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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. 3571 published MCP servers match this ranking. The highest trust scores right now are ANTT: Transportador at 58, Conselho Regional de Odontologia MA: Cadastro at 58, DETRAN MT: Veículo at 58. 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.

3,571 servers
Trust score 37 of 100, Limited

skim-mcp

by helloderekg · Python

Lossless skim-then-expand reading of big files, repos, and command output with far fewer tokens

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 34 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Local prompt regression tracker with six fictional cases and evidence for human review.

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 24 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

LinkedIn actions for AI agents: search, messaging, posts and invites, as hosted MCP tools.

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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Flutter Lamp

by itsonu · TypeScript

Live runtime data from a running Flutter app: exceptions, logs, network, frames, diagnosis.

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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Long-term memory for AI agents: local-first PKM with provenance and hybrid search.

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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

lumen

by nitishagar · TypeScript

Deterministic SEO audits as MCP tools: 36-rule site audit, keywords, rank, CWV reports.

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: A. Last commit or release 17 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

armguard-mcp

by lynn-hh · Python

Safety-first MCP server for ROS 2 robot arms: server-side safety envelope, human approval, audit

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: B. 75/100 for listing completeness. Lost points: 21 of 21 tools barely described, short summary.Maintenance: A. Last commit or release 16 days ago.
0 stars—/wk weekly downloads21 tools
Trust score 37 of 100, Limited

Curated SISTRIX SEO tools: visibility, rankings, keywords, backlinks, AI visibility, Amazon data.

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 26 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Arachne MCP — scraping, browser, vision, OCR, RAG, Social Research, GitHub + VRT (56 tools).

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 22 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Your personal knowledge base and memory for AI agents: search, explore and feed your myBrain.

RegistryRemote
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 25 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Local MCP framework for bounded cross-model delegation, routing and evidence verification.

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 46 days ago.
0 stars—/wk weekly downloads— tools
Valmera — agentic AI video editor logo
Trust score 37 of 100, Limited

AI video editor for real footage: cut, caption, reframe, add music and b-roll, preview, export MP4.

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 34 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Codex Subagent

by parisbs · TypeScript

Delegate coding tasks to the OpenAI Codex CLI, installed separately, with explicit model and effort.

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 8 days ago.
0 stars—/wk weekly downloads— tools
Grabbit logo
Trust score 37 of 100, Limited

Grabbit gives AI agents eyes on the web. Send a public URL, get a pixel-perfect hosted image.

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 42 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Publish pages straight from Claude as private, branded, tracked links.

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 45 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

WSL / EnviDat environmental research datasets via CKAN

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 40 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

kenotex-mcp

by kenxcomp · TypeScript

Let your coding agent manage real todos, events, and check-in habits in Kenotex on your Mac.

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 12 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

AI inference pricing for agents: live and historical model prices, provider comparison.

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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

agenttool

by cambridgetcg · TypeScript

Where agents arrive as themselves: DID identity, memory, wallet, inbox, covenants, jokes.

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: B. Last commit or release 11 days ago. Down one letter for 36 open issues against 0 stars.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Rag Knowledge Graph MCP Server by MEOK AI Labs

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 33 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Tugra

by dogrucanemek-alt · TypeScript

Provenance-aware memory format for AI agents: every claim carries its source, age and boundary.

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 23 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Unofficial MCP server for the Action1 RMM API: fleet queries, scripts, updates, guarded changes.

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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Palim

by joleschmidt · Shell

Hosted MCP memory: save sessions/decisions once, search from Claude, Cursor, ChatGPT. EU-hosted FTS.

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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

mcp

by sitepulsar · Python

SitePulsar AEO audits: fetch FIND/READ/USE agent-readiness scores for any website.

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 17 days ago.
0 stars—/wk weekly downloads— tools