# MCP protocol

A secure MCP server implementation for executing controlled command-line operations with comprehensive security features.

This project is a CSS teaching MCP server built on Node.js and TypeScript, providing personalized CSS feature update services, including resource management, tool invocation, and prompt guidance functions.

An MCP server implementation for Azure DevOps that provides a standardized protocol for AI assistants to access the Azure DevOps API

The FastDomainCheck MCP Server is a batch domain query service based on the MCP protocol

MemCP is an extensible memory MCP server designed for AI programming agents. It is extended based on Zep AI's Graphiti project, supports building, maintaining, and querying temporal knowledge graphs, and provides entity extraction, persistent storage, and support for multiple transport protocols.

The Sherlock MCP Server is a service for purchasing and managing domain names. It implements a simple note storage system, including a custom URI scheme, note summarization function, and a tool for adding notes.

OpenGenes-MCP is a server based on the Model Context Protocol (MCP), which provides a standardized interface for the OpenGenes database to access data on aging and longevity research. The server automatically downloads the latest OpenGenes database from the Hugging Face Hub to ensure that users can always access the latest data. The database contains experimental data on lifespan changes, gene classification standards, associations with aging markers, and longevity-related research. It supports converting natural language queries into SQL queries, making it convenient for researchers and AI assistants to use.

An MCP server based on the DeepL API, providing text translation and language list functionality.

A Freepik API interaction server based on the Model Context Protocol, providing image and vector graphic search functions.

A basic MCP server for AI clients to interact with etcd

An MCP server for integrating with Azure DevOps services, providing a standardized interface to query resources such as repositories and pull requests.

MCP server project based on Ruby and PostgreSQL

An MCP protocol server implementation for the k6 load testing tool, providing data reception and processing functions

A lightweight MCP server for querying software package vulnerability information in the OSV database.

An MCP server implementation that provides git-spice document search functionality for the Cursor IDE

ServeMyAPI is a secure API key management tool based on macOS Keychain, providing cross-project key storage and access services through the MCP protocol, which solves the security and collaboration problems of traditional.env files.

This project contains two core files, client.py and server.py, which implement an AI tool interaction system based on the MCP protocol. The client manages the interaction process between the user, the LLM, and the tools, and the server provides tool functions such as file operations and web page crawling and offers services through the MCP protocol.

A Node.js tool for generating images from text through the fal.ai API and MCP protocol, supporting multiple models and parameters, suitable for developers and creators to quickly generate images.

An OpenAI agent server based on the MCP protocol, providing various professional agents (such as web search, file search, and computer operation) and a multi-agent coordinator, which can interact with clients (such as the Claude desktop application) through the MCP protocol.

This project is a set of tools for interacting with the TMDB movie database based on the Model Context Protocol (MCP), providing various movie information query functions, including queries for actor cooperation, movie staff, and movie works, etc.

A Spotify server based on the MCP protocol that allows interaction with a Spotify account via Claude, enabling functions such as searching for songs, creating playlists, and getting recommendations.

An MCP server project that connects ArduPilot drones with LLM natural language interaction, supporting natural - language control of drone flights through tools such as Claude or Cline.

Mianshiya MCP Server is an interview question search service compatible with the MCP protocol. It is integrated through the Java SDK, supports multiple intelligent agent assistants to quickly access, and provides question retrieval functions.

An MCP-like server prototype based on the DeepSeek API, providing terminal command execution and AI chat integration functions.

The MCP server project of Catalysis Hub provides programmatic access to catalysis research data through a GraphQL interface, supports complex queries and variable parameterization, and follows the MCP protocol to achieve interoperability with AI agents.

Implement the MCP service function for PC WeChat, and specify the Python virtual environment and script path through the configuration file

This project is an MCP client based on LangChain, used to demonstrate how to call MCP server tools through the LangChain ReAct Agent. It supports the LLMs of Anthropic, OpenAI, and Groq and provides the function of converting MCP tools to LangChain tools.

This project is a Twitch chat MCP server based on Quarkus. By integrating Twitch chat functionality with the MCP protocol, it provides real - time chat interaction services for tools such as Claude.

MCP Server Manager is a tool for managing MCP (Model Control Protocol) servers. It provides command-line and graphical interfaces, supports the creation, configuration, and monitoring of local servers, and is compatible with Windows and macOS systems.

An MCP weather query agent project developed based on DeepSeek-V3, which realizes its functions by configuring the API key and running the client script.