debug_qdrant.py

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())