This project implements a private-domain RAG pipeline by combining GraphRAG, LightRAG, and Neo4j-llm-graph-builder for knowledge graph construction and retrieval. It incorporates DeepSearch techniques to enable reasoning over the graph, and uses multi-agent collaboration to orchestrate exploration and answering. A custom evaluation framework is also provided for assessing GraphRAG performance.