durable 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 47 of 100, Fair

Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.

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 47 of 100, Fair

x402-tools

Unknown author

61 x402 pay-per-call tools that chain: each answer names the next call. No API key, no account.

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 47 of 100, Fair

Persistent memory for AI agents. Free, no LLM, no SDK. Open Worker you can self-host in 2 commands.

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 47 of 100, Fair

corvid

Unknown author

Persistent memory for AI agents. Semantic recall by meaning, not just keywords. No signup needed.

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 47 of 100, Fair

Looks up the Rural Property Registry (CAFIR) from the property's CIB. Platform-hosted, no credential

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: C. 55/100 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 47 of 100, Fair

ZenVault

Unknown author

Wake-ups, webhook inboxes, TTL memory, watches and human approval for agents. Paid per call.

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 47 of 100, Fair

Connections

Unknown author

Post deals, host events, import contacts and keep notes and memory across every assistant.

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