ankitects/anki

6.2

Adjusted Score

6.2

Raw Score

100%

Time Factor

2026-07-13

Last Push

29.1K

Stars

Rust

Language

189.0K

Lines of Code

1.4K

Files

1.1K

Pattern Hits

2026-07-14

Scan Date

0.00

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 1HIGH 5MEDIUM 23LOW 1073

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 1102 distinct pattern matches across 17 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.

Unused Imports400 hits · 382 pts

Severity	File	Line	Context
LOW	tools/mintlify_hooks.py	3	CODE
LOW	tools/__init__.py	3	CODE
LOW	tools/tests/test_mintlify_hooks.py	3	CODE
LOW	pylib/hatch_build.py	5	CODE
LOW	pylib/hatch_build.py	6	CODE
LOW	pylib/tools/hookslib.py	8	CODE
LOW	pylib/tests/test_stats.py	7	CODE
LOW	pylib/tests/test_exporting.py	4	CODE
LOW	pylib/tests/test_exporting.py	10	CODE
LOW	pylib/tests/test_schedv3.py	5	CODE
LOW	pylib/tests/test_schedv3.py	7	CODE
LOW	pylib/tests/test_schedv3.py	8	CODE
LOW	pylib/tests/test_schedv3.py	10	CODE
LOW	pylib/tests/test_schedv3.py	12	CODE
LOW	pylib/tests/test_schedv3.py	13	CODE
LOW	pylib/tests/test_collection.py	8	CODE
LOW	pylib/tests/test_collection.py	12	CODE
LOW	pylib/tests/shared.py	4	CODE
LOW	pylib/tests/test_importing.py	9	CODE
LOW	pylib/tests/test_importing.py	11	CODE
LOW	pylib/tests/test_find.py	8	CODE
LOW	pylib/tests/test_models.py	6	CODE
LOW	pylib/tests/test_models.py	11	CODE
LOW	pylib/tests/test_httpclient.py	4	CODE
LOW	pylib/anki/tags.py	12	CODE
LOW	pylib/anki/lang.py	4	CODE
LOW	pylib/anki/sound.py	10	CODE
LOW	pylib/anki/db.py	12	CODE
LOW	pylib/anki/hooks.py	14	CODE
LOW	pylib/anki/hooks.py	22	CODE
LOW	pylib/anki/media.py	4	CODE
LOW	pylib/anki/media.py	15	CODE
LOW	pylib/anki/config.py	20	CODE
LOW	pylib/anki/httpclient.py	8	CODE
LOW	pylib/anki/models.py	4	CODE
LOW	pylib/anki/models.py	19	CODE
LOW	pylib/anki/_backend.py	4	CODE
LOW	pylib/anki/_backend.py	14	CODE
LOW	pylib/anki/stdmodels.py	4	CODE
LOW	pylib/anki/cards.py	4	CODE
LOW	pylib/anki/cards.py	17	CODE
LOW	pylib/anki/notes.py	4	CODE
LOW	pylib/anki/consts.py	4	CODE
LOW	pylib/anki/exporting.py	5	CODE
LOW	pylib/anki/utils.py	4	CODE
LOW	pylib/anki/dbproxy.py	4	CODE
LOW	pylib/anki/dbproxy.py	13	CODE
LOW	pylib/anki/stats.py	5	CODE
LOW	pylib/anki/stats.py	15	CODE
LOW	pylib/anki/collection.py	4	CODE
LOW	pylib/anki/collection.py	78	CODE
LOW	pylib/anki/template.py	29	CODE
LOW	pylib/anki/find.py	5	CODE
LOW	pylib/anki/errors.py	4	CODE
LOW	pylib/anki/rsbackend.py	9	CODE
LOW	pylib/anki/rsbackend.py	10	CODE
LOW	pylib/anki/rsbackend.py	10	CODE
LOW	pylib/anki/rsbackend.py	11	CODE
LOW	pylib/anki/rsbackend.py	12	CODE
LOW	pylib/anki/rsbackend.py	13	CODE
340 more matches not shown…

Hyper-Verbose Identifiers320 hits · 340 pts

Severity	File	Line	Snippet	Context
LOW	tools/tests/test_mintlify_hooks.py	10	def test_signature_includes_arguments_and_return_type() -> None:	CODE
LOW	tools/tests/test_mintlify_hooks.py	22	def test_render_hook_marks_deprecated_docstring() -> None:	CODE
LOW	tools/tests/test_mintlify_hooks.py	45	def test_render_hook_marks_obsolete_docstring() -> None:	CODE
LOW	tools/tests/test_mintlify_hooks.py	56	def test_safe_escapes_mdx_sensitive_text() -> None:	CODE
LOW	pylib/tests/test_utils.py	52	def test_int_version_rejects_garbage():	CODE
LOW	pylib/tests/test_schedv3.py	627	def test_filt_reviewing_early_normal():	CODE
LOW⚡	pylib/tests/test_sound.py	9	def test_sound_tag_path_relative_joins_media_folder(tmp_path):	CODE
LOW⚡	pylib/tests/test_sound.py	14	def test_sound_tag_path_absolute_ignores_media_folder():	CODE
LOW⚡	pylib/tests/test_sound.py	20	def test_sound_tag_path_with_directory_separator_uses_abspath():	CODE
LOW⚡	pylib/tests/test_sound.py	29	def test_sound_tag_path_applies_media_file_filter(monkeypatch, tmp_path):	CODE
LOW⚡	pylib/tests/test_sound.py	41	def test_strip_av_refs_removes_play_tag():	CODE
LOW⚡	pylib/tests/test_sound.py	45	def test_strip_av_refs_leaves_unrelated_text_unchanged():	CODE
LOW⚡	pylib/tests/test_sound.py	49	def test_strip_av_refs_removes_multiple_tags():	CODE
LOW⚡	pylib/tests/test_sound.py	53	def test_av_ref_re_matches_question_side():	CODE
LOW⚡	pylib/tests/test_sound.py	60	def test_av_ref_re_matches_answer_side():	CODE
LOW⚡	pylib/tests/test_sound.py	67	def test_av_ref_re_does_not_match_legacy_sound_tag():	CODE
LOW	pylib/tests/test_importing.py	244	def test_tsv_tag_multiple_tags():	CODE
LOW	pylib/tests/test_importing.py	278	def test_csv_tag_only_if_modified():	CODE
LOW⚡	pylib/tests/test_hooks.py	17	def test_run_hook_calls_registered_callback():	CODE
LOW⚡	pylib/tests/test_hooks.py	26	def test_hook_callback_is_retrievable_by_name():	CODE
LOW⚡	pylib/tests/test_hooks.py	35	def test_run_filter_transforms_and_returns_value():	CODE
LOW⚡	pylib/tests/test_hooks.py	43	def test_run_filter_chains_multiple_functions():	CODE
LOW	pylib/tests/test_hooks.py	55	def test_rem_hook_prevents_callback_from_being_called():	CODE
LOW	pylib/tests/test_hooks.py	64	def test_exception_in_hook_does_not_silently_swallow():	CODE
LOW	pylib/tests/test_hooks.py	75	def test_exception_in_hook_stops_subsequent_hooks():	CODE
LOW	pylib/tests/test_hooks.py	92	def test_exception_in_filter_does_not_silently_swallow():	CODE
LOW	pylib/tests/test_hooks.py	101	def test_wrap_after_calls_old_then_new():	CODE
LOW	pylib/tests/test_hooks.py	117	def test_wrap_before_calls_new_then_old():	CODE
LOW	pylib/tests/test_hooks.py	133	def test_wrap_around_receives_old_as_callable():	CODE
LOW	pylib/tests/test_cards.py	68	def test_empty_cards_special_fields():	CODE
LOW⚡	pylib/tests/test_httpclient.py	14	def test_http_client_mounts_system_store_adapter() -> None:	CODE
LOW⚡	pylib/tests/test_httpclient.py	23	def test_system_store_adapter_does_not_use_certifi_for_default_verification(	CODE
LOW⚡	pylib/tests/test_httpclient.py	26	def fail_if_parent_verification_is_used(_args, *_kwargs) -> None:	CODE
LOW	pylib/tests/test_httpclient.py	45	def test_noverifyssl_disables_ssl_verification(	CODE
LOW	pylib/anki/lang.py	245	def without_unicode_isolation(string: str) -> str:	CODE
LOW	pylib/anki/lang.py	249	def with_collapsed_whitespace(string: str) -> str:	CODE
LOW	pylib/anki/media.py	23	def media_paths_from_col_path(col_path: str) -> tuple[str, str]:	CODE
LOW	pylib/anki/media.py	103	def add_extension_based_on_mime(self, fname: str, content_type: str) -> str:	CODE
LOW	pylib/anki/media.py	152	def extract_static_media_files(self, mid: NotetypeId) -> Sequence[str]:	CODE
LOW	pylib/anki/models.py	380	def get_single_notetype_of_notes(	CODE
LOW	pylib/anki/models.py	410	def restore_notetype_to_stock(	CODE
LOW	pylib/anki/_backend.py	153	def compute_params_from_items(self, items: Iterable[FsrsItem]) -> Sequence[float]:	CODE
LOW	pylib/anki/_backend.py	203	def backend_exception_to_pylib(err: backend_pb2.BackendError) -> Exception:	CODE
LOW⚡	pylib/anki/stdmodels.py	74	def _legacy_add_basic_typing_model(	CODE
LOW⚡	pylib/anki/stdmodels.py	82	def _legacy_add_forward_reverse(	CODE
LOW⚡	pylib/anki/stdmodels.py	90	def _legacy_add_forward_optional_reverse(	CODE
LOW	pylib/anki/cards.py	206	def replay_question_audio_on_answer_side(self) -> bool:	CODE
LOW⚡	pylib/anki/collection.py	890	def load_browser_card_columns(self) -> list[str]:	CODE
LOW⚡	pylib/anki/collection.py	902	def load_browser_note_columns(self) -> list[str]:	CODE
LOW⚡	pylib/anki/collection.py	992	def _get_load_balancer_enabled(self) -> bool:	CODE
LOW⚡	pylib/anki/collection.py	995	def _set_load_balancer_enabled(self, value: bool) -> None:	CODE
LOW⚡	pylib/anki/collection.py	1002	def _get_enable_fsrs_short_term_with_steps(self) -> bool:	CODE
LOW⚡	pylib/anki/collection.py	1005	def _set_enable_fsrs_short_term_with_steps(self, value: bool) -> None:	CODE
LOW	pylib/anki/collection.py	142	def initialize_backend_logging() -> None:	CODE
LOW	pylib/anki/collection.py	360	def export_collection_package(	CODE
LOW	pylib/anki/collection.py	431	def export_dataset_for_research(	CODE
LOW	pylib/anki/collection.py	442	def add_image_occlusion_notetype(self) -> None:	CODE
LOW	pylib/anki/collection.py	469	def update_image_occlusion_note(	CODE
LOW	pylib/anki/collection.py	591	def default_deck_for_notetype(self, notetype_id: NotetypeId) -> DeckId \| None:	CODE
LOW	pylib/anki/collection.py	618	def remove_cards_and_orphaned_notes(	CODE
260 more matches not shown…

Modern Structural Boilerplate155 hits · 162 pts

Severity	File	Line	Snippet	Context
LOW	pylib/anki/lang.py	186	def set_lang(lang: str) -> None:	CODE
LOW	pylib/anki/db.py	105	def set_progress_handler(self, *args: Any) -> None:	CODE
LOW	pylib/anki/db.py	121	def set_autocommit(self, autocommit: bool) -> None:	CODE
LOW	pylib/anki/models.py	104	def _update_cache(self, notetype: NotetypeDict) -> None:	CODE
LOW	pylib/anki/models.py	327	def set_sort_index(self, notetype: NotetypeDict, idx: int) -> None:	CODE
LOW	pylib/anki/models.py	537	def set_current(self, m: NotetypeDict) -> None:	CODE
LOW	pylib/anki/_backend.py	24	logger = logging.getLogger(__name__)	CODE
LOW	pylib/anki/cards.py	172	def set_render_output(self, output: anki.template.TemplateRenderOutput) -> None:	CODE
LOW	pylib/anki/cards.py	235	def set_user_flag(self, flag: int) -> None:	CODE
LOW	pylib/anki/notes.py	193	def set_tags_from_str(self, tags: str) -> None:	CODE
LOW	pylib/anki/consts.py	11	logger = logging.getLogger(__name__)	CODE
LOW⚡	pylib/anki/collection.py	898	def set_browser_card_columns(self, columns: list[str]) -> None:	CODE
LOW⚡	pylib/anki/collection.py	910	def set_browser_note_columns(self, columns: list[str]) -> None:	CODE
LOW⚡	pylib/anki/collection.py	995	def _set_load_balancer_enabled(self, value: bool) -> None:	CODE
LOW⚡	pylib/anki/collection.py	1005	def _set_enable_fsrs_short_term_with_steps(self, value: bool) -> None:	CODE
LOW	pylib/anki/collection.py	101	logger = logging.getLogger(__name__)	CODE
LOW	pylib/anki/collection.py	239	def set_v3_scheduler(self, enabled: bool) -> None:	CODE
LOW	pylib/anki/collection.py	309	def set_schema_modified(self) -> None:	CODE
LOW	pylib/anki/collection.py	1136	def set_wants_abort(self) -> None:	CODE
LOW	pylib/anki/decks.py	327	def update_config(self, conf: DeckConfigDict, preserve_usn: bool = False) -> None:	CODE
LOW	pylib/anki/decks.py	362	def set_config_id_for_deck_dict(self, deck: DeckDict, id: DeckConfigId) -> None:	CODE
LOW	pylib/anki/decks.py	557	def set_deck(self, cids: list[anki.cards.CardId], did: DeckId) -> None:	CODE
LOW	pylib/anki/scheduler/legacy.py	102	def _updateStats(self, card: Card, type: str, cnt: int = 1) -> None:	CODE
LOW	qt/hatch_build.py	36	def _set_anki_dependency(self, version: str, build_data: Dict[str, Any]) -> None:	CODE
LOW	qt/aqt/package.py	44	def update_progress(progress: Progress, update: ProgressUpdate) -> None:	CODE
LOW	qt/aqt/deckchooser.py	40	def _setup_ui(self, show_label: bool) -> None:	CODE
LOW	qt/aqt/deckchooser.py	86	def _update_button_label(self) -> None:	CODE
LOW	qt/aqt/sound.py	784	def _setup_dialog(self) -> None:	CODE
LOW	qt/aqt/notetypechooser.py	58	def _setup_ui(self, show_label: bool) -> None:	CODE
LOW	qt/aqt/notetypechooser.py	160	def _update_button_label(self) -> None:	CODE
LOW	qt/aqt/theme.py	98	def set_night_mode(self, val: bool) -> None:	CODE
LOW	qt/aqt/theme.py	329	def _update_stat_colors(self) -> None:	CODE
LOW	qt/aqt/addons.py	603	def update_supported_versions(self, items: list[AddonInfo]) -> None:	CODE
LOW	qt/aqt/addons.py	658	def set_config_help_action(self, module: str, action: Callable[[], str]) -> None:	CODE
LOW	qt/aqt/addons.py	1525	def update_info_received(future: Future) -> None:	CODE
LOW	qt/aqt/addons.py	1596	def update_info_received(future: Future) -> None:	CODE
LOW	qt/aqt/schema_change_tracker.py	38	def set_unchanged(self) -> None:	CODE
LOW⚡	qt/aqt/editor_legacy.py	587	def set_cloze_button(self) -> None:	CODE
LOW⚡	qt/aqt/editor_legacy.py	595	def set_image_occlusion_button(self) -> None:	CODE
LOW	qt/aqt/editor_legacy.py	1242	def update_occlusions_field(self) -> None:	CODE
LOW	qt/aqt/editor_legacy.py	1396	def _updateForegroundButton(self) -> None:	CODE
LOW	qt/aqt/editor_legacy.py	730	def _update_duplicate_display(self, result: NoteFieldsCheckResult.V) -> None:	STRING
LOW	qt/aqt/mediacheck.py	62	def _set_progress_enabled(self, enabled: bool) -> None:	CODE
LOW	qt/aqt/preferences.py	75	def _setup_webview(self) -> None:	CODE
LOW	qt/aqt/preferences.py	174	def update_collection(self, on_done: Callable[[], None]) -> None:	CODE
LOW	qt/aqt/preferences.py	221	def update_profile(self) -> None:	CODE
LOW	qt/aqt/preferences.py	255	def update_login_status(self) -> None:	CODE
LOW	qt/aqt/preferences.py	316	def update_network(self) -> None:	CODE
LOW	qt/aqt/preferences.py	402	def update_global(self) -> None:	CODE
LOW	qt/aqt/preferences.py	477	def update_video_driver(self) -> None:	CODE
LOW	qt/aqt/__init__.py	325	def _set_windows_shutdown_block_reason(self, reason: str) -> None:	CODE
LOW⚡	qt/aqt/addcards_legacy.py	62	def set_deck(self, deck_id: DeckId) -> None:	CODE
LOW⚡	qt/aqt/addcards_legacy.py	65	def set_note_type(self, note_type_id: NotetypeId) -> None:	CODE
LOW⚡	qt/aqt/addcards_legacy.py	68	def set_note(self, note: Note, deck_id: DeckId \| None = None) -> None:	CODE
LOW	qt/aqt/deckdescription.py	33	def _setup_and_show(self, deck: DeckDict) -> None:	CODE
LOW	qt/aqt/deckdescription.py	41	def _setup_ui(self) -> None:	CODE
LOW	qt/aqt/clayout.py	106	def update_current_ordinal_and_redraw(self, idx: int) -> None:	CODE
LOW	qt/aqt/debug_console.py	83	def _setup_scripts(self) -> None:	CODE
LOW	qt/aqt/debug_console.py	89	def _setup_actions(self) -> None:	CODE
LOW	qt/aqt/debug_console.py	243	def _setup_context_menu(self) -> None:	CODE
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Excessive Try-Catch Wrapping98 hits · 100 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/reload_webviews.py	20	print(f"Error: {message}", file=sys.stderr)	CODE
LOW	tools/reload_webviews.py	42	except Exception as e:	CODE
LOW	pylib/tools/hookslib.py	129	except Exception:	CODE
LOW	pylib/tools/hookslib.py	165	except Exception:	CODE
LOW	pylib/tests/test_importing.py	28	except Exception:	CODE
LOW	pylib/anki/lang.py	212	except Exception:	CODE
LOW	pylib/anki/hooks.py	37	except Exception:	CODE
LOW	pylib/anki/hooks.py	48	except Exception:	CODE
LOW	pylib/anki/syncserver.py	15	except Exception as exc:	CODE
LOW	pylib/anki/_backend.py	120	except Exception as error:	CODE
LOW	pylib/anki/_backend.py	163	except Exception as error:	CODE
LOW	pylib/anki/notes.py	163	except Exception as exc:	CODE
LOW	pylib/anki/utils.py	31	except Exception:	CODE
LOW	pylib/anki/utils.py	217	except Exception:	CODE
LOW	pylib/anki/utils.py	291	except Exception:	CODE
LOW	pylib/anki/stats.py	725	except Exception:	CODE
LOW	pylib/anki/latex.py	173	except Exception:	CODE
LOW	pylib/anki/importing/apkg.py	42	except Exception as exc:	CODE
LOW⚡	pylib/anki/importing/csvfile.py	101	except Exception:	CODE
LOW⚡	pylib/anki/importing/csvfile.py	104	except Exception:	CODE
LOW⚡	pylib/anki/importing/csvfile.py	109	except Exception:	CODE
LOW	pylib/anki/importing/csvfile.py	128	except Exception:	CODE
LOW	qt/aqt/sync.py	52	except Exception as e:	CODE
LOW	qt/aqt/sync.py	112	except Exception as err:	CODE
LOW	qt/aqt/sync.py	261	except Exception as err:	CODE
LOW	qt/aqt/sync.py	293	except Exception as err:	CODE
LOW	qt/aqt/sync.py	323	except Exception as err:	CODE
LOW	qt/aqt/deckconf.py	270	except Exception:	CODE
LOW	qt/aqt/sound.py	377	except Exception as e:	CODE
LOW	qt/aqt/sound.py	390	except Exception as e:	CODE
LOW	qt/aqt/sound.py	570	except Exception as e:	CODE
LOW	qt/aqt/sound.py	870	except Exception as e:	CODE
LOW	qt/aqt/theme.py	357	except Exception:	CODE
LOW	qt/aqt/importing.py	213	except Exception as e:	CODE
LOW	qt/aqt/importing.py	365	except Exception as e:	CODE
LOW	qt/aqt/importing.py	404	except Exception as e:	CODE
LOW	qt/aqt/ankihub.py	42	except Exception as exc:	CODE
LOW	qt/aqt/addons.py	250	except Exception:	CODE
LOW	qt/aqt/addons.py	343	except Exception:	CODE
LOW	qt/aqt/addons.py	501	except Exception:	CODE
LOW	qt/aqt/addons.py	655	except Exception:	CODE
LOW	qt/aqt/addons.py	1134	except Exception as e:	CODE
LOW	qt/aqt/addons.py	1607	except Exception as exc:	CODE
LOW	qt/aqt/addons.py	1719	except Exception as e:	CODE
LOW	qt/aqt/editor_legacy.py	874	except Exception as e:	CODE
LOW	qt/aqt/editor_legacy.py	885	except Exception as e:	CODE
LOW	qt/aqt/editor_legacy.py	1153	except Exception as e:	CODE
LOW	qt/aqt/preferences.py	458	except Exception:	CODE
LOW	qt/aqt/mpv.py	398	except Exception:	CODE
LOW	qt/aqt/tts.py	499	except Exception as exc:	CODE
LOW	qt/aqt/tts.py	515	except Exception:	CODE
LOW	qt/aqt/tts.py	521	except Exception:	CODE
LOW	qt/aqt/__init__.py	233	except Exception:	CODE
LOW	qt/aqt/__init__.py	583	except Exception:	CODE
LOW	qt/aqt/__init__.py	657	except Exception:	CODE
LOW	qt/aqt/__init__.py	741	except Exception:	CODE
LOW	qt/aqt/debug_console.py	351	except Exception:	CODE
LOW	qt/aqt/changenotetype.py	91	except Exception as e:	CODE
LOW	qt/aqt/exporting.py	194	except Exception as exc:	CODE
LOW	qt/aqt/utils.py	1041	except Exception as exc:	STRING
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Deep Nesting64 hits · 58 pts

Severity	File	Line	Context
LOW	pylib/anki/_backend.py	203	CODE
LOW	pylib/anki/exporting.py	199	CODE
LOW	pylib/anki/utils.py	272	CODE
LOW	pylib/anki/stats.py	211	CODE
LOW	pylib/anki/stats.py	959	CODE
LOW	pylib/anki/collection.py	217	CODE
LOW	pylib/anki/foreign_data/mnemosyne.py	175	CODE
LOW	pylib/anki/scheduler/v3.py	66	CODE
LOW	pylib/anki/scheduler/v3.py	152	CODE
LOW	pylib/anki/scheduler/v3.py	188	CODE
LOW	pylib/anki/scheduler/v3.py	216	CODE
LOW	pylib/anki/importing/noteimp.py	116	CODE
LOW	pylib/anki/importing/anki2.py	92	CODE
LOW	pylib/anki/importing/csvfile.py	29	CODE
LOW	pylib/anki/importing/csvfile.py	92	CODE
LOW	pylib/anki/importing/mnemo.py	19	CODE
LOW	qt/aqt/sync.py	138	CODE
LOW	qt/aqt/sound.py	364	CODE
LOW	qt/aqt/customstudy.py	90	CODE
LOW	qt/aqt/customstudy.py	158	CODE
LOW	qt/aqt/customstudy.py	177	CODE
LOW	qt/aqt/theme.py	211	CODE
LOW	qt/aqt/importing.py	338	CODE
LOW	qt/aqt/importing.py	165	CODE
LOW	qt/aqt/importing.py	389	CODE
LOW	qt/aqt/editor_legacy.py	434	CODE
LOW	qt/aqt/editor_legacy.py	1004	CODE
LOW	qt/aqt/editor_legacy.py	1056	CODE
LOW	qt/aqt/editor_legacy.py	1711	CODE
LOW	qt/aqt/preferences.py	484	CODE
LOW	qt/aqt/mpv.py	173	CODE
LOW	qt/aqt/mpv.py	249	CODE
LOW	qt/aqt/__init__.py	479	CODE
LOW	qt/aqt/__init__.py	408	CODE
LOW	qt/aqt/__init__.py	491	CODE
LOW	qt/aqt/addcards_legacy.py	218	CODE
LOW	qt/aqt/addcards_legacy.py	314	CODE
LOW	qt/aqt/studydeck.py	104	CODE
LOW	qt/aqt/overview.py	96	CODE
LOW	qt/aqt/overview.py	152	CODE
LOW	qt/aqt/utils.py	290	CODE
LOW	qt/aqt/utils.py	940	CODE
LOW	qt/aqt/utils.py	127	CODE
LOW	qt/aqt/reviewer.py	203	CODE
LOW	qt/aqt/reviewer.py	221	CODE
LOW	qt/aqt/reviewer.py	502	CODE
LOW	qt/aqt/reviewer.py	675	CODE
LOW	qt/aqt/editor.py	341	CODE
LOW	qt/aqt/webview.py	635	CODE
LOW	qt/aqt/main.py	876	CODE
LOW	qt/aqt/deckbrowser.py	105	CODE
LOW	qt/aqt/mediasrv.py	338	CODE
LOW	qt/aqt/mediasrv.py	450	CODE
LOW	qt/aqt/mediasrv.py	498	CODE
LOW	qt/aqt/browser/browser.py	183	CODE
LOW	qt/aqt/browser/browser.py	220	CODE
LOW	qt/aqt/browser/previewer.py	206	CODE
LOW	qt/aqt/browser/sidebar/tree.py	273	CODE
LOW	qt/aqt/browser/sidebar/tree.py	455	CODE
LOW	qt/aqt/browser/sidebar/tree.py	519	CODE
4 more matches not shown…

Over-Commented Block23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	ftl/copy-core-string.sh	1	#!/bin/bash	COMMENT
LOW	ftl/remove-unused.sh	1	#!/bin/bash	COMMENT
LOW	ftl/src/main.rs	21		COMMENT
LOW	pylib/tests/test_schedv3.py	61	# t = mm.new_template("Reverse")	COMMENT
LOW	qt/aqt/addons.py	181	"properties": {	COMMENT
LOW	qt/aqt/mpv.py	1	# ------------------------------------------------------------------------------	COMMENT
LOW	…ux-template/{{ cookiecutter.format }}/bootstrap/main.c	1	//	COMMENT
LOW	rslib/linkchecker/src/lib.rs	1	// Copyright: Ankitects Pty Ltd and contributors	COMMENT
LOW	rslib/proto_gen/src/lib.rs	21	use prost_reflect::MessageDescriptor;	COMMENT
LOW	rslib/src/import_export/text/csv/metadata.rs	201	}	COMMENT
LOW	rslib/src/scheduler/fsrs/params.rs	381	(items, card_ids, review_count)	COMMENT
LOW	rslib/src/sync/version.rs	21	///	COMMENT
LOW	rslib/src/revlog/mod.rs	41	/// - 0 represents manual rescheduling.	COMMENT
LOW	ts/lib/domlib/surround/surround.test.ts	281	});	COMMENT
LOW	ts/lib/domlib/surround/surround.test.ts	301	// expect(removedNodes).toHaveLength(0);	COMMENT
LOW	ts/lib/domlib/surround/surround.test.ts	321	// });	COMMENT
LOW	ts/lib/domlib/surround/surround.test.ts	341		COMMENT
LOW	ts/lib/domlib/surround/unsurround.test.ts	21	unsurround(range, body, easyBold);	COMMENT
LOW	ts/lib/domlib/surround/unsurround.test.ts	61	});	COMMENT
LOW	ts/lib/domlib/surround/unsurround.test.ts	81	// });	COMMENT
LOW	ts/lib/domlib/surround/unsurround.test.ts	121	unsurround(range, body, easyBold);	COMMENT
LOW	ts/routes/graphs/graph-styles.ts	1	// Copyright: Ankitects Pty Ltd and contributors	COMMENT
LOW	ts/routes/tmp/_page.ts	1	// Copyright: Ankitects Pty Ltd and contributors	COMMENT

Cross-Language Confusion5 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	qt/aqt/url_schemes.py	57	tr.preferences_url_scheme_warning(link=url.toString(), scheme=url.scheme())	CODE
HIGH	qt/aqt/editor_legacy.py	1703	url = qurl.toString()	CODE
HIGH	qt/aqt/webview.py	972	f"if(globalThis.anki && globalThis.anki.onOperationDidExecute) globalThis.anki.onOperationDidExecute({change	CODE
HIGH	qt/aqt/profiles.py	415	(name text primary key collate nocase, data blob not null);"""	STRING
HIGH	qt/tests/launch_anki_for_e2e.py	69	"create table profiles (name text primary key collate nocase, data blob not null)"	CODE

Self-Referential Comments8 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	pylib/tools/genhooks.py	133	# This file is automatically generated; edit tools/genhooks.py instead.	COMMENT
MEDIUM	qt/tools/genhooks_gui.py	18	# This file is automatically generated; edit tools/genhooks_gui.py instead.	COMMENT
MEDIUM	qt/aqt/sound.py	651	# Create the audio source with the chosen format	COMMENT
MEDIUM	qt/aqt/log.py	42	# Create a new add-on logger	COMMENT
MEDIUM	qt/aqt/webview.py	159	# Create a new profile if not cached	STRING
MEDIUM	qt/mac/build.sh	15	# Create the wheel using uv	COMMENT
MEDIUM	rslib/i18n/python.rs	67	# This file is automatically generated from the *.ftl files.	COMMENT
MEDIUM	.github/scripts/setup_apple_signing.sh	9	# Create a temporary keychain	COMMENT

Decorative Section Separators6 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	qt/aqt/mpv.py	1	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	qt/aqt/mpv.py	25	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	ts/tests/e2e/context-switching.spec.ts	168	// ─── 1. Chooser UI and session behaviour ─────────────────────────────────────	COMMENT
MEDIUM	ts/tests/e2e/context-switching.spec.ts	200	// ─── 2. addNote payload ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	ts/tests/e2e/context-switching.spec.ts	242	// ─── 3. Mode B: context behaviour (default) ──────────────────────────────────	COMMENT
MEDIUM	ts/tests/e2e/context-switching.spec.ts	386	// ─── 4. Mode A: reopen context (deck-centric) ────────────────────────────────	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	qt/aqt/editor_legacy.py	1788	path = os.path.join(self.editor.mw.col.media.dir(), file_name)	CODE

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	ts/tests/e2e/context-switching.spec.ts	251	// Step 1: Establish _nt_{cloze}_lastDeck = testDeckId.	COMMENT
LOW⚡	ts/tests/e2e/context-switching.spec.ts	258	// Step 2: Reset to Basic + Default so the starting state is deterministic.	COMMENT
LOW⚡	ts/tests/e2e/context-switching.spec.ts	264	// Step 3: Switch to Cloze. NoteEditor reads _nt_{cloze}_lastDeck and	COMMENT
LOW⚡	ts/tests/e2e/context-switching.spec.ts	268	// Step 4: Deck chooser must update on its own.	COMMENT

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	ts/tests/e2e/context-switching.spec.ts	251	// Step 1: Establish _nt_{cloze}_lastDeck = testDeckId.	COMMENT
LOW⚡	ts/tests/e2e/context-switching.spec.ts	258	// Step 2: Reset to Basic + Default so the starting state is deterministic.	COMMENT
LOW⚡	ts/tests/e2e/context-switching.spec.ts	264	// Step 3: Switch to Cloze. NoteEditor reads _nt_{cloze}_lastDeck and	COMMENT
LOW⚡	ts/tests/e2e/context-switching.spec.ts	268	// Step 4: Deck chooser must update on its own.	COMMENT

AI Slop Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	qt/hatch_build.py	56	# For editable installs, just add anki without version constraint	COMMENT
MEDIUM	qt/tests/launch_anki_for_e2e.py	102	# Headless Qt: the e2e harness only needs mediasrv's HTTP stack,	COMMENT
MEDIUM	ts/licenses.json	789	"repository": "https://github.com/mourner/robust-predicates",	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	qt/aqt/sound.py	705	# Check if we need to convert float samples to int16	COMMENT
LOW	qt/aqt/importing.py	142	# Check if the entered value is valid and if not fallback to default	COMMENT
LOW	docs/syncserver/entrypoint.sh	15	# Check if group exists, create if not	COMMENT
LOW	docs/syncserver/entrypoint.sh	20	# Check if user exists, create if not	COMMENT

AI Structural Patterns5 hits · 4 pts

Severity	File	Line	Context
LOW	pylib/anki/media.py	182	CODE
LOW	qt/aqt/studydeck.py	30	CODE
LOW	qt/aqt/utils.py	342	CODE
LOW	qt/aqt/utils.py	127	CODE
LOW	qt/aqt/mediasrv.py	744	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	qt/aqt/importing.py	446		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	qt/aqt/mediasrv.py	450	def handle_request(pathin: str) -> Response:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings