# Protocol service

A server-side project that implements the Model Context Protocol (MCP), supporting AI assistants to interact with external services and data sources, and providing functions for task creation, running, and debugging

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.

This project is a Model Context Protocol (MCP) server implementation for terminal commands, allowing terminal commands to be executed in a specified directory through Claude configuration.

An implementation of the MCP server for Apache Doris, providing model context protocol services and supporting running through the command line and development mode.

The Databricks MCP Server is a service based on the MCP protocol that allows LLM tools to interact with the Databricks platform, providing management functions for clusters, jobs, notebooks, etc.

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.

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.

An MCP protocol server for accessing Metaplex documentation and repository information

StableMCP is a model context protocol (MCP) server based on JSON - RPC 2.0 for generating images through Stable Diffusion.

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 TestRail MCP Server is an interface service based on the Model Context Protocol, enabling standardized interaction with the TestRail test management system.

Mobi MCP Server is a service based on the Model Context Protocol, used to enable the interaction between AI models and the Mobi knowledge management platform, providing functions such as search, data retrieval, content creation, and version control.

The JetBrains MCP server plugin enables seamless integration between LLMs and IDEs and provides extension points for custom tools.

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.

This is a service implementation based on the Model Context Protocol (MCP), building AI tool services through the tool capabilities provided by the Integration App platform.

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

Penumbra Model Context Protocol (MCP) server built on offeryn

SwiftMCP is a Model Context Protocol (MCP) project implemented in Swift, including server and client components, used for the interaction between AI agents and Swift applications.

The Specifai MCP Server is a model context protocol server used for integration and automation with AI tools that support the MCP protocol, providing a tool for reading documents generated by the Specifai project.

A quick start guide for the MCP server, introducing how to set up and use the Model Context Protocol service.

The MCP server is a platform that supports AI in autonomously developing software, providing functions such as file operations, network requests, database queries, Git management, and system command execution, enabling full-process automated development from concept to testing.

The Ton MCP Server project provides functions for interacting with Ton wallets, such as sending transactions and querying balances.

A server that provides a model context protocol for Playwright automation

An MCP protocol server that integrates AI agents with MagicPod

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

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.

Metoro MCP Server is an open-source server based on the Model Context Protocol that allows users to interact with Kubernetes clusters through the Claude desktop application and provides the function of querying the observability data of the cluster.

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

Lucidity is a Model Context Protocol (MCP) server that aims to improve the quality of AI-generated code through intelligent prompt analysis. It provides structured guidance to help identify and resolve code quality issues, supports multiple programming languages, and can seamlessly integrate with AI assistants.