# AI tools

This project implements an MCP server that provides services for the RAG web browser Actor, enabling AI assistants to perform web searches, scrape the content of specified URLs, and return cleaned content in Markdown format.

Kontxt MCP Server is a codebase context analysis service based on the Gemini model, providing codebase understanding tools for AI clients and supporting multiple transport protocols and context attachment functions.

Awesome - MCP - ZH is a collection of MCP (Model Context Protocol) resources tailored for Chinese users, including basic introductions, usage guides, client, server, and community resources to help users quickly get started with MCP.

This project is an MCP client based on LangChain, used to demonstrate how to call MCP server tools through the LangChain ReAct Agent. It supports the LLMs of Anthropic, OpenAI, and Groq and provides the function of converting MCP tools to LangChain tools.

The RISKEN MCP server is a protocol server that provides RISKEN API integration, supporting automated data acquisition, scanning, and analysis, as well as building AI tool applications.

The Model Context Protocol (MCP) is an open-source protocol that provides a series of reference implementations and community-built servers, enabling large language models (LLMs) to access tools and data sources securely and controllably. The project includes implementations of various functional servers, covering areas such as file systems, databases, search, and API integration, and supports development with TypeScript and Python SDKs.

The OpenAPITools SDK is a multi - AI platform tool management library that provides a unified interface to support the integration and execution of tools for models such as Claude, GPT, and LangChain, and supports both local and API usage modes.

A lightweight screenshot microservice based on FastAPI, compatible with the MCP protocol, supporting full - screen, region, and window screenshots, suitable for AI agents and automation tools.

A Go language debugging service based on the MCP protocol that allows AI assistants to interactively debug Go programs through the Delve debugger.

The OpenAPITools SDK is a Python toolkit that provides developers with a unified interface to manage and execute tools across multiple AI API providers, supporting Anthropic Claude, OpenAI GPT, and the LangChain framework, and two usage modes: local and API.

ALAPI MCP Server is an implementation of the MCP protocol server based on the ALAPI platform, providing over 100 commonly used API services and supporting easy integration into various AI applications through the MCP protocol.

The MCP Prompts Server is a service system for managing and applying AI prompt templates, supporting multi-format conversion, variable replacement, and resource integration. It can work in collaboration with other MCP services.

A Wikipedia search service based on the MCP protocol, providing a structured interface for AI to access Wikipedia content.

Quick-start Auto MCP is a tool that helps users quickly register the Anthropic Model Context Protocol (MCP) in Claude Desktop and Cursor. It provides functions such as RAG document search, Dify workflow, real-time web search, and supports one-click generation of JSON configuration files.

A Model Context Protocol server for integrating Ollama with MCP clients such as Claude Desktop

An MCP server that connects Shopify store data with AI clients, providing tools for querying product and customer information

An MCP server that provides audio input/output functions, supporting the interaction between AI assistants like Claude and the computer's audio system, including functions such as recording and playing audio files.

An SQLite database interaction server based on the MCP protocol

Steel MCP Server is a server based on the Model Context Protocol. Through the integration of the Puppeteer tool and the Steel browser, it enables LLM models like Claude to perform automated operations such as web page navigation, clicking, and input. It supports both local and cloud running modes and provides web page interaction and screenshot functions.

This project demonstrates how to set up a remote MCP server on Cloudflare Workers, including OAuth login functionality, and supports connection testing through the MCP Inspector and Claude Desktop application.

A server tool based on the Model Context Protocol, used to extract subtitle text from YouTube videos. It supports integration with Cursor and Claude Desktop, facilitating AI to directly analyze video content.

MCP Marketplace is a platform that centrally displays and distributes MCP (Model Context Protocol) servers. Users can submit their own MCP servers and install them with one click through Cline. This platform aims to simplify the discovery and deployment process of MCP servers, support submission through GitHub repositories, and provide detailed installation guides.

An MCP server supporting Agent8 SDK development, providing various game development tools and resource search functions

The Shell MCP Server is a service that provides secure Shell command execution capabilities for AI applications, supporting multi - platform and multi - Shell environments.

An MCP server based on the Perplexity API, providing web search tools.

Implementation of the Feishu MCP Server, providing the ability for large AI models to interact with the Feishu API, mainly supporting bitable operations.

The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants

This is a startup template for creating a custom MCP server for Puch AI, including job search analysis and image processing tools, supporting secure external connections and authentication.

This is an MCP server project based on the Runway API, allowing users to call various AI generation functions of Runway through Claude Desktop, including tools such as video generation, image generation, video editing, and upscaling.

The Pyth Network MCP Server provides real-time access to decentralized oracle price feeds, supporting price data for over 1,930 assets, including cryptocurrencies, stocks, foreign exchange, etc. It provides market data services for AI agents through 5 tools, 4 prompts, and 3 resources.