# AI Tools

An intelligent chatbot based on Streamlit that uses GPT-4o to automatically route user requests to different tools (such as chatting, image generation, database queries, voice synthesis, etc.), supporting rapid experimentation with AI tool routing functions.

The LangChain MCP client is a project that demonstrates how to use MCP server tools through the LangChain ReAct agent. It supports flexible selection of LLM models and enables dynamic interaction via the CLI.

MCP-hfspace is a server tool that simplifies the connection to Hugging Face Spaces. It supports multiple AI functions such as image generation, speech processing, and vision models, and seamlessly integrates with Claude Desktop.

The Edge Delta MCP Server is a server based on the Model Context Protocol, used for seamless integration with the Edge Delta API, enabling developers to build automation tools and AI applications to analyze observational data.

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers, including the entire process of local development, MCP inspector connection, Claude desktop application integration, and cloud deployment.

A Python-based D&D 5e knowledge navigation server that connects AI assistants with the Dungeons & Dragons game data API through the Model Context Protocol (MCP)

openai - tool2mcp is an open - source bridging tool that encapsulates OpenAI's built - in high - quality tools (such as web search and code interpreter) into an MCP protocol server, enabling MCP - compatible models like Claude to use these powerful functions.

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement OAuth login, supporting connection and use via the MCP checker and Claude desktop client.

The MCP-Express-Adapter is a lightweight middleware for creating MCP (Model Context Protocol) servers on Express.js servers. It supports SSE communication, tool implementation, header-based authorization verification, and allows hosting multiple MCP client endpoints on the same Express server.

This project provides an MCP server that interacts with the Cisco APIC controller, supporting local invocation through Claude and VS Code, and includes functions such as APIC credential configuration, tool registration, and Docker support.

An MCP server that provides real-time Web3 job data, supports filtering by remote status, country, and job tags, and returns a formatted job list.

A web crawling service based on the MCP protocol, providing web page content extraction functions for AI assistants, supporting bypassing anti - crawler mechanisms and returning formatted text.

MCP Twitter is a server based on the model context protocol, providing functions for direct interaction with Twitter/X and supporting various Twitter API operations.

3D-MCP is a general model context protocol implementation for 3D software, enabling LLMs to interact across platforms such as Blender, Maya, and Unreal through a unified TypeScript interface.

The PubMed MCP Server is an interface service based on the Model Context Protocol, providing comprehensive access to the PubMed biomedical literature database for AI agents and research tools. It supports functions such as literature search, metadata acquisition, citation analysis, research plan generation, and data visualization, and is efficiently integrated through the NCBI E - utilities API.

The Hypernym MCP Server provides semantic text analysis and compression tools through the standard MCP interface, helping LLMs access advanced semantic classification and compression functions.

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement OAuth login functionality. It supports local development and debugging, and can be connected via the MCP Inspector or Claude desktop client, and finally deployed to the Cloudflare cloud service.

PolarDB-X MCP is a service that provides tools and resources, allowing AI agents to interact with Alibaba Cloud's PolarDB-X database.

Perplexity Deep Research MCP is a Model Context Protocol server that provides web search functionality for the Perplexity AI API, supporting AI assistants to perform web searches using the sonar - deep - research model.

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement OAuth login functionality. It supports local development and debugging, can be connected via the MCP inspector or the Claude desktop application, and can ultimately be deployed to the Cloudflare cloud for remote client calls.

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.

This project demonstrates how to set up a remote MCP server on Cloudflare Workers and implement OAuth login. It supports local development and debugging, connection testing via the MCP inspector, integration with the Claude desktop client, and finally deployment to the Cloudflare cloud.

An AI demonstration project showcasing the functions of the GitHub MCP server

A modular server project based on the MCP protocol that allows language models to call external tools (such as weather queries, dictionaries, mathematical calculations, etc.) in real-time to enable AI to interact with the real world.

An example Python server project based on the Model Context Protocol, providing BMI calculation and weather query tool functions for LLMs such as Claude AI.

This project demonstrates how to build a remote MCP server on Cloudflare Workers, including OAuth login functionality, and supports connection and use via the MCP Inspector and Claude desktop application.

This project is an MCP server for deploying code to Google Cloud Run, supporting deployment through AI agents, IDEs, and assistant applications.

This project demonstrates how to set up a remote MCP server on Cloudflare Workers, including the OAuth login function, and supports connection and use through the MCP Inspector and Claude desktop client.

The cryptocurrency daemon MCP server provides a protocol interface for AI assistants to interact with cryptocurrency nodes

A Model Context Protocol server template for building AI assistant tools, providing basic structure and development tool configuration