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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. 3564 published MCP servers match this ranking. The highest trust scores right now are Islam West Africa Collection (IWAC) at 64, RightAIChoice — verified AI tool data at 63, Doxa MCP at 63. 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
PromptGuard Scan MCP logo
Trust score 42 of 100, Fair

PromptGuard Scan MCP

Unknown author

Paid remote MCP for LLM security scans, jailbreak checks, analytics, checkout, and readiness.

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 42 of 100, Fair

Drop El Salvador into your context window: ~280 official ES/EN docs, hybrid search. Free PAT.

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 42 of 100, Fair

Deploy files, sites, and Dockerfile apps to live URLs + private drives for agent memory.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: C. 60/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

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.
— stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

Run code, query databases, call any LLM, and commit to GitHub from your AI, safely. Free tier.

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 42 of 100, Fair

45 pay-per-call AI agent tools: scraping, SEO, crypto data, lint, agent memory. x402 USDC on Base.

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 42 of 100, Fair

Persistent docs and memory for AI agents — read, write, organize & search a shared workspace.

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 42 of 100, Fair

OpenAI-compatible LLM MCP (7 tools); chat via balance key or x402 USDC on Base

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 42 of 100, Fair

Hosted email MCP for AI agents with inboxes, send/receive, memory, recovery, and credits.

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 42 of 100, Fair

Cloudflare Workers MCP server: embedding-search

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 42 of 100, Fair

Personal knowledge graph as an AI memory layer over MCP - read, save, and link your memories.

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
IBM Granite via x402 logo
Trust score 42 of 100, Fair

Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.

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 42 of 100, Fair

Anthropic logs audit filter and cybersecurity threat analyzer.

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 42 of 100, Fair

GitHub repository vectorizer and context synthesizer for RAG pipelines.

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 42 of 100, Fair

Persistent, agent-owned memory with encrypted storage and shared knowledge commons.

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 42 of 100, Fair

Telegram bridge for your MCP-compatible agent. Bidirectional, no LLM in our stack.

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 42 of 100, Fair

NeuralBrain MCP Server - RAG, Vector Memory, LLM Routing, Agent Identity, x402 Payments

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 42 of 100, Fair

Personal wiki and memory layer for AI assistants. Persistent, structured memory across sessions.

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 42 of 100, Fair

EU-hosted AI platform: OpenAI-compatible LLM gateway, document extraction, transcription, agents.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: F. 38/100 for listing completeness. Lost points: short README, no listed tools, no repository link.Maintenance: Not graded. No commit or release date has been recorded.
— stars2.3K/wk weekly downloads— tools
Trust score 41 of 100, Fair

sqz

by ojuschugh1 · Rust

Pre-injection context compression for coding agents. Zero LLM calls, zero telemetry, offline-safe.

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 30 days ago.
651 stars47/wk weekly downloads— tools
Trust score 41 of 100, Fair

Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki.

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 1 months ago.
449 stars—/wk weekly downloads— tools
Trust score 41 of 100, Fair

Door-to-door travel MCP + CLI: flights, hotels, trains, cars, ferries. No API keys, Go binary.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 3 days ago.
91 stars284/wk weekly downloads— tools
Trust score 41 of 100, Fair

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

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.
59 stars78/wk weekly downloads— tools
Trust score 41 of 100, Fair

Control the Unreal Engine 5 editor from any MCP client: Blueprints, materials, Niagara.

Registry
LicenseQualityMaintenanceLicense: B. MPL-2.0 is a weak copyleft license: changes to its own files must be shared.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: C. Last commit or release 3 months ago.
39 stars—/wk weekly downloads— tools