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maintenanceA 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.
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"Tools for Automatically Indexing Code Files and RAG (Retrieval-Augmented Generation)" matching MCP servers:
- Alicense-qualityFmaintenanceA 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.Last updated1MIT
- AlicenseBqualityFmaintenanceAutomatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.Last updated3GPL 3.0
- Alicense-qualityDmaintenanceProvides documentation generation and analysis tools for AI agents, including JSDoc generation, README analysis, changelog generation, API documentation, and code comment analysis.Last updated63MIT
- Flicense-qualityDmaintenanceAn 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.Last updated
- Flicense-qualityDmaintenanceRetrieval-Augmented Generation system serving LangGraph documentation through the Model Context Protocol, enabling semantic search and context-aware responses.Last updated16
m-dev-tools-mcpofficial
AlicenseAqualityAmaintenanceMCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.Last updated3AGPL 3.0- AlicenseAqualityBmaintenanceEnables inspecting local OpenAPI specification files by listing and retrieving spec details with filters and $ref resolution.Last updated3MIT
- 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.Last updated311MIT
- AlicenseAqualityDmaintenanceProvides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.Last updated4048Apache 2.0
- AlicenseAqualityCmaintenanceConnects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.Last updated9MIT
- AlicenseAqualityDmaintenanceA comprehensive tool server for reading, merging, and extracting content from PDF files via local paths or direct URLs. It enables metadata retrieval, regex searching, and page-specific text extraction with built-in caching and workspace-restricted security.Last updated9MIT
- AlicenseAquality-maintenanceAn MCP server that enables users to read, search, and analyze PDF documents. It provides tools for extracting text, viewing metadata, searching content with context, and generating word statistics.Last updated5
- Alicense-qualityAmaintenanceEnables document-driven development by automatically detecting Markdown spec changes, generating implementation plans, and syncing code and tests through MCP tools.Last updated542MIT
- Alicense-qualityCmaintenanceMCP server providing parser-backed validation, parsing, documentation, and editor assistance for AI agents working with _hyperscript.Last updatedMIT
- Alicense-qualityCmaintenanceAn MCP server for managing pandoc/CSL-YAML bibliographies and verifying citations in documents.Last updated143GPL 3.0
- Alicense-qualityCmaintenanceEnables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.Last updatedApache 2.0
- Alicense-qualityDmaintenanceAn MCP server that provides tools for analyzing, linting, formatting, and generating Markdown content. It enables users to programmatically manage Markdown files through features like table of contents generation, statistics calculation, and JSON-to-table conversion.Last updated711MIT
- Alicense-qualityDmaintenancelark-tools-mcp connects Lark and cursor. It provides cursor with the ability to read documents, send messages, process tasks, and perform data analysis.Last updated36MIT
- Alicense-qualityDmaintenanceTransforms 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.Last updated8MIT