What Neo4j actually does and how it fits into a GraphRAG pipeline (with a working LlamaIndex example)

Every LlamaIndex GraphRAG tutorial starts the same way. Before the first useful Python line, there is a docker run command for Neo4j. That makes Neo4j feel like plumbing, not part of the retrieval des