MCP servers

A hosted MCP server that lets AI assistants such as Claude, ChatGPT, Perplexity or Cursor run Meta ad campaigns end to end, from creating campaigns to analyzing performance.

• MCP servers

Example Model Context Protocol servers and clients in five languages, written as companion code for the official MCP server and client tutorials.

• MCP servers
• Tutorials

A self-hosted MCP gateway that lets teams register many MCP servers once and expose them behind a single endpoint with centralized discovery and access control.

• MCP servers

An MCP server that connects to Garmin Connect and exposes a user's fitness and health data, such as activities, sleep, training load and gear, to Claude and other MCP clients.

• MCP servers

An MCP server that connects Claude, Cursor, and other MCP clients to a SearXNG instance, giving them privacy-respecting web search, page reading, and query-suggestion tools.

• MCP servers

An MCP server that lets an AI agent connect to and manage Jupyter notebooks in real time, running against a local Jupyter install, JupyterHub, or a scalable hosted code sandbox from local to the cloud.

• MCP servers
• Data engineering

A free, open-source native Mac system-maintenance app for junk cleanup, app uninstalling, duplicate finding, and disk analysis, with a built-in MCP server so AI agents can query and clean the system with consent.

• MCP servers
• Desktop utilities

xmcp is a TypeScript framework for building and shipping MCP servers, with file-system routing for tools and prompts, hot reloading, middleware, and deployment to any platform including Vercel.

• MCP servers

A standalone, open-source MCP host that combines MCP servers with a language model to present agent experiences such as chat, and can be deployed or embedded into other applications.

• Agent frameworks
• MCP servers

A Codex plugin that lets an AI agent draw scientific figures live inside the visible draw.io desktop canvas, calling draw.io's own graph API through a local MCP server rather than automating the mouse and keyboard.

• MCP servers
• Design tools

A code intelligence server built in Zig that gives AI coding agents a map of a repository through MCP: focused source context, symbols, callers, outlines, and dependencies, without editing files itself.

• MCP servers
• Agent memory

A Model Context Protocol server that lets an AI application safely explore and query a MySQL database, listing tables as resources, reading their contents, and running SQL queries through a controlled interface.

• MCP servers
• Databases

An MCP server plugin for the Cocos Creator game engine that lets an AI assistant such as Claude or Cursor control the editor directly, covering scene, node, component, prefab, asset and animation operations.

• MCP servers

The official Kotlin Multiplatform SDK for the Model Context Protocol, maintained with JetBrains, letting Kotlin code targeting JVM, Native, JS and Wasm implement MCP clients and servers.

• MCP servers

A self-hosted enterprise knowledge hub and MCP server that compiles an organization's documents into a structured, permission-scoped wiki that Claude and other LLMs can query.

• MCP servers
• RAG

An MCP server that gives an AI client access to Brave Search, including web, local business, place, image, video and news search, plus AI-generated summarization.

• MCP servers

A Model Context Protocol server that connects LLMs such as Claude, GPT and Gemini to ROS robots for two-way communication, without changing the robot's existing source code.

• MCP servers

A Model Context Protocol server that lets AI agents create, inspect and edit Draw.io diagrams, such as architecture diagrams and flowcharts, through a built-in editor or a browser extension.

• MCP servers
• Design tools

A Model Context Protocol server that gives an LLM web search and page-fetching capability through DuckDuckGo, with rate limiting and results formatted for language-model consumption.

• MCP servers

An MCP server that integrates with the Terraform Registry and HCP Terraform APIs, letting AI agents and IDEs query providers, modules and policies and manage Terraform workspaces for infrastructure-as-code automation.

• MCP servers
• Hosting

A library that lets AI agents call MCP and UTCP tools by writing and executing code instead of making individual tool calls, reducing the round trips needed for multi-step tasks.

• Agent frameworks
• MCP servers

An official Model Context Protocol server that lets AI agents store and retrieve memories in a Qdrant vector database, acting as a semantic memory layer for LLM applications.

• MCP servers
• Agent memory

A token-efficient adapter that lets the Pi coding agent use MCP servers through a single small proxy tool instead of loading every server's verbose tool definitions up front.

• Coding agents
• MCP servers

The official MATLAB Model Context Protocol server from MathWorks, letting AI applications such as Claude Code and VS Code Copilot start MATLAB, write and run code, and check style.

• MCP servers