The GraphRAG project is great and really shows the why Vector Databases can provide a full RAG solution when it comes to none trivial search queries. But in order to build a full an accurate Knowledge Graph we found out you need more than just loading the text to LLM.

For that we wrote the GraphRAG-SDK that is also generating a stable Ontology. https://github.com/FalkorDB/GraphRAG-SDK