jiji262/douyin-downloader

44.6

Adjusted Score

44.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

9.5K

Stars

Python

Language

35.3K

Lines of Code

152

Files

1.1K

Pattern Hits

2026-08-29

Scan Date

0.11

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 17MEDIUM 141LOW 919

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 1077 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 Identifiers672 hits · 673 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	153	async def _save_homepage_screenshot(	CODE
LOW	core/user_downloader.py	196	async def _resolve_user_info_logged(self, sec_uid: str, modes: List[str]) -> Dict[str, Any]:	CODE
LOW	core/user_downloader.py	467	async def _recover_user_post_with_browser(	CODE
LOW	core/user_downloader.py	622	def _post_recovery_limit_reached(	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	317	async def _call_openai_transcription(	CODE
LOW	core/transcript_manager.py	382	def _guess_video_content_type(video_path: Path) -> str:	CODE
LOW	core/retry_executor.py	70	def _derive_url_type_for_factory(url_type: Optional[str]) -> str:	CODE
LOW⚡	core/api_client.py	1784	async def _extract_aweme_ids_from_page(self, page) -> List[str]:	CODE
LOW	core/api_client.py	561	def _payload_from_bridge_result(self, result: Any, path: str, started: float) -> Dict[str, Any]:	CODE
LOW	core/api_client.py	631	def _normalize_paged_response(	CODE
LOW	core/api_client.py	832	async def _build_collect_page_params(self, max_cursor: int, count: int) -> Dict[str, Any]:	CODE
LOW	core/api_client.py	997	def _normalize_live_room_response(raw: Dict[str, Any]) -> Optional[Dict[str, Any]]:	CODE
LOW	core/api_client.py	1028	def _extract_live_room_from_html(html: str) -> Optional[Dict[str, Any]]:	CODE
LOW	core/api_client.py	1044	async def _fetch_live_room_from_page(self, web_rid: str) -> Optional[Dict[str, Any]]:	CODE
LOW	core/api_client.py	1327	async def get_aweme_comment_replies(	CODE
LOW	core/api_client.py	1386	async def save_user_homepage_screenshot(	CODE
LOW	core/api_client.py	1500	def _emit_homepage_screenshot_request(	CODE
LOW	core/api_client.py	1532	async def collect_user_post_ids_via_browser(	CODE
LOW	core/api_client.py	1758	def pop_browser_post_aweme_items(self) -> Dict[str, Dict[str, Any]]:	CODE
LOW⚡	core/api_client.py	1825	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	162	def _report_author_output_dir(	CODE
LOW	core/downloader_base.py	269	def _redownload_missing_files_enabled(self) -> bool:	CODE
LOW	core/downloader_base.py	275	async def _ensure_local_aweme_index(self) -> None:	CODE
LOW	core/downloader_base.py	330	def _mark_local_aweme_downloaded(self, aweme_id: str):	CODE
LOW	core/downloader_base.py	440	def _build_aweme_file_context(	CODE
LOW	core/downloader_base.py	496	async def _collect_comments_for_existing_aweme(	CODE
LOW	core/downloader_base.py	865	async def _download_video_with_fallback(	CODE
LOW	core/downloader_base.py	927	async def _run_within_item_deadline(self, awaitable, save_path: Path) -> bool:	CODE
LOW	core/downloader_base.py	941	async def _download_first_available(	CODE
LOW	core/downloader_base.py	1020	def _build_video_url_candidates(	CODE
LOW	core/downloader_base.py	1057	def _partition_video_candidates(	CODE
LOW	core/downloader_base.py	1147	async def _maybe_promote_original_candidate(	CODE
LOW	core/downloader_base.py	1192	async def _probe_original_play_source(	CODE
LOW	core/downloader_base.py	1306	def _pick_highest_quality_play_addr(video: Dict[str, Any]) -> Optional[Dict[str, Any]]:	CODE
LOW	core/downloader_base.py	1315	def _pick_play_addr_by_quality(	CODE
LOW	core/downloader_base.py	1366	def _pick_preferred_play_addr(	CODE
LOW	core/downloader_base.py	1403	def _collect_image_url_candidates(self, aweme_data: Dict[str, Any]) -> List[List[str]]:	CODE
LOW	core/downloader_base.py	1485	def _collect_ranked_media_urls(*sources: Tuple[Any, Any, int]) -> List[str]:	CODE
LOW	core/downloader_base.py	1542	def _is_watermarked_media_url(url: str) -> bool:	CODE
LOW	core/user_modes/post_strategy.py	123	def _time_boundary_for_config(self) -> PostTimeBoundary:	CODE
LOW	core/user_modes/post_strategy.py	151	def _report_time_boundary_stop(self, page_number: int, raw_items_seen: int) -> None:	CODE
LOW	core/user_modes/post_strategy.py	264	def _empty_page_is_restricted(page: Dict[str, Any], request_cursor: int) -> 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	289	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	14	def test_default_query_uses_existing_ms_token():	CODE
LOW⚡	tests/test_api_client.py	20	def test_build_signed_path_fallbacks_to_xbogus_when_abogus_disabled():	CODE
LOW⚡	tests/test_api_client.py	27	def test_build_signed_path_accepts_absolute_base_override():	CODE
LOW⚡	tests/test_api_client.py	949	async def test_bridge_login_required_body_raises_login_required_error():	CODE
LOW⚡	tests/test_api_client.py	959	async def test_bridge_not_logged_in_maps_to_login_required_error():	CODE
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Decorative Section Separators138 hits · 531 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/audio_extraction.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/audio_extraction.py	224	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/transcript_manager.py	194	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/transcript_manager.py	200	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_api_client.py	859	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_api_client.py	861	# ---------------------------------------------------------------------------	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	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	74	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	350	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_downloader_author_sec_uid.py	358	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_downloader_author_sec_uid.py	251	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_downloader_author_sec_uid.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_database.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	198	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	315	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	358	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	411	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	413	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	589	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_transcript_manager_audio.py	591	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	142	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_transcript_manager_audio.py	262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_download_slow_node_guard.py	38	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_download_slow_node_guard.py	40	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_download_slow_node_guard.py	73	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_download_slow_node_guard.py	75	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_download_slow_node_guard.py	197	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_download_slow_node_guard.py	199	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_manifest_author_fields.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_manifest_author_fields.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_manifest_author_fields.py	84	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_manifest_author_fields.py	86	# ---------------------------------------------------------------------------	COMMENT
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Cross-Language Confusion17 hits · 115 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	74	style.opacity !== "0" && rect.width > 0 && rect.height > 0 &&	CODE
HIGH⚡	core/api_client.py	75	rect.bottom > 0 && rect.top < Math.max(window.innerHeight \|\| 0, 900);	CODE
HIGH⚡	core/api_client.py	75	rect.bottom > 0 && rect.top < Math.max(window.innerHeight \|\| 0, 900);	CODE
HIGH⚡	core/api_client.py	94	const text = normalize(element.innerText \|\| element.textContent);	CODE
HIGH⚡	core/api_client.py	95	if (!text \|\| text.length > 1500) return null;	CODE
HIGH⚡	core/api_client.py	95	if (!text \|\| text.length > 1500) return null;	CODE
HIGH⚡	core/api_client.py	101	if (!values[1] \|\| Math.max(beforeCount, afterCount) < 2) return null;	CODE
HIGH⚡	core/api_client.py	102	if (expectedNickname && !text.includes(expectedNickname)) return null;	CODE
HIGH⚡	core/api_client.py	109	if (document.fonts && document.fonts.status !== "loaded") return reset();	CODE
HIGH⚡	core/api_client.py	1790	if (!id \|\| seen.has(id)) return;	CODE
HIGH⚡	core/api_client.py	1792	result.push(id);	CODE
HIGH⚡	core/api_client.py	1798	while ((match = pattern.exec(text)) !== null) {	CODE
HIGH	core/api_client.py	61	const bodyText = normalize(document.body.innerText \|\| document.body.textContent);	CODE
HIGH	core/api_client.py	1032	args = json.loads(call[len("self.__pace_f.push(") : -1])	CODE
HIGH	tests/test_api_client.py	453	html = f"<script>self.__pace_f.push({json.dumps([1, flight])})</script>"	CODE
HIGH	cli/login_flow.py	51	"\n pip install playwright && playwright install chromium"	CODE

Excessive Try-Catch Wrapping109 hits · 104 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	206	except Exception as exc:	CODE
LOW	core/music_downloader.py	216	except Exception as exc:	CODE
LOW⚡	core/audio_extraction.py	159	except Exception as exc: # imageio_ffmpeg raises RuntimeError on	CODE
LOW	core/audio_extraction.py	196	except Exception as exc:	CODE
LOW	core/audio_extraction.py	347	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	core/audio_extraction.py	353	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	core/discovery.py	81	except Exception: # noqa: BLE001	CODE
LOW	core/user_downloader.py	107	except Exception as exc: # noqa: BLE001 - 任何失败都归为"解析不出账号"	CODE
LOW	core/user_downloader.py	150	except Exception as exc:	CODE
LOW	core/user_downloader.py	185	except Exception as exc:	CODE
LOW	core/user_downloader.py	512	except Exception:	CODE
LOW	core/user_downloader.py	524	except Exception as exc:	CODE
LOW	core/user_downloader.py	529	except Exception as exc:	CODE
LOW	core/user_downloader.py	572	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	270	except Exception as exc:	CODE
LOW	core/transcript_manager.py	296	except Exception as exc: # noqa: BLE001 — broad is correct here	CODE
LOW	core/live_downloader.py	109	except Exception as exc:	CODE
LOW	core/live_downloader.py	264	except Exception:	CODE
LOW	core/live_downloader.py	269	except Exception as exc:	CODE
LOW	core/live_downloader.py	319	except Exception as exc:	CODE
LOW	core/comments_collector.py	76	except Exception as exc:	CODE
LOW	core/retry_executor.py	181	except Exception:	CODE
LOW	core/retry_executor.py	189	except Exception:	CODE
LOW	core/retry_executor.py	213	except Exception:	CODE
LOW	core/retry_executor.py	230	except Exception:	CODE
LOW	core/retry_executor.py	242	except Exception as exc: # pragma: no cover — defensive	CODE
LOW	core/retry_executor.py	259	except Exception:	CODE
LOW	core/retry_executor.py	268	except Exception:	CODE
LOW	core/api_client.py	24	except Exception: # pragma: no cover - optional dependency	CODE
LOW	core/api_client.py	394	except Exception as exc:	CODE
LOW	core/api_client.py	474	except Exception:	CODE
LOW	core/api_client.py	479	except Exception:	CODE
LOW	core/api_client.py	523	except Exception as exc:	CODE
LOW	core/api_client.py	614	except Exception as exc:	CODE
LOW	core/api_client.py	1058	except Exception as exc:	CODE
LOW	core/api_client.py	1323	except Exception as exc: # noqa: BLE001	CODE
LOW	core/api_client.py	1382	except Exception as e:	CODE
LOW	core/api_client.py	1402	except Exception as exc:	CODE
LOW	core/api_client.py	1463	except Exception as exc:	CODE
LOW	core/api_client.py	1470	except Exception:	CODE
LOW	core/api_client.py	1484	except Exception as exc:	CODE
LOW	core/api_client.py	1528	except Exception as exc:	CODE
LOW	core/api_client.py	1545	except Exception as exc:	CODE
LOW	core/api_client.py	1616	except Exception:	CODE
LOW	core/api_client.py	1646	except Exception as exc:	CODE
LOW	core/api_client.py	1655	except Exception:	CODE
LOW	core/api_client.py	1680	except Exception as exc:	CODE
LOW	core/api_client.py	1716	except Exception as exc:	CODE
LOW	core/api_client.py	1727	except Exception as exc:	CODE
LOW⚡	core/api_client.py	1821	except Exception as exc:	STRING
49 more matches not shown…

Unused Imports78 hits · 75 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	9	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	29	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/post_time_boundary.py	1	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_downloader_output_dir_report.py	9	CODE
LOW	tests/test_transcript_manager_audio.py	18	CODE
LOW	tests/test_manifest_author_fields.py	22	CODE
LOW	tests/test_config_loader_save.py	9	CODE
LOW	tests/test_comments_download_behavior.py	3	CODE
LOW	tests/test_api_client_risk_control.py	12	CODE
LOW	tests/test_silent_audio.py	8	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	14	CODE
LOW	server/jobs.py	6	CODE
LOW	server/app.py	10	CODE
LOW	utils/naming.py	7	CODE
18 more matches not shown…

Modern Structural Boilerplate19 hits · 18 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	369	__all__ = [	CODE
LOW	core/__init__.py	7	__all__ = [	CODE
LOW	core/silent_audio.py	110	__all__ = ["SILENT_1S_MP3_BYTES"]	CODE
LOW	core/downloader_base.py	47	def update_step(self, step: str, detail: str = "") -> None: ...	CODE
LOW	core/downloader_base.py	49	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_downloader_output_dir_report.py	27	def update_step(self, step: str, detail: str = "") -> None:	CODE
LOW	tests/test_downloader_output_dir_report.py	30	def set_item_total(self, total: int, detail: str = "") -> None:	CODE
LOW	tests/test_video_downloader.py	23	def update_step(self, step: str, detail: str = "") -> None:	CODE
LOW	tests/test_video_downloader.py	26	def set_item_total(self, total: int, detail: str = "") -> None:	CODE
LOW	tests/test_user_downloader.py	46	def update_step(self, step: str, detail: str = "") -> None:	CODE
LOW	tests/test_user_downloader.py	49	def set_item_total(self, total: int, detail: str = "") -> None:	CODE
LOW	utils/__init__.py	6	__all__ = [	CODE
LOW	utils/logger.py	62	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

Deep Nesting20 hits · 16 pts

Severity	File	Line	Context
LOW	core/downloader_factory.py	22	CODE
LOW	core/user_downloader.py	372	CODE
LOW	core/url_parser.py	13	CODE
LOW	core/retry_executor.py	87	CODE
LOW	core/api_client.py	398	CODE
LOW	core/api_client.py	1386	CODE
LOW	core/api_client.py	1500	CODE
LOW	core/api_client.py	1532	CODE
LOW	core/downloader_base.py	304	CODE
LOW	core/downloader_base.py	529	CODE
LOW	core/downloader_base.py	1057	CODE
LOW	core/user_modes/base_strategy.py	84	CODE
LOW	core/user_modes/base_strategy.py	171	CODE
LOW	core/user_modes/collect_strategy.py	78	CODE
LOW	config/config_loader.py	67	CODE
LOW	config/config_loader.py	183	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

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/audio_extraction.py	153	# Step 1: resolve binary path	COMMENT
LOW	core/audio_extraction.py	175	# 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	153	# Step 1: resolve binary path	COMMENT
LOW	core/audio_extraction.py	175	# 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 Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	config.example.yml	121	# 下载完成通知（可选）。providers 支持 bark / telegram / webhook	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
LOW	storage/file_manager.py	21	_SEC_UID_ILLEGAL_RE = re.compile(r'[<>:"/\\\|?*\x00-\x1f]')	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	core/retry_executor.py	87	CODE
LOW	storage/database.py	371	CODE
LOW	storage/file_manager.py	159	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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Severity Breakdown

Directory Score Breakdown

Pattern Findings