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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. 3556 published MCP servers match this ranking. The highest trust scores right now are jev-browser at 55, ShipStatic at 55, mcp-server 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 33 of 100, Limited

Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t

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.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Kibana MCP Server with dynamic API discovery and comprehensive Elastic Stack integration

Registry
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.
— stars2.6K/wk weekly downloads— tools
Trust score 33 of 100, Limited

An MCP server that provides access to Svelte 5 and SvelteKit documentation

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 33 of 100, Limited

Evidence-backed AppSec for AI applications and agents. Powered by HAIEC.

Registry
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.
— stars1.1K/wk weekly downloads— tools
Trust score 33 of 100, Limited

tools

Unknown author

Remote MCP server: fetch, search, Python, TTS, memory, image, video.

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 33 of 100, Limited

Turn any LLM multimodal; generate images, voices, videos, 3D models, music, and more.

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 33 of 100, Limited

mcp

Unknown author

Your memory, everywhere AI goes. Build knowledge once, access it via MCP anywhere.

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 33 of 100, Limited

Provides access to Civic Plus - See Click Fix, allowing you to interact with your data via an LLM.…

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 33 of 100, Limited

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…

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 33 of 100, Limited

Look up the latest stock prices by ticker symbol across global markets. Get current price and esse…

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 33 of 100, Limited

meminal

Unknown author

Memory for deep conversational context across any platform

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 33 of 100, Limited

Fetch the latest available stock quotes by ticker symbol across international markets. Check price…

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 32 of 100, Limited

claudex

by kunwar-shah · JavaScript

Persistent memory + FTS5 search MCP server for Claude Code conversation history.

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 4 months ago.
97 stars68/wk weekly downloads— tools
QuantConnect logo
Trust score 32 of 100, Limited

The QuantConnect MCP Server is a bridge for AIs (such as Claude and OpenAI o3 Pro) to interact with our cloud platform. When equipped with…

LicenseQualityMaintenanceLicense: A. Apache License 2.0 is a permissive open source license.Quality: D. 53/100 for listing completeness. Lost points: short README, no listed tools.Maintenance: Not graded. No commit or release date has been recorded.
80 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Zikkaron

by amanhij · Python

Biologically-inspired persistent memory engine for Claude Code MCP agents

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 88/100 for listing completeness. Lost points: 2 of 18 tools barely described, short summary, no docs link.Maintenance: D. Last commit or release 7 months ago.
61 stars—/wk weekly downloads18 tools
Trust score 32 of 100, Limited

WASM sandbox for MCP tools. WASI-isolated, fuel/memory/I/O capped, attested.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 13 days ago.
48 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Swiss grocery search, promotions, and shopping plans across Migros, Coop, Aldi, Denner, Lidl.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 21 days ago.
38 stars—/wk weekly downloads— tools
OpenMyMemo logo
Trust score 32 of 100, Limited

OpenMyMemo

by mymemoai · Python

Your AI memory as a local folder you own. Every app shares it; you see and can undo each change.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 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 7 days ago.
28 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Google Calendar for LLM agents: find, create, update, move, delete events; free/busy; scheduling.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 41 days ago.
26 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Read large logs, JSON and docs in a fraction of the tokens. Offline, fact-preserving optimizer.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 20 days ago.
25 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Slowave

by slowave-ai · Python

Local adaptive memory for AI coding agents through a five-tool MCP lifecycle.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 11 days ago.
24 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 25 days ago.
24 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力

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.
10 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Notepatra editor MCP server — 35 tools; every write human-approved in the editor; local-only.

Registry
LicenseQualityMaintenanceLicense: C. GPL-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: A. Last commit or release 17 days ago.
6 stars—/wk weekly downloads— tools