Adds hybrid semantic and keyword retrieval for document Q&A.
Copy the install command and let the AI configure it · recommended for beginners
No copy-paste install info for "hybrid-rag-project" yet — see the docs or source repo.
Use hybrid semantic and keyword search over the project docs to find content related to "deployment failure causes" and summarize the key conclusions.
Returns relevant document snippets and a concise summary.
Search my multi-format documents for information about "API design guidelines" and organize it into Q&A form.
Extracts relevant information from multiple documents and generates Q&A.
Use this MCP tool from Claude Desktop to find materials about the "product release process" in the knowledge base.
Completes document retrieval and answer synthesis inside Claude Desktop.
Developers or researchers can use it to locate a topic across large document sets with hybrid semantic and keyword search. It helps surface relevant information scattered across documents.
When materials come in multiple document formats, it can provide unified retrieval and Q&A. It suits workflows that need information aggregated across files.
If you already use Claude Desktop, you can connect document retrieval into the chat flow via MCP integration. This lets you ask questions while searching docs.
It performs hybrid retrieval-augmented generation over documents by combining semantic and keyword search. The description also says it supports multiple document formats and integrates with Claude Desktop via MCP.
The provided material explicitly mentions MCP integration with Claude Desktop; other prerequisites are not specified, see source repository.
It does not rely on keyword matching alone; it combines semantic and keyword search for more comprehensive retrieval. That makes it easier to find relevant content even when wording differs across documents.
Use RAG tools for knowledge retrieval, document management, and search visualization.
Search custom knowledge bases in Claude Desktop with RAG via MCP.
Search, ingest, and inject Claude Code and Hermes session context via MCP.
Index local Korean HWP/HWPX files for search in Codex or Claude Code.
Search locally indexed PDF docs with citations and context for LLM agents.
Search and retrieve knowledge base documents with Qdrant hybrid retrieval.