Download entire documentation websites for offline RAG indexing by providing a URL, enabling configurable depth and asset capture.
MIT
201,013 tools. Last updated 2026-06-13 23:00
"Hybrid RAG System for Indexing DevOps eBooks and Online Documentation" matching MCP tools:
- Convert EVE Online solar system names to their corresponding IDs using the ESI API. Input up to 500 system names for accurate and efficient ID retrieval.TypeScriptMIT
- Perform hybrid web searches combining broad coverage with technical documentation focus. Choose between general web search or documentation-optimized mode to get relevant results with titles, URLs, and snippets.
- Remove outdated or incorrect documentation sources by URL to clean up your RAG system and improve search accuracy.MIT
- Retrieve API documentation for any file in a repository, including function signatures, parameters, return types, and docstrings, using accurate AST parsing without prior indexing.MIT
- Search online Rosetta documentation at rosettacommons.org to find docs for specific features like FastRelax or AtomPair constraints.MIT
Matching MCP Servers
- Alicense-qualityCmaintenanceA modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.Last updatedMIT
- Alicense-qualityCmaintenanceEnables Claude to perform hybrid search across local documents by combining semantic vector retrieval and BM25 keyword matching for optimal context recovery. It supports multiple file formats including PDF, CSV, and Markdown, leveraging local Ollama models for private and efficient document querying.Last updated3MIT
Matching MCP Connectors
MCP server for Vonage API documentation, code snippets, tutorials, and troubleshooting.
The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
- Retrieve DevOps documentation templates, code standards, and best practices from GitHub to generate documentation and apply development standards.MIT
- Search indexed code and documentation using hybrid semantic and keyword retrieval. Ideal for answering questions about your codebase and project architecture.Apache 2.0
- Discover available DevOps skills including SAP Fiori documentation templates, code standards, and best practices to prepare for generating documentation or reading project content.MIT
- Check if an EMS system is online and responsive by verifying its operational status with a system ID.MIT
- Fetch programming products from Gumroad such as code, tutorials, courses, and ebooks to find development resources.MIT
- Upload files to process and index them for searchable knowledge retrieval using RAG (Retrieval-Augmented Generation) technology.MIT
- Export your skills to Weaviate vector database format, enabling hybrid vector and BM25 keyword search for production RAG applications.MIT
- Retrieve a complete list of all files stored in the RAG system for document management and semantic search operations.MIT
- Delete files from the RAG system to manage storage and maintain relevant content for retrieval-augmented generation tasks.MIT
- Add text content to a knowledge base for RAG indexing, making it searchable and retrievable through AI applications.MIT
- Add files to a RAG system for document retrieval, supporting PDF, DOCX, TXT, MD, CSV, and JSON formats to enable semantic search and information access.MIT
- Remove stored files, vector memory, or all data from the RAG system to free storage space or reset the knowledge base.MIT
- Find relevant documents in the RAG system using semantic search with customizable similarity thresholds and result limits.MIT
- Retrieve relevance-ranked web content with actual page text, tables, and code for AI grounding and RAG pipelines.