This repository adapts Microsoft’s GraphRAG to run entirely on local machines using Ollama. It enables knowledge graph construction from documents and query-focused summarization without external API dependencies. The system extracts entities and relationships to build an entity knowledge graph, then generates community summaries for efficient global question answering across private datasets using local LLM inference.