ZhuLinsen/daily_stock_analysis

21.3

Adjusted Score

21.3

Raw Score

100%

Time Factor

2026-07-13

Last Push

57.1K

Stars

Python

Language

371.5K

Lines of Code

898

Files

7.5K

Pattern Hits

2026-07-14

Scan Date

0.05

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 5HIGH 40MEDIUM 431LOW 7040

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 7516 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.

Hyper-Verbose Identifiers5095 hits · 4435 pts

Severity	File	Line	Snippet	Context
LOW	main.py	95	def _warn_if_public_webui_without_auth(host: str) -> None:	CODE
LOW	main.py	111	def _resolve_web_service_bind(args: argparse.Namespace, config: Config) -> Tuple[str, int]:	CODE
LOW	main.py	208	def _get_stock_analysis_pipeline():	CODE
LOW	main.py	247	def _reload_env_file_values_preserving_overrides() -> None:	CODE
LOW⚡	main.py	587	def _can_reuse_market_context_for_review(summary: str, region: str) -> bool:	STRING
LOW⚡	main.py	597	def _resolve_daily_market_context_market(market: str, normalized_region: str) -> str:	STRING
LOW⚡	main.py	606	def _resolve_daily_market_context_target_date(	STRING
LOW	main.py	435	def _compute_trading_day_filter(	STRING
LOW	main.py	477	def _run_market_review_with_shared_lock(	STRING
LOW	main.py	510	def _refresh_stock_index_cache_for_analysis(config: Config) -> None:	STRING
LOW	main.py	527	def _prime_daily_market_context(	STRING
LOW	main.py	621	def _market_review_report_text(review_result: Any) -> str:	STRING
LOW	main.py	630	def _save_reused_market_review_report(	STRING
LOW	main.py	1012	def _run_analysis_with_runtime_scheduler_lock(	STRING
LOW	main.py	1165	def _resolve_scheduled_stock_codes(stock_codes: Optional[List[str]]) -> Optional[List[str]]:	STRING
LOW	main.py	1181	def _build_schedule_time_provider(default_schedule_time: str):	STRING
LOW	main.py	1208	def _build_schedule_times_provider(default_schedule_time: str):	STRING
LOW	tests/test_backtest_service.py	223	def test_run_backtest_accepts_dotted_exchange_prefix_and_filters_analysis_date_range(self) -> None:	CODE
LOW	tests/test_backtest_service.py	253	def test_run_backtest_keeps_dotted_cn_code_match_when_analysis_history_is_dotted(self) -> None:	CODE
LOW	tests/test_backtest_service.py	291	def test_run_backtest_matches_compact_prefixed_analysis_history_with_canonical_query(self) -> None:	CODE
LOW	tests/test_backtest_service.py	345	def test_run_backtest_matches_compact_ss_alias_after_request_normalization(self) -> None:	CODE
LOW	tests/test_backtest_service.py	379	def test_run_backtest_uses_bare_daily_bars_and_summary_for_compact_ss_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	443	def test_run_backtest_uses_compact_forward_bars_when_analysis_history_is_bare_code(self) -> None:	CODE
LOW	tests/test_backtest_service.py	495	def test_run_backtest_matches_compact_bj_code_shape_with_no_prefix_query(self) -> None:	CODE
LOW	tests/test_backtest_service.py	549	def test_build_market_code_variants_includes_compact_prefix_and_bj_forms(self) -> None:	CODE
LOW	tests/test_backtest_service.py	564	def test_daily_refill_codes_normalize_legacy_ss_aliases_once(self) -> None:	CODE
LOW	tests/test_backtest_service.py	580	def test_try_fill_daily_data_uses_normalized_a_share_code_for_legacy_ss_alias(self) -> None:	CODE
LOW	tests/test_backtest_service.py	627	def test_build_market_code_variants_rejects_wrong_explicit_exchange_for_bse_code(self) -> None:	CODE
LOW	tests/test_backtest_service.py	637	def test_get_candidates_does_not_match_invalid_a_share_hk_cross_input(self) -> None:	CODE
LOW	tests/test_backtest_service.py	650	def test_get_candidates_does_not_match_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	664	def test_run_backtest_rejects_invalid_market_suffix_length_input(self) -> None:	CODE
LOW	tests/test_backtest_service.py	677	def test_run_backtest_rejects_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	692	def test_get_recent_evaluations_rejects_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	706	def test_get_summary_rejects_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	719	def test_run_backtest_bare_code_query_matches_dotted_history_records(self) -> None:	CODE
LOW	tests/test_backtest_service.py	763	def test_run_backtest_uses_bare_daily_bars_for_dotted_history_record(self) -> None:	CODE
LOW	tests/test_backtest_service.py	818	def test_run_backtest_uses_forward_bars_from_other_code_shape_when_start_daily_shape_differs(self) -> None:	CODE
LOW	tests/test_backtest_service.py	876	def test_run_backtest_supports_us_suffix_code_shape_when_run_with_suffix(self) -> None:	CODE
LOW	tests/test_backtest_service.py	908	def test_run_backtest_us_suffix_query_matches_bare_history_and_summary(self) -> None:	CODE
LOW	tests/test_backtest_service.py	954	def test_run_backtest_bare_us_query_matches_us_suffix_history_and_summary(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1000	def test_us_code_queries_match_legacy_results_without_rerun(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1117	def test_run_backtest_matches_hk_different_code_shapes_in_analysis_history_and_daily(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1177	def test_run_backtest_matches_hk_daily_shape_variants_for_prefixed_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1237	def test_run_backtest_supports_dotted_hk_prefix_query_shape(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1312	def test_run_backtest_filters_by_snapshot_analysis_date_not_created_at(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1359	def test_run_backtest_persists_snapshot_date_when_start_daily_falls_back(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1428	def test_date_filtered_rerun_aligns_legacy_result_date_to_snapshot_date(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1498	def test_date_filtered_rerun_aligns_legacy_result_date_when_new_candidates_process(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1599	def test_run_backtest_pages_candidates_before_analysis_date_filter(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1639	def test_run_backtest_reports_no_matching_candidates(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1657	def test_run_backtest_reports_insufficient_daily_data(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1698	def test_result_fields_correct(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1731	def test_summaries_created_after_run(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1759	def test_get_summary_overall_returns_sentinel_as_none(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1770	def test_agent_learning_summary_helpers_keep_skill_rollups_neutral_until_supported(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1792	def test_get_recent_evaluations(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1809	def test_get_recent_evaluations_aligns_neutral_advice_with_score(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1838	def test_get_recent_evaluations_prefers_persisted_raw_action(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1877	def test_get_recent_evaluations_supports_tracking_fields_and_analysis_date_filters(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1909	def test_get_summary_supports_analysis_date_range(self) -> None:	CODE
5035 more matches not shown…

Decorative Section Separators377 hits · 1392 pts

Severity	File	Line	Snippet	Context
MEDIUM	requirements.txt	1	# ===================================	COMMENT
MEDIUM	requirements.txt	3	# ===================================	COMMENT
MEDIUM	docker/docker-compose.yml	1	# ===================================	COMMENT
MEDIUM	docker/docker-compose.yml	3	# ===================================	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	373	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	375	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	681	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	683	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	43	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	45	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	199	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	201	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	516	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	518	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	605	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	607	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2296	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2298	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2606	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2608	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2694	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2696	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	439	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	441	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	642	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	644	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	730	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	732	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	1975	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	1977	# ============================================================	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	291	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	362	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	364	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_image_stock_extractor_litellm.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_image_stock_extractor_litellm.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	36	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	38	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	1462	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	1464	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	1493	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	1495	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	2066	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	2068	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	2756	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	2758	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	2832	# ============================================================	COMMENT
MEDIUM⚡	tests/test_agent_pipeline.py	2834	# ============================================================	COMMENT
MEDIUM	tests/test_agent_pipeline.py	552	# ============================================================	COMMENT
MEDIUM	tests/test_agent_pipeline.py	554	# ============================================================	COMMENT
MEDIUM⚡	tests/test_history_loader.py	15	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_history_loader.py	17	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_history_loader.py	32	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_history_loader.py	34	# ------------------------------------------------------------------	COMMENT
317 more matches not shown…

Excessive Try-Catch Wrapping878 hits · 814 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	1092	def run_server():	CODE
LOW	main.py	55	except Exception as exc:	CODE
LOW	main.py	125	except Exception as exc: # pragma: no cover - defensive branch	CODE
LOW	main.py	523	except Exception as exc: # noqa: BLE001 - stock index freshness must not block analysis.	STRING
LOW	main.py	659	except Exception as exc:	STRING
LOW	main.py	971	except Exception as e:	STRING
LOW	main.py	991	except Exception as e:	STRING
LOW	main.py	996	except Exception as e:	STRING
LOW	main.py	1095	except Exception as exc: # noqa: BLE001 - surface startup issues to caller promptly	STRING
LOW	main.py	1146	except Exception as exc:	STRING
LOW	main.py	1161	except Exception as exc:	STRING
LOW	main.py	1251	except Exception as exc:	STRING
LOW	main.py	1262	except Exception as exc:	STRING
LOW	main.py	1269	except Exception as exc:	STRING
LOW	main.py	1368	except Exception as e:	STRING
LOW	main.py	1536	except Exception as e:	STRING
LOW	tests/test_portfolio_service.py	1162	except Exception as exc: # pragma: no cover - asserted below	CODE
LOW	tests/test_portfolio_service.py	1217	except Exception as exc: # pragma: no cover - asserted below	CODE
LOW⚡	tests/longbridge_live_smoke.py	106	except Exception as e:	CODE
LOW	tests/test_anspire_search.py	466	except Exception:	CODE
LOW	tests/test_social_sentiment_service.py	129	except Exception as exc: # pragma: no cover - thread collection	CODE
MEDIUM	tests/test_social_sentiment_service.py	125	def worker():	CODE
LOW	tests/test_llm_usage.py	1764	except Exception as exc:	CODE
LOW	tests/test_conversation_manager.py	22	except Exception as exc: # pragma: no cover - failures are asserted below	CODE
LOW	tests/test_search_service_concurrency.py	114	except Exception as exc: # pragma: no cover - thread collection	CODE
LOW	tests/test_search_service_concurrency.py	171	except Exception as exc: # pragma: no cover - thread collection	CODE
LOW	tests/test_search_service_concurrency.py	265	except Exception as exc: # pragma: no cover - thread collection	CODE
MEDIUM	tests/test_search_service_concurrency.py	110	def worker():	CODE
MEDIUM	tests/test_search_service_concurrency.py	167	def worker():	CODE
MEDIUM	tests/test_search_service_concurrency.py	261	def worker():	CODE
MEDIUM	tests/test_storage.py	454	def ensure_record() -> None:	CODE
MEDIUM	tests/test_storage.py	835	def initialize_manager() -> None:	CODE
MEDIUM	tests/test_storage.py	844	def use_manager() -> None:	CODE
MEDIUM	tests/test_storage.py	927	def construct_directly() -> None:	CODE
MEDIUM	tests/test_storage.py	936	def use_get_instance() -> None:	CODE
LOW	tests/test_storage.py	458	except Exception as exc:	CODE
LOW	tests/test_storage.py	840	except Exception as exc:	CODE
LOW	tests/test_storage.py	856	except Exception as exc:	CODE
LOW	tests/test_storage.py	932	except Exception as exc:	CODE
LOW	tests/test_storage.py	948	except Exception as exc:	CODE
LOW	tests/test_data_fetcher_prefetch_stock_names.py	291	except Exception as exc: # pragma: no cover - thread collection	CODE
MEDIUM	tests/test_data_fetcher_prefetch_stock_names.py	286	def worker():	CODE
LOW	tests/test_agent_sse_cleanup.py	50	except Exception as exc:	CODE
LOW	tests/test_main_schedule_mode.py	75	except Exception:	CODE
LOW	tests/test_main_schedule_mode.py	2092	except Exception:	CODE
LOW	tests/tw_institutional_live_smoke.py	42	except Exception: # noqa: BLE001 - cosmetic only; never block the smoke on console encoding	CODE
LOW	tests/test_run_diagnostics_p1.py	106	except Exception as exc: # pragma: no cover - exercised by queue behavior	CODE
LOW	tests/test_analysis_api_contract.py	37	except Exception: # pragma: no cover - optional dependency environments	CODE
LOW	tests/test_analysis_api_contract.py	1016	except Exception as exc: # pragma: no cover - exercised via assert below	CODE
LOW	tests/test_analysis_api_contract.py	3376	except Exception: # pragma: no cover - optional dependency environments	CODE
LOW	tests/test_stooq_fallback.py	12	except Exception:	CODE
LOW	tests/test_realtime_types.py	64	except Exception as exc: # pragma: no cover - thread collection	CODE
LOW	tests/test_realtime_types.py	91	except Exception as exc: # pragma: no cover - thread collection	CODE
LOW	tests/test_realtime_types.py	99	except Exception as exc: # pragma: no cover - thread collection	CODE
MEDIUM	tests/test_realtime_types.py	60	def worker():	CODE
MEDIUM	tests/test_realtime_types.py	86	def record_success():	CODE
MEDIUM	tests/test_realtime_types.py	94	def record_failure():	CODE
LOW⚡	tests/test_api_schema_pydantic.py	138	except Exception as exc:	CODE
MEDIUM	tests/test_api_schema_pydantic.py	132	def test_analyze_request_rejects_invalid_analysis_phase() -> None:	CODE
LOW	data_provider/alphavantage_fetcher.py	60	except Exception as e:	CODE
818 more matches not shown…

Unused Imports529 hits · 450 pts

Severity	File	Line	Context
LOW	server.py	40	CODE
LOW	webui.py	18	CODE
LOW	main.py	24	CODE
LOW	tests/test_portfolio_service.py	4	CODE
LOW	tests/test_analysis_context_pack_prompt.py	4	CODE
LOW	tests/test_generate_index_from_csv.py	11	CODE
LOW	tests/test_generate_index_from_csv.py	11	CODE
LOW	tests/test_generate_index_from_csv.py	17	CODE
LOW	tests/test_analysis_context_builder.py	4	CODE
LOW	tests/test_analysis_context_pack_overview.py	4	CODE
LOW	tests/test_market_light_service.py	4	CODE
LOW	tests/test_fetch_tushare_stock_list.py	4	CODE
LOW	tests/test_multi_agent.py	25	CODE
LOW	tests/conftest.py	4	CODE
LOW	tests/test_decision_signal_repo.py	4	CODE
LOW	tests/test_run_diagnostics_p2.py	4	CODE
LOW	tests/test_runtime_scheduler_service.py	4	CODE
LOW	tests/test_agent_pipeline.py	20	CODE
LOW	tests/test_agent_pipeline.py	21	CODE
LOW	tests/test_agent_pipeline.py	21	CODE
LOW	tests/test_agent_pipeline.py	22	CODE
LOW	tests/test_agent_pipeline.py	22	CODE
LOW	tests/test_report_integrity.py	16	CODE
LOW	tests/test_anspire_search.py	27	CODE
LOW	tests/test_anspire_search.py	27	CODE
LOW	tests/test_anspire_search.py	28	CODE
LOW	tests/test_anspire_search.py	29	CODE
LOW	tests/test_decision_signal_api.py	4	CODE
LOW	tests/test_decision_signal_api.py	19	CODE
LOW	tests/test_local_cli_backend.py	4	CODE
LOW	tests/test_analysis_context_pack_schema.py	4	CODE
LOW	tests/test_daily_analysis_workflow_llm_env.py	4	CODE
LOW	tests/test_alert_api.py	4	CODE
LOW	tests/test_alert_api.py	29	CODE
LOW	tests/test_alert_api.py	21	CODE
LOW	tests/test_stock_index_remote_service.py	4	CODE
LOW	tests/test_analysis_integration.py	18	CODE
LOW	tests/test_analysis_integration.py	19	CODE
LOW	tests/test_history_loader.py	3	CODE
LOW	tests/test_market_light_alerts.py	4	CODE
LOW	tests/test_decision_signal_service.py	4	CODE
LOW	tests/test_build_release_notes.py	1	CODE
LOW	tests/test_agent_frozen_context.py	3	CODE
LOW	tests/test_realtime_quote_fallback_logging.py	11	CODE
LOW	tests/test_ask_command.py	10	CODE
LOW	tests/test_decision_profile_policy.py	1	CODE
LOW	tests/test_market_structure_service.py	4	CODE
LOW	tests/test_desktop_packaging_assets.py	4	CODE
LOW	tests/test_intelligence_service.py	4	CODE
LOW	tests/test_signal_attribution_supplement.py	15	CODE
LOW	tests/test_report_renderer.py	15	CODE
LOW	tests/test_tencent_fetcher.py	4	CODE
LOW	tests/test_daily_market_context_guardrail.py	4	CODE
LOW	tests/test_agent_executor.py	27	CODE
LOW	tests/test_signal_attribution_real_paths.py	13	CODE
LOW	tests/test_signal_attribution_real_paths.py	13	CODE
LOW	tests/test_yfinance_fundamental_adapter.py	9	CODE
LOW	tests/test_fetcher_logging.py	1	CODE
LOW	tests/test_alert_worker.py	4	CODE
LOW	tests/test_auth_api.py	19	CODE
469 more matches not shown…

Modern Structural Boilerplate188 hits · 189 pts

Severity	File	Line	Snippet	Context
LOW	server.py	43	__all__ = ['app']	CODE
LOW	webui.py	23	logger = logging.getLogger(__name__)	CODE
LOW	main.py	79	logger = logging.getLogger(__name__)	CODE
LOW	main.py	170	def _setup_bootstrap_logging(debug: bool = False) -> None:	CODE
LOW	tests/test_runtime_scheduler_service.py	337	def set_daily_task(self, task, run_immediately: bool) -> None:	CODE
LOW	tests/test_runtime_scheduler_service.py	418	def set_daily_task(self, task, run_immediately: bool) -> None:	CODE
LOW	tests/test_signal_attribution_supplement.py	23	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/test_run_flow.py	222	def update_analysis_history_diagnostics(self, *, query_id: str, code: str, diagnostics: dict) -> None:	CODE
LOW⚡	data_provider/realtime_types.py	24	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/alphavantage_fetcher.py	22	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/yfinance_fetcher.py	54	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/fundamental_adapter.py	18	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/tickflow_fetcher.py	44	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/tickflow_fetcher.py	552	def _set_daily_cache(self, cache_key: Tuple[str, str, str, str], df: pd.DataFrame) -> None:	CODE
LOW	data_provider/yfinance_fundamental_adapter.py	36	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/akshare_fetcher.py	60	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/akshare_fetcher.py	406	def _set_random_user_agent(self) -> None:	CODE
LOW	data_provider/efinance_fetcher.py	118	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/efinance_fetcher.py	317	def _set_random_user_agent(self) -> None:	CODE
LOW	data_provider/longbridge_fetcher.py	40	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/finnhub_fetcher.py	22	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/__init__.py	46	__all__ = [	CODE
LOW	data_provider/tushare_fetcher.py	40	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/tw_institutional_fetcher.py	37	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/baostock_fetcher.py	42	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/pytdx_fetcher.py	43	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/tencent_fetcher.py	20	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/base.py	36	logger = logging.getLogger(__name__)	CODE
LOW	scripts/check_env.py	73	logger = logging.getLogger(__name__)	CODE
LOW	api/app.py	36	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/__init__.py	13	__all__ = ["api_v1_router"]	CODE
LOW	api/v1/endpoints/alerts.py	29	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/auth.py	37	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/auth.py	143	def _set_session_cookie(response: Response, session_value: str, request: Request) -> None:	CODE
LOW	api/v1/endpoints/stocks.py	46	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/analysis.py	97	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/__init__.py	26	__all__ = [	CODE
LOW	api/v1/endpoints/intelligence.py	27	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/decision_signals.py	45	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/agent.py	39	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/system_config.py	44	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/backtest.py	24	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/portfolio.py	48	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/usage.py	16	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/history.py	60	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/schemas/__init__.py	129	__all__ = [	CODE
LOW	api/middlewares/auth.py	17	logger = logging.getLogger(__name__)	CODE
LOW	api/middlewares/__init__.py	13	__all__ = ["ErrorHandlerMiddleware"]	CODE
LOW	api/middlewares/error_handler.py	21	logger = logging.getLogger(__name__)	CODE
LOW	bot/dispatcher.py	21	logger = logging.getLogger(__name__)	CODE
LOW	bot/dispatcher.py	363	def set_help_command_getter(self, getter: Callable) -> None:	CODE
LOW	bot/handler.py	23	logger = logging.getLogger(__name__)	CODE
LOW	bot/__init__.py	37	__all__ = [	CODE
LOW	bot/platforms/dingtalk.py	25	logger = logging.getLogger(__name__)	CODE
LOW	bot/platforms/discord.py	26	logger = logging.getLogger(__name__)	CODE
LOW	bot/platforms/__init__.py	56	__all__ = [	CODE
LOW	bot/platforms/feishu_stream.py	33	logger = logging.getLogger(__name__)	CODE
LOW	bot/platforms/dingtalk_stream.py	28	logger = logging.getLogger(__name__)	CODE
LOW	bot/commands/strategies.py	14	logger = logging.getLogger(__name__)	CODE
LOW	bot/commands/research.py	20	logger = logging.getLogger(__name__)	CODE
128 more matches not shown…

Deep Nesting246 hits · 168 pts

Severity	File	Line	Context
LOW	main.py	663	CODE
LOW	main.py	1132	CODE
LOW	main.py	1238	CODE
LOW	tests/test_portfolio_service.py	1381	CODE
LOW	tests/test_multi_agent.py	1212	CODE
LOW	tests/test_multi_agent.py	1581	CODE
LOW	tests/test_multi_agent.py	1603	CODE
LOW	tests/test_multi_agent.py	1618	CODE
LOW	tests/test_multi_agent.py	1649	CODE
LOW	tests/test_anspire_search.py	446	CODE
LOW	tests/test_ask_command.py	281	CODE
LOW	tests/test_market_review.py	17	CODE
LOW	tests/test_agent_executor.py	227	CODE
LOW	tests/test_agent_executor.py	270	CODE
LOW	tests/test_agent_executor.py	312	CODE
LOW	tests/test_agent_executor.py	989	CODE
LOW	tests/test_fetcher_logging.py	127	CODE
LOW	tests/test_storage.py	39	CODE
LOW	tests/test_storage.py	417	CODE
LOW	tests/test_storage.py	992	CODE
LOW	tests/test_auth_status_setup_state.py	103	CODE
LOW	tests/test_analysis_api_contract.py	315	CODE
LOW	tests/test_analysis_api_contract.py	3045	CODE
LOW	data_provider/realtime_types.py	233	CODE
LOW	data_provider/realtime_types.py	404	CODE
LOW	data_provider/yfinance_fetcher.py	225	CODE
LOW	data_provider/yfinance_fetcher.py	340	CODE
LOW	data_provider/yfinance_fetcher.py	390	CODE
LOW	data_provider/yfinance_fetcher.py	417	CODE
LOW	data_provider/yfinance_fetcher.py	449	CODE
LOW	data_provider/yfinance_fetcher.py	472	CODE
LOW	data_provider/yfinance_fetcher.py	495	CODE
LOW	data_provider/yfinance_fetcher.py	783	CODE
LOW	data_provider/fundamental_adapter.py	240	CODE
LOW	data_provider/tickflow_fetcher.py	396	CODE
LOW	data_provider/yfinance_fundamental_adapter.py	146	CODE
LOW	data_provider/akshare_fetcher.py	605	CODE
LOW	data_provider/akshare_fetcher.py	908	CODE
LOW	data_provider/akshare_fetcher.py	952	CODE
LOW	data_provider/akshare_fetcher.py	1357	CODE
LOW	data_provider/akshare_fetcher.py	1686	CODE
LOW	data_provider/akshare_fetcher.py	1824	CODE
LOW	data_provider/efinance_fetcher.py	836	CODE
LOW	data_provider/efinance_fetcher.py	974	CODE
LOW	data_provider/efinance_fetcher.py	1102	CODE
LOW	data_provider/longbridge_fetcher.py	145	CODE
LOW	data_provider/longbridge_fetcher.py	489	CODE
LOW	data_provider/longbridge_fetcher.py	626	CODE
LOW	data_provider/tushare_fetcher.py	778	CODE
LOW	data_provider/tushare_fetcher.py	849	CODE
LOW	data_provider/tushare_fetcher.py	930	CODE
LOW	data_provider/baostock_fetcher.py	290	CODE
LOW	data_provider/baostock_fetcher.py	337	CODE
LOW	data_provider/pytdx_fetcher.py	48	CODE
LOW	data_provider/pytdx_fetcher.py	185	CODE
LOW	data_provider/pytdx_fetcher.py	283	CODE
LOW	data_provider/base.py	847	CODE
LOW	data_provider/base.py	1029	CODE
LOW	data_provider/base.py	1242	CODE
LOW	data_provider/base.py	1721	CODE
186 more matches not shown…

Docstring Block Structure18 hits · 90 pts

Severity	File	Line	Snippet	Context
HIGH	data_provider/yfinance_fetcher.py	97	转换股票代码为 Yahoo Finance 格式 Yahoo Finance 代码格式： - A股沪市：600519.SS (Shanghai Stock Exchange)	STRING
HIGH	data_provider/us_index_mapping.py	47	判断代码是否为美股指数符号。 Args: code: 股票/指数代码，如 'SPX', 'DJI' Returns: True 表示是已知美股指数符号，否则 False	STRING
HIGH	data_provider/us_index_mapping.py	66	判断代码是否为美股股票符号（排除美股指数）。美股股票代码为 1-5 个大写字母，可选 .X 后缀如 BRK.B。美股指数（SPX、DJI 等）明确排除。 Args: code: 股票	STRING
HIGH	data_provider/us_index_mapping.py	98	获取美股指数的 Yahoo Finance 符号与中文名称。 Args: code: 用户输入，如 'SPX', '^GSPC', 'DJI' Returns: (yf_symb	STRING
HIGH	data_provider/akshare_fetcher.py	210	判断代码是否为美股股票（不包括美股指数）。委托给 us_index_mapping 模块的 is_us_stock_code()。 Args: stock_code: 股票代码 Re	STRING
HIGH	data_provider/base.py	1249	获取日线数据（自动切换数据源）故障切换策略： 1. 美股指数/美股股票直接路由到 YfinanceFetcher 2. 其他代码从最高优先级数据源开始尝试	STRING
HIGH	api/v1/endpoints/stocks.py	420	获取股票实时行情获取指定股票的最新行情数据 Args: stock_code: 股票代码（如 600519、00700、AAPL） Returns:	STRING
HIGH	api/v1/endpoints/analysis.py	280	触发股票分析启动 AI 智能分析任务，支持单只或多只股票批量分析流程： 1. 校验请求参数 2. 异步模式：检查重复 -> 提交任务队列 -> 返回 202 3. 同	STRING
HIGH	api/v1/endpoints/analysis.py	1031	查询分析任务状态优先从任务队列查询，如果不存在则从数据库查询历史记录 Args: task_id: 任务 ID Returns: Ta	STRING
HIGH	api/v1/endpoints/history.py	450	获取历史报告详情根据分析历史记录主键 ID 或 query_id 获取完整的历史分析报告。优先尝试按主键 ID（整数）查询，若参数不是合法整数则按 query_id 查询。 Args	STRING
HIGH	api/v1/endpoints/history.py	763	获取历史报告的 Markdown 格式内容根据分析历史记录 ID 或 query_id 生成与推送通知格式一致的 Markdown 报告。 Args: record_id: 分析历史记录主键	STRING
HIGH	src/agent/skills/base.py	141	Load a single Skill from a YAML file. The YAML file must contain at minimum: ``name``, ``display_name``, ``desc	STRING
HIGH	src/services/stock_service.py	94	获取股票历史行情 Args: stock_code: 股票代码 period: K 线周期 (daily/weekly/monthly)	STRING
HIGH	src/services/task_queue.py	336	Submit a single analysis task. Args: stock_code: Stock code stock_name: Option	STRING
HIGH	src/services/image_stock_extractor.py	290	从图片中提取股票代码及名称（使用 Vision LLM）。优先级：Gemini -> Anthropic -> OpenAI（首个可用）。支持多 Key 轮询与重试（最多 3 次，指数退避）。 Ar	STRING
HIGH	src/services/history_service.py	612	Delete specified analysis history records. Args: record_ids: List of history record primar	STRING
HIGH	src/services/history_service.py	763	Generate a Markdown report for a single analysis history record. This method reconstructs an AnalysisR	STRING
HIGH	src/services/import_parser.py	129	Parse file bytes (CSV/Excel) into items. Args: data: File content bytes. filename: Optional fi	STRING

Structural Annotation Overuse43 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_notification_sender.py	1551	# Step 2: upload must send raw bytes (not multipart) to match declared length	COMMENT
LOW⚡	tests/longbridge_live_smoke.py	100	# Step 1: yfinance only	COMMENT
LOW	tests/longbridge_live_smoke.py	126	# Step 2: Supplement from Longbridge	COMMENT
LOW⚡	tests/test_agent_executor.py	1115	# Step 1: LLM requests tool call	COMMENT
LOW⚡	tests/test_agent_executor.py	1124	# Step 2: LLM returns final text	COMMENT
LOW	.claude/skills/analyze-pr/SKILL.md	17	### Step 1: 同步最新代码基线	COMMENT
LOW	.claude/skills/analyze-pr/SKILL.md	32	### Step 2: 拉取 PR 基本信息	COMMENT
LOW	.claude/skills/analyze-pr/SKILL.md	47	### Step 3: 检查标题与描述完整性	COMMENT
LOW	.claude/skills/analyze-pr/SKILL.md	77	### Step 4: 优先使用 CI / Diff 证据	COMMENT
LOW	.claude/skills/analyze-pr/SKILL.md	89	### Step 5: 评估正确性与风险	COMMENT
LOW	.claude/skills/analyze-pr/SKILL.md	98	### Step 6: 生成评审文档	COMMENT
LOW	.claude/skills/analyze-issue/SKILL.md	17	### Step 1: 同步最新代码基线	COMMENT
LOW	.claude/skills/analyze-issue/SKILL.md	32	### Step 2: 拉取 Issue 信息	COMMENT
LOW⚡	.claude/skills/analyze-issue/SKILL.md	46	### Step 3: 回答 4 个核心问题	COMMENT
LOW⚡	.claude/skills/analyze-issue/SKILL.md	53	### Step 4: 结合仓库现状做证据检查	COMMENT
LOW⚡	.claude/skills/analyze-issue/SKILL.md	60	### Step 5: 形成结论	COMMENT
LOW	.claude/skills/analyze-issue/SKILL.md	74	### Step 6: 生成分析文档	COMMENT
LOW	.claude/skills/fix-issue/SKILL.md	19	### Step 1: 确认分析基线	COMMENT
LOW	.claude/skills/fix-issue/SKILL.md	23	### Step 2: 同步最新代码基线并选择安全的工作方式	COMMENT
LOW	.claude/skills/fix-issue/SKILL.md	41	### Step 3: 实施修复	COMMENT
LOW	.claude/skills/fix-issue/SKILL.md	51	### Step 4: 按改动面验证	COMMENT
LOW	.claude/skills/fix-issue/SKILL.md	62	### Step 5: 更新 issue 分析文档	COMMENT
LOW	.claude/skills/fix-issue/SKILL.md	89	### Step 6: 需要确认的后续动作	COMMENT
LOW⚡	data_provider/base.py	502	# Step 2: 标准化列名	COMMENT
LOW⚡	data_provider/base.py	505	# Step 3: 数据清洗	COMMENT
LOW⚡	data_provider/base.py	508	# Step 4: 计算技术指标	COMMENT
LOW	data_provider/base.py	487	# Step 1: 获取原始数据	COMMENT
LOW⚡	src/core/pipeline.py	456	# Step 2: 获取筹码分布 - 使用统一入口，带熔断保护	COMMENT
LOW⚡	src/core/pipeline.py	529	# Step 3: 趋势分析（基于交易理念）— 在 Agent 分支之前执行，供两条路径共用	COMMENT
LOW⚡	src/core/pipeline.py	635	# Step 5: 获取分析上下文（技术面数据）	COMMENT
LOW	src/core/pipeline.py	430	# Step 1: 获取实时行情（量比、换手率等）- 使用统一入口，自动故障切换	COMMENT
LOW	src/core/pipeline.py	568	# Step 4: 多维度情报搜索（最新消息+风险排查+业绩预期）	COMMENT
LOW	src/core/pipeline.py	653	# Step 6: 增强上下文数据（添加实时行情、筹码、趋势分析结果、股票名称）	COMMENT
LOW	src/core/pipeline.py	675	# Step 7: 调用 AI 分析（传入增强的上下文和新闻）	COMMENT
LOW	src/core/pipeline.py	804	# Step 8: 保存分析历史记录	COMMENT
LOW	src/core/pipeline.py	2888	# Step 1: 获取并保存数据	COMMENT
LOW	src/core/pipeline.py	2899	# Step 2: AI 分析	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	379	# Step 1: temporarily protect markdown links	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	388	# Step 2: escape remaining special chars	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	392	# Step 3: restore links	COMMENT
LOW	src/notification_sender/slack_sender.py	186	# Step 1: 获取上传 URL	COMMENT
LOW	src/notification_sender/slack_sender.py	204	# Step 2: 上传文件内容（raw body，不能用 multipart）	COMMENT
LOW	src/notification_sender/slack_sender.py	215	# Step 3: 完成上传并分享到频道	COMMENT

Cross-Language Confusion11 hits · 66 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_searxng_env_docs.py	26	"SEARXNG_BASE_URLS: ${{ vars.SEARXNG_BASE_URLS \|\| secrets.SEARXNG_BASE_URLS }}"	CODE
HIGH	tests/test_storage.py	280	("600519", "cn", "analysis", 12, "trace-12", "buy", "3d", "intraday", "2026-01-01", '{"decision_	CODE
HIGH⚡	tests/test_chip_structure_fallback.py	218	"""When LLM returns data_perspective: null, fill should still work."""	STRING
HIGH	tests/test_bot_dispatcher_async.py	96	content='{"intent":"analysis","codes":["600519"],"strategy":null}',	CODE
HIGH	data_provider/longbridge_fetcher.py	85	GitHub Actions sets ``LONGBRIDGE_HTTP_URL: ${{ vars.X \|\| secrets.X }}``	STRING
HIGH	scripts/check_static_assets.py	84	"`cd apps/dsa-web && npm install && npm run build`.",	CODE
HIGH⚡	bot/dispatcher.py	396	{"intent":"analysis","codes":["600519","000858"],"strategy":null}	CODE
HIGH⚡	bot/dispatcher.py	402	{"intent":"chat","codes":[],"strategy":null}	CODE
HIGH⚡	bot/dispatcher.py	405	{"intent":"none","codes":[],"strategy":null}	CODE
HIGH⚡	bot/dispatcher.py	408	{"intent":"analysis","codes":["600519"],"strategy":null}	CODE
HIGH⚡	bot/dispatcher.py	411	{"intent":"analysis","codes":[],"strategy":null}	CODE

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/test_notification_sender.py	765	dummy_client.im.v1.file.create.assert_called_once()	CODE
CRITICAL	bot/platforms/feishu_stream.py	135	response = self._client.im.v1.message.reply(request)	CODE
CRITICAL	bot/platforms/feishu_stream.py	148	response = self._client.im.v1.message.create(request)	CODE
CRITICAL	src/feishu_doc.py	55	response = self.client.docx.v1.document.create(create_request)	CODE
CRITICAL	src/feishu_doc.py	87	write_resp = self.client.docx.v1.document_block_children.create(batch_add_request)	CODE

Verbosity Indicators25 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_notification_sender.py	1551	# Step 2: upload must send raw bytes (not multipart) to match declared length	COMMENT
LOW⚡	tests/longbridge_live_smoke.py	100	# Step 1: yfinance only	COMMENT
LOW	tests/longbridge_live_smoke.py	126	# Step 2: Supplement from Longbridge	COMMENT
LOW⚡	tests/test_agent_executor.py	1115	# Step 1: LLM requests tool call	COMMENT
LOW⚡	tests/test_agent_executor.py	1124	# Step 2: LLM returns final text	COMMENT
LOW⚡	data_provider/base.py	502	# Step 2: 标准化列名	COMMENT
LOW⚡	data_provider/base.py	505	# Step 3: 数据清洗	COMMENT
LOW⚡	data_provider/base.py	508	# Step 4: 计算技术指标	COMMENT
LOW	data_provider/base.py	487	# Step 1: 获取原始数据	COMMENT
LOW⚡	src/core/pipeline.py	456	# Step 2: 获取筹码分布 - 使用统一入口，带熔断保护	COMMENT
LOW⚡	src/core/pipeline.py	529	# Step 3: 趋势分析（基于交易理念）— 在 Agent 分支之前执行，供两条路径共用	COMMENT
LOW⚡	src/core/pipeline.py	635	# Step 5: 获取分析上下文（技术面数据）	COMMENT
LOW	src/core/pipeline.py	430	# Step 1: 获取实时行情（量比、换手率等）- 使用统一入口，自动故障切换	COMMENT
LOW	src/core/pipeline.py	568	# Step 4: 多维度情报搜索（最新消息+风险排查+业绩预期）	COMMENT
LOW	src/core/pipeline.py	653	# Step 6: 增强上下文数据（添加实时行情、筹码、趋势分析结果、股票名称）	COMMENT
LOW	src/core/pipeline.py	675	# Step 7: 调用 AI 分析（传入增强的上下文和新闻）	COMMENT
LOW	src/core/pipeline.py	804	# Step 8: 保存分析历史记录	COMMENT
LOW	src/core/pipeline.py	2888	# Step 1: 获取并保存数据	COMMENT
LOW	src/core/pipeline.py	2899	# Step 2: AI 分析	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	379	# Step 1: temporarily protect markdown links	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	388	# Step 2: escape remaining special chars	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	392	# Step 3: restore links	COMMENT
LOW	src/notification_sender/slack_sender.py	186	# Step 1: 获取上传 URL	COMMENT
LOW	src/notification_sender/slack_sender.py	204	# Step 2: 上传文件内容（raw body，不能用 multipart）	COMMENT
LOW	src/notification_sender/slack_sender.py	215	# Step 3: 完成上传并分享到频道	COMMENT

Fake / Example Data44 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_config_env_compat.py	990	"EMAIL_GROUP_1": "user@example.com",	CODE
LOW	tests/test_config_env_compat.py	998	self.assertEqual(emails, ["user@example.com"])	CODE
LOW	tests/test_search_news_freshness.py	64	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	144	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	173	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	215	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	249	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	280	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	314	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	352	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	402	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	429	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	481	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1459	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1508	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1561	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1685	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1733	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1781	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1869	brave_keys=["dummy_key"],	CODE
LOW⚡	tests/test_search_serpapi_provider.py	307	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	52	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	78	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	113	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	151	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	187	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	221	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	248	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	349	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	391	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	433	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	468	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_serpapi_provider.py	503	provider = SerpAPISearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_tavily_provider.py	57	provider = TavilySearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_tavily_provider.py	74	self.assertEqual(_FakeTavilyClient.init_api_keys, ["dummy_key"])	CODE
LOW	tests/test_search_tavily_provider.py	85	provider = TavilySearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_tavily_provider.py	106	provider = TavilySearchProvider(["dummy_key"])	CODE
LOW	tests/test_search_tavily_provider.py	145	tavily_keys=["dummy_key"],	CODE
LOW	tests/test_search_tavily_provider.py	170	tavily_keys=["dummy_key"],	CODE
LOW	tests/test_search_tavily_provider.py	196	tavily_keys=["dummy_key"],	CODE
LOW	tests/test_search_tavily_provider.py	226	tavily_keys=["dummy_key"],	CODE
LOW	tests/test_search_tavily_provider.py	258	tavily_keys=["dummy_key"],	CODE
LOW	bot/commands/ask.py	217	skill_id = self._parse_skill(["placeholder"] + remaining_args) if remaining_args else self._get_default_skill_id	CODE
LOW	src/core/config_registry.py	164	"placeholder": "optional provider/model override",	CODE

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	data_provider/efinance_fetcher.py	判断代码是否为美股美股代码规则： - 1-5个大写字母，如 'aapl', 'tsla' - 可能包含 '.'，如 'brk.b'	STRING
HIGH	data_provider/tushare_fetcher.py	判断代码是否为美股美股代码规则： - 1-5个大写字母，如 'aapl', 'tsla' - 可能包含 '.'，如 'brk.b'	STRING
HIGH	data_provider/baostock_fetcher.py	判断代码是否为美股美股代码规则： - 1-5个大写字母，如 'aapl', 'tsla' - 可能包含 '.'，如 'brk.b'	STRING
HIGH	data_provider/pytdx_fetcher.py	判断代码是否为美股美股代码规则： - 1-5个大写字母，如 'aapl', 'tsla' - 可能包含 '.'，如 'brk.b'	STRING
HIGH	src/agent/memory.py	compatibility wrapper for legacy strategy-based callers.	STRING
HIGH	src/agent/skills/router.py	compatibility wrapper for legacy strategy-based callers.	STRING
HIGH	src/services/backtest_service.py	compatibility wrapper for legacy strategy-based callers.	STRING

AI Structural Patterns26 hits · 21 pts

Severity	File	Line	Context
LOW	tests/test_decision_signal_api.py	1318	CODE
LOW	tests/test_stock_analyzer_bias.py	22	CODE
LOW	tests/test_report_renderer.py	23	CODE
LOW	tests/test_tickflow_fetcher.py	147	CODE
LOW	api/v1/endpoints/decision_signals.py	142	CODE
LOW	api/v1/endpoints/backtest.py	99	CODE
LOW	api/v1/endpoints/portfolio.py	492	CODE
LOW	src/search_service.py	2258	CODE
LOW	src/llm/provider_cache.py	167	CODE
LOW	src/core/market_review.py	174	CODE
LOW	src/core/pipeline.py	177	CODE
LOW	src/repositories/decision_signal_repo.py	159	CODE
LOW	src/repositories/decision_signal_outcome_repo.py	25	CODE
LOW	src/repositories/intelligence_repo.py	152	CODE
LOW	src/services/run_diagnostics.py	868	CODE
LOW	src/services/run_diagnostics.py	931	CODE
LOW	src/services/task_queue.py	322	CODE
LOW	src/services/task_queue.py	375	CODE
LOW	src/services/decision_signal_service.py	109	CODE
LOW	src/services/daily_market_context.py	103	CODE
LOW	src/services/alert_indicators.py	210	CODE
LOW	src/services/run_flow.py	1245	CODE
LOW	src/services/alert_service.py	309	CODE
LOW	src/services/analyzer_service.py	68	CODE
LOW	src/services/decision_signal_outcome_service.py	73	CODE
LOW	src/services/analysis_service.py	50	CODE

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_anspire_search.py	560	print(" Windows PowerShell: $env:ANSPIRE_API_KEYS=\"your_api_key\"")	CODE
HIGH	tests/test_anspire_search.py	561	print(" Linux/Mac: export ANSPIRE_API_KEYS=\"your_api_key\"")	CODE
HIGH	tests/test_anspire_search.py	631	print(" Windows PowerShell: $env:ANSPIRE_API_KEYS=\"your_api_key\"")	CODE
HIGH	tests/test_anspire_search.py	632	print(" Linux/Mac: export ANSPIRE_API_KEYS=\"your_api_key\"")	CODE

Modern AI Meta-Vocabulary5 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_phase_decision_guardrail.py	2	"""Tests for Issue #1386 P5 phase decision guardrails."""	STRING
MEDIUM	src/config.py	850	agent_orchestrator_timeout_s: int = 600 # Cooperative timeout budget for the whole multi-agent pipeline	CODE
MEDIUM	src/config.py	867	agent_event_monitor_enabled: bool = False # Enable periodic event-driven alert checks in schedule mode	CODE
MEDIUM	src/market_analyzer.py	164	# Structural/template language. Korean reuses the English scaffolding;	COMMENT
MEDIUM	src/agent/agents/base_agent.py	227	# Cap per-field size to avoid overwhelming the context window	COMMENT

Self-Referential Comments3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_agent_pipeline.py	2844	# Create a fresh Skill with default enabled=False	COMMENT
MEDIUM	tests/test_agent_registry.py	852	# Create a custom directory with an overriding strategy	COMMENT
MEDIUM	tests/test_agent_registry.py	725	# Create an invalid YAML file (should be skipped)	STRING

Over-Commented Block8 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_stock_analyzer_bias.py	161	mock_get_config.return_value.bias_threshold = 5.0	COMMENT
LOW	docs/examples/litellm_config.example.yaml	1	# ===================================	COMMENT
LOW	docs/examples/litellm_config.example.yaml	61	- model_name: gemini/gemini-2.5-flash	COMMENT
LOW	docs/examples/litellm_config.example.yaml	81	# litellm_params:	COMMENT
LOW	scripts/test.sh	1	#!/bin/bash	COMMENT
LOW	src/config.py	1041	enable_realtime_technical_indicators: bool = True	COMMENT
LOW	src/market_analyzer.py	581	# # 取最新一条数据	COMMENT
LOW	src/agent/llm_adapter.py	101	_OPT_IN_THINKING_MODELS: Dict[str, dict] = {	COMMENT

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_market_analyzer_generate_text.py	936		CODE
MEDIUM	tests/test_llm_param_recovery.py	169		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/config.py	443	# Check if the prefix is a known LiteLLM provider; if so, keep it.	COMMENT

AI Slop Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_agent_pipeline.py	2761	"""Test the _safe_int helper for robust sentiment_score parsing."""	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings