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src/vector_db.py

@@ -185,14 +185,16 @@ class UnifiedQdrant:
              results = self.client.query_points(
                 collection_name=self.collection_name,
                 query=query_vec,
-                limit=10
+                limit=10,
+                with_payload=True
             ).points
         else:
             results = self.client.query_points(
                 collection_name=self.collection_name,
                 query=query_vec,
                 shard_key_selector=shard_keys,
-                limit=10
+                limit=10,
+                with_payload=True
             ).points
         
         return results, search_mode
@@ -209,7 +211,8 @@ class UnifiedQdrant:
         results = self.client.query_points(
             collection_name=self.collection_name,
             query=query_vec,
-            limit=10
+            limit=10,
+            with_payload=True
         ).points
         return results