MCP servers.

Connect a server the community built.

An MCP server is a program somebody else built that gives your AI new tools: search a service, read a file, call an API.

Connect one here and Claude, Claude Code, ChatGPT, Codex and Cursor all reach it through a single endpoint, with your key held on the server side.

Category: Docs & knowledge

636 results · page 1 of 22

  • MCP Memory Server (official)MCP serverDocs & knowledge

    Lets your agent remember facts between conversations by storing them in a knowledge graph it can search and update.

    ★ 90k

    github.com/modelcontextprotocol/servers88k stars

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  • codebase-memory-mcpMCP serverDocs & knowledge

    Lets your agent store and search a knowledge graph of your codebase for fast answers.

    ★ 43k

    github.com/deusdata/codebase-memory-mcp

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  • honchoMCP serverDocs & knowledge

    Gives your agent a memory store that keeps context across conversations and learns from past interactions.

    Ready to connect★ 7k

    github.com/plastic-labs/honcho

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  • Basic MemoryMCP serverDocs & knowledge

    Lets your agent save notes and facts in a local Markdown knowledge base and recall them later.

    ★ 4k

    github.com/basicmachines-co/basic-memory3k stars

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  • gitlab-mcpMCP serverDocs & knowledge

    GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.

    ★ 2k

    github.com/zereight/gitlab-mcp

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  • iweMCP serverDocs & knowledge

    Markdown knowledge base as agent memory. Runs against the notes directory it is started in.

    ★ 2k

    github.com/iwe-org/iwe

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  • tradememory-protocolMCP serverDocs & knowledge

    Tamper-evident decision audit trail and outcome-weighted memory for AI trading agents.

    ★ 1k

    github.com/mnemox-ai/tradememory-protocol

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  • emailmdMCP serverDocs & knowledge

    Render markdown into email-safe HTML, lint drafts for deliverability problems, and preview emails.

    Ready to connect★ 1k

    github.com/anypost/emailmd

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  • personal-modelMCP serverDocs & knowledge

    Local-first personal memory and model server for trusted MCP agents on macOS.

    ★ 1k

    github.com/intuition-lab/personal-model

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  • ref-tools-ref-tools-mcpMCP serverDocs & knowledge

    Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…

    Ready to connect★ 1k

    github.com/ref-tools/ref-tools-mcp

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  • token-saviorMCP serverDocs & knowledge

    Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.

    ★ 1k

    github.com/mibayy/token-savior

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  • pdf-reader-mcpMCP serverDocs & knowledge

    Evidence-first PDF MCP. Agent Document Twin with citeable page+bbox evidence.

    ★ 922

    github.com/sylphxai/pdf-reader-mcp

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  • projectmemMCP serverDocs & knowledge

    Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.

    ★ 804

    github.com/riponcm/projectmem

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  • deja-vuMCP serverDocs & knowledge

    deja-vu: local memory over the session histories of twenty-five coding agents.

    ★ 802

    github.com/vshulcz/deja-vu

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  • memorixMCP serverDocs & knowledge

    Local-first project memory with legacy MCP and 2026 discovery compatibility.

    ★ 760

    github.com/avids2/memorix

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  • docling-mcpMCP serverDocs & knowledge

    Convert PDFs and other documents to structured formats via Docling, for AI applications.

    ★ 740

    github.com/docling-project/docling-mcp

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  • vestigeMCP serverDocs & knowledge

    Local-first memory for AI agents that reaches backward to find a failure's root cause.

    ★ 617

    github.com/samvallad33/vestige

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  • compartmentMCP serverDocs & knowledge

    Durable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud.

    ★ 586

    github.com/maxfreedompollard/compartment

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  • webcomponents-react-mcp-serverMCP serverDocs & knowledge

    MCP server for UI5 Web Components for React - Developer documentation and API assistance

    ★ 539

    github.com/ui5/webcomponents-react

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  • anytype-mcpMCP serverDocs & knowledge

    Official MCP server for Anytype API - your encrypted, local and collaborative wiki.

    ★ 520

    github.com/anyproto/anytype-mcp

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  • telememMCP serverDocs & knowledge

    Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option

    ★ 489

    github.com/teleai-uagi/telemem

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  • docfork-mcpMCP serverDocs & knowledge

    @latest documentation and code examples to 9000+ libraries for LLMs and AI code editors in a singl…

    Ready to connect★ 488caution

    github.com/docfork/docfork-mcp

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  • anki-mcp-serverMCP serverDocs & knowledge

    MCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect.

    ★ 474

    github.com/ankimcp/anki-mcp-server

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  • graymatterMCP serverDocs & knowledge

    Persistent agent memory as a single Go binary: knowledge graph, TUI observability, zero infra.

    ★ 466

    github.com/angelnicolasc/graymatter

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  • beever-atlasMCP serverDocs & knowledge

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

    ★ 445

    github.com/beever-ai/beever-atlas

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  • contextMCP serverDocs & knowledge

    Local-first documentation for AI agents. Offline, instant, private doc retrieval.

    ★ 399

    github.com/neuledge/context

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  • agent-recallMCP serverDocs & knowledge

    Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.

    ★ 371

    github.com/goldentrii/agentrecall-mcp

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  • pmb-aiMCP serverDocs & knowledge

    Local-first persistent memory for AI coding agents.

    ★ 278

    github.com/oleksiijko/pmb

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  • yourmemoryMCP serverDocs & knowledge

    Persistent memory for AI agents. Memories decay with time and strengthen on recall.

    ★ 267

    github.com/sachitrafa/yourmemory

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  • plurMCP serverDocs & knowledge

    Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP.

    ★ 249

    github.com/plur-ai/plur

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What is an MCP server?

The Model Context Protocol is the open standard AI clients use to call tools. An MCP server is a program that answers those calls: it publishes a few tools with their inputs, and the AI decides when to use them. Most are written by the people who needed them and published as open source, which is why this list is long and uneven.

7,923 of the 11,204 servers listed here can be served through ahel today. The rest stay listed so you can find them and read what they do, and their pages say plainly that ahel cannot serve them yet.

Connect one to Claude, Cursor, Codex or ChatGPT

Connecting a server here does not put anything on your machine. ahel runs it and serves its tools to every AI client you sign in with, so one connection covers Claude, Claude Code, ChatGPT, Codex, Cursor and VS Code with Copilot.

Your client's tool list stays the same size whatever you connect: a server's own tools are read with the tools verb and run with the use verb. Keys are sealed in ahel and injected server side, so a credential never crosses the link.

See how to connect your AI