# MCP Protocol

The Kafka Schema Registry MCP service is a comprehensive message control protocol server that provides operation tools for Kafka Schema Registry to MCP clients such as Claude Desktop, supporting multi-registry management, schema context, and advanced export functions.

An AI assistant database query tool supporting the MCP protocol

A memory bank server based on the Model Context Protocol (MCP) for cross - session management of project documents and context, helping AI agents (such as Claude) maintain consistent project knowledge through structured JSON - formatted global and branch - specific memory banks.

An MCP server project that supports interaction between AI assistants and the macOS version of the ChatGPT desktop application, enabling cross - application command sending and response retrieval.

The Vilnius Public Transportation MCP Server project provides large language models with the ability to access real-time traffic data through the MCP protocol.

mcp-kubernetes-ro is a Kubernetes read-only server based on the Model Context Protocol (MCP), providing AI assistants with secure read-only access to clusters. It supports operations such as resource querying, log retrieval, and API discovery, and can use local kubeconfig configuration without installing the kubectl binary.

The MCP LLMS - TXT documentation server is an open - source tool that allows developers to fully control the document retrieval tools used by IDEs (such as Cursor, Windsurf, etc.) through the MCP protocol, providing customized management and auditing functions for llms.txt files.

A File System MCP Server implemented in Go, providing basic file operation functions such as reading and writing files, directory management, and file search, and supporting interaction through the Model Context Protocol.

A server project implementing the MCP protocol, providing note storage and summary generation functions

qweather - mcp is an MCP server project that provides weather query functionality for the QWeather API. It supports quick deployment through the command line or configuration files and provides city query and real - time weather acquisition functions.

Beanquery MCP is an experimental implementation of the Model Context Protocol (MCP) server for interacting with Beancount ledger files, enabling querying and analysis of financial data through the BQL query language and the beanquery tool.

A Pokemon data query server based on the MCP protocol, which retrieves Pokémon information through PokéAPI and provides tools for LLMs, including querying Pokémon details, building tournament squads, and listing popular Pokémon.

A demonstration server for the minimum implementation of the MCP protocol for sports data and betting tools based on Cloudbet's public API, used for educational and demonstration purposes.

A service implementation for retrieving data such as PDF from AWS S3 via the MCP protocol

The MSSQL MCP Server is an enhanced database management tool that provides comprehensive access to the Microsoft SQL Server database for language models through a standard interface. It supports 23 types of database operation tools, including advanced functions such as schema inspection, query execution, and stored procedure management.

An AI interactive game developed based on the MCP protocol, allowing players to guess fictional content through generating true and false statements

A browser automation project based on the MCP protocol, which controls browsers through Playwright and interacts with the Claude desktop client

revit-mcp is a project that interacts with Revit via the MCP protocol. It provides server-side tools and needs to be used with the revit-mcp-plugin. It supports AI to retrieve Revit data, drive operations, and execute code.

A practical demonstration tutorial on how to use MCP (Message Control Protocol) to add powerful tool extensions to AI agents.

A Netlify site management server based on the MCP protocol, providing functions for creating, managing, and deploying sites, and supporting integration with GitHub repositories.

An MCP server built on FastMCP, providing a secure OTP (one-time password) generation function, supporting the TOTP and HOTP algorithms, and offering multiple transmission options for integration with AI assistants and applications.

The MAGI MCP Server is a server implementation of a code review system based on the Model Context Protocol (MCP), providing standardized interfaces for code submission and review processes, and supporting multi - agent reviews and majority decision - making mechanisms.

The project aims to connect RAG applications to open-webui through the MCP protocol to achieve model context interaction, including basic PoC verification, knowledge base integration, and client docking.

A stock data processing and analysis server based on the MCP protocol, providing real-time data processing, analysis tool integration, and visualization services.

The Bitcoin SV MCP Server is an experimental Bitcoin SV toolkit that provides wallet, Ordinals, and blockchain interaction functions for the Model Context Protocol framework. This project is in the early development stage and includes a rich set of BSV tools, educational resources, and blockchain browser functions, supporting integration with various AI clients.

A Rust-based MCP CLI server template for implementing standardized connections between LLM applications and external data sources and tools.

A voice call MCP server based on Twilio and OpenAI, enabling AI assistants to initiate and manage real - time voice calls

A server based on the Model Context Protocol (MCP) that provides Docker management functions through natural language.

SearchAPI-MCP-Server is a search API server based on the MCP protocol, providing a standardized access interface to services such as Google Search, Maps, Flights, and Hotels, serving as a bridge between AI assistants and search services.

The Tavily MCP Server is an open-source tool based on the Model Context Protocol (MCP), providing real-time web search and web content extraction functions for AI assistants such as Claude.