Update vectordb_utils.py

vectordb_utils.py

@@ -10,12 +10,12 @@ import os
 # Setup cache dir
 cache_dir = os.environ.get("MODEL_CACHE_DIR", "/app/cache")  # Fallback
 os.makedirs(cache_dir, exist_ok=True)
-
+api_key=os.environ.get("QDRANT_API_KEY")
 # Encoder and Qdrant config
 encoder = SentenceTransformer("all-MiniLM-L6-v2", cache_folder=cache_dir)
 qdrant_client = QdrantClient(
     url="https://b4e91bde-3e30-43ef-968e-c10a43f2e161.eu-west-2-0.aws.cloud.qdrant.io:6333", 
-    api_key="<your-token>",
+    api_key=api_key,
 )
 collection_name = "customer_support_docsv1"