# Natural language

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.

This project provides a Model Context Protocol (MCP) service for MLflow through a natural language interface, simplifying the management and query of machine learning experiments and models.

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.

AWS MCP is an AI tool for managing AWS resources through natural language, replacing Amazon Q and providing higher flexibility and security.

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

This project is an MCP service for the Cassandra database. It enables database operations through natural language interaction, including functions such as queries, table creation, and data insertion/updating/deletion, and is integrated with Claude Desktop.

A tool that integrates Claude AI with the Spotify API through the MCP server, allowing users to interact with their Spotify accounts using natural language queries to achieve enhanced music discovery and interaction functions.

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

An MCP server that provides city weather information, realizing weather data query and natural - language processing functions through APIs and tool - based workflows.

Scanpy MCP is a natural language processing server designed for the single-cell RNA sequencing analysis software Scanpy, supporting operations such as data reading and writing, preprocessing, analysis, and visualization through natural language. It is suitable for researchers and proxy developers.

The MCP iCal Server is a macOS calendar management tool based on an AI agent. It enables natural language interaction through a single interface and supports functions such as event creation, schedule query, and intelligent update.

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.

This is a .NET MCP server project for connecting Claude Desktop, the AEC data model API, and the Viewer, supporting queries of building data through natural language.

Admin-Transactions-MCP is a service based on FastMCP, used to interact with the transaction API of a CakePHP 4 application and supports querying transaction details through natural language.

The MCP iCal Server is a natural language-based macOS calendar management tool that enables conversational calendar operations through the Model Context Protocol, supporting event creation, querying, modification, and multi-calendar management.

AI Memo is an AI-based personal intelligent accounting tool that enables rapid accounting and account checking through natural language interaction. It supports multiple input methods and multi-terminal use.

The Bluesky MCP server is a service based on the Model Context Protocol, providing natural language tools for interacting with the Bluesky social platform, supporting functions such as getting timelines, searching for content, and posting messages.

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.

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.

The ThingsBoard MCP Server is a service that provides a natural language interface for LLMs and AI agents, allowing interaction with the ThingsBoard IoT platform through natural language commands to achieve functions such as device management, data query, and analysis.

An AWS management tool based on the Model Context Protocol that allows AI assistants to query and manage AWS resources through natural language. Supports multi-profile and cross-region operations, and can be used as a Claude plugin or CLI.

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.

The Claude Code Conversation Search MCP tool helps users search across projects and resume Claude Code conversation history, solving the problems of lost and hard - to - find conversations.

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.

This project provides an MCP server for interacting with Palo Alto Networks firewalls through the XML API, supporting the use of natural language to manage device configurations.

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

Koppla is a natural language-based Active Directory management tool that enables querying and operating on user, group, and computer objects through an AI agent.

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 ConnectWise API Gateway MCP Server provides simplified API discovery, execution, and management interfaces, supporting natural language search and quickly memorizing commonly used queries.

The ROS MCP Server is a tool that enables robots to perform complex tasks and adapt to different environments. It converts natural language commands into ROS control instructions and is compatible with both ROS and ROS2 systems.