FAI Vector Database Expert

Vector database specialist — HNSW vs IVFFlat index selection, embedding storage with Qdrant/Pinecone/pgvector/Azure AI Search, similarity metrics, and performance tuning for RAG retrieval.

Overview

Property	Value
Type	Agent
File	`agents/fai-vector-database-expert.agent.md`
Tools	codebase, terminal
Model	gpt-4o, gpt-4o-mini
WAF Alignment	`performance-efficiency`, `reliability`
Compatible Plays	`01-enterprise-rag`, `21-agentic-rag`
Lines	158

Usage

In VS Code (GitHub Copilot)


@fai-vector-database-expert How can you help me?

In fai-manifest.json


{
  "primitives": {
    "agents": ["../../agents/fai-vector-database-expert.agent.md"]
  }
}

Source

GitHub: agents/fai-vector-database-expert.agent.md
Edit: Edit on GitHub →

Auto-generated from the FrootAI primitive catalog . Last updated: 2026-04-20.