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qualityA
maintenanceMCP server that downloads and analyzes sources of Maven-published Kotlin/Java libraries, exposing structured API information, KDoc, and raw source to AI agents.
8
Apache 2.0
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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:
- FlicenseAqualityBmaintenanceEnables AI agents to search private GitHub Pages by authenticating in a dedicated browser and retrieving indexed sections from a local SQLite database, with support for multiple sites and languages.101
- FlicenseBqualityDmaintenanceA BM25-based MCP server that enables document search and retrieval across structured domains of knowledge content, allowing Claude to search and reference documentation when answering questions.41
- AlicenseNot gradedqualityFmaintenanceA Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation. Enables semantic search over documentation using HuggingFace embeddings.1MIT
- FlicenseNot gradedqualityCmaintenanceProvides read-only MCP tools for hybrid semantic and keyword search over locally indexed PDF documentation, with citations and context retrieval for LLM agents.
- FlicenseNot gradedqualityDmaintenanceAn MCP server that enables users to query Kedro framework documentation using retrieval-augmented generation. It builds a local knowledge base from documentation files to help users navigate and apply Kedro's data science pipeline framework.
- FlicenseNot gradedqualityDmaintenanceRetrieval-Augmented Generation system serving LangGraph documentation through the Model Context Protocol, enabling semantic search and context-aware responses.16
- FlicenseNot gradedqualityBmaintenanceA RAG MCP server that enables retrieval-augmented question answering over PyTorch documentation, with hybrid search (FAISS+Chroma, BM25) and source-cited responses from DeepSeek.
- AlicenseNot gradedqualityDmaintenanceTransforms static gemini-cli documentation into a queryable RAG service, enabling developers to ask questions about Gemini CLI in natural language and receive instant, accurate answers based on the official documentation directly within their workflow.8MIT
- AlicenseNot gradedqualityDmaintenanceMCP server for RAG-based search over 1C Enterprise configuration documentation, enabling natural language queries to find objects like справочники, документы, and отчеты.MIT
- FlicenseNot gradedqualityCmaintenanceMCP server exposing a RAG knowledge base as read-only tools (search_knowledge_base, ask_knowledge_base, kb_stats, kb_diagnostic) for AI clients like Claude Desktop and Cursor, enabling token-efficient document retrieval and Q&A.
- FlicenseNot gradedqualityCmaintenanceStandalone MCP server exposing agentic-RAG tools (hybrid search, article retrieval, category listing) over a pgvector-backed knowledge base with bearer-token auth, designed for deployment on Render.
- 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
- AlicenseNot gradedqualityCmaintenanceEnables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.Apache 2.0
- AlicenseNot gradedqualityDmaintenanceProvides access to Godot engine documentation through a Retrieval-Augmented Generation (RAG) system using ChromaDB. It enables users to query processed Godot documentation and technical chunks for development assistance within MCP-compatible environments.28MIT
- FlicenseNot gradedqualityFmaintenanceA document knowledge base system that enables users to upload PDFs and query them semantically through a web interface or via the Model Context Protocol, allowing integration with AI tools like Cursor.42
- AlicenseNot gradedqualityCmaintenanceAn MCP server that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.12MIT
- AlicenseNot gradedqualityCmaintenanceAn MCP server that provides full-text search over documentation using Whoosh, enabling AI assistants to find up-to-date, authoritative answers.MIT
- AlicenseNot gradedqualityDmaintenanceEnables retrieval of relevant context from Confluence pages using RAG and ChromaDB, integrating with code assistants like GitHub Copilot to enhance documentation queries.1MIT
- AlicenseNot gradedqualityDmaintenanceAn MCP server that enables AI assistants to access up-to-date documentation for Python libraries like LangChain, LlamaIndex, and OpenAI through dynamic fetching from official sources.1MIT