BjornMelin/docmind-ai-llm
DocMind AI is a powerful, open-source Streamlit application leveraging LlamaIndex, LangGraph, and local Large Language Models (LLMs) via Ollama, LMStudio, llama.cpp, or vLLM for advanced document analysis. Analyze, summarize, and extract insights from a wide array of file formats, securely and privately, all offline.
Combines hybrid retrieval (dense vector + sparse BM25) with optional GraphRAG for entity/relationship extraction, routed through a LangGraph supervisor coordinating five specialized agents (router, planner, retrieval, synthesis, validation). Ingestion uses LlamaIndex pipelines with Unstructured readers, spaCy NLP enrichment, and optional title extraction; retrieval includes BGE cross-encoder reranking and SigLIP visual reranking for image-rich PDFs. Stores page images as content-addressed artifacts with optional AES-GCM encryption, exports knowledge graphs as JSONL/Parquet, and includes DuckDB-backed snapshot caching with deterministic ingestion manifests for reproducibility.
100 stars.
Stars
100
Forks
14
Language
Python
License
MIT
Category
Last pushed
Feb 05, 2026
Commits (30d)
0
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