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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. 3516 published MCP servers match this ranking. The highest trust scores right now are Ellmos Clatcher MCP at 69, RankCLI at 69, gateway at 69. 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.

3,516 servers
Trust score 53 of 100, Fair

deepseek

by arikusi · TypeScript

MCP server for DeepSeek AI with chat, reasoning, sessions, function calling, and cost tracking

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 23 days ago.
26 stars1.4K/wk weekly downloads— tools
Trust score 53 of 100, Fair

al-buddy-memory

by flytomoon · TypeScript

Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited.

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 21 days ago.
3 stars406/wk weekly downloads— tools
Trust score 53 of 100, Fair

shyn

by shyn-labs · TypeScript

Local-first ambient memory for your Mac — pages, meetings, notes, encrypted on-device.

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.
1 stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

git-mcp-server

by cyanheads · TypeScript

Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more.

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 43 days ago.
244 stars3.8K/wk weekly downloads— tools
Trust score 52 of 100, Fair

MCP server for AI-powered GitHub project management — 20 tools (169 actions), agent swarm orchestration, GitHub Actions/Releases/Branches,…

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 47 days ago.
102 stars11/wk weekly downloads— tools
Trust score 52 of 100, Fair

Evidence-backed crypto due diligence with sources, freshness, and a runtime receipt on every call.

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 13 days ago.
20 stars1.2K/wk weekly downloads— tools
Trust score 52 of 100, Fair

zendesk-mcp-server

by fruggr · TypeScript

Draft, translate and update Help Center articles and manage Zendesk tickets from your AI assistant.

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 13 days ago.
14 stars1.6K/wk weekly downloads— tools
Trust score 52 of 100, Fair

66 tools, 241 typed actions, 27 registry groups

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: D. 51/100 for listing completeness. Lost points: no README, 2 of 4 tools barely described, short summary.Maintenance: A. Last commit or release 12 days ago.
8 stars5.1K/wk weekly downloads4 tools
Trust score 52 of 100, Fair

houki-nta-mcp

by shuji-bonji · TypeScript

Japan NTA tax notices (tsutatsu) and Q&A, marked with legal_status and linked back to the law.

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 28 days ago.
2 stars146/wk weekly downloads— tools
Trust score 52 of 100, Fair

One encrypted memory for all your AI apps, on your computer. Needs the Zaaheen app (30 days free).

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 10 days ago. Down one letter for 65 open issues against 0 stars.
0 stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

Giljo HQ

by giljoai · Python

Context engineering for AI coding agents: product context, project missions, and 360 memory.

RegistryRemote
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 24 days ago.
0 stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

BrainTube

by lildaddyo · TypeScript

Persistent AI memory over your saved YouTube videos, podcasts, articles and PDFs for any MCP client.

RegistryRemote
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.
0 stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

Look up, search and cross-reference machine-learning terms from dictionaryofml.org.

RegistryRemote
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.
0 stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

Query a measured identity: its rules, the evidence behind each one, and the topics they belong to.

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 8 days ago.
0 stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

Deploy autonomous LLM trading agents and drive them over MCP.

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 52 of 100, Fair

khive

Unknown author

Persistent memory, knowledge graph, task management and more for AI agents via MCP.

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 52 of 100, Fair

Langrit

Unknown author

Language learning memory: due flashcard reviews, past mistakes and level, shared with any AI tutor.

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
Locul Cloud Memory logo
Trust score 52 of 100, Fair

Locul Cloud Memory

Unknown author

Recall memories, entity profiles and source notes from your Locul cloud brain in any AI chat.

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 52 of 100, Fair

Nuramem

Unknown author

Cross-model memory for people and teams: one memory every AI you use loads at session start.

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
Perfect Memory logo
Trust score 52 of 100, Fair

Perfect Memory

Unknown author

Search what you've seen on screen and heard in meetings, recorded on your own Mac or PC.

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 52 of 100, Fair

Your planner in every AI chat: tasks, calendar, docs, habits, goals and memory, over MCP.

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 52 of 100, Fair

Daily LLM API prices, cost estimates and automation ROI tools from shurco.ai

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 52 of 100, Fair

Anthropic's SDK went from 34% to 97% of the OpenAI SDK's weekly npm downloads in 46 weeks. It.

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