F
license-
qualityD
maintenanceEnables AI agents to search and query documentation from git repositories using hybrid search and structured metadata queries.
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"A server for finding relevant Python documentation" matching MCP servers:
- Flicense-qualityBmaintenanceAn MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs tool.
- Flicense-qualityBmaintenanceA Python MCP server providing AI agents with tools for local knowledge base search, business context retrieval, and text summarization prompt generation.
- AlicenseAqualityDmaintenanceAn MCP server that serves documentation and enables AI-powered search, Q\&A, and document analysis for developer tools and guides.54MIT
- FlicenseAqualityDmaintenanceEnables 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.12
- Flicense-qualityDmaintenanceEnables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.
- Flicense-qualityCmaintenanceProvides MCP tools for searching, retrieving, and answering questions about indexed Nextcloud developer documentation from multiple sources.
- Flicense-qualityDmaintenanceA Model Context Protocol server that enables AI agents to query a Graphiti knowledge graph and pgvector document store for evidence-backed responses via hybrid search and RAG.
- Alicense-qualityCmaintenanceA proof of concept MCP server for Apache OFBiz7Apache 2.0
- Alicense-qualityAmaintenanceProvides a retrieval/MCP knowledge server for the Unreal Engine Python API, enabling AI agents to retrieve real signatures and documentation before writing code.1MIT
- Flicense-qualityBmaintenanceEnables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.4
- Flicense-qualityDmaintenanceProvides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.10
- AlicenseAqualityAmaintenanceAn Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.218,221MIT
- AlicenseAqualityDmaintenanceProvides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.7211MIT
- AlicenseBqualityAmaintenanceMCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.246MIT
Inkeep MCP Serverofficial
Alicense-qualityDmaintenanceA server that connects Claude to your documentation via Inkeep's API, enabling AI-powered interactions with your documentation content.24MIT- Alicense-qualityDmaintenanceA Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.MIT
- Alicense-qualityAmaintenanceProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.41Apache 2.0
- Alicense-quality-maintenanceEnables AI-powered querying and serving of markdown documentation with search, Q\&A capabilities, and document analysis. Built for the YC Agents Hackathon with OpenAI integration and rate limiting protection.
- Alicense-qualityDmaintenanceTransforms any documentation website (GitBook, Vercel docs, Next.js sites, etc.) into an AI-accessible knowledge base with intelligent caching and automatic domain detection.19MIT
