jiji262/douyin-downloader

42.5

Adjusted Score

42.5

Raw Score

100%

Time Factor

2026-07-13

Last Push

8.8K

Stars

Python

Language

27.0K

Lines of Code

135

Files

774

Pattern Hits

2026-07-14

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 0HIGH 5MEDIUM 115LOW 654

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 774 distinct pattern matches across 13 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 Identifiers436 hits · 456 pts

Severity	File	Line	Snippet	Context
LOW	tools/cookie_fetcher.py	229	async def wait_for_login_confirmation(page: Any, url: str, input_func: Any = input) -> None:	CODE
LOW	tools/cookie_fetcher.py	335	def extract_ms_token_from_text(text: str) -> Optional[str]:	STRING
LOW	core/user_downloader.py	288	async def _recover_user_post_with_browser(	CODE
LOW	core/mix_downloader.py	12	def derive_mix_collection_dir(mix_detail: Optional[Dict[str, Any]], mix_id: Any) -> str:	CODE
LOW	core/transcript_manager.py	50	def resolve_api_key_with_source(	CODE
LOW	core/transcript_manager.py	323	async def _call_openai_transcription(	CODE
LOW	core/transcript_manager.py	385	def _guess_video_content_type(video_path: Path) -> str:	CODE
LOW	core/retry_executor.py	72	def _derive_url_type_for_factory(url_type: Optional[str]) -> str:	CODE
LOW⚡	core/api_client.py	1162	async def _extract_aweme_ids_from_page(self, page) -> List[str]:	CODE
LOW	core/api_client.py	288	def _normalize_paged_response(	CODE
LOW	core/api_client.py	489	async def _build_collect_page_params(self, max_cursor: int, count: int) -> Dict[str, Any]:	CODE
LOW	core/api_client.py	877	async def get_aweme_comment_replies(	CODE
LOW	core/api_client.py	936	async def collect_user_post_ids_via_browser(	CODE
LOW	core/api_client.py	1136	def pop_browser_post_aweme_items(self) -> Dict[str, Dict[str, Any]]:	CODE
LOW⚡	core/api_client.py	1203	async def _wait_for_manual_verification(self, page, *, wait_timeout_seconds: int) -> None:	STRING
LOW	core/video_downloader.py	59	async def _collect_comments_for_existing_video(self, aweme_data: Dict[str, Any]) -> bool:	CODE
LOW	core/downloader_base.py	211	def _mark_local_aweme_downloaded(self, aweme_id: str):	CODE
LOW	core/downloader_base.py	311	def _build_aweme_file_context(	CODE
LOW	core/downloader_base.py	365	async def _collect_comments_for_existing_aweme(	CODE
LOW	core/downloader_base.py	665	async def _download_first_available(	CODE
LOW	core/downloader_base.py	851	def _pick_highest_quality_play_addr(video: Dict[str, Any]) -> Optional[Dict[str, Any]]:	CODE
LOW	core/downloader_base.py	860	def _pick_play_addr_by_quality(	CODE
LOW	core/downloader_base.py	911	def _pick_preferred_play_addr(	CODE
LOW	core/downloader_base.py	948	def _collect_image_url_candidates(self, aweme_data: Dict[str, Any]) -> List[List[str]]:	CODE
LOW	core/downloader_base.py	1030	def _collect_ranked_media_urls(*sources: Tuple[Any, Any, int]) -> List[str]:	CODE
LOW	core/downloader_base.py	1087	def _is_watermarked_media_url(url: str) -> bool:	CODE
LOW	core/user_modes/base_strategy.py	72	def _media_type_filter_enabled(self) -> bool:	CODE
LOW	config/config_loader.py	134	def _is_key_explicit_in_sources(sources: List[Dict[str, Any]], section: str, key: str) -> bool:	CODE
LOW	config/config_loader.py	286	def _candidate_auto_cookie_paths(self) -> List[Path]:	CODE
LOW	auth/ms_token_manager.py	136	def _extract_ms_token_from_headers(headers: Any) -> Optional[str]:	CODE
LOW	tests/test_live_replay_remux.py	90	async def test_remux_falls_back_to_path_ffmpeg(monkeypatch, tmp_path: Path):	CODE
LOW	tests/test_live_replay_remux.py	115	async def test_remux_timeout_kills_reaps_and_removes_partial_output(monkeypatch, tmp_path: Path):	CODE
LOW	tests/test_live_replay_remux.py	142	async def test_remux_subprocess_error_kills_reaps_and_removes_partial_output(	CODE
LOW	tests/test_live_replay_remux.py	167	async def test_remux_cancellation_kills_reaps_and_removes_partial_output(	CODE
LOW⚡	tests/test_api_client.py	10	def test_default_query_uses_existing_ms_token():	CODE
LOW⚡	tests/test_api_client.py	16	def test_build_signed_path_fallbacks_to_xbogus_when_abogus_disabled():	CODE
LOW⚡	tests/test_api_client.py	23	def test_build_signed_path_prefers_abogus(monkeypatch):	CODE
LOW	tests/test_api_client.py	49	def test_browser_fallback_caps_warmup_wait(monkeypatch):	CODE
LOW	tests/test_api_client.py	164	async def test_get_user_post_returns_normalized_dto(monkeypatch):	CODE
LOW	tests/test_api_client.py	194	async def test_live_replay_endpoints_use_episode_paths(monkeypatch):	CODE
LOW	tests/test_api_client.py	235	async def test_live_replay_info_accepts_response_variants(monkeypatch):	CODE
LOW	tests/test_api_client.py	255	async def test_live_replay_info_uses_strict_replay_id_match(monkeypatch):	CODE
LOW	tests/test_api_client.py	278	async def test_live_replay_info_rejects_single_candidate_with_wrong_replay_id(monkeypatch):	CODE
LOW	tests/test_api_client.py	295	async def test_user_mode_endpoints_use_shared_paged_normalization(monkeypatch):	CODE
LOW	tests/test_api_client.py	329	async def test_collect_endpoints_use_expected_paths_and_normalization(monkeypatch):	CODE
LOW	tests/test_api_client.py	382	async def test_mix_and_music_endpoints_are_normalized(monkeypatch):	CODE
LOW	tests/test_api_client.py	463	async def test_get_video_detail_retries_with_different_aid_on_filter():	CODE
LOW	tests/test_api_client.py	504	async def test_get_video_detail_returns_on_first_success():	CODE
LOW	tests/test_comments_collector.py	25	async def test_collector_paginates_until_no_more(tmp_path):	CODE
LOW	tests/test_comments_collector.py	52	async def test_collector_respects_max_comments(tmp_path):	CODE
LOW	tests/test_comments_collector.py	75	async def test_collector_deduplicates_by_cid(tmp_path):	CODE
LOW	tests/test_comments_collector.py	94	async def test_collector_stops_when_cursor_stuck(tmp_path):	CODE
LOW	tests/test_comments_collector.py	111	async def test_collector_returns_none_on_api_error(tmp_path):	CODE
LOW⚡	tests/test_notifier_redactor_property.py	87	def test_mask_credential_never_leaks_middle(value: str) -> None:	CODE
LOW⚡	tests/test_notifier_redactor_property.py	122	def test_mask_credential_short_inputs_collapse_to_stars(value: str) -> None:	CODE
LOW⚡	tests/test_notifier_redactor_property.py	138	def test_masked_config_bark_device_key_never_leaks(device_key: str) -> None:	CODE
LOW⚡	tests/test_notifier_redactor_property.py	187	def test_masked_config_telegram_bot_token_never_leaks(bot_token: str) -> None:	CODE
LOW⚡	tests/test_notifier_redactor_property.py	228	def test_masked_config_webhook_url_query_never_leaks(	CODE
LOW⚡	tests/test_notifier_redactor_property.py	273	def test_masked_config_unknown_type_returns_deep_copy(secret: str) -> None:	CODE
LOW⚡	tests/test_downloader_author_sec_uid.py	46	def test_extract_returns_sec_uid_when_present():	CODE
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Decorative Section Separators112 hits · 423 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/audio_extraction.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/transcript_manager.py	194	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/transcript_manager.py	200	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	131	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	133	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	180	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	216	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	218	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	266	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_notifier_redactor_property.py	268	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_notifier_redactor_property.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_notifier_redactor_property.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_downloader_author_sec_uid.py	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_downloader_author_sec_uid.py	252	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database.py	307	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database.py	309	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	201	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	318	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	320	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	363	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	365	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	419	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	421	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	536	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	538	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	105	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	267	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	193	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	214	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	216	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	247	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database_migration.py	249	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_database_migration.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_database_migration.py	23	# ---------------------------------------------------------------------------	COMMENT
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Excessive Try-Catch Wrapping88 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	tools/cookie_fetcher.py	110	except Exception:	CODE
LOW	tools/cookie_fetcher.py	197	except Exception as exc:	CODE
LOW	tools/cookie_fetcher.py	213	except Exception as exc:	CODE
LOW	tools/cookie_fetcher.py	244	except Exception as exc:	CODE
LOW	tools/cookie_fetcher.py	250	except Exception as exc:	CODE
LOW	tools/cookie_fetcher.py	287	except Exception:	CODE
LOW	tools/cookie_fetcher.py	329	except Exception:	STRING
LOW	core/music_downloader.py	200	except Exception as exc:	CODE
LOW	core/music_downloader.py	210	except Exception as exc:	CODE
LOW⚡	core/audio_extraction.py	160	except Exception as exc: # imageio_ffmpeg raises RuntimeError on	CODE
LOW	core/audio_extraction.py	199	except Exception as exc:	CODE
LOW	core/audio_extraction.py	361	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	core/audio_extraction.py	369	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	core/discovery.py	81	except Exception: # noqa: BLE001	CODE
LOW⚡	core/user_downloader.py	314	except Exception as exc:	CODE
LOW⚡	core/user_downloader.py	323	except Exception as exc:	CODE
LOW⚡	core/user_downloader.py	328	except Exception as exc:	CODE
LOW	core/mix_downloader.py	133	except Exception as exc:	CODE
LOW	core/ffmpeg.py	15	except Exception:	CODE
LOW	core/transcript_manager.py	152	except Exception:	CODE
LOW	core/transcript_manager.py	274	except Exception as exc:	CODE
LOW	core/transcript_manager.py	302	except Exception as exc: # noqa: BLE001 — broad is correct here	CODE
LOW	core/live_downloader.py	103	except Exception as exc:	CODE
LOW	core/live_downloader.py	255	except Exception:	CODE
LOW	core/live_downloader.py	260	except Exception as exc:	CODE
LOW	core/live_downloader.py	310	except Exception as exc:	CODE
LOW	core/comments_collector.py	76	except Exception as exc:	CODE
LOW	core/retry_executor.py	183	except Exception:	CODE
LOW	core/retry_executor.py	191	except Exception:	CODE
LOW	core/retry_executor.py	215	except Exception:	CODE
LOW	core/retry_executor.py	232	except Exception:	CODE
LOW	core/retry_executor.py	244	except Exception as exc: # pragma: no cover — defensive	CODE
LOW	core/retry_executor.py	261	except Exception:	CODE
LOW	core/retry_executor.py	270	except Exception:	CODE
LOW	core/api_client.py	17	except Exception: # pragma: no cover - optional dependency	CODE
LOW	core/api_client.py	195	except Exception as exc:	CODE
LOW	core/api_client.py	238	except Exception:	CODE
LOW	core/api_client.py	243	except Exception:	CODE
LOW	core/api_client.py	269	except Exception as exc:	CODE
LOW	core/api_client.py	873	except Exception as exc: # noqa: BLE001	CODE
LOW	core/api_client.py	932	except Exception as e:	CODE
LOW	core/api_client.py	948	except Exception as exc:	CODE
LOW	core/api_client.py	1002	except Exception:	CODE
LOW	core/api_client.py	1032	except Exception as exc:	CODE
LOW	core/api_client.py	1041	except Exception:	CODE
LOW	core/api_client.py	1061	except Exception as exc:	CODE
LOW	core/api_client.py	1097	except Exception as exc:	CODE
LOW	core/api_client.py	1108	except Exception as exc:	CODE
LOW⚡	core/api_client.py	1199	except Exception as exc:	STRING
LOW⚡	core/api_client.py	1212	except Exception:	STRING
LOW	core/live_replay_downloader.py	258	except Exception as exc:	CODE
LOW⚡	core/live_replay_downloader.py	272	except Exception as exc:	CODE
LOW⚡	core/live_replay_downloader.py	276	except Exception as exc:	CODE
LOW⚡	core/live_replay_downloader.py	284	except Exception:	CODE
LOW⚡	core/downloader_base.py	97	except Exception as exc:	CODE
LOW⚡	core/downloader_base.py	105	except Exception as exc:	CODE
LOW⚡	core/downloader_base.py	113	except Exception as exc:	CODE
LOW	core/downloader_base.py	134	except Exception as exc: # pragma: no cover — defensive	CODE
LOW	core/downloader_base.py	657	except Exception as error:	CODE
LOW	core/user_modes/base_strategy.py	240	except Exception as exc:	CODE
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Unused Imports74 hits · 71 pts

Severity	File	Line	Context
LOW	core/music_downloader.py	1	CODE
LOW	core/user_mode_registry.py	1	CODE
LOW	core/metadata.py	9	CODE
LOW	core/audio_extraction.py	8	CODE
LOW	core/discovery.py	6	CODE
LOW	core/discovery.py	19	CODE
LOW	core/user_downloader.py	1	CODE
LOW	core/mix_downloader.py	1	CODE
LOW	core/ffmpeg.py	3	CODE
LOW	core/__init__.py	1	CODE
LOW	core/__init__.py	1	CODE
LOW	core/__init__.py	2	CODE
LOW	core/__init__.py	3	CODE
LOW	core/__init__.py	4	CODE
LOW	core/__init__.py	5	CODE
LOW	core/live_downloader.py	17	CODE
LOW	core/comments_collector.py	10	CODE
LOW	core/comments_collector.py	19	CODE
LOW	core/comments_collector.py	20	CODE
LOW	core/retry_executor.py	31	CODE
LOW	core/api_client.py	1	CODE
LOW	core/live_replay_downloader.py	3	CODE
LOW	core/user_modes/post_strategy.py	1	CODE
LOW	core/user_modes/base_strategy.py	1	CODE
LOW	core/user_modes/base_strategy.py	10	CODE
LOW	core/user_modes/__init__.py	1	CODE
LOW	core/user_modes/__init__.py	2	CODE
LOW	core/user_modes/__init__.py	3	CODE
LOW	core/user_modes/__init__.py	4	CODE
LOW	core/user_modes/__init__.py	5	CODE
LOW	core/user_modes/__init__.py	6	CODE
LOW	core/user_modes/__init__.py	7	CODE
LOW	core/user_modes/collect_strategy.py	1	CODE
LOW	core/user_modes/music_strategy.py	1	CODE
LOW	core/user_modes/collect_mix_strategy.py	1	CODE
LOW	core/user_modes/mix_strategy.py	1	CODE
LOW	config/__init__.py	1	CODE
LOW	config/__init__.py	2	CODE
LOW	auth/__init__.py	1	CODE
LOW	auth/__init__.py	2	CODE
LOW	auth/ms_token_manager.py	1	CODE
LOW	tests/test_notifier_redactor_property.py	31	CODE
LOW	tests/test_downloader_author_sec_uid.py	27	CODE
LOW	tests/test_transcript_manager_audio.py	17	CODE
LOW	tests/test_config_loader_save.py	9	CODE
LOW	tests/test_database_migration.py	281	CODE
LOW	tests/test_comments_download_behavior.py	3	CODE
LOW	tests/test_silent_audio.py	7	CODE
LOW	tests/test_database_top_authors.py	30	CODE
LOW	tests/test_proxy_validator_parity.py	30	CODE
LOW	tests/test_downloader_naming_templates.py	11	CODE
LOW	tests/test_naming.py	8	CODE
LOW	tests/test_download_proxy_passthrough.py	15	CODE
LOW	tests/test_audio_extraction.py	13	CODE
LOW	server/jobs.py	6	CODE
LOW	server/app.py	10	CODE
LOW	utils/naming.py	24	CODE
LOW	utils/notifier.py	31	CODE
LOW	utils/__init__.py	1	CODE
LOW	utils/__init__.py	1	CODE
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Cross-Language Confusion5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH	tools/cookie_fetcher.py	294	if (typeof v === 'string' && v.trim()) values.push(v.trim());	CODE
HIGH⚡	core/api_client.py	1168	if (!id \|\| seen.has(id)) return;	CODE
HIGH⚡	core/api_client.py	1170	result.push(id);	CODE
HIGH⚡	core/api_client.py	1176	while ((match = pattern.exec(text)) !== null) {	CODE
HIGH	cli/login_flow.py	51	"\n pip install playwright && playwright install chromium"	CODE

Deep Nesting19 hits · 18 pts

Severity	File	Line	Context
LOW	core/downloader_factory.py	22	CODE
LOW	core/user_downloader.py	202	CODE
LOW	core/url_parser.py	13	CODE
LOW	core/retry_executor.py	89	CODE
LOW	core/api_client.py	199	CODE
LOW	core/api_client.py	936	CODE
LOW	core/downloader_base.py	191	CODE
LOW	core/downloader_base.py	398	CODE
LOW	core/downloader_base.py	730	CODE
LOW	core/user_modes/post_strategy.py	15	CODE
LOW	core/user_modes/base_strategy.py	84	CODE
LOW	core/user_modes/base_strategy.py	202	CODE
LOW	core/user_modes/collect_strategy.py	78	CODE
LOW	config/config_loader.py	67	CODE
LOW	config/config_loader.py	180	CODE
LOW	utils/notifier.py	82	CODE
LOW	cli/main.py	34	CODE
LOW	cli/whisper_transcribe.py	286	CODE
LOW	storage/database.py	73	CODE

Modern Structural Boilerplate17 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	tools/cookie_fetcher.py	369	def update_config(config_path: Path, cookies: Dict[str, str]) -> None:	STRING
LOW	core/audio_extraction.py	385	__all__ = [	CODE
LOW	core/__init__.py	7	__all__ = [	CODE
LOW	core/silent_audio.py	109	__all__ = ["SILENT_1S_MP3_BYTES"]	CODE
LOW	core/downloader_base.py	29	def update_step(self, step: str, detail: str = "") -> None: ...	CODE
LOW	core/downloader_base.py	31	def set_item_total(self, total: int, detail: str = "") -> None: ...	CODE
LOW	core/user_modes/__init__.py	9	__all__ = [	CODE
LOW	config/__init__.py	4	__all__ = ["ConfigLoader", "DEFAULT_CONFIG"]	CODE
LOW	auth/__init__.py	4	__all__ = ["CookieManager", "MsTokenManager"]	CODE
LOW	tests/test_video_downloader.py	22	def update_step(self, step: str, detail: str = "") -> None:	CODE
LOW	tests/test_video_downloader.py	25	def set_item_total(self, total: int, detail: str = "") -> None:	CODE
LOW	tests/test_user_downloader.py	44	def update_step(self, step: str, detail: str = "") -> None:	CODE
LOW	tests/test_user_downloader.py	47	def set_item_total(self, total: int, detail: str = "") -> None:	CODE
LOW	utils/__init__.py	6	__all__ = [	CODE
LOW	utils/logger.py	45	def set_console_log_level(level: int) -> None:	CODE
LOW	storage/__init__.py	5	__all__ = ["Database", "FileManager", "MetadataHandler"]	CODE
LOW	control/__init__.py	5	__all__ = ["RateLimiter", "RetryHandler", "QueueManager"]	CODE

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/audio_extraction.py	155	# Step 1: resolve binary path	COMMENT
LOW	core/audio_extraction.py	178	# Step 2: probe `<ffmpeg> -version`	COMMENT
LOW⚡	cli/whisper_transcribe.py	341	# Step 1: 提取音频	COMMENT
LOW⚡	cli/whisper_transcribe.py	349	# Step 2: Whisper 识别	COMMENT
LOW⚡	cli/whisper_transcribe.py	358	# Step 3: 繁转简	COMMENT
LOW⚡	cli/whisper_transcribe.py	366	# Step 4: 写文件	COMMENT

Structural Annotation Overuse6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/audio_extraction.py	155	# Step 1: resolve binary path	COMMENT
LOW	core/audio_extraction.py	178	# Step 2: probe `<ffmpeg> -version`	COMMENT
LOW⚡	cli/whisper_transcribe.py	341	# Step 1: 提取音频	COMMENT
LOW⚡	cli/whisper_transcribe.py	349	# Step 2: Whisper 识别	COMMENT
LOW⚡	cli/whisper_transcribe.py	358	# Step 3: 繁转简	COMMENT
LOW⚡	cli/whisper_transcribe.py	366	# Step 4: 写文件	COMMENT

Over-Commented Block6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	config.example.yml	101	notifications:	COMMENT
LOW	tests/test_notifier_redactor_property.py	41		COMMENT
LOW	tests/test_notifier_redactor_property.py	101	# Skip the middle-leak assertion when the middle is unavoidably a	COMMENT
LOW	utils/xbogus.py	1	# ==============================================================================	COMMENT
LOW	utils/abogus.py	861	# start = time.time()	COMMENT
LOW	cli/__init__.py	1	# cli package — entry point is cli.main:main (see pyproject.toml).	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	core/retry_executor.py	89	CODE
LOW	storage/database.py	371	CODE
LOW	storage/file_manager.py	39	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils/xbogus.py	4	# This file is part of the Douyin_TikTok_Download_API project.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/main.py	140	# crashing the whole batch. Keeps multi-URL CLI runs robust while	COMMENT

Analysis Overview

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