import asyncio from qdrant_client import AsyncQdrantClient QDRANT_URL = "https://b96fe9df-a305-449a-9d55-8e858bfa1b82.us-east-1-1.aws.cloud.qdrant.io:6333" QDRANT_API_KEY = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJhY2Nlc3MiOiJtIn0.nftA6VmjSsSQHr3zkkt2wlqFgFY9uLM6gesqi6b6Cis" async def debug(): client = AsyncQdrantClient( url=QDRANT_URL, api_key=QDRANT_API_KEY, https=True, timeout=60 ) print("🔍 Fetching all points from Qdrant...\n") # Scroll through all points points, _ = await client.scroll( collection_name="listings", limit=100, with_payload=True ) print(f"Total points: {len(points)}\n") for i, point in enumerate(points, 1): payload = point.payload print(f"Point {i}:") print(f" Location: {payload.get('location')} (lower: {payload.get('location_lower')})") print(f" Price: {payload.get('price')} (type: {type(payload.get('price')).__name__})") print(f" Bedrooms: {payload.get('bedrooms')}") print(f" Title: {payload.get('title', 'N/A')[:50]}") print() asyncio.run(debug())