hsliuping/TradingAgents-CN

15.5

Adjusted Score

15.5

Raw Score

100%

Time Factor

2026-04-20

Last Push

30.2K

Stars

Python

Language

496.9K

Lines of Code

1.9K

Files

7.0K

Pattern Hits

2026-07-14

Scan Date

0.07

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 129MEDIUM 104LOW 6780

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 7013 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Excessive Try-Catch Wrapping3466 hits · 3374 pts

Severity	File	Line	Snippet	Context
LOW	app/worker.py	50	except Exception as e:	CODE
LOW	app/worker.py	76	except Exception:	CODE
LOW	app/worker.py	148	except Exception as analysis_error:	CODE
LOW	app/worker.py	174	except Exception as e:	CODE
LOW	app/worker.py	200	except Exception as e:	CODE
LOW	app/worker.py	217	except Exception as e:	CODE
LOW	app/main.py	80	except Exception:	CODE
LOW	app/main.py	123	except Exception as e:	CODE
LOW	app/main.py	192	except Exception as e:	CODE
LOW	app/main.py	207	except Exception as e:	CODE
LOW	app/main.py	211	except Exception as e:	CODE
LOW	app/main.py	226	except Exception as e:	CODE
LOW	app/main.py	236	except Exception as e:	CODE
LOW	app/main.py	251	except Exception:	CODE
LOW	app/main.py	253	except Exception as e:	CODE
LOW	app/main.py	267	except Exception as e:	CODE
LOW	app/main.py	274	except Exception:	CODE
LOW	app/main.py	552	except Exception as e:	CODE
LOW	app/main.py	577	except Exception as e:	CODE
LOW	app/main.py	589	except Exception as e:	CODE
LOW	app/main.py	596	except Exception as e:	CODE
LOW	app/__main__.py	30	except Exception:	CODE
LOW	app/__main__.py	33	except Exception as e:	CODE
LOW	app/__main__.py	88	except Exception as e:	CODE
LOW	app/__main__.py	103	except Exception as e:	CODE
LOW	app/__main__.py	156	except Exception:	CODE
LOW	app/__main__.py	174	except Exception as e:	CODE
LOW	app/routers/sync.py	22	except Exception as e:	CODE
LOW	app/routers/tags.py	41	except Exception as e:	CODE
LOW	app/routers/tags.py	55	except Exception as e:	CODE
LOW	app/routers/tags.py	75	except Exception as e:	CODE
LOW	app/routers/tags.py	88	except Exception as e:	CODE
LOW	app/routers/news_data.py	113	except Exception as e:	CODE
LOW	app/routers/news_data.py	126	except Exception as e:	CODE
LOW	app/routers/news_data.py	176	except Exception as e:	CODE
LOW	app/routers/news_data.py	221	except Exception as e:	CODE
LOW	app/routers/news_data.py	265	except Exception as e:	CODE
LOW	app/routers/news_data.py	322	except Exception as e:	CODE
LOW	app/routers/news_data.py	374	except Exception as e:	CODE
LOW	app/routers/news_data.py	427	except Exception as e:	CODE
LOW	app/routers/news_data.py	461	except Exception as e:	CODE
LOW	app/routers/news_data.py	482	except Exception as e:	CODE
LOW⚡	app/routers/news_data.py	499	except Exception as e:	CODE
LOW⚡	app/routers/news_data.py	511	except Exception as e:	CODE
LOW	app/routers/stocks.py	27	except Exception:	CODE
LOW	app/routers/stocks.py	103	except Exception as e:	CODE
LOW	app/routers/stocks.py	160	except Exception:	CODE
LOW	app/routers/stocks.py	187	except Exception as e:	CODE
LOW	app/routers/stocks.py	247	except Exception as e:	CODE
LOW	app/routers/stocks.py	322	except Exception as e:	CODE
LOW	app/routers/stocks.py	468	except Exception as e:	CODE
LOW	app/routers/stocks.py	527	except Exception as e:	CODE
LOW	app/routers/stocks.py	546	except Exception as e:	CODE
LOW	app/routers/stocks.py	610	except Exception as e:	CODE
LOW	app/routers/stocks.py	702	except Exception as e:	CODE
LOW	app/routers/stocks.py	739	except Exception as e:	CODE
LOW	app/routers/stock_sync.py	244	except Exception as e:	CODE
LOW	app/routers/stock_sync.py	285	except Exception as e:	CODE
LOW	app/routers/stock_sync.py	308	except Exception as e:	CODE
LOW	app/routers/stock_sync.py	333	except Exception as e:	CODE
3406 more matches not shown…

Hyper-Verbose Identifiers1266 hits · 1272 pts

Severity	File	Line	Snippet	Context
LOW⚡	app/routers/news_data.py	503	async def _execute_market_news_sync(sync_service, request: NewsSyncRequest):	CODE
LOW	app/routers/stock_sync.py	25	async def _sync_latest_to_market_quotes(symbol: str) -> None:	CODE
LOW⚡	app/routers/config.py	165	def _sanitize_database_configs(items):	CODE
LOW⚡	app/routers/config.py	1583	async def remove_datasource_from_category(	CODE
LOW⚡	app/routers/config.py	1621	async def update_datasource_grouping(	CODE
LOW⚡	app/routers/config.py	1660	async def update_category_datasource_order(	CODE
LOW	app/routers/config.py	97	def _sort_llm_configs_by_newest(items):	CODE
LOW	app/routers/config.py	113	def _sanitize_datasource_configs(items):	CODE
LOW	app/routers/config.py	576	async def init_aggregator_providers(	CODE
LOW	app/routers/config.py	936	async def test_saved_database_config(	CODE
LOW	app/routers/config.py	1134	async def update_data_source_config(	CODE
LOW	app/routers/config.py	1344	async def delete_data_source_config(	CODE
LOW	app/routers/config.py	1545	async def add_datasource_to_category(	CODE
LOW	app/routers/config.py	2050	async def get_provider_model_catalog(	CODE
LOW	app/routers/analysis.py	985	async def get_user_analysis_history(	CODE
LOW	app/routers/model_capabilities.py	78	async def get_default_model_configs():	CODE
LOW⚡	app/routers/model_capabilities.py	134	async def get_capability_descriptions():	CODE
LOW	app/routers/database.py	104	async def test_database_connections(	CODE
LOW	app/routers/screening.py	74	def _convert_legacy_conditions_to_new_format(legacy_conditions: Dict[str, Any]) -> List[ScreeningCondition]:	CODE
LOW	app/routers/websocket_notifications.py	110	async def websocket_notifications_endpoint(	CODE
LOW	app/routers/websocket_notifications.py	201	async def websocket_task_progress_endpoint(	CODE
LOW	app/routers/websocket_notifications.py	272	async def send_notification_via_websocket(user_id: str, notification: dict):	CODE
LOW	app/routers/websocket_notifications.py	287	async def send_task_progress_via_websocket(task_id: str, progress_data: dict):	CODE
LOW	app/routers/reports.py	356	async def get_report_module_content(	CODE
LOW	app/routers/social_media.py	69	async def save_social_media_messages(request: SocialMediaBatchRequest):	CODE
LOW	app/routers/social_media.py	94	async def query_social_media_messages(request: SocialMediaQueryRequest):	CODE
LOW	app/routers/financial_data.py	91	async def get_latest_financial_data(	CODE
LOW	app/routers/financial_data.py	184	async def sync_single_stock_financial(	CODE
LOW	app/routers/scheduler.py	58	async def update_job_metadata_route(	CODE
LOW	app/routers/scheduler.py	381	async def get_single_job_executions(	CODE
LOW	app/routers/tushare_init.py	112	async def get_initialization_status(	CODE
LOW	app/routers/tushare_init.py	137	async def start_basic_initialization(	CODE
LOW	app/routers/tushare_init.py	161	async def start_full_initialization(	CODE
LOW	app/routers/tushare_init.py	226	async def _run_basic_initialization():	CODE
LOW	app/routers/baostock_init.py	84	async def start_full_initialization(	CODE
LOW	app/routers/baostock_init.py	136	async def start_basic_initialization(background_tasks: BackgroundTasks):	CODE
LOW	app/routers/baostock_init.py	178	async def get_initialization_status():	CODE
LOW	app/routers/baostock_init.py	252	async def _run_full_initialization_task(historical_days: int, force: bool, task_id: str):	CODE
LOW	app/routers/baostock_init.py	285	async def _run_basic_initialization_task(task_id: str):	CODE
LOW⚡	app/routers/akshare_init.py	146	async def start_full_initialization(	CODE
LOW	app/routers/akshare_init.py	260	async def get_initialization_status():	CODE
LOW	app/routers/akshare_init.py	326	async def _run_full_initialization_background(historical_days: int, force: bool):	CODE
LOW	app/routers/akshare_init.py	352	async def _run_basic_sync_background(force_update: bool):	CODE
LOW	app/middleware/operation_log_middleware.py	21	def set_operation_log_enabled(flag: bool) -> None:	CODE
LOW	app/core/database.py	214	async def init_database_views_and_indexes():	CODE
LOW	app/core/database.py	232	async def create_stock_screening_view(db):	CODE
LOW	app/core/rate_limiter.py	213	def get_baostock_rate_limiter() -> BaoStockRateLimiter:	CODE
LOW	app/core/config_compat.py	31	def _emit_deprecation_warning(self):	CODE
LOW	app/core/startup_validator.py	186	def _validate_required_configs(self):	CODE
LOW	app/core/startup_validator.py	200	def _validate_recommended_configs(self):	CODE
LOW	app/core/config_bridge.py	299	def _bridge_datasource_details(data_source_configs) -> int:	CODE
LOW	app/core/config_bridge.py	673	async def _sync_pricing_config_from_db():	CODE
LOW	app/core/unified_config.py	327	async def get_data_source_configs_async(self) -> List[DataSourceConfig]:	CODE
LOW	app/core/unified_config.py	442	async def get_unified_system_config(self) -> SystemConfig:	CODE
LOW	app/constants/model_capabilities.py	353	def get_model_capability_badge(level: int) -> Dict[str, str]:	CODE
LOW	app/utils/api_key_utils.py	76	def get_env_api_key_for_provider(provider_name: str) -> Optional[str]:	CODE
LOW	app/utils/api_key_utils.py	97	def get_env_api_key_for_datasource(ds_type: str) -> Optional[str]:	CODE
LOW	app/utils/api_key_utils.py	137	def should_skip_api_key_update(api_key: Optional[str]) -> bool:	CODE
LOW	app/utils/error_formatter.py	199	def _generate_friendly_message(	CODE
LOW	app/utils/report_exporter.py	167	def _clean_markdown_for_pandoc(self, md_content: str) -> str:	CODE
1206 more matches not shown…

Unused Imports1006 hits · 984 pts

Severity	File	Line	Context
LOW	app/worker.py	23	CODE
LOW	app/main.py	40	CODE
LOW	app/routers/sync.py	7	CODE
LOW	app/routers/tags.py	4	CODE
LOW	app/routers/news_data.py	6	CODE
LOW	app/routers/news_data.py	6	CODE
LOW	app/routers/stocks.py	7	CODE
LOW	app/routers/stocks.py	7	CODE
LOW	app/routers/stocks.py	7	CODE
LOW	app/routers/stock_sync.py	6	CODE
LOW	app/routers/config.py	22	CODE
LOW	app/routers/config.py	88	CODE
LOW	app/routers/analysis.py	17	CODE
LOW	app/routers/analysis.py	20	CODE
LOW	app/routers/analysis.py	20	CODE
LOW	app/routers/analysis.py	20	CODE
LOW	app/routers/analysis.py	20	CODE
LOW	app/routers/model_capabilities.py	5	CODE
LOW	app/routers/model_capabilities.py	21	CODE
LOW	app/routers/database.py	6	CODE
LOW	app/routers/database.py	8	CODE
LOW	app/routers/database.py	15	CODE
LOW	app/routers/database.py	15	CODE
LOW	app/routers/cache.py	6	CODE
LOW	app/routers/cache.py	7	CODE
LOW	app/routers/cache.py	7	CODE
LOW	app/routers/historical_data.py	7	CODE
LOW	app/routers/historical_data.py	8	CODE
LOW	app/routers/screening.py	8	CODE
LOW	app/routers/favorites.py	11	CODE
LOW	app/routers/favorites.py	11	CODE
LOW	app/routers/websocket_notifications.py	9	CODE
LOW	app/routers/multi_market_stocks.py	12	CODE
LOW	app/routers/multi_market_stocks.py	12	CODE
LOW	app/routers/multi_market_stocks.py	12	CODE
LOW	app/routers/reports.py	4	CODE
LOW	app/routers/reports.py	6	CODE
LOW	app/routers/reports.py	8	CODE
LOW	app/routers/reports.py	10	CODE
LOW	app/routers/reports.py	11	CODE
LOW	app/routers/social_media.py	7	CODE
LOW	app/routers/social_media.py	10	CODE
LOW	app/routers/financial_data.py	7	CODE
LOW	app/routers/financial_data.py	306	CODE
LOW	app/routers/scheduler.py	9	CODE
LOW	app/routers/scheduler.py	10	CODE
LOW	app/routers/operation_logs.py	6	CODE
LOW	app/routers/operation_logs.py	6	CODE
LOW	app/routers/stock_data.py	5	CODE
LOW	app/routers/stock_data.py	11	CODE
LOW	app/routers/stock_data.py	11	CODE
LOW	app/routers/stock_data.py	11	CODE
LOW	app/routers/tushare_init.py	7	CODE
LOW	app/routers/tushare_init.py	7	CODE
LOW	app/routers/internal_messages.py	7	CODE
LOW	app/routers/internal_messages.py	10	CODE
LOW	app/routers/usage_statistics.py	7	CODE
LOW	app/routers/usage_statistics.py	11	CODE
LOW	app/routers/usage_statistics.py	11	CODE
LOW	app/routers/baostock_init.py	6	CODE
946 more matches not shown…

Deep Nesting780 hits · 692 pts

Severity	File	Line	Context
LOW	app/main.py	85	CODE
LOW	app/__main__.py	42	CODE
LOW	app/routers/news_data.py	44	CODE
LOW	app/routers/stocks.py	422	CODE
LOW	app/routers/stocks.py	625	CODE
LOW	app/routers/stock_sync.py	123	CODE
LOW	app/routers/stock_sync.py	571	CODE
LOW	app/routers/config.py	113	CODE
LOW	app/routers/config.py	247	CODE
LOW	app/routers/config.py	639	CODE
LOW	app/routers/config.py	748	CODE
LOW	app/routers/config.py	903	CODE
LOW	app/routers/config.py	1134	CODE
LOW	app/routers/config.py	1344	CODE
LOW	app/routers/analysis.py	106	CODE
LOW	app/routers/analysis.py	222	CODE
LOW	app/routers/analysis.py	772	CODE
LOW	app/routers/analysis.py	985	CODE
LOW	app/routers/paper.py	194	CODE
LOW	app/routers/screening.py	74	CODE
LOW	app/routers/screening.py	276	CODE
LOW	app/routers/sse.py	18	CODE
LOW	app/routers/sse.py	113	CODE
LOW	app/routers/multi_source_sync.py	41	CODE
LOW	app/routers/multi_source_sync.py	89	CODE
LOW	app/routers/multi_source_sync.py	155	CODE
LOW	app/routers/multi_source_sync.py	193	CODE
LOW	app/routers/system_config.py	64	CODE
LOW	app/routers/reports.py	429	CODE
LOW	app/routers/social_media.py	266	CODE
LOW	app/routers/akshare_init.py	47	CODE
LOW	app/middleware/operation_log_middleware.py	177	CODE
LOW	app/core/logging_config.py	66	CODE
LOW	app/core/config_bridge.py	15	CODE
LOW	app/core/config_bridge.py	359	CODE
LOW	app/core/config_bridge.py	673	CODE
LOW	app/core/unified_config.py	259	CODE
LOW	app/core/unified_config.py	327	CODE
LOW	app/utils/trading_time.py	133	CODE
LOW	app/utils/error_formatter.py	199	CODE
LOW	app/utils/report_exporter.py	284	CODE
LOW	app/scripts/normalize_provider_keys.py	139	CODE
LOW	app/scripts/migrate_mongo_db.py	74	CODE
LOW	app/worker/news_data_sync_service.py	89	CODE
LOW	app/worker/news_data_sync_service.py	183	CODE
LOW	app/worker/news_data_sync_service.py	228	CODE
LOW	app/worker/news_data_sync_service.py	260	CODE
LOW	app/worker/news_data_sync_service.py	357	CODE
LOW	app/worker/news_data_sync_service.py	433	CODE
LOW	app/worker/example_sdk_sync_service.py	211	CODE
LOW	app/worker/baostock_sync_service.py	117	CODE
LOW	app/worker/baostock_sync_service.py	172	CODE
LOW	app/worker/baostock_sync_service.py	413	CODE
LOW	app/worker/baostock_sync_service.py	493	CODE
LOW	app/worker/financial_data_sync_service.py	143	CODE
LOW	app/worker/tushare_sync_service.py	160	CODE
LOW	app/worker/tushare_sync_service.py	228	CODE
LOW	app/worker/tushare_sync_service.py	517	CODE
LOW	app/worker/tushare_sync_service.py	543	CODE
LOW	app/worker/tushare_sync_service.py	780	CODE
720 more matches not shown…

Cross-Language Confusion (JS/TS)72 hits · 452 pts

Severity	File	Line	Snippet	Context
HIGH⚡	scripts/mongo-init.js	21	print('✓ 创建应用用户成功');	CODE
HIGH⚡	scripts/mongo-init.js	23	print('⚠ 用户可能已存在: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init.js	31	print('\n创建集合...');	CODE
HIGH⚡	scripts/mongo-init.js	187	print('✓ 初始数据插入完成');	CODE
HIGH⚡	scripts/mongo-init.js	191	print('\n验证数据库初始化...');	CODE
HIGH⚡	scripts/mongo-init.js	194	print('✓ 集合数量: ' + collections.length);	CODE
HIGH⚡	scripts/mongo-init.js	200	print('✓ 索引数量: ' + indexes);	CODE
HIGH⚡	scripts/mongo-init.js	203	print('✓ 系统配置数量: ' + configCount);	CODE
HIGH⚡	scripts/mongo-init.js	205	print('\n========================================');	CODE
HIGH⚡	scripts/mongo-init.js	206	print('TradingAgents数据库初始化完成！');	CODE
HIGH⚡	scripts/mongo-init.js	207	print('========================================');	CODE
HIGH⚡	scripts/mongo-init.js	208	print('数据库: tradingagents');	CODE
HIGH⚡	scripts/mongo-init.js	209	print('用户: tradingagents');	CODE
HIGH⚡	scripts/mongo-init.js	210	print('密码: tradingagents123');	CODE
HIGH⚡	scripts/mongo-init.js	211	print('集合数: ' + collections.length);	CODE
HIGH⚡	scripts/mongo-init.js	212	print('索引数: ' + indexes);	CODE
HIGH⚡	scripts/mongo-init.js	213	print('========================================');	CODE
HIGH	scripts/mongo-init.js	4	print('开始初始化TradingAgents数据库...');	CODE
HIGH	scripts/mongo-init.js	63	print('✓ 集合创建完成');	CODE
HIGH	scripts/mongo-init.js	67	print('\n创建索引...');	CODE
HIGH	scripts/mongo-init.js	153	print('✓ 索引创建完成');	CODE
HIGH	scripts/mongo-init.js	157	print('\n插入初始数据...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	4	print('========================================');	CODE
HIGH⚡	scripts/mongo-init-debug.js	5	print('🔍 MongoDB 初始化脚本开始执行');	CODE
HIGH⚡	scripts/mongo-init-debug.js	6	print('========================================');	CODE
HIGH⚡	scripts/mongo-init-debug.js	9	print('\n📋 环境变量检查:');	CODE
HIGH⚡	scripts/mongo-init-debug.js	10	print('MONGO_INITDB_ROOT_USERNAME: ' + (typeof MONGO_INITDB_ROOT_USERNAME !== 'undefined' ? MONGO_INITDB_ROOT_USERNAME :	CODE
HIGH⚡	scripts/mongo-init-debug.js	11	print('MONGO_INITDB_ROOT_PASSWORD: ' + (typeof MONGO_INITDB_ROOT_PASSWORD !== 'undefined' ? '已设置' : '未设置'));	CODE
HIGH⚡	scripts/mongo-init-debug.js	12	print('MONGO_INITDB_DATABASE: ' + (typeof MONGO_INITDB_DATABASE !== 'undefined' ? MONGO_INITDB_DATABASE : '未设置'));	CODE
HIGH⚡	scripts/mongo-init-debug.js	15	print('\n📋 切换到 admin 数据库...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	17	print('✅ 当前数据库: ' + db.getName());	CODE
HIGH⚡	scripts/mongo-init-debug.js	20	print('\n📋 检查现有用户...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	23	print('现有用户数量: ' + users.users.length);	CODE
HIGH⚡	scripts/mongo-init-debug.js	25	print('用户列表:');	CODE
HIGH⚡	scripts/mongo-init-debug.js	27	print(' - ' + user.user + ' (角色: ' + JSON.stringify(user.roles) + ')');	CODE
HIGH⚡	scripts/mongo-init-debug.js	31	print('⚠️ 无法获取用户列表: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	35	print('\n📋 创建 root 用户 (admin)...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	47	print('✅ root 用户创建成功');	CODE
HIGH⚡	scripts/mongo-init-debug.js	49	print('⚠️ 用户可能已存在: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	53	print('\n📋 创建应用用户 (tradingagents)...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	65	print('✅ 应用用户创建成功');	CODE
HIGH⚡	scripts/mongo-init-debug.js	67	print('⚠️ 用户可能已存在: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	71	print('\n📋 验证用户创建...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	74	print('当前用户数量: ' + users.users.length);	CODE
HIGH⚡	scripts/mongo-init-debug.js	76	print(' ✅ ' + user.user + ' (角色: ' + JSON.stringify(user.roles) + ')');	CODE
HIGH⚡	scripts/mongo-init-debug.js	79	print('❌ 无法验证用户: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	83	print('\n📋 切换到应用数据库 (tradingagents)...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	85	print('✅ 当前数据库: ' + db.getName());	CODE
HIGH⚡	scripts/mongo-init-debug.js	88	print('\n📋 创建测试集合...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	91	print('✅ 测试集合创建成功');	CODE
HIGH⚡	scripts/mongo-init-debug.js	93	print('❌ 集合创建失败: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	97	print('\n📋 插入测试数据...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	103	print('✅ 测试数据插入成功');	CODE
HIGH⚡	scripts/mongo-init-debug.js	105	print('❌ 数据插入失败: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	109	print('\n📋 验证数据...');	CODE
HIGH⚡	scripts/mongo-init-debug.js	112	print('✅ 测试集合文档数量: ' + count);	CODE
HIGH⚡	scripts/mongo-init-debug.js	114	print('❌ 数据验证失败: ' + e.message);	CODE
HIGH⚡	scripts/mongo-init-debug.js	117	print('\n========================================');	CODE
HIGH⚡	scripts/mongo-init-debug.js	118	print('✅ MongoDB 初始化脚本执行完成');	CODE
HIGH⚡	scripts/mongo-init-debug.js	119	print('========================================');	CODE
12 more matches not shown…

Decorative Section Separators64 hits · 228 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/__main__.py	11	# ============================================================================	COMMENT
MEDIUM	app/__main__.py	13	# ============================================================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	48	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	50	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	91	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	93	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	107	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	109	# ========================================	COMMENT
MEDIUM⚡	tests/test_akshare_hk_apis.py	124	# ========================================	COMMENT
MEDIUM⚡	tests/test_akshare_hk_apis.py	126	# ========================================	COMMENT
MEDIUM⚡	tests/test_akshare_hk_apis.py	150	# ========================================	COMMENT
MEDIUM⚡	tests/test_akshare_hk_apis.py	152	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	173	# ========================================	COMMENT
MEDIUM	tests/test_akshare_hk_apis.py	175	# ========================================	COMMENT
MEDIUM	docs/design/configuration_management.md	14	# ===========================================	COMMENT
MEDIUM	docs/design/configuration_management.md	16	# ===========================================	COMMENT
MEDIUM	docs/configuration/config-guide.md	28	# ===========================================	COMMENT
MEDIUM	docs/configuration/config-guide.md	30	# ===========================================	COMMENT
MEDIUM	docs/configuration/quotes_ingestion_config.md	52	# ========================================	COMMENT
MEDIUM	docs/configuration/quotes_ingestion_config.md	54	# ========================================	COMMENT
MEDIUM	docs/configuration/quotes_ingestion_config.md	69	# ========================================	COMMENT
MEDIUM	docs/configuration/quotes_ingestion_config.md	71	# ========================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	351	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	353	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	367	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	369	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	381	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	383	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	398	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	400	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	415	# ============================================================================	COMMENT
MEDIUM	docs/guides/portable-installation-guide.md	417	# ============================================================================	COMMENT
MEDIUM⚡	docs/guides/installation-guide.md	195	# ===========================================	COMMENT
MEDIUM⚡	docs/guides/installation-guide.md	197	# ===========================================	COMMENT
MEDIUM⚡	docs/guides/installation-guide.md	204	# ===========================================	COMMENT
MEDIUM⚡	docs/guides/installation-guide.md	206	# ===========================================	COMMENT
MEDIUM	docs/guides/installation-guide.md	229	# ===========================================	COMMENT
MEDIUM	docs/guides/installation-guide.md	231	# ===========================================	COMMENT
MEDIUM	docs/guides/installation-guide.md	242	# ===========================================	COMMENT
MEDIUM	docs/guides/installation-guide.md	244	# ===========================================	COMMENT
MEDIUM	docs/guides/installation-guide.md	256	# ===========================================	COMMENT
MEDIUM	docs/guides/installation-guide.md	258	# ===========================================	COMMENT
MEDIUM	docs/guides/INSTALLATION_GUIDE.md	348	# =============================================================================	COMMENT
MEDIUM	docs/guides/INSTALLATION_GUIDE.md	350	# =============================================================================	COMMENT
MEDIUM⚡	docs/guides/INSTALLATION_GUIDE.md	366	# =============================================================================	COMMENT
MEDIUM⚡	docs/guides/INSTALLATION_GUIDE.md	368	# =============================================================================	COMMENT
MEDIUM⚡	docs/guides/INSTALLATION_GUIDE.md	376	# =============================================================================	COMMENT
MEDIUM⚡	docs/guides/INSTALLATION_GUIDE.md	378	# =============================================================================	COMMENT
MEDIUM	docs/guides/INSTALLATION_GUIDE.md	395	# =============================================================================	COMMENT
MEDIUM	docs/guides/INSTALLATION_GUIDE.md	397	# =============================================================================	COMMENT
MEDIUM	scripts/test_google_sdk_basic.py	31	# ============================================================================	COMMENT
MEDIUM	scripts/test_google_sdk_basic.py	33	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	61	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	63	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	93	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	95	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	127	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	129	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	163	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_google_sdk_basic.py	165	# ============================================================================	COMMENT
4 more matches not shown…

Modern Structural Boilerplate164 hits · 164 pts

Severity	File	Line	Snippet	Context
LOW	app/routers/stocks.py	16	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/model_capabilities.py	24	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/historical_data.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/multi_source_sync.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/financial_data.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/multi_period_sync.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/baostock_init.py	16	logger = logging.getLogger(__name__)	CODE
LOW	app/routers/akshare_init.py	19	logger = logging.getLogger(__name__)	CODE
LOW	app/middleware/request_id.py	16	logger = logging.getLogger(__name__)	CODE
LOW	app/middleware/rate_limit.py	12	logger = logging.getLogger(__name__)	CODE
LOW	app/middleware/operation_log_middleware.py	21	def set_operation_log_enabled(flag: bool) -> None:	CODE
LOW	app/middleware/error_handler.py	12	logger = logging.getLogger(__name__)	CODE
LOW	app/core/database.py	17	logger = logging.getLogger(__name__)	CODE
LOW	app/core/rate_limiter.py	11	logger = logging.getLogger(__name__)	CODE
LOW	app/core/redis_client.py	10	logger = logging.getLogger(__name__)	CODE
LOW	app/core/startup_validator.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/core/config_bridge.py	733	__all__ = [	CODE
LOW	app/utils/report_exporter.py	18	logger = logging.getLogger(__name__)	CODE
LOW	app/models/__init__.py	20	__all__ = [	CODE
LOW	app/worker/us_data_service.py	32	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/hk_data_service.py	33	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/news_data_sync_service.py	16	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/example_sdk_sync_service.py	20	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/baostock_sync_service.py	17	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/financial_data_sync_service.py	18	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/akshare_init_service.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/tushare_sync_service.py	19	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/multi_period_sync_service.py	17	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/us_sync_service.py	33	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/tushare_init_service.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/akshare_sync_service.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/hk_sync_service.py	35	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/analysis_worker.py	29	logger = logging.getLogger(__name__)	CODE
LOW	app/worker/baostock_init_service.py	16	logger = logging.getLogger(__name__)	CODE
LOW	app/services/basics_sync_service.py	32	logger = logging.getLogger(__name__)	CODE
LOW	app/services/queue_service.py	40	logger = logging.getLogger(__name__)	CODE
LOW	app/services/multi_source_basics_sync_service.py	25	logger = logging.getLogger(__name__)	CODE
LOW	app/services/social_media_service.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/services/stock_data_service.py	20	logger = logging.getLogger(__name__)	CODE
LOW	app/services/quotes_ingestion_service.py	13	logger = logging.getLogger(__name__)	CODE
LOW	app/services/model_capability_service.py	19	logger = logging.getLogger(__name__)	CODE
LOW	app/services/redis_progress_tracker.py	8	__all__ = [	CODE
LOW	app/services/financial_data_service.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/services/progress_log_handler.py	8	__all__ = [	CODE
LOW	app/services/memory_state_manager.py	14	logger = logging.getLogger(__name__)	CODE
LOW	app/services/historical_data_service.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/services/database_screening_service.py	13	logger = logging.getLogger(__name__)	CODE
LOW	app/services/database_service.py	26	logger = logging.getLogger(__name__)	CODE
LOW	app/services/foreign_stock_service.py	21	logger = logging.getLogger(__name__)	CODE
LOW	app/services/enhanced_screening_service.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/services/config_service.py	24	logger = logging.getLogger(__name__)	CODE
LOW	app/services/news_data_service.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/services/internal_message_service.py	15	logger = logging.getLogger(__name__)	CODE
LOW	app/services/quotes_service.py	13	logger = logging.getLogger(__name__)	CODE
LOW	app/services/data_consistency_checker.py	12	logger = logging.getLogger(__name__)	CODE
LOW	app/services/analysis_service.py	43	logger = logging.getLogger(__name__)	CODE
LOW	app/services/websocket_manager.py	12	logger = logging.getLogger(__name__)	CODE
LOW	app/services/database/backups.py	22	logger = logging.getLogger(__name__)	CODE
LOW	app/services/database/__init__.py	3	__all__ = [	CODE
LOW⚡	app/services/progress/tracker.py	348	def _update_steps_by_progress(self, progress_pct: float) -> None:	CODE
104 more matches not shown…

Magic Placeholder Names31 hits · 160 pts

Severity	File	Line	Snippet	Context
HIGH	app/services/simple_analysis_service.py	138	if model_api_key and model_api_key.strip() and model_api_key != "your-api-key":	CODE
HIGH	app/services/simple_analysis_service.py	143	if provider_api_key and provider_api_key.strip() and provider_api_key != "your-api-key":	CODE
HIGH	app/services/simple_analysis_service.py	203	if provider_api_key and provider_api_key.strip() and provider_api_key != "your-api-key":	CODE
HIGH	app/services/simple_analysis_service.py	262	if provider_api_key and provider_api_key.strip() and provider_api_key != "your-api-key":	CODE
HIGH	app/services/simple_analysis_service.py	309	if api_key and api_key.strip() and api_key != "your-api-key":	CODE
HIGH	tests/test_dashscope_adapter_fix.py	286	print(" Windows: set DASHSCOPE_API_KEY=your_api_key")	CODE
HIGH	tests/test_dashscope_adapter_fix.py	287	print(" Linux/Mac: export DASHSCOPE_API_KEY=your_api_key")	CODE
HIGH⚡	tests/integration/test_dashscope_integration.py	44	print("💡 请设置: set DASHSCOPE_API_KEY=your_api_key")	CODE
HIGH⚡	tests/integration/test_dashscope_integration.py	51	print("💡 请设置: set FINNHUB_API_KEY=your_api_key")	CODE
HIGH	docs/google-ai-base-url-support.md	147	google_api_key="YOUR_API_KEY"	CODE
HIGH	docs/google-ai-base-url-support.md	157	google_api_key="YOUR_API_KEY",	CODE
HIGH	docs/configuration/UNIFIED_CONFIG.md	135	api_key="your-api-key",	CODE
HIGH	docs/configuration/UNIFIED_CONFIG.md	170	api_key: 'your-api-key'	CODE
HIGH	docs/configuration/API_KEY_PRIORITY.md	141	api_key = "your-api-key-here"	CODE
HIGH	docs/configuration/dashscope-config.md	229	dashscope.api_key = "your_api_key"	CODE
HIGH	docs/configuration/migration/CONFIG_MIGRATION.md	177	api_key: 'your-api-key',	CODE
HIGH	docs/guides/config-management-guide.md	95	"api_key": "sk-your-api-key-here",	CODE
HIGH	docs/guides/stock_data_sdk_integration_guide.md	438	NEW_SDK_API_KEY=your_api_key	CODE
HIGH	…dingagents/dataflows/providers/examples/example_sdk.py	367	provider = ExampleSDKProvider(api_key="your_api_key")	CODE
HIGH	…dingagents/dataflows/providers/examples/example_sdk.py	388	async with ExampleSDKProvider(api_key="your_api_key") as provider:	CODE
HIGH	examples/demo_deepseek_analysis.py	38	logger.info(f" DEEPSEEK_API_KEY=your_api_key")	CODE
HIGH	examples/simple_analysis_demo.py	29	logger.info(f"💡 在 .env 文件中添加: DASHSCOPE_API_KEY=your_api_key")	CODE
HIGH	examples/dashscope_examples/demo_dashscope.py	38	logger.info(f" Windows: set DASHSCOPE_API_KEY=your_api_key")	CODE
HIGH	examples/dashscope_examples/demo_dashscope.py	39	logger.info(f" Linux/Mac: export DASHSCOPE_API_KEY=your_api_key")	CODE
HIGH	examples/dashscope_examples/demo_dashscope.py	52	logger.info(f" Windows: set FINNHUB_API_KEY=your_api_key")	CODE
HIGH	examples/dashscope_examples/demo_dashscope.py	53	logger.info(f" Linux/Mac: export FINNHUB_API_KEY=your_api_key")	CODE
HIGH	scripts/test_google_api_connection.py	26	print("请在 .env 文件中设置：GOOGLE_API_KEY=your-api-key")	CODE
HIGH	scripts/test_qianfan_raw.py	214	print(" 方式1 (推荐): QIANFAN_API_KEY=your_api_key")	CODE
HIGH	scripts/test_api_key_validation.py	31	("your-api-key-here", False, "占位符 - your- 前缀 + -here 后缀"),	CODE
HIGH	scripts/test_google_api_with_proxy.py	39	print("请在 .env 文件中设置：GOOGLE_API_KEY=your-api-key")	CODE
HIGH	scripts/test_api_key_priority.py	42	("your-api-key-here", False, "占位符 (your-)"),	CODE

Structural Annotation Overuse62 hits · 131 pts

Severity	File	Line	Snippet	Context
LOW⚡	app/routers/stock_sync.py	378	# Step 2: 获取最新交易日和财务指标	COMMENT
LOW⚡	app/routers/stock_sync.py	383	# Step 3: 构建文档（参考 basics_sync_service 的逻辑）	COMMENT
LOW	app/routers/stock_sync.py	356	# Step 1: 获取股票基础信息	COMMENT
LOW	app/routers/stock_sync.py	478	# Step 4: 更新数据库	COMMENT
LOW	app/services/basics_sync_service.py	194	# Step 0: Check if Tushare is enabled	COMMENT
LOW⚡	app/services/basics_sync_service.py	206	# Step 1: Fetch stock basic list from Tushare (blocking -> thread)	COMMENT
LOW⚡	app/services/basics_sync_service.py	211	# Step 2: Determine latest trade_date and fetch daily_basic for financial metrics (blocking -> thread)	COMMENT
LOW⚡	app/services/basics_sync_service.py	219	# Step 3: Upsert into MongoDB (batched bulk writes)	COMMENT
LOW	app/services/multi_source_basics_sync_service.py	164	# Step 1: 获取数据源管理器	COMMENT
LOW⚡	app/services/multi_source_basics_sync_service.py	178	# Step 2: 尝试从数据源获取股票列表	COMMENT
LOW⚡	app/services/multi_source_basics_sync_service.py	188	# Step 3: 获取最新交易日期和财务数据	COMMENT
LOW	app/services/multi_source_basics_sync_service.py	207	# Step 5: 处理和更新数据（分批处理）	COMMENT
LOW	app/services/multi_source_basics_sync_service.py	308	# Step 7: 更新统计信息	COMMENT
LOW	docs/fixes/data-source/fix_multi_source_basics_sync.md	109	# Step 0: Check if Tushare is enabled	COMMENT
LOW	…/design/v1.0.1/prompt_template_implementation_guide.md	5	### Step 1: 创建模版存储结构	COMMENT
LOW	…/design/v1.0.1/prompt_template_implementation_guide.md	81	### Step 2: 创建模版管理器	COMMENT
LOW⚡	…/design/v1.0.1/prompt_template_implementation_guide.md	92	### Step 3: 分析师集成	COMMENT
LOW⚡	…/design/v1.0.1/prompt_template_implementation_guide.md	112	### Step 4: Web API 实现	COMMENT
LOW	…/design/v1.0.1/prompt_template_implementation_guide.md	124	### Step 5: 前端集成	COMMENT
LOW⚡	docs/design/v1.0.1/FINAL_DESIGN_NOTES.md	145	### Step 1: 创建新集合	COMMENT
LOW⚡	docs/design/v1.0.1/FINAL_DESIGN_NOTES.md	150	### Step 2: 创建索引	COMMENT
LOW⚡	docs/design/v1.0.1/FINAL_DESIGN_NOTES.md	155	### Step 3: 导入系统模板	COMMENT
LOW⚡	docs/design/v1.0.1/FINAL_DESIGN_NOTES.md	160	### Step 4: 创建默认偏好	COMMENT
LOW⚡	docs/design/v1.0.1/FINAL_DESIGN_NOTES.md	165	### Step 5: 创建默认配置	COMMENT
LOW⚡	docs/design/v1.0.1/IMPLEMENTATION_IN_APP_DIRECTORY.md	315	### Step 1: 创建模型文件	COMMENT
LOW⚡	docs/design/v1.0.1/IMPLEMENTATION_IN_APP_DIRECTORY.md	323	### Step 2: 创建服务文件	COMMENT
LOW⚡	docs/design/v1.0.1/IMPLEMENTATION_IN_APP_DIRECTORY.md	331	### Step 3: 创建路由文件	COMMENT
LOW⚡	docs/design/v1.0.1/IMPLEMENTATION_IN_APP_DIRECTORY.md	339	### Step 4: 在main.py中注册路由	COMMENT
LOW⚡	docs/design/v1.0.1/IMPLEMENTATION_IN_APP_DIRECTORY.md	349	### Step 5: 创建数据库集合和索引	COMMENT
LOW⚡	docs/design/v1.0.1/INTEGRATION_WITH_EXISTING_SYSTEM.md	240	### Step 1: 创建新集合	COMMENT
LOW⚡	docs/design/v1.0.1/INTEGRATION_WITH_EXISTING_SYSTEM.md	250	### Step 2: 创建索引	COMMENT
LOW⚡	docs/design/v1.0.1/INTEGRATION_WITH_EXISTING_SYSTEM.md	256	### Step 3: 创建系统模板	COMMENT
LOW⚡	docs/design/v1.0.1/INTEGRATION_WITH_EXISTING_SYSTEM.md	262	### Step 4: 创建默认偏好	COMMENT
LOW⚡	docs/design/v1.0.1/INTEGRATION_WITH_EXISTING_SYSTEM.md	268	### Step 5: 创建默认配置	COMMENT
LOW⚡	docs/analysis/pe-pb-data-update-analysis.md	62	# Step 1: 获取股票基本信息列表	COMMENT
LOW⚡	docs/analysis/pe-pb-data-update-analysis.md	65	# Step 2: 获取最近交易日	COMMENT
LOW⚡	docs/analysis/pe-pb-data-update-analysis.md	68	# Step 3: 获取该交易日的 PE/PB 等指标	COMMENT
LOW⚡	docs/analysis/pe-pb-data-update-analysis.md	74	# Step 4: 更新到 MongoDB stock_basic_info 集合	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	41	# Step 1: 确保feature/tushare-integration包含所有v0.1.6功能	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	45	# Step 2: 合并到develop分支	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	49	# Step 3: 合并到main分支并打标签	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	55	# Step 4: 清理功能分支	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	64	# Step 1: 从main创建新的功能分支	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	69	# Step 2: 开发新功能	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	72	# Step 3: 定期同步main分支	COMMENT
LOW⚡	docs/development/BRANCH_MANAGEMENT_STRATEGY.md	78	# Step 4: 完成后合并回main	COMMENT
LOW⚡	docs/integration/dataflows_integration_plan.md	246	### Step 1: 准备阶段	COMMENT
LOW⚡	docs/integration/dataflows_integration_plan.md	251	### Step 2: 核心整合	COMMENT
LOW⚡	docs/integration/dataflows_integration_plan.md	256	### Step 3: 接口扩展	COMMENT
LOW⚡	docs/integration/dataflows_integration_plan.md	261	### Step 4: 测试验证	COMMENT
LOW⚡	docs/integration/dataflows_integration_plan.md	266	### Step 5: 部署上线	COMMENT
LOW⚡	docs/deployment/stop-services-guide.md	254	#### Step 1: Stop Using PID File (Graceful Stop)	COMMENT
LOW⚡	docs/deployment/stop-services-guide.md	263	#### Step 2: Force Stop All Related Processes (Fallback)	COMMENT
LOW⚡	docs/deployment/stop-services-guide.md	272	#### Step 3: Cleanup Temporary Files	COMMENT
LOW⚡	docs/deployment/stop-services-guide.md	280	#### Step 4: Verify Service Status	COMMENT
LOW⚡	cli/main.py	560	# Step 1: Market selection	COMMENT
LOW⚡	cli/main.py	570	# Step 2: Ticker symbol	COMMENT
LOW⚡	cli/main.py	580	# Step 3: Analysis date	COMMENT
LOW⚡	cli/main.py	603	# Step 5: Research depth	COMMENT
LOW⚡	cli/main.py	612	# Step 6: LLM Provider	COMMENT
2 more matches not shown…

Cross-Language Confusion14 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	web/app.py	574	const newUrl = currentUrl.origin + currentUrl.pathname + '?' + existingParams.toString();	CODE
HIGH	web/utils/auth_manager.py	82	if (!authData) return null;	CODE
HIGH	web/utils/auth_manager.py	92	return null;	CODE
HIGH	web/utils/auth_manager.py	103	return null;	CODE
HIGH	web/components/sidebar.py	47	console.log('Loaded from localStorage:', key, value \|\| defaultValue);	CODE
HIGH	web/components/sidebar.py	48	return value \|\| defaultValue;	CODE
HIGH	scripts/check_old_mongodb_volume.py	139	if (config.llm_configs && config.llm_configs.length > 0) {{	CODE
HIGH	scripts/check_old_mongodb_volume.py	148	if (config.data_source_configs && config.data_source_configs.length > 0) {{	CODE
HIGH	scripts/fix_docker_logging.py	258	print("2. 重启容器: docker-compose down && docker-compose up -d")	STRING
HIGH	scripts/init_system_data.py	327	logger.info("2. 启动前端服务: cd frontend && npm run dev")	CODE
HIGH	scripts/fix_logging_config_error.py	270	print("2. 重启容器: docker-compose down && docker-compose up -d")	STRING
HIGH	scripts/verify_docker_logs.py	234	print(" 2. 重启容器: docker-compose down && docker-compose up -d")	CODE
HIGH	scripts/git/check_branch_overlap.py	199	git checkout feature/akshare-integration 2>/dev/null && git checkout -b backup/akshare-integration-$(date +%Y%m%d)	CODE
HIGH	scripts/git/check_branch_overlap.py	200	git checkout feature/akshare-integration-clean 2>/dev/null && git checkout -b backup/akshare-integration-clean-$(date +%	CODE

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	app/worker/us_data_service.py	标准化股票信息格式 args: stock_info: 原始股票信息 source: 数据源 returns: dict: 标准化后的股票信息	STRING
HIGH	app/worker/hk_data_service.py	标准化股票信息格式 args: stock_info: 原始股票信息 source: 数据源 returns: dict: 标准化后的股票信息	STRING
HIGH	app/worker/us_sync_service.py	标准化股票信息格式 args: stock_info: 原始股票信息 source: 数据源 returns: dict: 标准化后的股票信息	STRING
HIGH	app/worker/hk_sync_service.py	标准化股票信息格式 args: stock_info: 原始股票信息 source: 数据源 returns: dict: 标准化后的股票信息	STRING
HIGH	app/worker/baostock_sync_service.py	获取最后同步日期 args: symbol: 股票代码，如果提供则返回该股票的最后日期+1天 returns: 日期字符串 (yyyy-mm-dd)	STRING
HIGH	app/worker/tushare_sync_service.py	获取最后同步日期 args: symbol: 股票代码，如果提供则返回该股票的最后日期+1天 returns: 日期字符串 (yyyy-mm-dd)	STRING
HIGH	app/worker/akshare_sync_service.py	获取最后同步日期 args: symbol: 股票代码，如果提供则返回该股票的最后日期+1天 returns: 日期字符串 (yyyy-mm-dd)	STRING
HIGH	app/services/news_data_service.py	转换 mongodb objectid 为字符串，避免 json 序列化错误 args: data: 单个文档或文档列表 returns: 转换后的数据	STRING
HIGH	app/services/internal_message_service.py	转换 mongodb objectid 为字符串，避免 json 序列化错误 args: data: 单个文档或文档列表 returns: 转换后的数据	STRING
HIGH	docs/fixes/mongodb_objectid_serialization_fix.md	转换 mongodb objectid 为字符串，避免 json 序列化错误 args: data: 单个文档或文档列表 returns: 转换后的数据	STRING

Verbosity Indicators20 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	app/routers/stock_sync.py	378	# Step 2: 获取最新交易日和财务指标	COMMENT
LOW⚡	app/routers/stock_sync.py	383	# Step 3: 构建文档（参考 basics_sync_service 的逻辑）	COMMENT
LOW	app/routers/stock_sync.py	356	# Step 1: 获取股票基础信息	COMMENT
LOW	app/routers/stock_sync.py	478	# Step 4: 更新数据库	COMMENT
LOW	app/services/basics_sync_service.py	194	# Step 0: Check if Tushare is enabled	COMMENT
LOW⚡	app/services/basics_sync_service.py	206	# Step 1: Fetch stock basic list from Tushare (blocking -> thread)	COMMENT
LOW⚡	app/services/basics_sync_service.py	211	# Step 2: Determine latest trade_date and fetch daily_basic for financial metrics (blocking -> thread)	COMMENT
LOW⚡	app/services/basics_sync_service.py	219	# Step 3: Upsert into MongoDB (batched bulk writes)	COMMENT
LOW	app/services/multi_source_basics_sync_service.py	164	# Step 1: 获取数据源管理器	COMMENT
LOW⚡	app/services/multi_source_basics_sync_service.py	178	# Step 2: 尝试从数据源获取股票列表	COMMENT
LOW⚡	app/services/multi_source_basics_sync_service.py	188	# Step 3: 获取最新交易日期和财务数据	COMMENT
LOW	app/services/multi_source_basics_sync_service.py	207	# Step 5: 处理和更新数据（分批处理）	COMMENT
LOW	app/services/multi_source_basics_sync_service.py	308	# Step 7: 更新统计信息	COMMENT
LOW⚡	cli/main.py	560	# Step 1: Market selection	COMMENT
LOW⚡	cli/main.py	570	# Step 2: Ticker symbol	COMMENT
LOW⚡	cli/main.py	580	# Step 3: Analysis date	COMMENT
LOW⚡	cli/main.py	603	# Step 5: Research depth	COMMENT
LOW⚡	cli/main.py	612	# Step 6: LLM Provider	COMMENT
LOW⚡	cli/main.py	621	# Step 7: Thinking agents	COMMENT
LOW	cli/main.py	591	# Step 4: Select analysts	COMMENT

Over-Commented Block26 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.hub.nginx.arm.yml	1	version: '3.8'	COMMENT
LOW	docker-compose.hub.nginx.yml	1	version: '3.8'	COMMENT
LOW	requirements-lock.txt	1	# ==================== 锁定版本依赖文件 ====================	COMMENT
LOW	app/routers/stock_sync.py	281	if hist_result.get("success_count", 0) > 0:	COMMENT
LOW	app/routers/analysis.py	921	# user: dict = Depends(get_current_user),	COMMENT
LOW	app/worker/tushare_sync_service.py	401	# Dict[symbol, quote_data]	COMMENT
LOW	docs/design/v1.0.1/prompt_template_usage_examples.md	61	print("---")	COMMENT
LOW	docs/design/v1.0.1/prompt_template_usage_examples.md	121	print(rendered['system_prompt'])	COMMENT
LOW	docs/releases/upgrade-to-v0.1.13-preview.md	201	### 问题 2: Google AI包导入失败	COMMENT
LOW	docs/configuration/docker-config.md	221		COMMENT
LOW	docs/configuration/quotes_ingestion_config.md	61	# - 付费用户建议: 5-60 秒	COMMENT
LOW	…/integration/providers/tushare/tdx_removal_complete.md	121	#### 1. 检查环境变量	COMMENT
LOW	docs/features/aggregator/CHANGELOG_AGGREGATOR.md	201	### 使用聚合渠道模型	COMMENT
LOW	docs/blog/2025-10-24-realtime-quotes-optimization.md	401	# 📈 实时行情入库服务	COMMENT
LOW	docs/guides/report-export-guide.md	61	## 📊 使用指南	COMMENT
LOW	docs/guides/report-export-guide.md	81	# 1. 滚动到页面底部	COMMENT
LOW	…cs/guides/tushare_unified/data_initialization_guide.md	61		COMMENT
LOW	docs/deployment/SIMPLE_DEPLOYMENT_GUIDE.md	41		COMMENT
LOW	docs/deployment/demo/deploy_demo_with_docker.md	621	# 找到 DASHSCOPE_API_KEY= 这一行	COMMENT
LOW	docs/deployment/demo/deploy_demo_with_docker.md	661	cd ~/tradingagents-demo	COMMENT
LOW	docs/deployment/demo/deploy_demo_with_docker.md	681	# 将等号后面改为你的 API Key，例如：DEEPSEEK_API_KEY=sk-xxxxxxxxxxxxx	COMMENT
LOW	docs/deployment/demo/deploy_demo_with_docker.md	721	# 3. 下载环境配置文件	COMMENT
LOW	tradingagents/config/runtime_settings.py	41	# 临时解决方案：完全禁用动态配置获取，避免事件循环冲突	COMMENT
LOW	tradingagents/config/runtime_settings.py	61	# # 第三次检查：在调用asyncio.run之前再次确认	COMMENT
LOW	scripts/smart_start.sh	1	#!/bin/bash	COMMENT
LOW	scripts/deploy_demo.sh	1	#!/bin/bash	COMMENT

Self-Referential Comments4 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	9	# Create a custom config	COMMENT
MEDIUM	app/worker.py	106	# Define a thread-safe callback to publish progress from worker thread	COMMENT
MEDIUM⚡	cli/main.py	552	# Create a boxed questionnaire for each step	COMMENT
MEDIUM	cli/main.py	152	# Create a deque to store recent messages with a maximum length	COMMENT

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/design/v1.0.1/prompt_template_technical_spec.md	25	加载指定的模版 Args: analyst_type: 分析师类型 (fundamentals/market/news/social) te	STRING
HIGH	…gagents/dataflows/providers/us/alpha_vantage_common.py	167	发起 Alpha Vantage API 请求 Args: function: API 函数名（如 NEWS_SENTIMENT, OVERVIEW 等） params: 请求参数	STRING

AI Structural Patterns10 hits · 9 pts

Severity	File	Line	Context
LOW	app/routers/analysis.py	985	CODE
LOW	app/routers/reports.py	120	CODE
LOW	app/routers/operation_logs.py	26	CODE
LOW	app/services/enhanced_screening_service.py	203	CODE
LOW	web/components/analysis_results.py	125	CODE
LOW	tests/test_asyncio_thread_pool_fix.py	36	CODE
LOW	tradingagents/graph/reflection.py	75	CODE
LOW	tradingagents/utils/stock_validator.py	19	CODE
LOW	tradingagents/dataflows/providers/us/optimized.py	321	CODE
LOW	tradingagents/dataflows/news/google_news.py	41	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	app/routers/sse.py	141	# Check if batch belongs to user	COMMENT
LOW	tests/config/test_logging_json.py	20	# Set CWD to temp	COMMENT
LOW	tradingagents/dataflows/interface.py	380	# Check if there are any available reports; if not, return a notification	COMMENT
LOW	tradingagents/dataflows/interface.py	427	# Check if there are any available reports; if not, return a notification	COMMENT
LOW	tradingagents/dataflows/interface.py	474	# Check if there are any available reports; if not, return a notification	COMMENT
LOW	tradingagents/dataflows/interface.py	877	# Check if data is empty	COMMENT

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/components/DeepModelSelector.vue	7	:placeholder="placeholder"	CODE
LOW	frontend/src/components/Global/MarketSelector.vue	4	:placeholder="placeholder"	CODE
LOW	frontend/src/views/Settings/index.vue	536	email: authStore.user?.email \|\| 'admin@example.com',	CODE
LOW	frontend/src/views/Settings/index.vue	587	generalSettings.value.email = newUser.email \|\| 'admin@example.com'	CODE
LOW	docs/security/auth_system_improvement.md	79	"email": "user@example.com",	CODE
LOW	docs/blog/green-version-backup-restore-upgrade.md	1174	Send-MailMessage -To "admin@example.com" `	CODE
LOW	docs/deployment/database/export-sanitization-guide.md	117	"email": "admin@example.com",	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…gagents/dataflows/providers/us/alpha_vantage_common.py	140		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tradingagents/agents/utils/memory.py	659	# Example usage	COMMENT

AI Slop Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	tradingagents/dataflows/optimized_china_data.py	568	else: # detailed, comprehensive	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings