vector_db/test_qdrant.py

from qdrant_client import QdrantClient
from qdrant_client.models import VectorParams, Distance, PointStruct

client = QdrantClient(host="127.0.0.1", port=6333)

# Health check
try:
    health = client.qdrant_api.get_health()
    print("✅ Qdrant health:", health)
except Exception as e:
    print("❌ Failed to connect to Qdrant:", e)
    exit()