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NANO-GRAPHRAG
Minimal, hackable GraphRAG in a few hundred lines
MIT
ABOUT
Microsoft GraphRAG is powerful but heavy to read, deploy, and fork. nano-graphrag reimplements the core insert and query loop (entities, communities, local and global search) in a compact codebase so researchers and product teams can understand graph RAG and swap LLMs, stores, or prompts without a large platform.
INSTALL
pip install nano-graphragINTEGRATION GUIDE
1. Prototype graph RAG on a private corpus without standing up the full GraphRAG stack
2. Teach or study entity extraction and community summaries from a short Python core
3. Fork the insert and query loop to plug in a custom LLM or vector store
4. Compare graph RAG answers with vector-only retrieval on the same documents
TAGS
pythonraggraph-ragknowledge-graphresearchopen-source