Python-based, AI-enabled ROS 2 MCP framework with auto-discovery and stdio transport for seamless robot control.

Wraps Cisco pyATS/Genie to run show commands, configure devices, and query state via STDIO JSON-RPC, with environment-driven testbeds and artifact retention.

Open-source browser automation MCP server. Control your real Chrome from any AI agent.

Multi-instance IDA Pro MCP server — analyze multiple binaries simultaneously through a single MCP endpoint.

An in-depth book and reference on building agentic systems like Claude Code

A smart context filter that removes noise, refines and enhances responses, also slashes token usage by up to 90%.

The world’s first open-source MCP monetization platform, to quickly create and sell your own MCP server in just minutes. | XPack 是全球首个开源 MCP 交易平台，帮助你在10分钟内快速搭建自己的 MCP 商店并立刻开始销售 MCP 服务。

I'm your specialized design systems assistant. Ask me about components, tokens, patterns, and best practices.

MCP Server for connecting to the Meta Marketing API

Lightweight read-only NetBox data bridge enabling LLMs to fetch objects, changelogs, and plugin-discovered types.

Bridge LLMs to GeoServer REST for geospatial data exploration, editing and visualization with WMS/WFS, datastores, and layers.

Doctor is a tool for discovering, crawl, and indexing web sites to be exposed as an MCP server for LLM agents.

api router for MCP Servers

golang版本的小智后端服务，支持websocket和mqtt+udp协议，支持声纹识别/声音克隆/知识库/mcp远程调用/主动音频下发/openclaw等功能

Easily convert tool, agents and orchestrators from existing agent frameworks to MCP servers

AI-powered assistant workbench for FreeCAD — generate 3D models from natural language

A Jetbrains IDE IntelliJ plugin aimed to provide coding agents the ability to leverage intelliJ's indexing of the codebase

Official Railway MCP Server for interacting with your Railway account

The Google Ads MCP Server is an implementation of the Model Context Protocol (MCP) that enables Large Language Models (LLMs), such as Gemini, to interact directly with the Google Ads API.

Transform any OpenAPI/Swagger definition into a fully-featured Model Context Protocol (MCP) server

MCP Server that enables Claude code to interact with Gemini

Hands-on crash course for Claude Code with branch-based projects on MCP, subagents, hooks, and automation.

Grounds LLM responses with official Google Maps Platform docs and code samples for precise, up-to-date guidance.

An inbox-on-demand platform enabling AI agents to send, receive, and act on emails with OpenAI and Vercel SDKs.