Qdrant Vector Database Skill

Quick Start Workflow

When working with Qdrant:

1. Check if Qdrant is configured

   • Look for QDRANT_URL and QDRANT_API_KEY in .env
   • For local: http://localhost:6333
   • For cloud: https://xxx.qdrant.io

2. For collection creation

   • Define vector size (1536 for OpenAI ada-002)
   • Choose distance metric (Cosine for semantic similarity)
   • Set up HNSW parameters for performance