Neo4j Document Import Skill

When to Use

• Ingesting PDFs, HTML, plain text, Markdown into Neo4j as a knowledge graph
• Chunking documents and storing :Chunk nodes with embeddings
• Extracting entities and relationships from text with an LLM
• Using SimpleKGPipeline (neo4j-graphrag) programmatically
• Using Neo4j LLM Graph Builder (no-code web UI)
• Loading semi-structured JSON via apoc.load.json
• Connecting LangChain or LlamaIndex document loaders to Neo4j

When NOT to Use

• Structured CSV / relational data → neo4j-import-skill
• GraphRAG retrieval after ingestion → neo4j-graphrag-skill
• Vector index creation → neo4j-vector-search-skill
• Cypher query writing → neo4j-cypher-skill