# Protocol service

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.

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.

The Gemini MCP Server project implements the Model Context Protocol (MCP) service, enabling Claude Desktop to interact with Google's Gemini AI model. It provides full MCP protocol support, real - time response streaming, secure API key handling, and configurable model parameters, and is implemented in TypeScript.

GhidrAssistMCP is a powerful Ghidra extension that enables AI assistants and other tools to interact with Ghidra's reverse engineering capabilities through a standardized API by implementing a Model Context Protocol (MCP) server.

DB MCP Server is a multi-database supported server that implements the Model Context Protocol (MCP) and provides AI assistants with the ability to access databases in a structured manner. It supports MySQL and PostgreSQL, can connect to multiple databases simultaneously, automatically generates dedicated tools, and follows a clear architecture design.

This project is a server based on the Model Context Protocol (MCP) for integrating the WooCommerce e - commerce platform with AI assistants such as Claude, providing order query and management functions.

A simple MCP server that enables clients to interact with Claude and execute tool processes

MCP Ayd Server is a model context protocol server designed for Ayd, allowing clients to query Ayd's status information through the MCP protocol.

Sigovenoi MCP is a model context protocol server that provides coding rules and examples for multiple themes and supports integration with multiple development tools.

This project is an implementation of an MCP server based on OpenSearch, providing semantic memory storage and retrieval functions for LLM applications such as Claude, and supporting the connection of AI tools and data sources through a standard protocol.

The Toolhouse MCP server is an MCP protocol server built on the Toolhouse and Groq APIs, allowing MCP clients (such as the Claude desktop application) to connect and use multiple tools to enhance functionality.

A Medullar space data retrieval server based on the MCP protocol, providing the function of obtaining user space data.

An MCP protocol server that provides access to the tools on the Toolhouse platform

The Exa MCP server is a middleware that connects AI assistants and the Exa Search API, enabling AIs like Claude to safely conduct real-time web searches and obtain structured results.

A Minecraft model control protocol server based on Mineflayer, providing a standardized JSON - RPC interface for AI agents to control Minecraft robots.

A markdownlint service based on the MCP protocol for validating whether Markdown content meets the specifications, supporting custom configuration and AI integration.

The SurrealDB MCP Server is a server that provides a standardized interface for AI assistants to interact with the SurrealDB database, supporting data querying and operations.

A Model Context Protocol (MCP) server for Incident.io integration, providing incident management and severity query functions.

This is a server - side project that implements the Model Context Protocol (MCP). It supports AI assistants to interact with external services and data sources, is compatible with AI assistants such as Claude, and provides task creation, debugging tools, and development guides.

Code repository for the Model Context Protocol server

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

The Chatwork MCP Server is a protocol service for operating Chatwork via AI, supporting configuration and use in tools such as Claude Desktop.

The StateSet MCP Server is a model context protocol service used to integrate with StateSet's issue operating system, enabling LLMs to interact with StateSet.

An MCP server implementation based on Elixir, supporting secure interaction between AI models and local and remote resources via the SSE protocol.

Unichat MCP Server is a multi-model chat protocol server implemented in TypeScript, which supports sending requests to AI providers such as OpenAI and MistralAI through the MCP protocol and provides preset prompt functions such as code review and document generation.

The HLedger MCP Server is a service based on the model context protocol that provides an interface for AI assistants to directly access HLedger accounting data and functions, supporting operations such as querying account balances, generating financial statements, adding new entries, and analyzing accounting data.

An MCP server that connects AI assistants with the Metabase analytics platform, providing functions such as data query and dashboard access, and supporting two authentication methods.

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.

React MCP is a service that implements the Model Context Protocol, providing Claude AI with the ability to interact with React applications, supporting the creation, running, and management of React projects, as well as file operations and terminal command execution.