其他

neo4j-vector-index-skill

neo4j-contrib/n…j-skills

Create and manage Neo4j vector indexes, run vector similarity search (ANN/kNN), store embeddings on nodes or relationships, use SEARCH clause (Neo4j 2026.01+, preferred) or db.index.vector.queryNodes() procedure (deprecated 2026.04, still works on 2025.x), configure HNSW and quantization options, pick similarity function and embedding provider dimensions, and batch-update embeddings. Use when tasks involve CREATE VECTOR INDEX, vector.dimensions, cosine/euclidean search, embedding ingestion pipelines, semantic or structural nearest-neighbor lookup, or hybrid search (vector + fulltext, multiple vector sources, or graph-derived scores). Does NOT handle GraphRAG retrieval_query graph traversal — use neo4j-graphrag-skill. Does NOT handle fulltext-only/keyword-only search — use neo4j-cypher-skill. Does NOT compute GDS graph embeddings (FastRP, Node2Vec) — use neo4j-gds-skill.

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安装命令

npx skills add https://github.com/neo4j-contrib/neo4j-skills --skill neo4j-vector-index-skill

SKILL.md

When to Use

  • Creating a vector index (CREATE VECTOR INDEX) on nodes or relationships
  • Running vector similarity / nearest-neighbor search
  • Storing embeddings on graph nodes during ingestion
  • Indexing/querying embeddings already written by GDS algorithms
  • Choosing similarity function, dimensions, HNSW params, or quantization
  • Using SEARCH clause (2026.01+) or db.index.vector.queryNodes() (2025.x)
  • Batch-updating embeddings after model change
  • Combining vector results with immediate graph neighborhood (full retrieval_query pipelines → neo4j-graphrag-skill)
  • Hybrid search that combines vector results with fulltext or other ranked sources

When NOT to Use

  • GraphRAG pipelines (VectorCypherRetriever, HybridCypherRetriever, retrieval_query) → neo4j-graphrag-skill
  • Fulltext-only / keyword-only search (FULLTEXT INDEX, db.index.fulltext.queryNodes) → neo4j-cypher-skill
  • Computing GDS graph embeddings (FastRP, Node2Vec, GraphSAGE) → neo4j-gds-skill
  • Index admin (list all indexes, drop range/text/lookup indexes) → neo4j-cypher-skill