diff --git a/cognee/modules/data/extraction/extract_summary.py b/cognee/modules/data/extraction/extract_summary.py
index 102d5bff4b..0d3feef952 100644
--- a/cognee/modules/data/extraction/extract_summary.py
+++ b/cognee/modules/data/extraction/extract_summary.py
@@ -1,12 +1,17 @@
-from typing import Type
+import logging
 import os
+from typing import Type
+
+from instructor.exceptions import InstructorRetryException
 from pydantic import BaseModel
+from tenacity import RetryError
 
 from cognee.infrastructure.llm.get_llm_client import get_llm_client
 from cognee.infrastructure.llm.prompts import read_query_prompt
-from cognee.shared.data_models import SummarizedCode, SummarizedClass, SummarizedFunction
+from cognee.shared.data_models import SummarizedCode
 from cognee.tasks.summarization.mock_summary import get_mock_summarized_code
 
+logger = logging.getLogger("extract_summary")
 
 async def extract_summary(content: str, response_model: Type[BaseModel]):
     llm_client = get_llm_client()
@@ -14,7 +19,7 @@ async def extract_summary(content: str, response_model: Type[BaseModel]):
     system_prompt = read_query_prompt("summarize_content.txt")
 
     llm_output = await llm_client.acreate_structured_output(content, system_prompt, response_model)
-
+ 
     return llm_output
 
 async def extract_code_summary(content: str):
@@ -27,5 +32,10 @@ async def extract_code_summary(content: str):
         result = get_mock_summarized_code()
         return result
     else:
-        result = await extract_summary(content, response_model=SummarizedCode)
+        try:
+            result = await extract_summary(content, response_model=SummarizedCode)
+        except (RetryError, InstructorRetryException) as e:
+            logger.error("Failed to extract code summary, falling back to mock summary", exc_info=e)
+            result = get_mock_summarized_code()
+
         return result