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server.py

@@ -327,12 +327,25 @@ async def search_scripture_find_first_match(
             return {"error": f"Scripture '{scripture_name}' not found"}
 
         # 1️⃣ Fetch all matches
-        results = db.fetch_all_matches(
-            collection_name=config["collection_name"],
-            metadata_where_clause=filter_obj,
-            page=None,  # Fetch all to apply audio filter
-            page_size=None,
-        )
+        if has_audio:
+            results = db.fetch_all_matches(
+                collection_name=config["collection_name"],
+                metadata_where_clause=filter_obj,
+                page=None,  # Fetch all to apply audio filter
+                page_size=None,
+            )
+        else:
+             # optimization. get only first match if no has_audio parameter is provided.
+             result = db.fetch_first_match(
+                collection_name=config["collection_name"],
+                metadata_where_clause=filter_obj,
+            )
+             results = {
+                "ids": list(result["ids"]),
+                "documents": list(result["documents"]),
+                "metadatas": list(result["metadatas"]),
+                "total_matches": 1,
+            }
 
         formatted_results = []
         for i in range(len(results["metadatas"])):