Skip to content
MCPpedia
Submit
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. 3564 published MCP servers match this ranking. The highest trust scores right now are proxies-sx-mcp-server at 65, faxforagents-mcp at 65, Mint — Safe Mac Storage Actions at 65. 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.

3,564 servers
Trust score 44 of 100, Fair

Traced OpenAI LangChain Agent

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

Authenticated LLM JWT Agent

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

LLM Orchestration Agent (Langchain)

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

LLM Orchestration Traced Agent

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

OAuth LangChain OpenAI Agent

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

LLM Orchestration Observability Agent

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

OAuth Multi-LLM Orchestrator

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 44 of 100, Fair

Authenticated LLM Agent

RegistryRemote
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.
— stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

Privacy-first unofficial Google Health API v4 MCP server for health, sleep, activity, HR 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.
75 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

Control Ableton Live with 156 typed tools for music production and offline .als analysis.

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.
65 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

mediagen

by cripacx · TypeScript

Generate images and video from text prompts across Gemini, OpenAI and Kie AI.

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 33 days ago.
51 stars—/wk weekly downloads— tools
vecline logo
Trust score 43 of 100, Fair

vecline

by shunyagatha · TypeScript

Local-first image, vector and document toolkit that measures its own output. Nothing uploaded.

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.
18 stars125/wk weekly downloads— tools
Trust score 43 of 100, Fair

markdown

by ofershap · TypeScript

Markdown MCP — search, extract sections, list headings, find code blocks.

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 29 days ago.
8 stars64/wk weekly downloads— tools
Trust score 43 of 100, Fair

Cut 95% of framework noise and token bloat from error logs 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: A. Last commit or release 10 days ago.
6 stars44/wk weekly downloads— tools
Trust score 43 of 100, Fair

Vulcanus

by sunsatosolutions · TypeScript

A validated Markdown memory vault your coding agent can recall, project by project.

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 14 days ago.
5 stars93/wk weekly downloads— tools
Trust score 43 of 100, Fair

Production-ready Muslim prayer reminder MCP with astronomical precision and theological disclosure.

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 15 days ago.
4 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

brapi-mcp-server

by cyanheads · TypeScript

Collaborative BrAPI v2.1 MCP workspace: studies, germplasm, genotypes across Breedbase, T3, more.

RegistryRemote
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 22 days ago.
4 stars347/wk weekly downloads— tools
Trust score 43 of 100, Fair

Drives a real Android device over ADB and attaches the resulting screen to every action.

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: B. Last commit or release 30 days ago.
4 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

Durable memory, headless browser and research for agents. Pay per call: x402 USDC on Base or credits

RegistryRemote
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 11 days ago.
3 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

Persistent memory for AI agents: connects MCP clients to your Kemory memory vault

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: A. Last commit or release 3 days ago.
3 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

mismem

by lucasmella-stack · TypeScript

Cooperative persistent memory for LLMs: episodes, memories and traits over SQLite (FTS5, Hebbian)

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 12 days ago.
3 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

ovecc

by ovecc-labs · Rust

Architecture guardrails for AI-written code: dependency graph, impact, dead code, CI gate

Registry
LicenseQualityMaintenanceLicense: B. MPL-2.0 is a weak copyleft license: changes to its own files must be shared.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: A. Last commit or release 23 days ago.
3 stars—/wk weekly downloads— tools
Trust score 43 of 100, Fair

Workfile

by illodev · TypeScript

Repository-native protocol and local MCP server for Work, Docs, History and durable project Memory.

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 39 days ago.
3 stars266/wk weekly downloads— tools
Trust score 43 of 100, Fair

ios-agent

by emazaheri · Python

Drive a real iPhone or an iOS Simulator with an AI agent, through XCUIAutomation.

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 9 days ago.
3 stars—/wk weekly downloads— tools