SourceSage is an MCP server that visualizes the project directory structure in a beautiful Markdown format, supporting automatic documentation and highly customizable exclusion modes.

This project implements a document retrieval server based on the Model Context Protocol (MCP), which can dynamically obtain the latest official documentation content of Python libraries for AI assistants. It supports libraries such as LangChain, LlamaIndex, and OpenAI, conducts efficient searches through the SERPER API, and uses BeautifulSoup to parse HTML content. The project is designed to be extensible, facilitating the addition of support for more libraries.

SourceSage is an MCP server that visualizes project directory structures into beautiful Markdown, supporting automatic file content documentation and flexible exclusion patterns.

SmartLead MCP Server is a cold email automation tool designed for AI assistants, providing over 116 API interfaces, supporting mainstream AI tools such as Claude and Cursor, including a beautiful interactive installer and full SmartLead API coverage.

An MCP server project that enables Claude to directly access the documentation of popular libraries such as LangChain, LlamaIndex, and OpenAI, search through the Serper API and parse content using BeautifulSoup to enhance the AI's context understanding ability.

This project is an MCP server for fetching articles from GeekNews. It uses Python and BeautifulSoup for web scraping and has a daily automatic caching function to reduce server load.

A project about the GitHub MCP server, including a beautiful README introduction

This is a Python - based MCP server project that supports searching documents from popular libraries such as LangChain, LlamaIndex, and OpenAI through the Serper API and uses BeautifulSoup to extract web page content.

A web scraping MCP server integrating BeautifulSoup, Gemini AI, and Selenium for automated content extraction and analysis.

This is a Python-based MCP server that supports searching for documentation of LangChain, LlamaIndex, and OpenAI through the Serper API and uses BeautifulSoup to extract web page content.