# Protocol service

Gitlab MCP Server is an open - source service based on the Model Context Protocol, inherited from the MCP server on Github.

Model context protocol server for NPM trend data

A MongoDB server based on the Model Context Protocol (MCP) that allows LLMs to interact directly with MongoDB databases, supporting operations such as querying, schema inspection, and data management.

A simple implementation of the model context protocol server, including a dummy tool.

A server-side demonstration project based on the Model Context Protocol, developed using TypeScript

Home Assistant MCP is a standardized protocol server that provides a secure and typed interface for AI assistants to interact with the smart home system, supporting device control, status query, and automated management.

WebSearch-MCP is a service that implements the Model Context Protocol (MCP). It provides web search capabilities by integrating the WebSearch Crawler API and supports multiple AI clients to obtain web information in real-time.

The Aider MCP Server is an experimental model context protocol server used to offload AI coding tasks to Aider, improving development efficiency and flexibility.

This is a monorepo project containing multiple implementations of the Model Context Protocol (MCP) servers, using pnpm workspaces and Turborepo for efficient build management.

The Civitai MCP Server is a protocol server that provides AI assistants with comprehensive access to AI models, creators, and generated content on the Civitai platform, supporting browsing, searching, and discovering various AI models.

Kubernetes MCP is a model context protocol server implemented in Go language, specifically designed to interact with Kubernetes clusters. It provides rich Kubernetes resource management functions through the MCP protocol, supports multiple transmission methods, and includes advanced features such as cluster metric monitoring and log analysis.

GBox MCP Server is a server implementation based on the FastMCP protocol, supporting real-time communication with the GBox game engine and integrating ComfyUI to achieve AI-assisted game development.

mcp-find is a command-line tool for searching MCP servers through the API of mcprepository.com, which helps developers quickly find the required protocol services.

Penumbra Model Context Protocol (MCP) server built on offeryn

The MCP service backend of Cline, providing core functions of knowledge base integration and retrieval

Binance P2P model context protocol server

Code Index MCP is a code indexing and analysis server based on the Model Context Protocol (MCP), providing functions such as code search, file analysis, and intelligent filtering. It supports multiple programming languages and helps developers efficiently manage codebases.

An MCP protocol server that provides access to IETF documents for large language models

An MCP server that connects to the Tana input API to enable data interaction between LLMs and Tana workspaces

MCP API Connect is a tool that connects any REST API through the Model Context Protocol (MCP) server. Users can quickly access it by providing the API documentation and key.

A server that provides a model context protocol for Playwright automation

This project is a YouTube music control server based on the Model Context Protocol, which implements music search and playback functions through an AI model and supports cross - platform operations (mainly for Chrome automation on macOS).

A Monorepo project containing TUI tools and various MCP servers for quickly installing and running Model Context Protocol services, supporting platforms such as Shortcut, Notion, Coderabbit, etc.

Snowflake MCP Service is a server that implements the Model Context Protocol (MCP), providing the ability for MCP-compatible clients to access Snowflake databases. It supports two authentication methods: password and key pair, and includes core functions such as connection management and query processing.

An implementation of the Model Context Protocol (MCP) server based on RabbitMQ, allowing MCP clients to interact with queues and topics in RabbitMQ instances.

Ordiscan MCP Server is a Model Context Protocol server for retrieving information about Ordinals and Runes on Bitcoin

This project is a collection of Model Context Protocol (MCP) servers, including service implementations with various functions such as calculators, weather queries, and file management, providing standardized tool access interfaces for MCP clients.

The Supabase MCP Server is a tool that enables LLM models such as Claude to interact with Supabase through the MCP protocol, supporting CRUD operations on Postgres tables.

View Control MCP Server is a server that implements the Model Context Protocol (MCP), allowing AI assistants to control the mouse, keyboard operations, and screen capture of a local PC through the JSON - RPC 2.0 protocol. It supports integration with MCP clients such as Claude Desktop and Cursor.

A customized MCP documentation server that supports LLM applications to integrate document resources through the Model Context Protocol, providing access to LangGraph and MCP documentation and URL scraping capabilities.