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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. 3556 published MCP servers match this ranking. The highest trust scores right now are datasheet-lens at 55, adrkit decision memory at 55, Bluet 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.

3,556 servers
Trust score 32 of 100, Limited

MCP server for Alert Logic MDR — incident response, log search, SOAR, and SOC workflows

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 3 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Read-only Amazon seller analytics: sales, Buy Box, FBA inventory, alerts, revenue and fees.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 51 days ago.
0 stars—/wk weekly downloads— tools
Stele logo
Trust score 32 of 100, Limited

Shared project memory for AI coding agents: decisions, lessons, risks and tasks in one graph.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 58 days ago.
0 stars—/wk weekly downloads— tools
GenieLocker logo
Trust score 32 of 100, Limited

GenieLocker

by nhantour · JavaScript

Discover and quote quality-gated private AI inference without creating or buying a locker.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: C. Last commit or release 3 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

mcp

by ithura · TypeScript

Manage tasks, sprints, projects, and wiki pages in your Ithura workspace.

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 3 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

AI Slop Checker

by parweb · JavaScript

Deterministic offline scorer for AI-writing tells in text and landing copy.

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 3 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

MotionLint

by bobaba99 · TypeScript

Catch bad animations before they ship. Deterministic motion audit + vision-LLM design review.

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 3 months ago.
0 stars—/wk weekly downloads— tools
Khwan logo
Trust score 32 of 100, Limited

Khwan

by khwanlabs · Python

Durable AI memory: recall distilled facts in a later session or subagent, and remember new ones.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Zi Wei Dou Shu for AI agents: free natal charts, six transit levels, and optional readings.

RegistryRemote
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 3 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Anamnesis

by oscardvs · Python

Cross-machine, file-first memory for Claude Code: markdown + SQLite FTS5, synced with git

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

deerdawn

by hissingspider · Dockerfile

AI session memory: the brief your AI reads before every session so no session starts cold.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Owned, portable working memory: a plain-files markdown brain any model can read and cite.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

falcon-mcp

by rijul170 · Python

Community extension of CrowdStrike falcon-mcp with near-complete Falcon API coverage

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

kaspi-mcp

by theyahia · TypeScript

MCP server for Kaspi.kz Shop API -- orders and products.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
npm Trends MCP logo
Trust score 32 of 100, Limited

npm package trends and weekly downloads over time. Free key at trendsmcp.ai

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 75/100 for listing completeness. Lost points: 5 of 5 tools barely described, short summary.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads5 tools
Trust score 32 of 100, Limited

MCP server for Google Docs with verified writes — every mutation returns before/after proof.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

MCP server that reads C2PA Content Credentials: what an image declares about its own origin

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

mcp-freestyle

by lozit · TypeScript

Read-only FreeStyle glucose sensor access via LibreLinkUp. Not a medical device.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Wikipedia Trends MCP logo
Trust score 32 of 100, Limited

Wikipedia page views over time, with growth for any article topic. Free key at trendsmcp.ai

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 75/100 for listing completeness. Lost points: 5 of 5 tools barely described, short summary.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads5 tools
Trust score 32 of 100, Limited

Search Chinese government and Party documents: Xi Jinping speeches and articles, 2012 to present.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Aura logo
Trust score 32 of 100, Limited

Aura

by phillypmack · Python

Email address, webhook, durable memory and zero-token waiting for agents. Paid in USDC via x402.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

shop-mcp

by hello532 · Python

Read-only Shopify catalogue and stock for LLM agents. Stdlib only, no dependencies.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

x402-paid analytics, market intelligence, research, and LLM inference for AI agents.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

umbryn-mcp

by rinava · Python

Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, no egress.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools