pgvector Similarity Search

Query vector embeddings using pgvector's similarity operators. This skill covers the retrieval phase of RAG pipelines.

When to Apply

Use this skill when:

• Finding semantically similar documents or chunks
• Implementing the retrieval step of RAG
• Building semantic search features
• Querying embeddings stored in PostgreSQL

Distance Operators

pgvector supports three distance metrics: