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GraphRAG on a Mac

Graph-based retrieval-augmented generation (Microsoft) · Knowledge & Memory

GraphRAG is Microsoft's open-source pipeline that turns a text corpus into a knowledge graph — extracting entities/relationships, building community summaries (Leiden clustering), then answering with global or local graph search for far better reasoning over large/connected datasets than plain vector RAG. Python: pip install graphrag, index your docs, then query. Pairs with any LLM + an embeddings model. MIT.

Run GraphRAG with FrontierStack

FrontierStack lists GraphRAG in its Knowledge & Memory catalog. Install or connect it from one place, then monitor its status, ports and certificate, secure it with the firewall and Malware Audit, and back it up.

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