# Natural language

UML-MCP-Server is a UML diagram generation tool based on the MCP protocol. It supports generating multiple types of UML diagrams through natural language descriptions or by directly writing PlantUML code, and can be integrated into clients such as Cursor that support MCP.

A natural language interface service for interacting with local MySQL databases through Claude Desktop, supporting SQL query conversion, multi-database connection, and transaction management.

A multi - database server based on the Model Context Protocol, supporting SQLite, MySQL, PostgreSQL, and MSSQL, providing an AI - driven natural language database operation interface

The Hyprland MCP Server is an unofficial, lightweight server that exposes the functionality of the Hyprland window manager to language models through the Model Context Protocol (MCP), supporting natural language queries and control of Hyprland's window management, layout, input, etc.

Rapidapp MCP Server is a Node.js service that implements the Model Context Protocol (MCP) for operating Rapidapp's PostgreSQL database through natural language.

The MCP Agent Server is an open-source AI employee brain designed to work in conjunction with workflow engines such as n8n. It supports natural language interfaces, persistent memory, and feedback loops, emphasizing the AI employee metaphor and vertical solutions.

An MCP server for Home Assistant that allows querying and controlling smart home devices with natural language, supporting multiple transport methods and secure authentication.

The MuseScore MCP server is a protocol service that connects MuseScore with LLM clients, supporting basic music creation through natural language, such as adding notes, deleting, creating tuplets, etc.

Manufacturing supply chain dashboard simulation system, an MCP server with natural language query function

An MCP server project that allows creating and running Processing sketches through natural language commands, supporting the generation of visual art and games.

SoliPy is an intelligent interface project that allows users to control the SolidWorks software through natural language (Persian and English) and automatically generate VBS scripts to execute design commands.

The official MCP server of phospho, implementing the model context protocol, supporting the control of physical robots through natural language, and providing functions for performing actions and camera image streaming.

The SPINE2D Animation MCP Server provides a tool for creating character animations from PSD files, supporting natural language description - based animation generation, automatic bone rigging, preview, and export functions.

The AI Humanize MCP Server is a powerful model context protocol server that can optimize AI-generated content to be more natural and user-friendly. It has functions such as AI detection, natural language enhancement, grammar correction, and readability optimization, helping users improve text quality.

A cross-platform MCP server tool that provides functions to list and terminate operating system processes through natural language queries, suitable for users who need to quickly manage system processes.

An intelligent React component generation MCP server based on the Reablocks design system, which generates production-ready TypeScript components through natural language processing, including responsive layout and accessibility support.

This project implements a multi-component platform (MCP) server integrated with Gemini AI, supporting complex tasks such as mathematical operations, string processing, and Keynote integration through natural language commands.

The Azure MCP Server is a server that implements the MCP protocol, providing seamless connection between AI agents and Azure services (such as Storage and Cosmos DB), and supporting the conversion of natural language commands into Azure operations.

Claude IPC MCP is an inter-process communication protocol designed for CLI AI assistants, supporting natural language communication between AIs, with functions such as message persistence, security authentication, and automatic checking, to achieve cross-platform AI collaboration.

A Telegram weather bot based on the OpenAI Agents SDK that provides real-time weather information for global cities through natural language queries, integrating the Open-Meteo API and MCP protocol for data interaction.

CAD - MCP is a service project that controls CAD software for drawing operations through natural language instructions. It supports multiple mainstream CAD software and realizes automated drawing and modification functions.

Prometheus MCP Server is a protocol server that enables seamless docking between AI assistants and the Prometheus monitoring system. It supports querying, analyzing, and discovering monitoring metrics in natural language and is compatible with multiple development tool clients.

The AI Note MCP Server is a service that connects Claude Desktop with the AI Note task management system. It supports creating, updating, and managing tasks through natural language conversations, and provides functions such as task classification, priority setting, and due date management.

A simple MCP server, a command-line tool for operating Mac through natural language.

A model context protocol server for the SafetyCulture API that supports querying safety inspection data through natural language and provides trend analysis and visualization functions.

A Python-based Azure CLI assistant that generates Azure commands through natural language processing and relies on the Azure MCP service to implement functions.

The Todoist MCP Server is a natural language task management tool that integrates AI assistants like Claude with Todoist.

This project is an MCP server aiming to simplify the project build process by interacting with build tools such as Maven through natural language.

CircleCI MCP Server is a service based on the Model Context Protocol (MCP), allowing users to interact with the CircleCI platform through natural language, such as querying failed build logs. This project provides integration with MCP clients such as Cursor IDE, supporting developers to directly obtain build logs in the local workspace or through a URL for easy debugging and analysis.

The ROS MCP server controls the robot's movement through natural language commands and supports ROS and ROS2 systems.