piter5285/vectorless-agentic-RAG

This project implements vectorless agentic RAG over Confluence using Python, PageIndex, OpenAI gpt-4o-mini, Claude via Pydantic-AI, and FastMCP. An MCP server and Streamlit chatbot are implemented as core functionalities, replacing vector similarity search with LLM reasoning over a hierarchical document tree — no embeddings or reranker needed.

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Apache-2.0Licence, which decides whether bodies are shown

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vectorless-agentic-rag

piter5285/vectorless-agentic-RAG

MCP server Claude CodeCodexCursor +2

MCP server "vectorless-agentic-rag" as configured in piter5285/vectorless-agentic-RAG. Runs locally from the vectorless-agentic-rag Python package.

not rated 0 4mo ago A tokens not measured original Apache-2.0