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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. 3560 published MCP servers match this ranking. The highest trust scores right now are Amicus at 55, memoro at 55, Dagon Inference 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.

3,560 servers
Trust score 31 of 100, Limited

Any URL to clean, LLM-ready Markdown for RAG. Strips ads, nav, and boilerplate.

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.
— stars37/wk weekly downloads— tools
Trust score 31 of 100, Limited

MCP server exposing the ATimeLogger REST API (activities, reports, types)

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 93/100 for listing completeness. Lost points: 1 of 10 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars43/wk weekly downloads10 tools
Trust score 31 of 100, Limited

x402 analytics feed + 20+ pay-per-call agent tools over x402 (data, LLM, risk), no accounts.

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.
— stars57/wk weekly downloads— tools
Trust score 31 of 100, Limited

Connect any AI agent to your Synchronex workspace — portable memory, decisions, and workers.

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.
— stars67/wk weekly downloads— tools
Trust score 31 of 100, Limited

Shared, persistent memory for AI agents: recall before acting, report outcomes to earn confidence.

RegistryRemote
LicenseQualityMaintenanceLicense: A. Apache 2.0 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.
— stars247/wk weekly downloads— tools
Trust score 31 of 100, Limited

Semantic code & doc search with keyword boost. AST code nav, auto HF mirror, local, privacy-first.

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.
— stars86/wk weekly downloads— tools
Trust score 30 of 100, Limited

Mcp Pinecone

by sirmews · Python

Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG

LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: F. The repository is archived.
149 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Official Vectorize MCP Server

LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 55/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: B. Last commit or release 47 days ago.
115 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Koragraph

by koragraph · JavaScript

Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code.

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: B. Last commit or release 57 days ago.
14 stars—/wk weekly downloads— tools
Vuln NIST logo
Trust score 30 of 100, Limited

This MCP server exposes tools to query the NVD/CVE REST API and return formatted text results suitable for LLM consumption via the MCP…

LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 53/100 for listing completeness. Lost points: short README, no listed tools.Maintenance: Not graded. No commit or release date has been recorded.
14 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Governed MCP workflows with policy validation, findings tracking, and review gates.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: A. 86/100 for listing completeness. Lost points: short summary, no docs link.Maintenance: B. Last commit or release 13 days ago. Down one letter for 74 open issues against 10 stars.
10 stars—/wk weekly downloads1 tools
Trust score 30 of 100, Limited

Inspect OpenAPI 3.0 specs and synthesize schema-compliant Model Context Protocol tool declarations w

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 22 days ago.
10 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Control Ableton Live from Claude, Cursor or Codex with LOM tools, device knowledge and recipes.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
10 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

An MCP server that provides persistent multimodal context storage for LLM 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: A. Last commit or release 25 days ago.
9 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

AInotate

by dontpayfull · Python

Annotated screenshots for AI agents: steps, Skitch-style arrows, boxes, labels, solid redaction.

Registry
LicenseQualityMaintenanceLicense: C. AGPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 18 days ago.
9 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

engram

by hbarefoot · JavaScript

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
9 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Detect fake-recruiter and job-offer scams using free OSINT. No API keys.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
8 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

stdio bridge for the local Unreal Editor MCP server from FunplayAI/funplay-unreal-mcp.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
8 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Long-term, drift-free cognitive memory engine for AI Agents and Cursor IDE.

RegistryRemote
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 36 days ago.
8 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Control Android/iOS/Windows devices from Claude, Cursor, and other AI tools. iOS without jailbreak.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 6 months ago.
8 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

StateDock

by statedock · TypeScript

Shared task layer for AI agents: tasks, handoffs and decisions that persist across tools.

RegistryRemote
LicenseQualityMaintenanceLicense: C. AGPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 23 days ago.
8 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

Deterministic, token-minimal agent memory: multi-hop [[wikilink]] recall with no LLM in the loop.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
8 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

krimto

by krimto-labs · TypeScript

Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: C. 60/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: C. Last commit or release 5 months ago.
7 stars—/wk weekly downloads— tools
Trust score 30 of 100, Limited

runtime

by nousvigil · TypeScript

Archstone runtime — a capability registry over compiled IR, and the MCP emitter that serves it as agent-callable tools over stdio or HTTP.

LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 16 days ago. Down one letter for 22 open issues against 7 stars.
7 stars222/wk weekly downloads— tools