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.

Filter by category

11,413 results · page 50 of 381

  • ragscoreMCP serverDatabases & data

    Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

    github.com/hzyai/ragscore

    View details
  • remembraMCP serverDocs & knowledge

    Persistent AI memory with entity resolution, temporal knowledge graph & 11 MCP tools.

    github.com/remembra-ai/remembra

    View details
  • s-gwMCP serverAI & models

    Keep credentials out of AI coding agents with local approvals, scoped injection, and audit trails.

    github.com/sgateway/s-gw

    View details
  • seo-audit-consoleMCP serverWeb & browsing

    Technical SEO in Claude: GSC + crawl + DataForSEO - audit, market sizing, content recon.

    github.com/houtini-ai/seo-audit

    View details
  • skillfed-mcpMCP serverProductivity

    Find vetted agent skills for your task — privacy-preserving skill discovery over MCP.

    github.com/skill-federation/skill-federation

    View details
  • task-mcpMCP serverProductivity

    An MCP server for deep research or task groups

    Ready to connect

    github.com/parallel-web/task-mcp

    View details
  • thingctxMCP serverDev tools

    Drive devices and APIs from their W3C Thing Description. You gate every operation.

    github.com/thingctx/thingctx

    View details
  • unbrowserMCP serverWeb & browsing

    Chrome-free MCP web access for agents with low-token page maps and browser escalation hints.

    github.com/protostatis/unbrowser

    View details
  • veclineMCP serverDocs & knowledge

    Local-first image, vector and document toolkit that measures its own output. Nothing uploaded.

    github.com/shunyagatha/vecline

    View details
  • wpf-visual-treeMCP serverAI & models

    Let AI agents inspect and drive running WPF apps: tree, bindings, screenshots, clicks, text input.

    github.com/faze79/wpfvisualtreemcp

    View details
  • yandex-lavka-mcpMCP serverSearch

    Unofficial MCP server for ordering Yandex Lavka groceries: search, cart, checkout.

    github.com/dudude-bit/yandex-lavka-mcp

    View details
  • agent-magnetMCP serverDocs & knowledge

    Behavioral memory layer for AI tools. Learns preferences and context across Claude, Cursor, Codex.

    github.com/helinakdogan/magnet-gateway

    View details
  • amazon-seller-mcpMCP serverAI & models

    Hosted Amazon Seller and Vendor MCP server for Claude, ChatGPT, Cursor, Codex, Gemini, Copilot.

    Ready to connect

    github.com/deltologic/datadoe-mcp

    View details
  • apple-calendar-mcpMCP serverSearch

    Inspect and search Apple Contacts on macOS, and resolve a contact into a message-ready recipient.

    github.com/jonathanrreed/apple-mcps

    View details
  • aspnetcore-debugger-mcpMCP serverAI & models

    MCP server giving AI agents interactive .NET / ASP.NET Core debugging via netcoredbg + DAP.

    github.com/magna-nz/aspnetcore-debugger-mcp

    View details
  • atimelogger-mcpMCP serverDev tools

    MCP server exposing the ATimeLogger REST API (activities, reports, types)

    github.com/zaplitny/atimelogger-mcp

    View details
  • attestorMCP serverDocs & knowledge

    Self-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval, audit log.

    github.com/bolnet/attestor

    View details
  • brandsystem-mcpMCP serverWeb & browsing

    Use existing brand guidelines with AI. Turn websites, PDFs, and Figma into a .brand runtime.

    github.com/brandcode-studio/brandsystem-mcp

    View details
  • calibre-mcpMCP serverSearch

    Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.

    github.com/caelum29/calibre-mcp

    View details
  • cashfree-mcpMCP serverDev tools

    Cashfree MCP server for cashfree docs and APIs

    github.com/cashfree/cashfree-mcp

    View details
  • catalog-cli-proMCP serverDev tools

    Amazon catalog auditing tool. 13 quality checks for your listings.

    github.com/bwb03/amazon-catalog-cli

    View details
  • cochlea-mcpMCP serverMedia

    Render, analyze, and verify audio (WAV/FLAC/mp3/ogg) offline and deterministically via MCP tools.

    github.com/richer-richard/cochlea

    View details
  • cognirepoMCP serverAI & models

    FAISS, call graph, AST, BM25 — 34 MCP tools for AI agents. 50-80% token reduction. Offline.

    github.com/ashlesh-t/cognirepo

    View details
  • dataverseMCP serverDev tools

    73 tools for Microsoft Dataverse: CRUD, FetchXML, metadata, audit, batch, role privileges and more.

    github.com/codeurali/mcp-dataverse

    View details
  • easyeda-pro-mcpMCP serverDev tools

    MCP server and EasyEDA Pro extension bridge for live project assistance.

    github.com/vlab-software/easyeda_mcp

    View details
  • global-agent-memoryMCP serverDocs & knowledge

    Shared, project-aware memory for Claude Code, Codex, and other agents with human review.

    github.com/ozankasikci/global-agent-memory

    View details
  • google-imagesMCP serverMedia

    Google Images results with source pages, thumbnails and full-resolution URLs, as JSON.

    Ready to connect

    github.com/hasdata/google-images-mcp

    View details
  • infranodeMCP serverDev tools

    Keyless open data for 84 German cities: 12 lean read-only MCP tools covering 67 data types.

    Ready to connect

    github.com/street1983nk/infranode

    View details
  • koragraphMCP serverDocs & knowledge

    Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code.

    github.com/koragraph/koragraphmcp

    View details
  • linksee-memoryMCP serverDocs & knowledge

    Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.

    github.com/michielinksee/linksee-memory

    View details

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.

8,149 of the 11,413 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