# Protocol Service

The WebScraping.AI MCP Server is a protocol service implementation integrating network data extraction functions, providing various web page content processing tools.

A GitHub interaction server based on the Model Context Protocol, supporting functions such as repository search, issue management, and PR handling.

Edit-MCP is a model context protocol server integrated with Microsoft Edit tools, providing advanced file editing functions for AI systems. It uses a hybrid architecture that combines file system operations and Edit integration.

A Model Context Protocol server implemented for NebulaGraph, providing graph database access and query functions, and supporting LLM tool system integration.

The Exa MCP Server is a server that enables AI assistants (like Claude) to conduct web searches through the Exa AI Search API, using the Model Context Protocol (MCP) to achieve secure and controllable connections to external tools.

MCP-Serve is a multilingual translation service based on the MCP protocol, providing text translation and resource management functions, and supporting interaction with AI models to expand capabilities.

The MCP server is a platform that supports AI - based autonomous software development. It provides 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 Gaia MCP Server is a server implementation based on the Model Context Protocol (MCP), supporting communication with large language models (LLMs) through stdio and SSE. It provides a standardized tool - calling interface and especially integrates AI image generation and processing functions.

A Python - based biodiversity model protocol server project that supports rapid deployment, development, and debugging.

The MCP server of TiDB AI, providing a Q&A interface for Cursor

An MCP protocol server implementation based on TypeScript and Express, focusing on payroll management functions and providing a standardized AI model interaction interface.

A Model Context Protocol (MCP) server template project based on TypeScript, providing a structured, maintainable and extensible framework, including implementation examples of tools, resources and prompts, supporting configuration management, logging, error handling and containerized deployment.

A Model Context Protocol server project built on the mcp - framework, providing a tool development framework and npm publishing support

FFmpeg-MCP is a server-side project based on the Model Context Protocol, aiming to provide multimedia processing capabilities for LLMs.

A NestJS module for easily exposing AI tools, resources, and prompts via the Model Context Protocol (MCP), supporting multiple transport types and dependency injection.

Edit-MCP is a model context protocol server integrated with the Microsoft Edit tool, providing advanced file editing capabilities for AI systems and adopting a hybrid architecture that combines direct file operations and Edit integration.

An AI model interaction server based on FastAPI and MCP protocol, providing standardized context interaction and high-performance API services.

A Model Context Protocol (MCP) server for Warpcast integration, allowing users to interact with their Warpcast accounts through Claude, supporting functions such as posting, reading posts, searching, and channel management.

A Spotify integration service based on the MCP protocol that allows an AI assistant to control and interact with the user's Spotify account, enabling functions such as playback control and playlist management.

Implementation of the Gemini MCP Server, supporting interaction between Claude Desktop and the Google Gemini 2.5 Pro Experimental model

The MedixHub MCP Server is a model context protocol service based on JavaScript, integrating medical and health API access functions, providing standardized function execution, parameter verification, and LLM integration, and supporting various medical data queries such as OpenTarget, FDA drug labels, and Monarch databases.

WebSearch-MCP is a server implementation based on the Model Context Protocol (MCP), providing real-time web search capabilities for AI assistants.

Configuration Instructions for MCP Terminal Service

An MCP server implemented for the Transcripter project, providing AI-based transcription search, summary generation, and other functions, supporting a standardized model interaction protocol.

The Ollama-MCP-server is a protocol server that connects local Ollama LLM instances with MCP-compatible applications, providing functions such as task decomposition, result evaluation, and model management, and supporting standardized communication and performance optimization.

The Akash MCP Server is a Model Context Protocol (MCP) server implemented in TypeScript, used to connect AI agents and the Akash decentralized cloud network.

Tabby-MCP-Server is a powerful Tabby plugin that implements the Model Context Protocol (MCP) server, enabling AI to control the terminal and automate operations.

ATLAS is a task management system based on the Model Context Protocol (MCP), providing hierarchical task management functions for large language models, including core components such as task organization, path validation, transaction management, and storage optimization.

An Azure DevOps server that implements the Model Context Protocol (MCP), providing a standardized interface for AI assistants to securely access and manage Azure DevOps resources.

The Exa MCP Server is a server that enables AI assistants (such as Claude) to perform web searches through the Exa AI Search API, providing real - time and secure web information acquisition functions.