# AI Tools

An MCP server that converts Postman API collections into type - safe AI tool code

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 demonstrates how to build a remote MCP server on Cloudflare Workers and implement the OAuth login function. It supports local development and debugging, connection testing through the MCP inspector, integration with the Claude desktop, and finally deployment to Cloudflare for remote invocation.

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement the OAuth login function. It provides a complete process guide for local development, MCP inspector connection, Claude desktop application integration, and cloud deployment.

LetzAI MCP is a model context protocol for image generation. Integrated through the Claude desktop application, it supports generating and upscaling images based on prompts.

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.

A Python template project for quickly building a Model Context Protocol (MCP) server, which provides registration and exposure functions for tools and tips and supports multiple deployment methods.

Fujitsu's MCP server project for MAS development

A collection of tools for adding AI capabilities to Nuxt applications, including a Nuxt module and development tools.

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.

awesome - mcp is a project that collects and shares MCP (Model Context Protocol) servers, covering various MCP server implementations contributed by the official and the community, including multiple fields such as AI, databases, browser automation, code management, image generation, search, and storage.

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 combination of Gemini CLI and the MCP server built with Google Apps Script extends the automation capabilities of Google Workspace through a low - code platform, providing support for 41 tools covering services such as Gmail, Drive, Calendar, etc., and enabling multi - step execution of complex tasks.

An MCP server that provides advanced reasoning capabilities for Claude in Cursor AI, including various reasoning methods such as Monte Carlo Tree Search, Beam Search, and Transformer Hybrid Reasoning.

A server based on the Model Context Protocol (MCP) that provides resource query and search functions for the Heroicons icon library. It supports two operating modes: HTTP and stdio, facilitating integration and use by AI assistants and proxy applications.

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.

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

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement OAuth login functionality. It supports local development and cloud deployment and can be connected and used via the MCP Inspector or the Claude desktop application.

The MCP gateway service for the Voitta library, providing an interface to access Voitta functions through the model context protocol, supporting both STDIO and SSE transmission methods.

A cryptographically secure random number generation server based on the Model Context Protocol (MCP), providing functions for generating various random data types, suitable for AI applications and systems requiring high - quality random numbers.

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.

This project is an example of an MCP server based on Spring Boot, implementing the Model Context Protocol standard. It allows developers to expose data through the MCP server or build AI applications that connect to these servers. In the example, a simple information service is created to provide developer information to the Claude desktop application through the MCP protocol.

A modular computing platform server that provides SEC EDGAR data access and interaction for AI agents.

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.

This is a simple Steampipe MCP server that serves as a bridge between AI models and the Steampipe tool.

Ref MCP is a Model Context Protocol server that provides AI programming tools or agents with access to documentation for APIs, services, libraries, etc. It is a one-stop solution to keep agents updated on documentation in a fast and token-efficient manner.

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

Aiven's MCP server project provides access to services such as PostgreSQL and Kafka in the Aiven ecosystem, enabling LLMs to build full - stack solutions. It includes tools such as project lists and service details, and supports connection configuration through environment variables.

A Storybook MCP Server for testing purposes, an integration tool supporting the transition from Figma designs to UI implementation.

An MCP server for sending SMS via the Twilio API, integrating AI and status callback functions