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rakmohan / docwise-agentic

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Full agentic RAG pipeline: adaptive chunking → Qdrant hybrid search (semantic + BM25 + RRF) → LangGraph ReAct agent → grounded answers with citations, streamed live. Multi-turn conversation, multi-hop reasoning, human-in-the-loop, LangSmith tracing, MCP server. LLM-agnostic — works with Claude or OpenAI.

python docker mcp openai bm25 human-in-the-loop claude multi-turn rag fastapi streamlit hybrid-search qdrant langsmith react-agent langgraph agentic-ai adaptive-chunking
  • Updated Apr 16, 2026
  • Python

rakmohan / docwise

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RAG-in-a-Box — intelligent document understanding for PDF, DOCX, and Markdown. Adaptive parsing, hybrid search (semantic + BM25), and agentic Q&A with citations. Upload, ask questions, and explore stats via built-in Streamlit app, REST API, or Claude Desktop (MCP).

docker markdown mcp docx bm25 pdf-parsing rag fastapi streamlit hybrid-search chromadb document-qa retrieval-augmented-generation fastembed fastmcp claude-desktop-integration adaptive-chunking rag-in-a-box
  • Updated Apr 15, 2026
  • Python

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