Documentation Retrieval & Web Scraping
Rank #44,138glama/AIwithhassan/mcp-server-python
Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.
Documentation Retrieval & Web Scraping is a Model Context Protocol (MCP) server published by aiwithhassan. It ranks #44,138 of 132,345 servers tracked on MCP Toplist, and its repository has 4 GitHub stars. Documentation Retrieval & Web Scraping is listed across 2 registries — Glama and PulseMCP, and ships as a single rolling release with no explicit version metadata. It was first listed on Oct 7, 2025.
Ranks ahead of 88,207 of 132,345 servers on MCP Toplist.
Use Documentation Retrieval & Web Scraping
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2FAIwithhassan%2Fmcp-server-python)<a href="https://mcptoplist.com/server/glama%2FAIwithhassan%2Fmcp-server-python"><img src="https://mcptoplist.com/badge/glama%2FAIwithhassan%2Fmcp-server-python.svg" alt="MCP Toplist: Top 50% of 132,345" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 2 registries
aiwithhassan
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View all aiwithhassan servers →Not versioned
This server is published through registries that do not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains Documentation Retrieval & Web Scraping?
- Documentation Retrieval & Web Scraping is maintained by aiwithhassan, which publishes 2 MCP servers (0 total versions) tracked on MCP Toplist.
- Is Documentation Retrieval & Web Scraping listed on the Official MCP Registry?
- Documentation Retrieval & Web Scraping is not on the Official MCP Registry. It is listed on Glama and PulseMCP.
- How many versions does Documentation Retrieval & Web Scraping have?
- Documentation Retrieval & Web Scraping ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for Documentation Retrieval & Web Scraping?
- The source code for Documentation Retrieval & Web Scraping is hosted at github.com/aiwithhassan/mcp-server-python.
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