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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. 3565 published MCP servers match this ranking. The highest trust scores right now are twitterapi-io-mcp-server at 63, Vector (Apex Fusion) at 63, kordoc at 62. 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.

3,565 servers
Trust score 41 of 100, Fair

core

by electron-stagewright · TypeScript

Agentic UX testing for real Electron apps: launch, inspect, interact, and assert through MCP.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 60/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: A. Last commit or release 11 days ago.
12 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

XMemo

by yonro · JavaScript

Shared, governed long-term memory for AI agents across tools and sessions via MCP and REST.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 13 days ago.
12 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

skillmem

by liza-studio · Python

Skill memory for coding agents: learn, recall, reinforce, decay. Local SQLite, no API key.

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: A. Last commit or release 18 days ago.
11 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

HasData Redfin

by hasdata · JavaScript

Redfin for-sale, for-rent and sold listings plus full property pages, as structured JSON.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 77/100 for listing completeness. Lost points: 15 of 17 tools barely described, short summary.Maintenance: A. Last commit or release 11 days ago.
11 stars—/wk weekly downloads34 tools
Trust score 41 of 100, Fair

HasData Facebook

by hasdata · JavaScript

Public Facebook pages and profiles with likes, followers, contact details and posts, as JSON.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 11 days ago.
11 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

HasData Indeed

by hasdata · JavaScript

Indeed job listings by keyword and location, and full postings, as structured JSON.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 11 days ago.
11 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

EU AI Act + GDPR compliance scanner. One call, no arguments, 10 seconds. 22 AI frameworks detected.

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 46 days ago.
11 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Booking.com stays by destination and dates, and full property details, as structured JSON.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 11 days ago.
11 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Local-first nutrition MCP for AI agents: food, barcode, photo, intake, hydration, goals.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 23 days ago.
11 stars—/wk weekly downloads— tools
PRIMAMCP logo
Trust score 41 of 100, Fair

PRIMAMCP

by planit-tech · TypeScript

Verified, citable German & EU law for any LLM. Daily updates from official sources, hosted in DE.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 12 days ago.
11 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Unsplash MCP Server

by hanoak · TypeScript

MCP server for the Unsplash API: search & fetch photos with attribution + download tracking.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 39 days ago.
3 stars70/wk weekly downloads— tools
Trust score 41 of 100, Fair

MythxEngine

by protolabsai · TypeScript

Tabletop RPG engine over MCP: dice, combat, stress, clocks, world generation, four bundled worlds

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 2 months ago.
2 stars50/wk weekly downloads— tools
Trust score 41 of 100, Fair

Persistent stateful remote SSH sessions for AI agents via MCP + OpenSSH.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 9 days ago.
1 stars37/wk weekly downloads— tools
Trust score 41 of 100, Fair

MCP control plane: discovery of servers, tools and skills, profiles, audits, gated tool gateway.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 95/100 for listing completeness. Lost points: short summary.Maintenance: A. Last commit or release 16 days ago.
1 stars66/wk weekly downloads34 tools
Trust score 41 of 100, Fair

AsterMind MCP

by astermindai · JavaScript

On-device reranking that cuts RAG context tokens ~67% while keeping a relevant passage.

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 46 days ago.
1 stars38/wk weekly downloads— tools
Trust score 41 of 100, Fair

echocache

by kskurtveit · TypeScript

MCP server caching expensive LLM responses: HTTP-style freshness plus semantic recall.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 21 days ago.
1 stars46/wk weekly downloads— tools
Trust score 41 of 100, Fair

Local-first LLM orchestration: memory, knowledge, state, routing, swarm, API discovery, plugins.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 15 days ago.
1 stars49/wk weekly downloads— tools
Trust score 41 of 100, Fair

Manage local KVM/libvirt VMs and Timeshift/Borg backups on Fedora: start, stop, clone, snapshot.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 13 days ago.
1 stars73/wk weekly downloads— tools
Trust score 41 of 100, Fair

gate402-mcp

by pgalyen1987 · TypeScript

x402 pay-per-call agent APIs: LLM inference, Base trading data, SEC filings & scraping

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 51 days ago.
1 stars75/wk weekly downloads— tools
Trust score 41 of 100, Fair

decisionmatrix-mcp

by inity13 · JavaScript

Deterministic multi-criteria decision analysis for AI agents — score, rank & explain options.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 21 days ago.
0 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Codebase Q&A for Claude Code through Gemini's 1M-token window, with workspace scans and caching.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 15 days ago.
0 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Redmine for AI agents: issues, projects, wiki, attachments, time entries and release analytics

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 41 days ago.
0 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

mcp-server

by true402 · TypeScript

Pay-per-call AI + web + on-chain tools over x402 (USDC on Base): LLM, SEO, extract, token safety.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 15 days ago.
0 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

webnav

by lucyfuur94 · TypeScript

A zero-LLM MCP server that replays recorded site maps instead of re-exploring browser routes.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 33 days ago.
0 stars—/wk weekly downloads— tools