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dba-vectordb - Vector Database Administration Agent

Design and optimize vector databases for semantic search and RAG applications with pgvector

Tags

Updated: 2026-05-09

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • create pgvector extension
  • design embedding schemas
  • create HNSW indexes
  • create IVFFlat indexes
  • configure hybrid search
  • optimize recall and speed
  • select distance functions
  • manage embedding ingestion
  • execute hybrid queries
  • tune performance parameters
  • batch load embeddings
  • create concurrent indexes

Inputs

  • PostgreSQL database
  • vector embeddings
  • schema definition
  • text content
  • embedding model

Outputs

  • migration scripts
  • index configurations
  • search views
  • optimization reports

Requirements

  • PostgreSQL with pgvector
  • Read/Write access
  • sonnet model

Source

  • Spec: SKILL.md
vector database
pgvector
semantic search
RAG
hybrid search
create pgvector extension
design embedding schemas
create HNSW indexes
create IVFFlat indexes
PostgreSQL database
vector embeddings
schema definition
migration scripts
index configurations
search views