# AI tool

The GPT Researcher MCP Server is an AI research server based on the MCP protocol. It can provide high-quality and optimized research results for LLM applications through in-depth web search and verification.

This project is a Python server based on the MCP protocol, providing functions for querying and calculating soil and water conservation technical specifications, including engineering calculations such as Manning's coefficient, earth pressure coefficient, drainage ditch flow velocity, and slope stability, as well as the conversion between latitude and longitude and UTM/TWD97 coordinates in Taiwan region. It is suitable for AI application integration.

A notification service based on the Model Context Protocol that allows AI agents to play prompt sounds when tasks are completed. It provides an out-of-the-box preset sound effect library, supports cross-platform operation, and allows for custom sound effect configuration.

The GitLab MCP service is an AI tool for automated code review analysis, supporting obtaining repository commit records, viewing commit differences, and exporting review results.

A Word document operation server based on the MCP protocol, providing AI assistants with the ability to create, edit, and manage Microsoft Word documents.

The Nutritionix MCP Server is an API tool based on the MCP protocol, used to integrate Nutritionix's nutrition data and exercise calorie estimation functions into AI agents, supporting the query of food nutrition and exercise consumption through natural language.

Flyworks MCP is a free and fast zero - shot lip - sync tool that achieves lip - sync between digital human videos and audio through an API interface, supporting both real and cartoon styles.

A MongoDB server based on the Model Context Protocol (MCP) that allows LLMs to interact directly with MongoDB databases, supporting operations such as querying, schema inspection, and data management.

An MCP server implementation based on Node.js and TypeScript, providing a standardized LLM context interaction protocol, including functions such as calculation tools, system information, message reflection, and prompt templates.

A file-to-Markdown tool based on Cloudflare AI

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

A MySQL database operation service based on the Model Context Protocol, providing a standardized MySQL database interaction interface for AI models, supporting functions such as connection management, query execution, and table structure viewing.

Smithery CLI is a command-line tool for managing Model Context Protocol (MCP) servers, supporting multiple AI clients and providing functions for installing, uninstalling, viewing, and running MCP servers.

mcp - server - webcrawl is an advanced web crawler data search and retrieval tool designed specifically for AI clients. It supports multiple crawler formats (such as WARC, wget, etc.), provides full - text search, Boolean logic queries, and resource type/status filtering functions. It can be seamlessly integrated with Claude Desktop, is installed via Python, and is suitable for tasks such as building website knowledge bases or conducting SEO/performance audits.

Time-MCP is an MCP server that provides current time and date information for AI agents.

An example of an MCP server based on SSE for obtaining weather forecasts and alerts for US states, supporting calls from AI Agents.

An open - source short - video automatic generation tool that integrates text - to - speech, automatic subtitles, background videos, and music to create professional short videos from simple text input.

An MCP server that provides chess functions for Claude AI

The MCP server for YouTube video transcript extraction supports multi - language transcript acquisition, making it convenient for AI models like Claude to directly use video transcript content.

The Godot Docs MCP server is specifically designed for searching the official documentation of the Godot engine, helping AI agents obtain the latest documentation information

A network diagnostic server based on the Model Context Protocol (MCP) that provides network analysis tools for AI agents, including connectivity testing, batch operations, obtaining local network information, packet capture analysis, etc. It supports security control and structured data output.

The Oyemi MCP Server is a tool that provides semantic dictionary services for AI agents, supporting functions such as converting words to deterministic semantic encodings, sentiment valence analysis, semantic similarity calculation, and synonym and antonym search, without runtime dependencies.

An MCP server that provides AI agents with the ability to create and manage node graphs and projects in 'Genshin Impact: Miliastra Wonderland', supporting node graph operations, project management, and document access.

A server based on the MCP protocol that enables AI assistants to query the geographical location information of IP addresses through the IP Find API.

A Japanese library information query MCP server based on the Calil API, providing library data access functions for AI assistants

mcpx-py is a Python library for interacting with LLMs through the mcp.run tool. It supports multiple AI models and provides structured output functionality.

emcee is a tool that provides a Model Context Protocol (MCP) server for any web application with an OpenAPI specification, connecting applications such as Claude Desktop to external tools and data services.

The Valyu MCP Server is an AI model context protocol tool that can obtain high-quality context data through the Valyu API, supporting Wikipedia, arXiv papers, and web searches.

Pushover MCP is a tool that implements the Model Context Protocol specification, allowing AI agents to send notifications via Pushover.net. It provides a simple configuration method and multiple integration methods, and supports use on platforms such as Cursor and Roo Code.

This is a database operation server that supports MySQL and MongoDB, providing a standardized database interaction interface for AI models, including various database management tools and secure connection functions.