diff --git a/AUTO_CODE_REVIEW_REPORT.md b/AUTO_CODE_REVIEW_REPORT.md
index cfa0cd8..351e063 100644
--- a/AUTO_CODE_REVIEW_REPORT.md
+++ b/AUTO_CODE_REVIEW_REPORT.md
@@ -145,3 +145,8 @@
 - `/root/.openclaw/workspace/projects/insightflow/auto_code_fixer.py:11` - 未使用的导入: Any
 - `/root/.openclaw/workspace/projects/insightflow/backend/workflow_manager.py:16` - 未使用的导入: urllib.request
 - `/root/.openclaw/workspace/projects/insightflow/backend/plugin_manager.py:14` - 未使用的导入: urllib.request
+
+
+## Git 提交结果
+
+✅ 提交并推送成功
diff --git a/backend/llm_client.py b/backend/llm_client.py
index 72256f4..68fbf9f 100644
--- a/backend/llm_client.py
+++ b/backend/llm_client.py
@@ -119,8 +119,6 @@ class LLMClient:
         messages = [ChatMessage(role="user", content=prompt)]
         content = await self.chat(messages, temperature=0.1)
 
-        import re
-
         json_match = re.search(r"\{{.*?\}}", content, re.DOTALL)
         if not json_match:
             return [], []
diff --git a/backend/main.py b/backend/main.py
index 5315917..5785755 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -1110,8 +1110,6 @@ def extract_entities_with_llm(text: str) -> tuple[list[dict], list[dict]]:
         result = response.json()
         content = result["choices"][0]["message"]["content"]
 
-        import re
-
         json_match = re.search(r"\{{.*?\}}", content, re.DOTALL)
         if json_match:
             data = json.loads(json_match.group())