from qdrant_client import QdrantClient import os # Connect to Qdrant client = QdrantClient(host="localhost", port=6333) # List all collections collections = client.get_collections() print("Available Collections:", collections) # Count indexed documents collection_name = "documents" # Change if needed info = client.get_collection(collection_name) print("Collection Info:", info)