ZhuLinsen/daily_stock_analysis

22.1

Adjusted Score

22.1

Raw Score

100%

Time Factor

2026-08-28

Last Push

64.2K

Stars

Python

Language

460.5K

Lines of Code

1.0K

Files

9.8K

Pattern Hits

2026-08-29

Scan Date

0.04

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 41MEDIUM 617LOW 9120

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 9783 distinct pattern matches across 22 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 Identifiers6810 hits · 5756 pts

Severity	File	Line	Snippet	Context
LOW	main.py	103	def _warn_if_public_webui_without_auth(host: str) -> None:	CODE
LOW	main.py	119	def _resolve_web_service_bind(args: argparse.Namespace, config: Config) -> Tuple[str, int]:	CODE
LOW	main.py	216	def _get_stock_analysis_pipeline():	CODE
LOW	main.py	255	def _reload_env_file_values_preserving_overrides() -> None:	CODE
LOW⚡	main.py	632	def _can_reuse_market_context_for_review(summary: str, region: str) -> bool:	STRING
LOW⚡	main.py	642	def _resolve_daily_market_context_market(market: str, normalized_region: str) -> str:	STRING
LOW⚡	main.py	651	def _resolve_daily_market_context_target_date(	STRING
LOW	main.py	452	def _compute_trading_day_filter(	STRING
LOW	main.py	503	def _run_market_review_with_shared_lock(	STRING
LOW	main.py	536	def _refresh_stock_index_cache_for_analysis(config: Config) -> None:	STRING
LOW	main.py	553	def _resolve_portfolio_stock_codes(args: argparse.Namespace) -> Optional[List[str]]:	STRING
LOW	main.py	572	def _prime_daily_market_context(	STRING
LOW	main.py	666	def _market_review_report_text(review_result: Any) -> str:	STRING
LOW	main.py	675	def _save_reused_market_review_report(	STRING
LOW	main.py	775	def _return_with_auto_backtest(result: bool) -> bool:	STRING
LOW	main.py	1183	def _run_analysis_with_runtime_scheduler_lock(	STRING
LOW	main.py	1357	def _resolve_scheduled_stock_codes(stock_codes: Optional[List[str]]) -> Optional[List[str]]:	STRING
LOW	main.py	1387	def _build_schedule_time_provider(default_schedule_time: str):	STRING
LOW	main.py	1414	def _build_schedule_times_provider(default_schedule_time: str):	STRING
LOW	tests/test_backtest_service.py	187	def _seed_legacy_offshore_analysis(	CODE
LOW	tests/test_backtest_service.py	263	def test_kr_suffix_filter_reaches_legacy_bare_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	288	def test_jp_suffix_filter_reaches_legacy_bare_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	313	def test_unfiltered_rerun_uses_persisted_market_for_legacy_jp_kr_bare_codes(	CODE
LOW	tests/test_backtest_service.py	366	def test_unfiltered_rerun_rebuilds_legacy_cn_snapshot_for_indexed_bare_jp_code(	CODE
LOW	tests/test_backtest_service.py	422	def test_canonical_hk_query_does_not_backtest_legacy_bare_jp_collision(	CODE
LOW	tests/test_backtest_service.py	483	def test_run_backtest_rejects_invalid_eval_window_days_at_entry(self) -> None:	CODE
LOW	tests/test_backtest_service.py	495	def test_run_backtest_accepts_dotted_exchange_prefix_and_filters_analysis_date_range(self) -> None:	CODE
LOW	tests/test_backtest_service.py	525	def test_run_backtest_keeps_dotted_cn_code_match_when_analysis_history_is_dotted(self) -> None:	CODE
LOW	tests/test_backtest_service.py	563	def test_run_backtest_matches_compact_prefixed_analysis_history_with_canonical_query(self) -> None:	CODE
LOW	tests/test_backtest_service.py	622	def test_run_backtest_matches_compact_ss_alias_after_request_normalization(self) -> None:	CODE
LOW	tests/test_backtest_service.py	656	def test_run_backtest_uses_bare_daily_bars_and_summary_for_compact_ss_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	725	def test_run_backtest_uses_compact_forward_bars_when_analysis_history_is_bare_code(self) -> None:	CODE
LOW	tests/test_backtest_service.py	782	def test_run_backtest_matches_compact_bj_code_shape_with_no_prefix_query(self) -> None:	CODE
LOW	tests/test_backtest_service.py	841	def test_get_candidates_does_not_match_invalid_a_share_hk_cross_input(self) -> None:	CODE
LOW	tests/test_backtest_service.py	854	def test_get_candidates_does_not_match_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	868	def test_run_backtest_rejects_invalid_market_suffix_length_input(self) -> None:	CODE
LOW	tests/test_backtest_service.py	881	def test_run_backtest_rejects_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	896	def test_get_recent_evaluations_rejects_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	910	def test_get_summary_rejects_explicit_wrong_a_share_market(self) -> None:	CODE
LOW	tests/test_backtest_service.py	923	def test_run_backtest_bare_code_query_matches_dotted_history_records(self) -> None:	CODE
LOW	tests/test_backtest_service.py	967	def test_run_backtest_uses_bare_daily_bars_for_dotted_history_record(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1027	def test_run_backtest_does_not_mix_start_and_forward_bars_across_code_shapes(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1091	def test_run_backtest_uses_exact_expected_start_across_code_aliases(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1177	def test_run_backtest_replays_legacy_non_session_effective_date_from_local_bars(	CODE
LOW	tests/test_backtest_service.py	1239	def test_non_session_resolution_exposes_backtest_only_local_start(	CODE
LOW	tests/test_backtest_service.py	1264	def test_run_backtest_consumes_explicit_backtest_only_start(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1320	def test_run_backtest_rebuilds_legacy_cn_snapshot_for_jp_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1405	def test_run_backtest_refills_from_authoritative_start_date(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1499	def test_run_backtest_rejects_all_stale_daily_window_candidates(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1587	def test_run_backtest_supports_us_suffix_code_shape_when_run_with_suffix(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1620	def test_run_backtest_preserves_supported_us_index_identity(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1664	def test_run_backtest_us_suffix_query_matches_bare_history_and_summary(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1711	def test_run_backtest_bare_us_query_matches_us_suffix_history_and_summary(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1758	def test_us_code_queries_match_legacy_results_without_rerun(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1875	def test_run_backtest_reaches_legacy_bare_hk_rows_from_supported_aliases(self) -> None:	CODE
LOW	tests/test_backtest_service.py	1953	def test_run_backtest_matches_hk_daily_shape_variants_for_prefixed_history(self) -> None:	CODE
LOW	tests/test_backtest_service.py	2018	def test_run_backtest_supports_dotted_hk_prefix_query_shape(self) -> None:	CODE
LOW	tests/test_backtest_service.py	2098	def test_run_backtest_filters_by_snapshot_analysis_date_not_created_at(self) -> None:	CODE
LOW	tests/test_backtest_service.py	2150	def test_run_backtest_persists_snapshot_date_when_start_daily_falls_back(self) -> None:	CODE
LOW	tests/test_backtest_service.py	2223	def test_date_filtered_rerun_aligns_legacy_result_date_to_snapshot_date(self) -> None:	CODE
6750 more matches not shown…

Decorative Section Separators557 hits · 2020 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	434	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	436	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	747	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notification_sender.py	749	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_generate_index_from_csv.py	664	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_generate_index_from_csv.py	666	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_a_share_index_data_routing.py	607	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_a_share_index_data_routing.py	609	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	67	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	69	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	223	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	225	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	540	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	542	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	629	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	631	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2747	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	2749	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3060	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3062	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3148	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3150	# ============================================================	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3715	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3717	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3775	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3777	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3802	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3804	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3845	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3847	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3886	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3888	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3921	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_multi_agent.py	3923	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_multi_agent.py	463	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	465	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	948	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	950	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	1055	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	1057	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	2426	# ============================================================	COMMENT
MEDIUM	tests/test_multi_agent.py	2428	# ============================================================	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	358	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	360	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	431	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_image_stock_extractor_litellm.py	433	# ---------------------------------------------------------------------------	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
497 more matches not shown…

Excessive Try-Catch Wrapping998 hits · 920 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	1284	def run_server():	CODE
LOW	main.py	55	except Exception as exc:	CODE
LOW	main.py	133	except Exception as exc: # pragma: no cover - defensive branch	CODE
LOW	main.py	549	except Exception as exc: # noqa: BLE001 - stock index freshness must not block analysis.	STRING
LOW	main.py	704	except Exception as exc:	STRING
LOW	main.py	730	except Exception as exc:	STRING
LOW	main.py	1156	except Exception as e:	STRING
LOW	main.py	1165	except Exception as e:	STRING
LOW	main.py	1287	except Exception as exc: # noqa: BLE001 - surface startup issues to caller promptly	STRING
LOW	main.py	1338	except Exception as exc:	STRING
LOW	main.py	1353	except Exception as exc:	STRING
LOW	main.py	1381	except Exception as exc: # pragma: no cover - defensive guard	STRING
LOW	main.py	1457	except Exception as exc:	STRING
LOW	main.py	1468	except Exception as exc:	STRING
LOW	main.py	1475	except Exception as exc:	STRING
LOW	main.py	1592	except Exception as e:	STRING
LOW	main.py	1785	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/test_multi_agent.py	4078	except Exception as exc:	CODE
LOW	tests/test_multi_agent.py	4131	except Exception as exc:	CODE
LOW⚡	tests/longbridge_live_smoke.py	106	except Exception as e:	CODE
LOW	tests/test_anspire_search.py	481	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	40	except Exception as exc: # pragma: no cover - failures are asserted below	CODE
MEDIUM	tests/test_search_service_concurrency.py	116	def worker():	CODE
MEDIUM	tests/test_search_service_concurrency.py	173	def worker():	CODE
MEDIUM	tests/test_search_service_concurrency.py	526	def worker():	CODE
LOW	tests/test_search_service_concurrency.py	120	except Exception as exc: # pragma: no cover - thread collection	CODE
LOW	tests/test_search_service_concurrency.py	177	except Exception as exc: # pragma: no cover - thread collection	CODE
LOW	tests/test_search_service_concurrency.py	530	except Exception as exc: # pragma: no cover - thread collection	CODE
MEDIUM	tests/test_storage.py	456	def ensure_record() -> None:	CODE
MEDIUM	tests/test_storage.py	902	def initialize_manager() -> None:	CODE
MEDIUM	tests/test_storage.py	911	def use_manager() -> None:	CODE
MEDIUM	tests/test_storage.py	994	def construct_directly() -> None:	CODE
MEDIUM	tests/test_storage.py	1003	def use_get_instance() -> None:	CODE
LOW	tests/test_storage.py	460	except Exception as exc:	CODE
LOW	tests/test_storage.py	907	except Exception as exc:	CODE
LOW	tests/test_storage.py	923	except Exception as exc:	CODE
LOW	tests/test_storage.py	999	except Exception as exc:	CODE
LOW	tests/test_storage.py	1015	except Exception as exc:	CODE
LOW	tests/test_data_fetcher_prefetch_stock_names.py	294	except Exception as exc: # pragma: no cover - thread collection	CODE
MEDIUM	tests/test_data_fetcher_prefetch_stock_names.py	289	def worker():	CODE
LOW	tests/test_agent_sse_cleanup.py	50	except Exception as exc:	CODE
LOW	tests/test_main_schedule_mode.py	77	except Exception:	CODE
LOW	tests/test_main_schedule_mode.py	2418	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	1232	except Exception as exc: # pragma: no cover - exercised via assert below	CODE
LOW	tests/test_analysis_api_contract.py	3606	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
938 more matches not shown…

Unused Imports610 hits · 520 pts

Severity	File	Line	Context
LOW	server.py	40	CODE
LOW	webui.py	18	CODE
LOW	main.py	24	CODE
LOW	tests/test_screening_selection_variant.py	3	CODE
LOW	tests/test_portfolio_service.py	4	CODE
LOW	tests/test_agent_chat_executor.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_main_portfolio.py	1	CODE
LOW	tests/test_fetch_tushare_stock_list.py	4	CODE
LOW	tests/test_multi_agent.py	30	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_ci_workflow_contract.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_pipeline_index_targets.py	20	CODE
LOW	tests/test_pipeline_index_targets.py	24	CODE
LOW	tests/test_pipeline_index_targets.py	24	CODE
LOW	tests/test_decision_signal_api.py	4	CODE
LOW	tests/test_decision_signal_api.py	19	CODE
LOW	tests/test_futu_distribution_contract.py	4	CODE
LOW	tests/test_skill_opinion_outcomes.py	4	CODE
LOW	tests/test_local_cli_backend.py	4	CODE
LOW	tests/test_analysis_context_pack_schema.py	4	CODE
LOW	tests/test_index_realtime_routing.py	15	CODE
LOW	tests/test_daily_analysis_workflow_llm_env.py	4	CODE
LOW	tests/test_screening_history.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_codex_tool_process.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_agent_backend.py	4	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
550 more matches not shown…

Deep Nesting329 hits · 228 pts

Severity	File	Line	Context
LOW	main.py	734	CODE
LOW	main.py	1324	CODE
LOW	main.py	1444	CODE
LOW	tests/test_portfolio_service.py	1381	CODE
LOW	tests/test_multi_agent.py	1554	CODE
LOW	tests/test_multi_agent.py	1989	CODE
LOW	tests/test_multi_agent.py	2012	CODE
LOW	tests/test_multi_agent.py	2028	CODE
LOW	tests/test_multi_agent.py	2060	CODE
LOW	tests/test_multi_agent.py	2123	CODE
LOW	tests/test_runtime_scheduler_service.py	447	CODE
LOW	tests/test_runtime_scheduler_service.py	489	CODE
LOW	tests/test_anspire_search.py	461	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	284	CODE
LOW	tests/test_agent_executor.py	337	CODE
LOW	tests/test_agent_executor.py	1035	CODE
LOW	tests/test_fetcher_logging.py	127	CODE
LOW	tests/test_storage.py	41	CODE
LOW	tests/test_storage.py	419	CODE
LOW	tests/test_storage.py	1059	CODE
LOW	tests/test_storage.py	1788	CODE
LOW	tests/test_notification.py	965	CODE
LOW	tests/test_notification.py	1000	CODE
LOW	tests/test_auth_status_setup_state.py	103	CODE
LOW	tests/test_analysis_api_contract.py	166	CODE
LOW	tests/test_analysis_api_contract.py	512	CODE
LOW	tests/test_analysis_api_contract.py	3275	CODE
LOW	tests/test_analysis_history.py	2382	CODE
LOW	tests/test_notification_empty_news_disclosure.py	344	CODE
LOW	tests/test_notification_empty_news_disclosure.py	366	CODE
LOW	data_provider/realtime_types.py	234	CODE
LOW	data_provider/realtime_types.py	405	CODE
LOW	data_provider/yfinance_fetcher.py	236	CODE
LOW	data_provider/yfinance_fetcher.py	351	CODE
LOW	data_provider/yfinance_fetcher.py	401	CODE
LOW	data_provider/yfinance_fetcher.py	428	CODE
LOW	data_provider/yfinance_fetcher.py	460	CODE
LOW	data_provider/yfinance_fetcher.py	483	CODE
LOW	data_provider/yfinance_fetcher.py	506	CODE
LOW	data_provider/yfinance_fetcher.py	794	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	718	CODE
LOW	data_provider/akshare_fetcher.py	1071	CODE
LOW	data_provider/akshare_fetcher.py	1115	CODE
LOW	data_provider/akshare_fetcher.py	1520	CODE
LOW	data_provider/akshare_fetcher.py	1619	CODE
LOW	data_provider/akshare_fetcher.py	1930	CODE
LOW	data_provider/akshare_fetcher.py	2068	CODE
LOW	data_provider/efinance_fetcher.py	924	CODE
LOW	data_provider/efinance_fetcher.py	1062	CODE
LOW	data_provider/efinance_fetcher.py	1190	CODE
LOW	data_provider/longbridge_fetcher.py	145	CODE
LOW	data_provider/longbridge_fetcher.py	497	CODE
LOW	data_provider/longbridge_fetcher.py	634	CODE
LOW	data_provider/futu_fundamental_adapter.py	138	CODE
269 more matches not shown…

Modern Structural Boilerplate214 hits · 216 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	86	logger = logging.getLogger(__name__)	CODE
LOW	main.py	178	def _setup_bootstrap_logging(debug: bool = False) -> None:	CODE
LOW	tests/test_runtime_scheduler_service.py	654	def set_daily_task(self, task, run_immediately: bool) -> None:	CODE
LOW	tests/test_runtime_scheduler_service.py	735	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	55	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/fundamental_adapter.py	18	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/futu_fetcher.py	19	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	62	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/akshare_fetcher.py	435	def _set_random_user_agent(self) -> None:	CODE
LOW	data_provider/efinance_fetcher.py	119	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/efinance_fetcher.py	318	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	48	__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	21	logger = logging.getLogger(__name__)	CODE
LOW	data_provider/base.py	37	logger = logging.getLogger(__name__)	CODE
LOW	scripts/check_env.py	73	logger = logging.getLogger(__name__)	CODE
LOW	api/app.py	47	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	99	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	43	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/endpoints/system_config.py	46	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	68	logger = logging.getLogger(__name__)	CODE
LOW	api/v1/schemas/__init__.py	132	__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
154 more matches not shown…

Docstring Block Structure18 hits · 90 pts

Severity	File	Line	Snippet	Context
HIGH	data_provider/yfinance_fetcher.py	98	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	227	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	1886	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. 当前注册表已识别的 A 股指数使用	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	283	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	1037	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	517	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	931	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	341	Submit a single analysis task. Args: stock_code: Stock code stock_name: Option	STRING
HIGH	src/services/image_stock_extractor.py	349	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	732	Delete specified analysis history records. Args: record_ids: List of history record primar	STRING
HIGH	src/services/history_service.py	883	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 Overuse49 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_notification_sender.py	1834	# 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	1161	# Step 1: LLM requests tool call	COMMENT
LOW⚡	tests/test_agent_executor.py	1170	# 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	506	# Step 2: 标准化列名	COMMENT
LOW⚡	data_provider/base.py	509	# Step 3: 数据清洗	COMMENT
LOW⚡	data_provider/base.py	512	# Step 4: 计算技术指标	COMMENT
LOW	data_provider/base.py	491	# Step 1: 获取原始数据	COMMENT
LOW⚡	src/core/pipeline.py	539	# 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	638	# 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	756	# Step 5: 获取分析上下文（技术面数据）	COMMENT
LOW	src/core/pipeline.py	513	# 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	680	# 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	776	# 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	798	# Step 7: 调用 AI 分析（传入增强的上下文和新闻）	COMMENT
LOW	src/core/pipeline.py	942	# Step 8: 保存分析历史记录	COMMENT
LOW	src/core/pipeline.py	3346	# Step 1: 获取并保存数据	COMMENT
LOW	src/core/pipeline.py	3357	# Step 2: AI 分析	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	385	# Step 1: temporarily protect markdown links	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	394	# Step 2: escape remaining special chars	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	398	# Step 3: restore links	COMMENT
LOW	src/notification_sender/slack_sender.py	191	# Step 1: 获取上传 URL	COMMENT
LOW	src/notification_sender/slack_sender.py	209	# Step 2: 上传文件内容（raw body，不能用 multipart）	COMMENT
LOW	src/notification_sender/slack_sender.py	220	# Step 3: 完成上传并分享到频道	COMMENT
LOW⚡	src/agent/web_intent_tokenizer.py	661	for t in _extract_full_names_first(normalized): # Step 1: 全名实体扫描	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	665	tokens.extend(_split_by_special_punct(t.text)) # Step 2: 标点/空白只切 gap	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	666	tokens = _apply_code_extraction(tokens) # Step 3: 代码形提取	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	667	tokens = _apply_market_extraction(tokens) # Step 4: 市场关键词	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	668	tokens = _apply_clean_keyword_extraction(tokens) # Step 5: 无歧义关键词	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	669	tokens = _apply_multi_extraction(tokens) # Step 6: 多策略匹配	CODE

Cross-Language Confusion12 hits · 71 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_searxng_env_docs.py	35	"SEARXNG_BASE_URLS: ${{ vars.SEARXNG_BASE_URLS \|\| secrets.SEARXNG_BASE_URLS }}"	CODE
HIGH	tests/test_storage.py	282	("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
HIGH	src/md2img.py	61	"cd apps/dsa-web && npm ci. Fallback to text."	CODE

Verbosity Indicators31 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_notification_sender.py	1834	# 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	1161	# Step 1: LLM requests tool call	COMMENT
LOW⚡	tests/test_agent_executor.py	1170	# Step 2: LLM returns final text	COMMENT
LOW⚡	data_provider/base.py	506	# Step 2: 标准化列名	COMMENT
LOW⚡	data_provider/base.py	509	# Step 3: 数据清洗	COMMENT
LOW⚡	data_provider/base.py	512	# Step 4: 计算技术指标	COMMENT
LOW	data_provider/base.py	491	# Step 1: 获取原始数据	COMMENT
LOW⚡	src/core/pipeline.py	539	# 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	638	# 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	756	# Step 5: 获取分析上下文（技术面数据）	COMMENT
LOW	src/core/pipeline.py	513	# 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	680	# 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	776	# 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	798	# Step 7: 调用 AI 分析（传入增强的上下文和新闻）	COMMENT
LOW	src/core/pipeline.py	942	# Step 8: 保存分析历史记录	COMMENT
LOW	src/core/pipeline.py	3346	# Step 1: 获取并保存数据	COMMENT
LOW	src/core/pipeline.py	3357	# Step 2: AI 分析	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	385	# Step 1: temporarily protect markdown links	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	394	# Step 2: escape remaining special chars	COMMENT
LOW⚡	src/notification_sender/telegram_sender.py	398	# Step 3: restore links	COMMENT
LOW	src/notification_sender/slack_sender.py	191	# Step 1: 获取上传 URL	COMMENT
LOW	src/notification_sender/slack_sender.py	209	# Step 2: 上传文件内容（raw body，不能用 multipart）	COMMENT
LOW	src/notification_sender/slack_sender.py	220	# Step 3: 完成上传并分享到频道	COMMENT
LOW⚡	src/agent/web_intent_tokenizer.py	661	for t in _extract_full_names_first(normalized): # Step 1: 全名实体扫描	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	665	tokens.extend(_split_by_special_punct(t.text)) # Step 2: 标点/空白只切 gap	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	666	tokens = _apply_code_extraction(tokens) # Step 3: 代码形提取	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	667	tokens = _apply_market_extraction(tokens) # Step 4: 市场关键词	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	668	tokens = _apply_clean_keyword_extraction(tokens) # Step 5: 无歧义关键词	CODE
LOW⚡	src/agent/web_intent_tokenizer.py	669	tokens = _apply_multi_extraction(tokens) # Step 6: 多策略匹配	CODE

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/test_notification_sender.py	850	dummy_client.im.v1.file.create.assert_called_once()	CODE
CRITICAL	bot/platforms/feishu_stream.py	173	response = self._client.im.v1.message.reply(request)	CODE
CRITICAL	bot/platforms/feishu_stream.py	186	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

Fake / Example Data51 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_config_env_compat.py	1006	"EMAIL_GROUP_1": "user@example.com",	CODE
LOW	tests/test_config_env_compat.py	1014	self.assertEqual(emails, ["user@example.com"])	CODE
LOW	tests/test_search_service_concurrency.py	240	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_service_concurrency.py	271	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_service_concurrency.py	314	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_service_concurrency.py	339	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	64	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	163	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	192	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	234	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	268	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	299	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	333	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	371	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	421	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	448	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	500	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1478	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1527	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1580	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1704	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1752	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1800	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	1888	brave_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	2274	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	2324	bocha_keys=["dummy_key"],	CODE
LOW	tests/test_search_news_freshness.py	2347	bocha_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	161	"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 Patterns37 hits · 30 pts

Severity	File	Line	Context
LOW	tests/test_decision_signal_api.py	1321	CODE
LOW	tests/test_stock_analyzer_bias.py	22	CODE
LOW	tests/test_report_renderer.py	23	CODE
LOW	tests/test_skill_opinion_weights.py	48	CODE
LOW	tests/test_decision_signal_outcome_service.py	36	CODE
LOW	tests/test_tickflow_fetcher.py	147	CODE
LOW	api/v1/endpoints/decision_signals.py	152	CODE
LOW	api/v1/endpoints/backtest.py	99	CODE
LOW	api/v1/endpoints/portfolio.py	492	CODE
LOW	src/search_service.py	2383	CODE
LOW	src/llm/provider_cache.py	167	CODE
LOW	src/core/market_review.py	174	CODE
LOW	src/core/pipeline.py	236	CODE
LOW	src/core/pipeline.py	1459	CODE
LOW	src/repositories/decision_signal_repo.py	159	CODE
LOW	src/repositories/decision_signal_outcome_repo.py	35	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	327	CODE
LOW	src/services/task_queue.py	380	CODE
LOW	src/services/decision_signal_service.py	197	CODE
LOW	src/services/daily_market_context.py	103	CODE
LOW	src/services/system_config_service.py	3990	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	96	CODE
LOW	src/services/analysis_service.py	51	CODE
LOW	src/services/screening/strategy.py	451	CODE
LOW	src/services/screening/context.py	49	CODE
LOW	src/services/screening/pipeline.py	47	CODE
LOW	src/services/screening/ranker.py	64	CODE
LOW	src/services/screening/ranker.py	111	CODE
LOW	src/services/screening/ranker.py	517	CODE
LOW	src/services/screening/daily.py	62	CODE

Over-Commented Block33 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_web_intent_tokenizer.py	1021		COMMENT
LOW	tests/test_stock_analyzer_bias.py	161	mock_get_config.return_value.bias_threshold = 5.0	COMMENT
LOW	tests/test_stock_list_parser.py	241	@pytest.mark.parametrize(	COMMENT
LOW	tests/test_stock_list_parser.py	281	("uSfd", "uSfd"),	COMMENT
LOW	tests/test_stock_list_parser.py	521	"""	COMMENT
LOW	tests/test_stock_list_parser.py	561	# ---- OR-COR-bare-us-suffix-prefix-collision ----------------------------	COMMENT
LOW	tests/test_stock_list_parser.py	881	# ---- OR-COR-b3e32200 / OR-COR-6f4d6b12: dotted-prefix form	COMMENT
LOW	data_provider/base.py	4021	# programming / deploy bug, so log it LOUD (error). Still fail-open	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	921	# --- Multi-channel LLM config (new) ---	COMMENT
LOW	src/config.py	1221	# 实时行情数据源优先级（逗号分隔）	COMMENT
LOW	src/market_analyzer.py	701	# """获取北向资金流入"""	COMMENT
LOW	src/search_service.py	3241	# in src/data/stock_mapping.py — sibling of STOCK_NAME_MAP, asserted to	COMMENT
LOW	src/search_service.py	4021		COMMENT
LOW	src/agent/factory.py	41	_TOOL_REGISTRY = None	COMMENT
LOW	src/agent/llm_adapter.py	101	_OPT_IN_THINKING_MODELS: Dict[str, dict] = {	COMMENT
LOW	src/agent/tools/execution.py	21		COMMENT
LOW	src/data/stock_mapping.py	121	# This map is the single source of truth for the English company identity	COMMENT
LOW	src/services/name_to_code_resolver.py	41		COMMENT
LOW	src/services/stock_list_parser.py	141	"BJ": "bj",	COMMENT
LOW	src/services/stock_list_parser.py	201	so contract #3's "prefix supplied → degrade to stock" semantics remain	COMMENT
LOW	src/services/stock_list_parser.py	681	# ``_split_prefix`` only short-circuited ALL-UPPERCASE 1-5 letter tokens	COMMENT
LOW	src/services/stock_list_parser.py	701	# AND ``us1`` / ``us12345`` (lowercase prefix with non-letter base —	COMMENT
LOW	src/services/stock_list_parser.py	761		COMMENT
LOW	src/services/stock_list_parser.py	781	# ``OR-COR-607f1395`` / ``OR-COR-26596201`` / ``OR-COR-d6afd0d6``).	COMMENT
LOW	src/services/stock_list_parser.py	801	if norm_code is None:	COMMENT
LOW	src/services/stock_list_parser.py	821	for pfx in _PREFIX_DIGIT_LENS	COMMENT
LOW	src/services/stock_list_parser.py	841	suffix_exchange, base_candidate, _ = explicit_parts	COMMENT
LOW	src/services/stock_list_parser.py	961	# token ≤5 letters (``USFD``/``USM``) is a bare US ticker and is	COMMENT
LOW	src/services/stock_list_parser.py	981	# rule, and together they mirror the shape gate at lines 566-585.	COMMENT

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_anspire_search.py	575	print(" Windows PowerShell: $env:ANSPIRE_API_KEYS=\"your_api_key\"")	CODE
HIGH	tests/test_anspire_search.py	576	print(" Linux/Mac: export ANSPIRE_API_KEYS=\"your_api_key\"")	CODE
HIGH	tests/test_anspire_search.py	646	print(" Windows PowerShell: $env:ANSPIRE_API_KEYS=\"your_api_key\"")	CODE
HIGH	tests/test_anspire_search.py	647	print(" Linux/Mac: export ANSPIRE_API_KEYS=\"your_api_key\"")	CODE

Modern AI Meta-Vocabulary6 hits · 14 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	1013	agent_orchestrator_timeout_s: int = 600 # Cooperative timeout budget for the whole multi-agent pipeline	CODE
MEDIUM	src/config.py	1038	agent_event_monitor_enabled: bool = False # Enable periodic event-driven alert checks in schedule mode	CODE
MEDIUM	src/market_analyzer.py	292	# Structural/template language. Korean reuses the English scaffolding;	COMMENT
MEDIUM	src/agent/agents/base_agent.py	242	# Cap per-field size to avoid overwhelming the context window	COMMENT
MEDIUM	src/services/screening/ranker.py	631	# Do NOT fall back to internal 'reasoning_content' (chain-of-thought) as the	COMMENT

AI Slop Vocabulary5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_agent_pipeline.py	3252	"""Test the _safe_int helper for robust sentiment_score parsing."""	STRING
MEDIUM⚡	tests/test_stock_list_parser.py	428	# Parsing the Chinese name must not elevate to index.	COMMENT
MEDIUM⚡	tests/test_stock_list_parser.py	397	# elevate to index status — they degrade to stock (contract #3).	STRING
MEDIUM	src/services/stock_list_parser.py	120	# elevate a bare code to ``asset_type=index`` (contract #1). Other prefixes	COMMENT
MEDIUM	src/services/stock_list_parser.py	619	# re-elevate ``sh000300`` to ``index`` even though the caller asked for	COMMENT

Self-Referential Comments3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_agent_pipeline.py	3335	# 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

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_market_analyzer_generate_text.py	1443		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	556	# Check if the prefix is a known LiteLLM provider; if so, keep it.	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_screening_ranker.py	375	return "I cannot provide structured output."	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings