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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. 3555 published MCP servers match this ranking. The highest trust scores right now are Mnemoverse Memory at 57, SassyMCP at 57, toolforte at 57. 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.

3,555 servers
Trust score 34 of 100, Limited

muapi

by samuraigpt · JavaScript

Generate images, videos, and audio using 100+ AI models via muapi.ai.

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.
4 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Spring Boot example that exposes SpringDoc OpenAPI operations as safe MCP tools.

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 3 months ago.
4 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

XTapDown

by farukkolip · TypeScript

14 X (Twitter) creator tools — tweet download, hashtags, hooks, engagement & ads-revenue calc.

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 53 days ago.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

cosmos-mcp

by teampolarity · TypeScript

Personal knowledge graph every MCP client reads from and writes to. Portable across agents.

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.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Docs + source RAG for Pipe language: semantic search, cited answers, code symbol lookup.

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 56 days ago.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

MCP server exposing the Canvas LMS REST API (1,116 endpoints) for AI assistants

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.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

mcp-server

by roamzy-io · TypeScript

Agent-native global eSIM: buy for 193 countries, per-MB in USDT/USDC. Agents earn 20% referral.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 90/100 for listing completeness. Lost points: short summary, no docs link.Maintenance: B. Last commit or release 2 months ago.
3 stars—/wk weekly downloads12 tools
Trust score 34 of 100, Limited

mcp-anything

by dror-bengal · TypeScript

Meta-MCP gateway: search, inspect and call any MCP server from the public registries.

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.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Shared memory for parallel AI coding agents. Local, free, with rooms and file claims.

Registry
LicenseQualityMaintenanceLicense: C. AGPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 2 months ago.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Read-only AI project discovery, verification, comparison, shortlisting, and stack planning.

RegistryRemote
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.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

forkmind

by medhovarsh · JavaScript

Branchable LLM history DAG + encrypted context capsules agents can save, restore, and crypto-shred.

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.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

tariff-resolver

by opsloft · TypeScript

US import duty research: HTS codes, Chapter 99 duties, MPF/HMF fees, landed cost. USITC data.

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.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

TLS Radar

by tls-radar · Python

SSL/TLS scanning, free Let's Encrypt issuance, and certificate-expiry monitoring.

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 57 days ago.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Cairn

by luckyjackluo · Python

Local-first file-organization tools for your AI agent: tag, query, and digest a folder. 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 3 months ago.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

AIFeed

by denyn1 · JavaScript

Verify signed AIFeed permissions, fetch token-budgeted markdown, and verify assets for AI agents.

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 49 days ago.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Search, read and publish X posts and manage users, lists and media via the X API v2.

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.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Compresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama.

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.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

mcp

by cueapi · TypeScript

Schedule agent work and report write-once outcomes via CueAPI from any MCP host.

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.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Job search and ranking pipeline via MCP for Claude Desktop.

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.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

pseudonym-mcp

by woladi · TypeScript

Locally pseudonymizes sensitive text before cloud LLM work and restores the tokens afterward.

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.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

StackMap

by ship-with-ai · JavaScript

Search 344 human-reviewed AI/agent repos and the 817 typed connections between them.

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.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

The capstone of the Grand Line stack — collect every tool to reveal the One Piece.

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 3 months ago.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Consult other LLMs as tools — ask them, compare their answers, synthesize a conclusion.

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: B. Last commit or release 2 months ago.
2 stars—/wk weekly downloads— tools