neo4j-document-import-skill
方便把非结构化内容转成知识图谱与向量索引，适合知识库构建。
导入与 LLM 抽取过程可能泄露敏感文档内容或调用外部模型。
把 PDF/HTML/Markdown 等文档切块并导入 Neo4j，生成实体与嵌入。
把 PDF、HTML、Markdown 等非结构化文档切块后导入 Neo4j，建立 Document→Chunk→Entity 的知识图谱并为 chunk 生成嵌入。常用于做 RAG 管道的素材入库、用 LLM 抽实体关系或把 LangChain/LlamaIndex 的 loader 接入 Neo4j。特色是把文档粒度化并把实体和嵌入都存到图里，方便后续检索与推理。
▸ 展开 SKILL.md 英文原文
Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. Use when chunking PDFs, HTML, plain text, or Markdown; extracting entities and relationships from text with an LLM (SimpleKGPipeline, neo4j-graphrag); loading JSON via apoc.load.json; building Document→Chunk→Entity graph structures; or connecting LangChain/LlamaIndex document loaders to Neo4j. Covers neo4j-graphrag SimpleKGPipeline, LLM Graph Builder web UI, entity resolution, chunking strategies, and graph schema design for RAG pipelines. Does NOT handle structured CSV/relational import — use neo4j-import-skill. Does NOT handle GraphRAG retrieval after ingestion — use neo4j-graphrag-skill. Does NOT handle vector index creation — use neo4j-vector-search-skill.
帮我安装这个 skill：https://raw.githubusercontent.com/neo4j-contrib/neo4j-skills/main/neo4j-document-import-skill/SKILL.mdcurl -fsSL "https://raw.githubusercontent.com/neo4j-contrib/neo4j-skills/main/neo4j-document-import-skill/SKILL.md"# 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 w