diff --git a/AUTO_CODE_REVIEW_REPORT.md b/AUTO_CODE_REVIEW_REPORT.md
index 02e78bb..6e68ecc 100644
--- a/AUTO_CODE_REVIEW_REPORT.md
+++ b/AUTO_CODE_REVIEW_REPORT.md
@@ -1,86 +1,227 @@
 # InsightFlow 代码审查报告
 
-扫描时间: Mon Mar  2 12:10:40 AM CST 2026
-扫描文件数: 42
+生成时间: 2026-03-02T03:02:19.451555
 
-## 扫描的文件列表
+## 自动修复的问题
 
-- `/root/.openclaw/workspace/projects/insightflow/auto_code_fixer.py`
-- `/root/.openclaw/workspace/projects/insightflow/auto_fix_code.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/ai_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/api_key_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/collaboration_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/db_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/developer_ecosystem_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/document_processor.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/enterprise_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/entity_aligner.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/export_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/growth_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/image_processor.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/init_db.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/knowledge_reasoner.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/llm_client.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/localization_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/main.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/multimodal_entity_linker.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/multimodal_processor.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/neo4j_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/ops_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/oss_uploader.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/performance_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/plugin_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/rate_limiter.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/search_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/security_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/subscription_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/tenant_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_multimodal.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase7_task6_8.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task1.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task2.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task4.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task5.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task6.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task8.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/tingwu_client.py`
-- `/root/.openclaw/workspace/projects/insightflow/backend/workflow_manager.py`
-- `/root/.openclaw/workspace/projects/insightflow/code_review_fixer.py`
-- `/root/.openclaw/workspace/projects/insightflow/code_reviewer.py`
+未发现需要自动修复的问题。
 
-## 问题分类统计
+**总计自动修复: 0 处**
 
-- 🔴 Critical: 0
-- 🟠 Error: 1
-- 🟡 Warning: 8
-- 🔵 Info: 0
-- **总计: 9**
+## 需要人工确认的问题
 
-## ✅ 已自动修复的问题
+### /root/.openclaw/workspace/projects/insightflow/auto_code_fixer.py
+- **cors_wildcard** (第 199 行): if "allow_origins" in line and '["*"]' in line:
+### /root/.openclaw/workspace/projects/insightflow/code_reviewer.py
+- **cors_wildcard** (第 289 行): if "allow_origins" in line and '["*"]' in line:
+### /root/.openclaw/workspace/projects/insightflow/code_review_fixer.py
+- **cors_wildcard** (第 186 行): if 'allow_origins' in line and '["*"]' in line:
+### /root/.openclaw/workspace/projects/insightflow/backend/main.py
+- **cors_wildcard** (第 401 行): allow_origins=["*"],
+### /root/.openclaw/workspace/projects/insightflow/backend/test_multimodal.py
+- **sql_injection_risk** (第 140 行): conn.execute(f"SELECT 1 FROM {table} LIMIT 1")
 
-- `/root/.openclaw/workspace/projects/insightflow/code_review_fixer.py:58` - bare_exception: 裸异常捕获，应指定具体异常类型
+**总计待确认: 5 处**
 
-## ⚠️ 需要人工确认的问题
+## 代码风格建议
 
-- `/root/.openclaw/workspace/projects/insightflow/code_review_fixer.py:186` [warning] CORS 配置允许所有来源 (*)，生产环境应限制具体域名
-  ```python
-  if 'allow_origins' in line and '["*"]' in line:
-  ```
-- `/root/.openclaw/workspace/projects/insightflow/backend/main.py:401` [warning] CORS 配置允许所有来源 (*)，生产环境应限制具体域名
-  ```python
-  allow_origins=["*"],
-  ```
-
-## 📋 其他发现的问题
-
-### line_too_long
-
-- `/root/.openclaw/workspace/projects/insightflow/code_review_fixer.py:171` - 行长度 128 超过 120 字符
-
-### unused_import
-
-- `/root/.openclaw/workspace/projects/insightflow/code_review_fixer.py:11` - 未使用的导入: Any
-- `/root/.openclaw/workspace/projects/insightflow/backend/main.py:40` - 未使用的导入: OpsManager
-- `/root/.openclaw/workspace/projects/insightflow/backend/main.py:41` - 未使用的导入: PluginManager
-- `/root/.openclaw/workspace/projects/insightflow/backend/workflow_manager.py:31` - 未使用的导入: urllib.parse
-- `/root/.openclaw/workspace/projects/insightflow/backend/plugin_manager.py:22` - 未使用的导入: urllib.parse
+### /root/.openclaw/workspace/projects/insightflow/auto_code_fixer.py
+- 第 34 行: line_too_long
+- 第 241 行: line_too_long
+- 第 188 行: percent_formatting
+- 第 110 行: magic_number
+- 第 116 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/code_reviewer.py
+- 第 28 行: line_too_long
+- 第 207 行: format_method
+- 第 271 行: percent_formatting
+- 第 274 行: percent_formatting
+- 第 134 行: magic_number
+- ... 还有 8 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/code_review_fixer.py
+- 第 152 行: line_too_long
+- 第 171 行: line_too_long
+- 第 308 行: line_too_long
+- 第 128 行: format_method
+- 第 170 行: format_method
+- ... 还有 3 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task5.py
+- 第 63 行: magic_number
+- 第 242 行: magic_number
+- 第 501 行: magic_number
+- 第 510 行: magic_number
+- 第 726 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/ops_manager.py
+- 第 1678 行: line_too_long
+- 第 2130 行: line_too_long
+- 第 2510 行: line_too_long
+- 第 2748 行: line_too_long
+- 第 1086 行: magic_number
+- ... 还有 18 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/document_processor.py
+- 第 187 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/growth_manager.py
+- 第 1363 行: line_too_long
+- 第 1594 行: line_too_long
+- 第 791 行: format_method
+- 第 2007 行: percent_formatting
+- 第 494 行: magic_number
+- ... 还有 2 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/tingwu_client.py
+- 第 25 行: percent_formatting
+- 第 32 行: magic_number
+- 第 133 行: magic_number
+- 第 134 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/main.py
+- 第 1245 行: line_too_long
+- 第 2035 行: line_too_long
+- 第 2563 行: line_too_long
+- 第 2598 行: line_too_long
+- 第 3345 行: line_too_long
+- ... 还有 40 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/knowledge_reasoner.py
+- 第 78 行: magic_number
+- 第 156 行: magic_number
+- 第 159 行: magic_number
+- 第 162 行: magic_number
+- 第 213 行: magic_number
+- ... 还有 4 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/image_processor.py
+- 第 140 行: magic_number
+- 第 161 行: magic_number
+- 第 162 行: magic_number
+- 第 211 行: magic_number
+- 第 219 行: magic_number
+- ... 还有 1 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/developer_ecosystem_manager.py
+- 第 664 行: line_too_long
+### /root/.openclaw/workspace/projects/insightflow/backend/tenant_manager.py
+- 第 459 行: line_too_long
+- 第 1409 行: line_too_long
+- 第 1434 行: line_too_long
+- 第 31 行: magic_number
+- 第 33 行: magic_number
+- ... 还有 19 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/ai_manager.py
+- 第 386 行: magic_number
+- 第 390 行: magic_number
+- 第 550 行: magic_number
+- 第 558 行: magic_number
+- 第 566 行: magic_number
+- ... 还有 15 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/security_manager.py
+- 第 318 行: line_too_long
+- 第 1078 行: percent_formatting
+- 第 102 行: magic_number
+- 第 102 行: magic_number
+- 第 235 行: magic_number
+- ... 还有 3 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/llm_client.py
+- 第 71 行: magic_number
+- 第 97 行: magic_number
+- 第 119 行: magic_number
+- 第 182 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/api_key_manager.py
+- 第 283 行: magic_number
+- 第 401 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/workflow_manager.py
+- 第 1016 行: line_too_long
+- 第 1022 行: line_too_long
+- 第 1029 行: line_too_long
+- 第 1342 行: format_method
+- 第 1459 行: percent_formatting
+- ... 还有 11 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/localization_manager.py
+- 第 759 行: line_too_long
+- 第 760 行: line_too_long
+- 第 776 行: line_too_long
+- 第 777 行: line_too_long
+- 第 791 行: line_too_long
+- ... 还有 21 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/plugin_manager.py
+- 第 192 行: line_too_long
+- 第 1182 行: line_too_long
+- 第 838 行: percent_formatting
+- 第 819 行: magic_number
+- 第 906 行: magic_number
+- ... 还有 1 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task2.py
+- 第 52 行: magic_number
+- 第 80 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task4.py
+- 第 34 行: magic_number
+- 第 170 行: magic_number
+- 第 171 行: magic_number
+- 第 172 行: magic_number
+- 第 173 行: magic_number
+- ... 还有 5 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/subscription_manager.py
+- 第 1105 行: line_too_long
+- 第 1757 行: line_too_long
+- 第 1833 行: line_too_long
+- 第 1913 行: line_too_long
+- 第 1930 行: line_too_long
+- ... 还有 21 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/export_manager.py
+- 第 154 行: line_too_long
+- 第 177 行: line_too_long
+- 第 447 行: percent_formatting
+- 第 87 行: magic_number
+- 第 88 行: magic_number
+- ... 还有 9 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task8.py
+- 第 276 行: line_too_long
+- 第 344 行: line_too_long
+- 第 85 行: percent_formatting
+- 第 247 行: percent_formatting
+- 第 363 行: percent_formatting
+- ... 还有 15 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase7_task6_8.py
+- 第 153 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/multimodal_processor.py
+- 第 274 行: percent_formatting
+- 第 199 行: magic_number
+- 第 215 行: magic_number
+- 第 330 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task6.py
+- 第 513 行: line_too_long
+- 第 137 行: magic_number
+- 第 157 行: magic_number
+- 第 229 行: magic_number
+- 第 254 行: magic_number
+- ... 还有 1 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/search_manager.py
+- 第 236 行: line_too_long
+- 第 313 行: line_too_long
+- 第 577 行: line_too_long
+- 第 776 行: line_too_long
+- 第 846 行: line_too_long
+- ... 还有 7 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/enterprise_manager.py
+- 第 410 行: line_too_long
+- 第 525 行: line_too_long
+- 第 534 行: line_too_long
+- 第 537 行: line_too_long
+- 第 540 行: line_too_long
+- ... 还有 9 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/test_phase8_task1.py
+- 第 222 行: magic_number
+- 第 222 行: magic_number
+- 第 223 行: magic_number
+- 第 224 行: magic_number
+### /root/.openclaw/workspace/projects/insightflow/backend/performance_manager.py
+- 第 498 行: line_too_long
+- 第 786 行: line_too_long
+- 第 1402 行: line_too_long
+- 第 164 行: magic_number
+- 第 164 行: magic_number
+- ... 还有 11 个类似问题
+### /root/.openclaw/workspace/projects/insightflow/backend/oss_uploader.py
+- 第 31 行: percent_formatting
+### /root/.openclaw/workspace/projects/insightflow/backend/neo4j_manager.py
+- 第 375 行: line_too_long
+- 第 431 行: line_too_long
+- 第 490 行: line_too_long
+- 第 541 行: line_too_long
+- 第 579 行: line_too_long
+- ... 还有 2 个类似问题
\ No newline at end of file