Neo4j GraphRAG Skill When to Use - Building GraphRAG retrieval pipelines with Python package - Choosing between VectorRetriever, HybridRetriever, VectorCypherRetriever, HybridCypherRetriever - Writing Cypher fragments for graph-augmented context - Wiring retriever + LLM into a pipeline - Using LLM-routed multi-retriever with - Debugging low retrieval quality - Integrating Neo4j with LangChain, LlamaIndex, or Haystack When NOT to Use - KG construction from documents → - Plain vector/semantic search without graph traversal → - Hybrid search that combines vector with fulltext or other ranked sou…