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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 AMIRA — Africa Multiple Research Data at 63, FactLot at 63, Amber at 63. 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
call4me logo
Trust score 41 of 100, Fair

call4me

by skeptrunedev · TypeScript

MCP server for making phone calls: your agent books, cancels, asks and waits on hold for you.

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

NVIDIA GPU metrics as MCP tools — utilization, memory, temperature, power. Supports MIG.

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

HasData Instagram

by hasdata · JavaScript

Public Instagram profiles and post feeds by handle, with hashtags and mentions parsed.

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.
15 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Git-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe.

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: B. Last commit or release 39 days ago.
15 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Multi-agent shared brain across Claude, Codex, Antigravity, Gemini, Copilot, and VS Code.

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 11 days ago. Down one letter for 44 open issues against 15 stars.
15 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Governance proxy for MCP servers: allowlist, forced dry run, human confirmation, blast radius, audit

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

llmkit

by smigolsmigol · TypeScript

AI cost tracking: 11 tools for spend, budgets, and Claude Code + Cursor + Cline costs

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

whoop-mcp

by davidmosiah · TypeScript

Privacy-first, unofficial WHOOP MCP server for AI health, sleep, recovery, and performance agents.

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

Google Scholar search results, citation counts and citation export formats, 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.
13 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

HasData TikTok

by hasdata · JavaScript

Public TikTok profiles, videos, comments and keyword search as JSON. No developer account.

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.
13 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

garminmcp

by davidmosiah · TypeScript

Privacy-first unofficial Garmin Connect MCP for AI health, sleep, activity & recovery agents.

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

Browse 160+ LLM models and live pricing — no API key needed for catalog. Add key to route chat.

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

MELRA

by xagi-lab · TypeScript

Local MCP runtime for policy-governed, verified agent actions with durable receipts.

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: B. Last commit or release 10 days ago. Down one letter for 27 open issues against 13 stars.
13 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

HasData Glassdoor

by hasdata · JavaScript

Glassdoor job listings and full postings with company ratings and salary estimates, 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.
13 stars—/wk weekly downloads— tools
Kotlin & Java Library Sources logo
Trust score 41 of 100, Fair

Kotlin/Java library sources, public API and KDoc from the real Maven sources jar, for AI agents

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

edict

by sowiedu · JavaScript

AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3-verified.

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.
13 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Scholar Feed

by ygao2005 · TypeScript

Rank CS/AI/ML papers by citations, forecast impact, or code adoption; trace 23.2M citation edges.

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

USB-HID keyboard/mouse (Pico 2, open firmware) as MCP tools; --mock runs with no hardware

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

mathlas

by archerkattri · Python

Airtight math for AI agents: 3.68M-doc theorem search + numeric/Lean verification. No LLM, no key.

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: A. Last commit or release 28 days ago.
13 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Two-layer memory for AI agents with an immune system. Zero dependencies.

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.
12 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

mnemo

by n24q02m · Python

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: C. 66/100 for listing completeness. Lost points: 2 of 2 tools barely described, short summary, no docs link.Maintenance: A. Last commit or release 13 days ago.
12 stars—/wk weekly downloads2 tools
Trust score 41 of 100, Fair

Remote ChromaDB vector database MCP server with streamable HTTP transport

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

mcp-pipedrive

by nubiia-dev · TypeScript

Complete Pipedrive CRM integration with 254 MCP tools for deals, contacts, and pipelines

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 19 days ago.
12 stars—/wk weekly downloads— tools