# AI tools

The Tugboat MCP Server is a middleware that implements the Model Context Protocol, used to connect AI assistants (such as Claude) with the Tugboat platform API, providing functions such as project management and preview environment operations.

B12's AI website generation model protocol server, which supports invocation through the Claude desktop application

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement the OAuth login function. It supports local development and debugging, allows connection to the service through the MCP Inspector or Claude Desktop application, and is finally deployed to Cloudflare for remote client invocation.

This project is an MCP server integrated with the Market Fiyatı API, providing functions such as querying and comparing the prices of Turkish market products for AI systems like Claude, and supporting URI resource access and data analysis tools.

A modular server based on FastAPI and FastMCP, integrating mathematical tools, weather APIs, web searches, audio generation, and external API calls, supporting AI tool calls and resource routing.

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

An SQLite database interaction server based on the MCP protocol

This project demonstrates how to deploy a remote MCP server on Cloudflare Workers and implement the OAuth login function. It supports local development and debugging, can be connected through the MCP inspector or the Claude desktop application, and is finally deployed to the Cloudflare cloud service.

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.

The Product Hunt MCP Server is a plug-and-play MCP protocol service that connects the Product Hunt API with any LLM or agent that supports the MCP protocol to obtain information about posts, collections, topics, users, etc.

The YouTube MCP Server is a tool for obtaining and extracting subtitles from YouTube videos, enabling AI language models to access and process video content.

GitHub Repo MCP is an open-source MCP server that allows AI assistants to browse GitHub repositories, explore directory structures, and view file contents. It supports MCP clients such as Cursor.

CrewAI Crew is a multi - agent AI system project based on the crewAI framework, aiming to complete complex tasks through configuration and collaboration.

This is a simple PostgreSQL MCP server template project designed to help developers quickly build their own MCP servers. The project provides tools, resources, and prompt templates for interacting with the PostgreSQL database, supporting querying database content through natural language.

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.

PyPI MCP Server is a middleware that provides PyPI package information query services for AI assistants. It enables functions such as searching for Python packages, accessing metadata, viewing version history, and getting download statistics through the MCP protocol.

An MCP server implemented in TypeScript that provides access and operation support for shadcn/ui components to AI assistants, including obtaining source code, sample code, and installation guides.

This project demonstrates a disk usage query service based on the MCP protocol, allowing Claude AI to obtain real-time disk information of a Mac system through a local server and present it in a structured and user-friendly manner.

Supergateway is a tool used to convert MCP servers based on standard input and output into services accessible via SSE or WebSocket, facilitating remote debugging and integration.

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.

SearXNG MCP is a model context protocol server based on the SearXNG privacy-protecting metasearch engine, providing web search functionality for AI assistants. It supports zero-configuration use of public instances or connection to private instances, with features such as customizable search parameters, multi-search engine support, and privacy-first.

Jina AI MCP Tools is a Model Context Protocol server integrating Jina AI's basic search API, providing web content extraction, web search, and fact-checking functions, and supporting integration through the Cursor editor.

An MCP server implemented in Python, connecting AI agents with Zhitou Data Service's Shanghai-Shenzhen data API, providing real-time A-share market data query functions.

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

The MCP server project of DanchoiCloud supports various client configurations

Scrapezy MCP Server is an AI model service for extracting structured data from websites, supporting data scraping through tools such as Claude.

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.

An MCP server based on Apache Ignite that provides secure note CRUD functions for AI assistants

MCP Palette is a desktop application for managing Model Context Protocol server configurations, providing a centralized interface to configure, manage, and deploy MCP servers for large language models.

Aligo SMS API service based on MCP protocol