# File Objective : Verify the Qdrant collection was populated correctly. # Scope : Phase 2 pass/fail gate — run after scripts/ingest.py. # What it does : 1. Prints total point count. 2. Shows one sample chunk payload. # What it does not: 1. Run search (Phase 3). 2. Modify anything. from __future__ import annotations import sys from qdrant_client import QdrantClient from vantage_core.config import get_settings from vantage_core.constants import QDRANT_COLLECTION_NAME def main() -> None: s = get_settings() client = QdrantClient(url=s.qdrant_url, api_key=s.qdrant_api_key, timeout=15) count = client.count(QDRANT_COLLECTION_NAME).count print(f"\n── Vantage Peek ────────────────────────────────────────────") print(f" collection : {QDRANT_COLLECTION_NAME}") print(f" total pts : {count}") if count == 0: print(" ⚠️ Empty — run scripts/ingest.py first.") sys.exit(1) results, _ = client.scroll( QDRANT_COLLECTION_NAME, limit=1, with_payload=True, with_vectors=False ) if results: p = results[0] print(f"\n Sample chunk (id={p.id}):") for key in ("chunk_id", "category", "title", "chunk_text"): print(f" {key:<12}: {str((p.payload or {}).get(key, '—'))[:100]}") print() if __name__ == "__main__": main()