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Index and semantically search code, PDFs, and documents with exact citations.
Copy the install command and let the AI configure it · recommended for beginners
No copy-paste install info for "rag-mcp-server" yet — see the docs or source repo.
Please index this project's README, design docs, and API documentation, then answer: 'How does the user authentication flow handle token refresh?' Include exact cited passages and file locations.
An answer grounded in indexed documents, with exact citations to files, sections, or passages.
Index the entire repository and find where the authorization middleware is implemented and which routes invoke it. List results by file path and cite key code snippets.
Relevant implementation files, invocation relationships, and source-grounded cited snippets.
Please index these PDF papers and research reports, then answer: 'Which methods are compared, and what are their main findings?' Attach original citations to each finding.
A structured summary of findings, with precise citations for each point from the source documents.
Search, retrieve, and answer questions from PDF documents with RAG.
Search custom knowledge bases in Claude Desktop with RAG via MCP.
Index documents and retrieve relevant context for better LLM responses.
Search and read indexed local documents with full-text and fuzzy matching.
Index PDFs into Qdrant and enable semantic search and RAG document QA.
Read, edit, and summarize documents through a Claude-powered chat interface.