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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 vibo-mcp at 56, datacron at 56, walkerOS Flow 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

Structured Windows state for AI agents: processes, windows, UI trees. No screenshots.

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

brain-mcp

by debashishthakur · TypeScript

Your Obsidian vault as private, searchable memory for Claude, Cursor, Hermes and any MCP client

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 22 days ago.
1 stars653/wk weekly downloads— tools
Trust score 33 of 100, Limited

DraftCall

by evanatpizzarobot · JavaScript

Should I start X or Y? NFL fantasy compares, rankings, byes, matchups, schedule strength, checks

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

retailcrm-mcp

by theyahia · TypeScript

MCP server for RetailCRM — orders, customers management via API v5.

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 2 months ago.
1 stars61/wk weekly downloads— tools
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

Local-first MCP memory server for persistent LLM knowledge with BM25 retrieval.

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

Detects leaked secrets & API keys: 32+ provider rules (AWS, GitHub, Stripe, OpenAI…), zero deps.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 76/100 for listing completeness. Lost points: 1 of 2 tools barely described, short summary, no docs link.Maintenance: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads2 tools
Trust score 33 of 100, Limited

Swiss academic libraries + open-access Swiss legal literature (SRU/OAI-PMH, no API key)

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

bovedia

by jmpdsevilla · JavaScript

Memoria personal para Claude Code en notas Markdown; no carga el contexto a ciegas.

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

loci

by 3m1ry33t · Python

Scoped memory for coding agents: picks the right project, answers in scope, or abstains.

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 1 months ago.
1 stars—/wk weekly downloads— tools
TikTok Trends MCP logo
Trust score 33 of 100, Limited

TikTok hashtag volume over time, with growth for any hashtag. Free key at trendsmcp.ai

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

stickies

by dumbspacecookie · JavaScript

Persistent, expiring, importance-graded sticky notes for Claude Code.

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

Read-only, provenance-aware selection of Wolof speech corpora by measured quality.

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

Effect 官方文档的中文译文检索(234 页,v3 + v4)。每条结果带可核验引用:能点回原文小节、能看到该译文对着哪次上游提交译的。零依赖、离线自包含。

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

25 calculadoras financieras en español: ratios, WACC, DCF, VAN/TIR, DuPont y tributario Chile

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: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

AI support agent — ticket classification, response drafting, escalation routing.

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

xaip-mcp-server

by xkumakichi · TypeScript

AI agents get on-chain identity, credentials, reputation, escrow, and persistent memory on XRPL.

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

161 AI agents for code gen, health, AI/ML, infra, India-stack. One command.

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

Search & buy MMO/social accounts, proxies & digital services from HOTLIKESHOP in your AI chat.

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

huntflow-mcp

by theyahia · TypeScript

MCP server for HuntFlow ATS API — vacancies, candidates, applicants for recruiting.

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

agentcast

by mukundakatta · JavaScript

Structured-output enforcer: extract and validate JSON from messy LLM text.

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

bitrix24-mcp

by theyahia · TypeScript

MCP server for Bitrix24 CRM — deals, contacts, tasks via webhook API.

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

agentvet

by mukundakatta · JavaScript

Validate tool-call args before execution. Returns LLM-friendly retry hints.

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

Real-time & historical options analytics: GEX, dealer positioning, vol, VRP, 0DTE, CME futures

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: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads— tools