Update app/rag.py

app/rag.py

@@ -32,11 +32,13 @@ def find_top_5_ayahs_qdrant(question: str):
 
         match = normalized_df[normalized_df['normalized'] == normalized_english_ayah]
         arabic_ayah = match.iloc[0]['arabic'] if not match.empty else "❌ Not found"
+        link = match.iloc[0]['link'] if not match.empty else "https://quran.com"
 
         results.append({
             "question": question,
             "answer": english_ayah,
-            "arabic": arabic_ayah
+            "arabic": arabic_ayah,
+            "link": link
         })
 
     print("results size:", asizeof.asizeof(results))