Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

This open-source curriculum is designed to teach the concepts and fundamentals of the Model Context Protocol (MCP), with practical examples in .NET, Java, TypeScript, JavaScript and Python.

AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.

MCP Server for IDA Pro.

An MCP server that autonomously evaluates web applications.

Constrain, log and scan your MCP connections for security vulnerabilities.

🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support

Unlock 650+ MCP servers tools in your favorite agentic framework.

K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments

A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.

The ROS/ROS2 MCP Server is designed to support robots in performing complex tasks and adapting effectively to various environments by providing a set of functions that transform natural language commands, entered by a user through an LLM, into ROS/ROS2 commands for robot control.

mkinf SDK to interact with mkinf hub MCP servers

MCP Salesforce connector

A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.

Agentic abstraction layer for building high precision vertical AI agents written in python for Model Context Protocol.

Django MCP Server is a Django extensions to easily enable AI Agents to interact with Django Apps through the Model Context Protocol it works equally well on WSGI and ASGI

数读 是一件可以让你的大模型安全连接到数据库的MCP工具。| DButils is an all-in-one MCP service that enables your AI to do data analysis by harnessing versatile types of database (sqlite, mysql, postgres, and more) within a unified configuration of multiple connections in a secured way (like SSL and controlled write access).

MCP Client Implementation using Python, LangGraph and Gemini

Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.