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maintenanceEnables searching documentation from GitHub repositories and web pages via MCP tools, with in-memory indexing and caching for fast retrieval.
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"Qdrant vector database and search engine" matching MCP servers:
Qdrant Docs MCP Serverofficial
Flicense-qualityCmaintenanceA read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.9- Flicense-qualityDmaintenanceEnables AI agents to semantically search GitHub repository documentation by automatically fetching, vectorizing, and indexing content into an Upstash Vector database. It provides a standard MCP interface for agents to retrieve relevant documentation snippets through natural language queries.
- FlicenseAqualityDmaintenanceEnables AI assistants to search and retrieve detailed documentation for Tracktion Engine classes and APIs.2
- Alicense-qualityCmaintenanceEnables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation extraction, and bibliography export.45Apache 2.0
- Flicense-qualityDmaintenanceConnects to Epic's Unreal AI Assistant to provide accurate, up-to-date documentation, C++ code snippets, and Blueprint guidance through the Model Context Protocol.2
- AlicenseAqualityAmaintenanceLive, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime.737MIT
- AlicenseAqualityDmaintenanceHigh-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.311MIT
- AlicenseAqualityCmaintenanceProvides 14 enhanced intelligent search tools for both international platforms (GitHub, StackOverflow, NPM, etc.) and Chinese platforms (CSDN, Juejin, WeChat docs, etc.). Each tool includes smart URL generation, search tips, and related suggestions for comprehensive technical research.145514MIT
- AlicenseAqualityAmaintenanceMCP server for Yandex Wiki with full-text search. Read and write pages, comments, attachments, and dynamic tables (grids); optional server-side read-only mode for agents. Docker-ready.322Apache 2.0
- AlicenseBqualityCmaintenanceEnables searching and retrieving documentation files from a local docs folder using a search tool and dynamic resource URIs.1MIT
- AlicenseCqualityCmaintenanceA Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.238MIT
- Alicense-qualityBmaintenanceProvides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.656MIT
- Alicense-qualityDmaintenanceSearches OpenSearch documentation, blogs, and community forums.2MIT
- Alicense-qualityCmaintenanceProvides tools to search MDN documentation, get page summaries, and retrieve browser compatibility data.11MIT
- Alicense-qualityCmaintenanceEnables intelligent exploration of Unreal Engine documentation through a Neo4j-based knowledge graph. Supports concept relationship searches, learning path discovery, and dependency tracking between engine features using bilingual Chinese-English queries.175ISC
- Alicense-qualityDmaintenanceEnables AI agents and users to process documents through natural language, supporting PDF operations like text extraction, redaction, splitting, form filling, annotations, and content search.1161MIT
- Alicense-qualityCmaintenanceProvides MCP tools to count, list, and read local documents in formats like PDF, DOCX, Excel, HTML, and TXT, enabling natural language-driven document statistics and content inspection via qwen_agent.1MIT
- Flicense-qualityDmaintenanceEnables AI assistants to load, parse, and query OpenAPI/Swagger documentation from URLs with intelligent search across endpoints, schemas, and authentication methods. Provides 10 specialized tools for comprehensive API exploration including path details, operation lookups, and multi-criteria search capabilities.4