amnweb/yasb

15.5

Adjusted Score

15.5

Raw Score

100%

Time Factor

2026-08-28

Last Push

5.4K

Stars

Python

Language

144.2K

Lines of Code

476

Files

1.9K

Pattern Hits

2026-08-29

Scan Date

0.05

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 25MEDIUM 143LOW 1778

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 1946 distinct pattern matches across 14 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.

Excessive Try-Catch Wrapping1112 hits · 1221 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/cli.py	167	print(f"Error: {e}")	CODE
MEDIUM	src/cli.py	1110	print("Error: Missing Content-Length header.")	CODE
MEDIUM	src/cli.py	1116	print(f"Error: Invalid Content-Length value: {content_length}")	CODE
MEDIUM	src/cli.py	1148	print("Error: Downloaded file size does not match expected size.")	CODE
MEDIUM	src/cli.py	197	def disable_startup(self):	CODE
MEDIUM	src/cli.py	773	def _parent_key_exists(self) -> bool:	CODE
LOW	src/cli.py	56	except Exception as e:	CODE
LOW	src/cli.py	166	except Exception as e:	CODE
LOW	src/cli.py	182	except Exception as e:	CODE
LOW	src/cli.py	194	except Exception as e:	CODE
LOW	src/cli.py	204	except Exception as e:	CODE
MEDIUM	src/cli.py	575	print(f"Error retrieving monitor information: {e}")	STRING
LOW	src/cli.py	894	except Exception as e:	CODE
LOW	src/cli.py	906	except Exception:	CODE
LOW	src/cli.py	1000	except Exception as e:	CODE
LOW	src/cli.py	1092	except Exception as e:	CODE
LOW⚡	src/cli.py	628	except Exception as e:	STRING
LOW⚡	src/cli.py	636	except Exception as e:	STRING
LOW⚡	src/cli.py	645	except Exception as e:	STRING
LOW	src/cli.py	574	except Exception as e:	STRING
LOW	src/cli.py	610	except Exception as e:	STRING
LOW	src/cli.py	661	except Exception as e:	STRING
LOW	src/cli.py	691	except Exception as e:	STRING
LOW	src/cli.py	698	except Exception as e:	STRING
LOW	src/main.py	86	except Exception:	CODE
LOW	src/main.py	172	except Exception as e:	CODE
LOW	src/main.py	204	except Exception:	CODE
LOW	src/core/tray.py	94	except Exception:	CODE
LOW	src/core/tray.py	165	except Exception:	CODE
LOW⚡	src/core/tray.py	179	except Exception:	CODE
LOW⚡	src/core/tray.py	181	except Exception:	CODE
LOW⚡	src/core/tray.py	190	except Exception:	CODE
LOW⚡	src/core/tray.py	197	except Exception as e:	CODE
LOW	src/core/tray.py	213	except Exception as e:	CODE
LOW	src/core/tray.py	226	except Exception as e:	CODE
LOW	src/core/tray.py	240	except Exception as e:	CODE
MEDIUM	src/core/tray.py	88	def _try_enable_dark_menu(self, hwnd):	CODE
MEDIUM	src/core/tray.py	193	def is_wm_installed(self, wm) -> bool:	CODE
MEDIUM	src/core/tray.py	210	def _open_config(self):	CODE
MEDIUM	src/core/tray.py	217	def wm_command():	CODE
MEDIUM	src/core/tray.py	237	def _open_in_browser(self, url):	CODE
LOW	src/core/bar.py	98	except Exception as e:	CODE
LOW⚡	src/core/watcher.py	47	except Exception:	CODE
LOW	src/core/watcher.py	71	except Exception:	CODE
MEDIUM	src/core/watcher.py	38	def _refresh_imported_stylesheets(self) -> None:	CODE
MEDIUM	src/core/watcher.py	67	def _file_hash(self, path):	CODE
MEDIUM	src/core/bar_helper.py	913	def _toggle_widget(self, widget, enabled):	CODE
MEDIUM	src/core/bar_helper.py	952	def _open_task_manager(self):	CODE
LOW	src/core/bar_helper.py	280	except Exception as e:	CODE
LOW	src/core/bar_helper.py	409	except Exception as e:	CODE
LOW	src/core/bar_helper.py	452	except Exception:	CODE
LOW	src/core/bar_helper.py	544	except Exception:	CODE
LOW	src/core/bar_helper.py	587	except Exception as e:	CODE
LOW	src/core/bar_helper.py	610	except Exception:	CODE
LOW	src/core/bar_helper.py	687	except Exception:	CODE
LOW	src/core/bar_helper.py	700	except Exception:	CODE
LOW	src/core/bar_helper.py	755	except Exception as e:	CODE
LOW	src/core/bar_helper.py	860	except Exception as e:	CODE
LOW	src/core/bar_helper.py	935	except Exception as e:	CODE
LOW	src/core/bar_helper.py	955	except Exception as e:	CODE
1052 more matches not shown…

Deep Nesting287 hits · 256 pts

Severity	File	Line	Context
LOW	src/cli.py	207	CODE
LOW	src/cli.py	1096	CODE
LOW	src/main.py	28	CODE
LOW	src/main.py	105	CODE
LOW	src/core/bar.py	244	CODE
LOW	src/core/watcher.py	74	CODE
LOW	src/core/bar_helper.py	355	CODE
LOW	src/core/bar_helper.py	521	CODE
LOW	src/core/bar_helper.py	1119	CODE
LOW	src/core/bar_manager.py	108	CODE
LOW	src/core/bar_manager.py	136	CODE
LOW	src/core/bar_manager.py	244	CODE
LOW	src/core/ui/views/themes.py	1092	CODE
LOW	src/core/ui/views/updater.py	92	CODE
LOW	src/core/ui/views/updater.py	163	CODE
LOW	src/core/ui/views/welcome.py	174	CODE
LOW	src/core/utils/cli_server.py	116	CODE
LOW	src/core/utils/update_service.py	229	CODE
LOW	src/core/utils/validation_errors.py	5	CODE
LOW	src/core/utils/time_utils.py	5	CODE
LOW	src/core/utils/tooltip.py	166	CODE
LOW	src/core/utils/tooltip.py	398	CODE
LOW	src/core/utils/markdown.py	175	CODE
LOW	src/core/utils/utilities.py	376	CODE
LOW	src/core/utils/utilities.py	435	CODE
LOW	src/core/utils/utilities.py	743	CODE
LOW	src/core/utils/utilities.py	787	CODE
LOW	src/core/utils/win32/aumid.py	169	CODE
LOW	src/core/utils/win32/app_icons.py	36	CODE
LOW	src/core/utils/win32/app_icons.py	181	CODE
LOW	src/core/utils/win32/hotkeys.py	103	CODE
LOW	src/core/utils/win32/hotkeys.py	235	CODE
LOW	src/core/utils/win32/app_loader.py	44	CODE
LOW	src/core/utils/win32/app_loader.py	81	CODE
LOW	src/core/utils/win32/window_actions.py	178	CODE
LOW	src/core/cloud/api.py	214	CODE
LOW	src/core/cloud/snapshot.py	80	CODE
LOW	src/core/cloud/snapshot.py	130	CODE
LOW	src/core/cloud/snapshot.py	94	CODE
LOW	src/core/cloud/encryption/stream.py	217	CODE
LOW	src/core/cloud/ui/backups_view.py	127	CODE
LOW	src/core/events/service.py	44	CODE
LOW	src/core/widgets/yasb/media_lite.py	626	CODE
LOW	src/core/widgets/yasb/media_lite.py	668	CODE
LOW	src/core/widgets/yasb/media_lite.py	836	CODE
LOW	src/core/widgets/yasb/media_lite.py	855	CODE
LOW	src/core/widgets/yasb/quick_launch.py	983	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1214	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1327	CODE
LOW	src/core/widgets/yasb/taskbar.py	64	CODE
LOW	src/core/widgets/yasb/taskbar.py	132	CODE
LOW	src/core/widgets/yasb/taskbar.py	183	CODE
LOW	src/core/widgets/yasb/taskbar.py	643	CODE
LOW	src/core/widgets/yasb/taskbar.py	826	CODE
LOW	src/core/widgets/yasb/taskbar.py	1027	CODE
LOW	src/core/widgets/yasb/taskbar.py	1332	CODE
LOW	src/core/widgets/yasb/taskbar.py	1561	CODE
LOW	src/core/widgets/yasb/taskbar.py	1807	CODE
LOW	src/core/widgets/yasb/taskbar.py	1836	CODE
LOW	src/core/widgets/yasb/taskbar.py	1892	CODE
227 more matches not shown…

Hyper-Verbose Identifiers241 hits · 255 pts

Severity	File	Line	Snippet	Context
LOW	src/cli.py	119	def send_command_to_application(self, command: str):	CODE
LOW	src/cli.py	1008	def get_installed_product_code(self):	CODE
LOW	src/core/config.py	143	def get_config_and_stylesheet() -> tuple[YasbConfig, str]:	CODE
LOW	src/core/log.py	58	def _suppress_third_party_warnings():	CODE
LOW	src/core/log.py	82	def _install_qt_message_filter():	CODE
LOW⚡	src/core/watcher.py	38	def _refresh_imported_stylesheets(self) -> None:	CODE
LOW	src/core/bar_helper.py	417	def execute_without_systray_interference(callback):	CODE
LOW	src/core/bar_manager.py	59	def _disconnect_reload_signals(self):	CODE
LOW	src/core/ui/views/about.py	185	def _refresh_update_button_style(self) -> None:	CODE
LOW	src/core/ui/views/about.py	297	def _disable_update_capability(self) -> None:	CODE
LOW	src/core/ui/views/welcome.py	174	def _download_and_extract_zip(self, url: str, fonts_dir: str) -> list[str]:	CODE
LOW	src/core/utils/cli_server.py	246	def _handle_client_connection(self, pipe: int):	CODE
LOW	src/core/utils/update_service.py	120	def _extract_commit_from_release_name(release_name: str) -> str:	CODE
LOW	src/core/utils/update_service.py	133	def _normalize_version_segments(version: str) -> list[int]:	CODE
LOW	src/core/utils/update_service.py	168	def _select_asset_for_architecture(self, assets: list[dict], channel: str = "stable") -> dict \| None:	CODE
LOW	src/core/utils/validation_errors.py	5	def format_pydantic_errors_to_yaml(exc: ValidationError) -> str:	CODE
LOW	src/core/utils/widget_builder.py	95	def raise_alerts_if_errors_present(self):	CODE
LOW	src/core/utils/widget_builder.py	146	def _collect_nested_listeners(self, widget_names: list[str]) -> None:	CODE
LOW	src/core/utils/tooltip.py	58	def _ensure_animations_created(self):	CODE
LOW	src/core/utils/tooltip.py	275	def _on_fade_out_anim_finished(self):	CODE
LOW	src/core/utils/tooltip.py	279	def _on_slide_out_anim_finished(self):	CODE
LOW	src/core/utils/progress_bar.py	62	def _create_circular_progress_brush(self, rect):	CODE
LOW	src/core/utils/progress_bar.py	75	def _create_linear_progress_brush(self, rect):	CODE
LOW	src/core/utils/css_processor.py	71	def _extract_and_replace_variables(self, css: str) -> str:	CODE
LOW	src/core/utils/win32/backdrop.py	59	def set_window_corner_preference(hwnd, preference, border_color):	CODE
LOW	src/core/utils/win32/hotkeys.py	276	def collect_widget_keybindings(widget_name: str, keybindings: list[dict]) -> list[HotkeyBinding]:	CODE
LOW	src/core/utils/win32/app_loader.py	44	def _enumerate_control_panel_items():	CODE
LOW	src/core/utils/win32/system_function.py	21	def ensure_non_elevated_foreground():	CODE
LOW	src/core/utils/win32/utils.py	73	def is_running_under_emulation():	CODE
LOW⚡	src/core/utils/win32/utils.py	313	def get_window_extended_frame_bounds(hwnd: int) -> dict:	CODE
LOW	src/core/utils/win32/event_listener.py	47	def _emit_foreground_window_event(self):	CODE
LOW⚡	src/core/widgets/yasb/media_lite.py	191	def _on_media_properties_changed(self):	CODE
LOW⚡	src/core/widgets/yasb/media_lite.py	200	def _on_playback_info_changed(self):	CODE
LOW⚡	src/core/widgets/yasb/media_lite.py	206	def _on_timeline_properties_changed(self):	CODE
LOW⚡	src/core/widgets/yasb/media_lite.py	918	def _on_app_volume_slider_changed(self, value: int):	CODE
LOW	src/core/widgets/yasb/media_lite.py	167	def _on_session_status_changed(self):	CODE
LOW	src/core/widgets/yasb/media_lite.py	582	def _update_artwork_background(self):	CODE
LOW	src/core/widgets/yasb/media_lite.py	691	def _default_thumbnail_pixmap(self, square_size: int) -> QPixmap \| None:	CODE
LOW	src/core/widgets/yasb/media_lite.py	712	def _default_source_icon_pixmap(self) -> QPixmap \| None:	CODE
LOW	src/core/widgets/yasb/media_lite.py	793	def _update_interpolated_position(self):	CODE
LOW	src/core/widgets/yasb/media_lite.py	899	def _update_app_volume_slider(self):	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1327	def _on_search_input_context_menu(self, pos):	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	1027	def _on_pinned_apps_changed_signal(self, action: str, unique_id: str) -> None:	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	1285	def _get_widget_monitor_handle(self):	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	1660	def _refresh_title_visibility(self, hwnd: int) -> None:	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	2172	def _clear_others_set_foreground(self, target_hwnd: int \| None) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	627	def _find_insert_position_after_pinned(self) -> int:	CODE
LOW	src/core/widgets/yasb/taskbar.py	643	def _update_pinned_order_from_layout(self) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	705	def _create_pinned_app_button(self, unique_id: str, metadata: dict) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	772	def _create_pinned_app_container(	CODE
LOW	src/core/widgets/yasb/taskbar.py	1242	def _on_window_minimize_changed(self, hwnd, is_minimized):	CODE
LOW	src/core/widgets/yasb/taskbar.py	1266	def _on_window_monitor_changed(self, hwnd, window_data):	CODE
LOW	src/core/widgets/yasb/taskbar.py	2409	def _animate_or_set_title_visible(self, label: QWidget, visible: bool, duration: int = None) -> None:	CODE
LOW	src/core/widgets/yasb/media.py	492	def _update_popup_menu_buttons(self):	CODE
LOW	src/core/widgets/yasb/media.py	555	def _on_timeline_properties_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	578	def _update_interpolated_position(self):	CODE
LOW	src/core/widgets/yasb/media.py	628	def _on_session_status_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	662	def _on_playback_info_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	723	def _on_media_properties_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	836	def _create_thumbnail_for_popup(self, img: Image.Image):	CODE
181 more matches not shown…

Modern Structural Boilerplate121 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW	src/core/bar.py	168	def update_app_bar(self) -> None:	CODE
LOW⚡	src/core/watcher.py	50	def set_observer(self, observer) -> None:	CODE
LOW⚡	src/core/ui/components/content_dialog.py	233	def set_title(self, text: str) -> None:	CODE
LOW⚡	src/core/ui/components/content_dialog.py	237	def set_content(self, text: str) -> None:	CODE
LOW⚡	src/core/ui/components/content_dialog.py	241	def set_content_widget(self, widget: QWidget) -> None:	CODE
LOW	src/core/ui/components/input_dialog.py	61	def set_accent_color(self, color: str) -> None:	CODE
LOW	src/core/ui/components/indicator.py	95	def set_current(self, index: int) -> None:	CODE
LOW	src/core/ui/components/text_block.py	49	def set_color_override(self, color: str \| None) -> None:	CODE
LOW	src/core/ui/components/card.py	104	def set_selected(self, selected: bool) -> None:	CODE
LOW	src/core/ui/components/card.py	112	def _update_child_colors(self) -> None:	CODE
LOW	src/core/ui/components/slider.py	93	def set_value(self, v: int) -> None:	CODE
LOW	src/core/ui/components/button.py	167	def set_variant(self, variant: str) -> None:	CODE
LOW	src/core/ui/components/loader.py	67	def set_color(self, color: str) -> None:	CODE
LOW	src/core/ui/components/loader.py	137	def set_color(self, color: str) -> None:	CODE
LOW	src/core/ui/components/info_bar.py	166	def _update_stylesheet(self) -> None:	CODE
LOW⚡	src/core/ui/components/info_bar.py	178	def set_severity(self, severity: InfoBarSeverity) -> None:	CODE
LOW⚡	src/core/ui/components/info_bar.py	184	def set_title(self, title: str) -> None:	CODE
LOW⚡	src/core/ui/components/info_bar.py	188	def set_message(self, message: str) -> None:	CODE
LOW	src/core/ui/components/toggle_switch.py	239	def _update_label(self, checked: bool) -> None:	CODE
LOW	src/core/ui/components/dropdown.py	62	def set_selected(self, selected: bool) -> None:	CODE
LOW	src/core/ui/components/dropdown.py	304	def set_current(self, key: str) -> None:	CODE
LOW	src/core/ui/views/updater.py	396	def _set_status(self, text: str = "", *, error: bool = False) -> None:	STRING
LOW	src/core/ui/views/updater.py	404	def _set_idle_state(self, *, enabled: bool, status: str = "", error: bool = False) -> None:	STRING
LOW	src/core/ui/views/updater.py	417	def set_release_info(self, release_info: ReleaseInfo) -> None:	STRING
LOW	src/core/ui/views/updater.py	582	def _set_close_button_state(self, *, is_cancel: bool) -> None:	STRING
LOW	src/core/ui/views/welcome.py	848	def _update_dots(self, current: int) -> None:	CODE
LOW	src/core/utils/stat_popup.py	87	def set_data(self, data: list[float]) -> None:	CODE
LOW⚡	src/core/utils/update_service.py	327	def update_last_check_time(self) -> None:	CODE
LOW	src/core/utils/utilities.py	252	def set_pinned(self, pinned: bool) -> None:	CODE
LOW	src/core/utils/utilities.py	572	def _update_elided_text(self) -> None:	STRING
LOW	src/core/utils/utilities.py	679	def _set_idle_offset(self) -> None:	STRING
LOW	src/core/utils/win32/structs.py	368	def set_ssid(self, ssid: bytes) -> None:	CODE
LOW⚡	src/core/utils/win32/window_actions.py	111	def set_foreground(hwnd: int) -> None:	CODE
LOW	src/core/cloud/run_auto_backup.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/core/cloud/api.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/core/cloud/operations.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/core/cloud/operations.py	75	def _settle(self, result: object, *, message: str = "") -> None:	CODE
LOW	src/core/cloud/operations.py	290	def set_account(self, account: Account \| None) -> None:	CODE
LOW	src/core/cloud/logs.py	18	def set_level(debug: bool) -> None:	CODE
LOW	src/core/cloud/restore.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/core/cloud/ui/connect_view.py	149	def set_status(self, message: str) -> None:	CODE
LOW	src/core/cloud/ui/window.py	55	logger = logging.getLogger(__name__)	CODE
LOW	src/core/cloud/ui/window.py	244	def _settle(self, action) -> None:	CODE
LOW	src/core/cloud/ui/window.py	619	def set_account(self, account: Account) -> None:	CODE
LOW	src/core/cloud/ui/settings_view.py	155	def set_rules(self, rules: tuple[str, ...]) -> None:	CODE
LOW	src/core/cloud/ui/settings_view.py	292	def set_can_write(self, can_write: bool) -> None:	STRING
LOW	src/core/cloud/ui/settings_view.py	305	def set_settings(self, settings: Settings) -> None:	STRING
LOW	src/core/cloud/ui/backups_view.py	124	def set_actions_enabled(self, enabled: bool) -> None:	CODE
LOW	src/core/cloud/ui/backups_view.py	242	def set_can_write(self, can_write: bool) -> None:	STRING
LOW	src/core/cloud/ui/backups_view.py	246	def set_busy(self, running: bool, label: str = "") -> None:	STRING
LOW	src/core/widgets/yasb/media_lite.py	377	def _set_tip(self, widget: QWidget \| None, text: str) -> None:	CODE
LOW	src/core/widgets/yasb/media_lite.py	382	def _update_bar_tooltip(self, session: SessionState) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	643	def _update_pinned_order_from_layout(self) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	677	def _update_pinned_status(self, hwnd: int, is_pinned: bool) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	2068	def _set_dragging(self, active: bool) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	2288	def _update_flash_state(self, hwnd: int, widget: QWidget) -> None:	CODE
LOW	src/core/widgets/yasb/server_monitor.py	116	def _set_menu_loader(self, active: bool) -> None:	CODE
LOW⚡	src/core/widgets/yasb/copilot.py	44	def set_value(self, value: float, max_value: float = 100.0) -> None:	CODE
LOW⚡	src/core/widgets/yasb/copilot.py	50	def set_thresholds(self, warning: int, critical: int) -> None:	CODE
LOW⚡	src/core/widgets/yasb/copilot.py	55	def set_class(self, class_name: str) -> None:	CODE
61 more matches not shown…

Self-Referential Comments32 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/core/utils/cli_server.py	119	# Create a new pipe	COMMENT
MEDIUM	src/core/utils/utilities.py	193	# Create the inner frame	COMMENT
MEDIUM	src/core/widgets/yasb/taskbar.py	1103	# Create the pinned button	COMMENT
MEDIUM	src/core/widgets/yasb/taskbar.py	1437	# Create the window widget	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	195	# Initialize tracking variables	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	229	# Create main layout for the popup dialog	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	402	# Create a horizontal layout for the time labels	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	922	# Create the high-resolution mask	COMMENT
MEDIUM	src/core/widgets/yasb/launchpad.py	1686	# Create a minimal app data with just the group field	COMMENT
MEDIUM	src/core/widgets/yasb/home.py	83	# Create main vertical layout for the popup	COMMENT
MEDIUM	src/core/widgets/yasb/libre_monitor.py	34	# Create a network manager to handle the LHM connection asynchronously	COMMENT
MEDIUM	src/core/widgets/yasb/libre_monitor.py	41	# Create a request	COMMENT
MEDIUM	src/core/widgets/yasb/clock.py	720	# Create main layout	COMMENT
MEDIUM	src/core/widgets/yasb/applications.py	29	# Create a container widget for each label	COMMENT
MEDIUM	src/core/widgets/yasb/applications.py	35	# Create the label	COMMENT
MEDIUM	src/core/widgets/yasb/weather.py	280	# Create the icon label and pixmap	COMMENT
MEDIUM	src/core/widgets/yasb/weather.py	335	# Create a temporary icon fetcher to fetch the missing icons	COMMENT
MEDIUM	src/core/widgets/yasb/weather.py	419	# Create the new class string	COMMENT
MEDIUM	src/core/widgets/yasb/whkd.py	187	# Create a container widget for buttons	STRING
MEDIUM	src/core/widgets/yasb/whkd.py	188	# Create a container widget for buttons	STRING
MEDIUM	src/core/widgets/yasb/notes.py	345	# Create main layout	COMMENT
MEDIUM	src/core/widgets/yasb/volume.py	322	# Create a container widget and layout	COMMENT
MEDIUM	src/core/widgets/yasb/cava.py	274	# Create a clip rect for this strip	COMMENT
MEDIUM	src/core/widgets/yasb/cava.py	354	# Create a clip rect for this strip	COMMENT
MEDIUM	src/core/widgets/yasb/traffic.py	430	# Create a horizontal container for each data row	COMMENT
MEDIUM	src/core/widgets/yasb/github.py	572	# Create a vertical layout to center the widgets	STRING
MEDIUM	src/core/widgets/yasb/microphone.py	279	# Create a container widget for device buttons	COMMENT
MEDIUM	src/core/widgets/services/systray/systray_hook.py	128	# Create the watchdog mutex - held for entire lifetime.	COMMENT
MEDIUM	src/core/widgets/services/taskbar/application_window.py	235	# Initialize the COM object globally on the first call	COMMENT
MEDIUM	src/core/widgets/services/weather/widgets.py	324	# Create the curve path first so we can use it for the gradient	COMMENT
MEDIUM	src/core/validation/export_schema.py	63	# Create a model for this specific widget type	COMMENT
MEDIUM	src/core/validation/export_schema.py	79	# Create a new model for export that overrides the widgets field	COMMENT

Redundant / Tautological Comments58 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	src/cli.py	928	# Check if already on target channel	COMMENT
LOW	src/cli.py	933	# Check if updates are supported	COMMENT
LOW	src/cli.py	1033	# Check if updates are supported	COMMENT
LOW	src/core/bar_helper.py	188	# Check if mouse left during the animation	COMMENT
LOW	src/core/bar_helper.py	381	# Check if mouse is within screen bounds horizontally	COMMENT
LOW	src/core/bar_helper.py	620	# Check if the fullscreen app's window should be excluded	COMMENT
LOW	src/core/bar_helper.py	850	# Check if autohide is enabled and start the hide timer	COMMENT
LOW	src/core/utils/update_service.py	271	# Check if it's actually an update for preview channel	COMMENT
LOW	src/core/utils/update_service.py	281	# Check if it's actually an update for stable channel	COMMENT
LOW⚡	src/core/utils/utilities.py	443	# Check if click is inside popup	COMMENT
LOW⚡	src/core/utils/utilities.py	451	# Check if click is inside any visible QMenu or QDialog (file dialogs, etc.)	COMMENT
LOW	src/core/utils/utilities.py	114	# Check if YASB is installed via Scoop and if so, return the path to the executable	COMMENT
LOW	src/core/utils/win32/app_icons.py	355	# Check if icon is mask-based	COMMENT
LOW	src/core/utils/win32/utils.py	177	# Check if this is a UWP app and get its proper display name	COMMENT
LOW	src/core/widgets/base.py	89	# Check if this event is for our widget (by config name)	COMMENT
LOW	src/core/widgets/yasb/quick_launch.py	800	# Check if the typed text matches a provider prefix	COMMENT
LOW⚡	src/core/widgets/yasb/taskbar.py	1829	# Check if taskbar should be hidden after unpinning	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	67	# Check if there's already a preview showing for this hwnd	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	663	# Check if it's a running pinned app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	859	# Check if icon is already cached	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1042	# Check if we have a running window that matches this unique_id	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1093	# Check if already displayed using direct lookup	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1153	# Check if taskbar should be hidden after unpinning	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1175	# Check if it's a running pinned app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1196	# Check if we already have a widget for this app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1344	# Check if this is a pinned app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1506	# Check if this is a pinned app that needs to be replaced with pinned-only button	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1539	# Check if any other windows of the same app are still running	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1757	# Check if the window is valid before attempting to close it	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	2020	# Check if this is a Recycle Bin window - use monitored state instead of window icon	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	2080	# Check if this is a pinned app that's not running (negative hwnd)	COMMENT
LOW	src/core/widgets/yasb/launchpad.py	1288	# Check if it's a group or an app	COMMENT
LOW	src/core/widgets/yasb/systray.py	378	# Check if the saved data exists for the icon by uuid and exe path	COMMENT
LOW	src/core/widgets/yasb/whkd.py	313	# Check if line is a header	STRING
LOW	src/core/widgets/yasb/cava.py	413	# Check if cava is available	COMMENT
LOW	src/core/widgets/yasb/language.py	337	# Check if the focus window is a valid application window	COMMENT
LOW	src/core/widgets/yasb/active_window.py	240	# Check if the window title is in the list of ignored titles	COMMENT
LOW	src/core/widgets/komorebi/control.py	223	# Check if buttons should be disabled	COMMENT
LOW⚡	src/core/widgets/services/traffic/traffic_manager.py	384	# Check if day has changed	COMMENT
LOW	src/core/widgets/services/traffic/traffic_manager.py	327	# Check if it's a new day	COMMENT
LOW	src/core/widgets/services/wifi/wifi_widgets.py	644	# Check if location services are enabled	COMMENT
LOW	src/core/widgets/services/wifi/wifi_managers.py	449	# Check if we already have this SSID with better signal quality	COMMENT
LOW	src/core/widgets/services/systray/utils.py	320	# Check if we're running in a frozen environment	COMMENT
LOW	…widgets/services/quick_launch/providers/file_search.py	665	# Check if Everything is configured but not running	COMMENT
LOW	…widgets/services/quick_launch/providers/file_search.py	690	# Check if Everything DLL loaded but service not running	COMMENT
LOW	…widgets/services/quick_launch/providers/file_search.py	707	# Check if Everything returned empty due to IPC error	COMMENT
LOW	src/core/widgets/services/notes/utils.py	181	# Check if we should enforce plain text paste	COMMENT
LOW	src/core/widgets/services/taskbar/window_manager.py	561	# Check if window should be shown in taskbar	COMMENT
LOW	src/core/widgets/services/taskbar/thumbnail.py	822	# Check if any window is flashing using existing taskbar logic	COMMENT
LOW	src/core/widgets/services/taskbar/pin_manager.py	502	# Check if we got a valid identifier	COMMENT
LOW	src/core/widgets/services/taskbar/pin_manager.py	670	# Check if elevation is required (WinError 740)	COMMENT
LOW	src/core/widgets/services/taskbar/app_menu.py	258	# Check if this is specifically the Recycle Bin	COMMENT
LOW⚡	src/core/widgets/services/taskbar/app_menu.py	350	# Check if widget still exists before setting cursor	COMMENT
LOW	src/core/widgets/services/taskbar/app_menu.py	398	# Check if Recycle Bin is empty and disable the option if it is	COMMENT
LOW	src/core/widgets/services/taskbar/app_menu.py	447	# Check if this is UWP (AUMID) or Win32 (path)	COMMENT
LOW	src/core/widgets/services/weather/widgets.py	485	# Check if it has styleSheet method	COMMENT
LOW	…re/widgets/services/recycle_bin/recycle_bin_monitor.py	226	# Check if already empty using cached info (fast, no blocking)	COMMENT
LOW	…re/widgets/services/recycle_bin/recycle_bin_monitor.py	350	# Check if we should continue polling	COMMENT

Cross-File Repetition13 hits · 65 pts

Severity	File	Snippet	Context
HIGH	src/core/utils/win32/bindings/kernel32.py	wrappers for gdi32 win32 api functions to make them easier to use and have proper types	STRING
HIGH	src/core/utils/win32/bindings/wlanapi.py	wrappers for gdi32 win32 api functions to make them easier to use and have proper types	STRING
HIGH	src/core/utils/win32/bindings/ole32.py	wrappers for gdi32 win32 api functions to make them easier to use and have proper types	STRING
HIGH	src/core/utils/win32/bindings/user32.py	wrappers for gdi32 win32 api functions to make them easier to use and have proper types	STRING
HIGH	src/core/utils/win32/bindings/powrprof.py	wrappers for gdi32 win32 api functions to make them easier to use and have proper types	STRING
HIGH	src/core/utils/win32/bindings/gdi32.py	wrappers for gdi32 win32 api functions to make them easier to use and have proper types	STRING
HIGH	src/core/widgets/yasb/launchpad.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING
HIGH	src/core/widgets/yasb/server_monitor.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING
HIGH	src/core/widgets/yasb/vscode.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING
HIGH	src/core/widgets/yasb/github.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING
HIGH	src/core/widgets/yasb/todo.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING
HIGH	src/core/widgets/services/wifi/wifi_widgets.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING
HIGH	src/core/widgets/yasb/notes.py	qscrollbar:vertical { border: none; background:transparent; width: 4px; } qscrollbar::add-page:vertical, qscrollbar::sub	STRING

Cross-Language Confusion9 hits · 58 pts

Severity	File	Line	Snippet	Context
HIGH	src/core/ui/views/themes.py	433	s = url.toString()	CODE
HIGH	src/core/ui/views/updater.py	227	cached = self._image_cache.get(url.toString())	CODE
HIGH	src/core/cloud/encryption/stream.py	17	N frame ciphertext \|\| tag(16)	STRING
HIGH⚡	…ts/services/control_center/sections/system_controls.py	136	("Network && Internet", "ms-settings:network"),	CODE
HIGH⚡	…ts/services/control_center/sections/system_controls.py	137	("Bluetooth && Devices", "ms-settings:bluetooth"),	CODE
HIGH⚡	…ts/services/control_center/sections/system_controls.py	140	("Power && Battery", "ms-settings:powersleep"),	CODE
HIGH⚡	…ts/services/control_center/sections/system_controls.py	143	("Privacy && Security", "ms-settings:privacy"),	CODE
HIGH⚡	src/core/widgets/services/glazewm/client.py	117	logger.debug("Connecting to %s", self._uri.toString())	CODE
HIGH⚡	src/core/widgets/services/glazewm/client.py	121	logger.debug("Connected to %s", self._uri.toString())	CODE

Unused Imports45 hits · 42 pts

Severity	File	Line	Context
LOW	src/core/utils/win32/typecheck.py	12	CODE
LOW	src/core/utils/win32/bindings/__init__.py	2	CODE
LOW	src/core/utils/win32/bindings/__init__.py	3	CODE
LOW	src/core/utils/win32/bindings/__init__.py	4	CODE
LOW	src/core/utils/win32/bindings/__init__.py	5	CODE
LOW	src/core/utils/win32/bindings/__init__.py	6	CODE
LOW	src/core/utils/win32/bindings/__init__.py	7	CODE
LOW	src/core/utils/win32/bindings/__init__.py	8	CODE
LOW	src/core/utils/win32/bindings/__init__.py	9	CODE
LOW	src/core/utils/win32/bindings/__init__.py	10	CODE
LOW	src/core/utils/win32/bindings/__init__.py	11	CODE
LOW	src/core/utils/win32/bindings/__init__.py	12	CODE
LOW	src/core/utils/win32/bindings/__init__.py	13	CODE
LOW	src/core/utils/win32/bindings/__init__.py	14	CODE
LOW	src/core/utils/win32/bindings/__init__.py	15	CODE
LOW	src/core/events/__init__.py	1	CODE
LOW	src/core/events/__init__.py	2	CODE
LOW	src/core/events/__init__.py	3	CODE
LOW	src/core/events/__init__.py	4	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	1	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	2	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	3	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	4	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	5	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	6	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	7	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	8	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	9	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	10	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	11	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	12	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	13	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	14	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	15	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	16	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	17	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	18	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	19	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	20	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	21	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	22	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	23	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	24	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	25	CODE
LOW	…re/widgets/services/quick_launch/providers/__init__.py	26	CODE

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/core/utils/update_service.py	235	Check GitHub for available updates. Supports both stable and preview channels: - Stable: Compares seman	STRING
HIGH	src/core/utils/time_utils.py	6	Convert an ISO 8601 timestamp to a human-readable relative time string. Args: iso_timestamp: ISO 8601	STRING
HIGH	src/core/utils/win32/bindings/shell32.py	28	Launch a file, URL, or shortcut via ShellExecuteW. Args: file: Path to the file, URL, or shortcut to open.	STRING

Fake / Example Data16 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	docs/widgets/(Widget)-Quick-Launch.md	229	\| `lorem` \| Generate lorem ipsum paragraphs/words \| `dev lorem` \|	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1133	widget.setPlaceholderText(field_def.get("placeholder", ""))	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1139	widget.setPlaceholderText(field_def.get("placeholder", ""))	CODE
LOW	src/core/widgets/yasb/server_monitor.py	341	placeholder.setProperty("class", "placeholder")	STRING
LOW	…e/widgets/services/quick_launch/providers/dev_tools.py	23	"lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod "	CODE
LOW	…e/widgets/services/quick_launch/providers/dev_tools.py	23	"lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod "	CODE
LOW	…e/widgets/services/quick_launch/providers/dev_tools.py	53	"name": "Lorem Ipsum",	CODE
LOW	…ore/widgets/services/quick_launch/providers/example.py	147	{"id": "name", "type": "text", "label": "Name:", "placeholder": "...", "value": ""},	STRING
LOW	…ore/widgets/services/quick_launch/providers/example.py	148	{"id": "body", "type": "multiline", "label": "Content:", "placeholder": "...", "value": ""},	STRING
LOW	…re/widgets/services/quick_launch/providers/snippets.py	204	{"id": "title", "type": "text", "label": "Title", "placeholder": "Snippet name", "value": title},	CODE
LOW	…re/widgets/services/quick_launch/providers/snippets.py	209	"placeholder": "Snippet text that will be typed...",	CODE
LOW	src/core/widgets/services/quick_launch/providers/ssh.py	191	return {"id": id_, "type": "text", "label": label, "placeholder": placeholder, "value": e.get(id_, "")}	CODE
LOW	src/core/widgets/services/media/tokenizer.py	15	type: Literal["literal", "placeholder", "separator"]	CODE
LOW	src/core/widgets/services/media/tokenizer.py	28	tokens.append(Token("placeholder", match, values.get(match[1:-1], "")))	CODE
LOW	src/core/widgets/services/media/tokenizer.py	40	placeholder_positions = [i for i, t in enumerate(tokens) if t.type == "placeholder"]	CODE
LOW	src/core/widgets/services/media/tokenizer.py	57	if tok.type == "placeholder":	CODE

AI Slop Vocabulary4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/cli.py	78	# If it's ping/pong, just return the object as is	COMMENT
LOW	src/core/utils/cli_server.py	60	# If it's ping/pong, just return the object as is	COMMENT
MEDIUM⚡	src/core/utils/update_service.py	335	"""Get comprehensive version and architecture information.	STRING
LOW	src/core/utils/win32/typecheck.py	14	# NOTE: During runtime just use Any placeholders	COMMENT

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	src/core/utils/progress_bar.py	9	CODE
LOW	src/core/widgets/yasb/launchpad.py	132	CODE
LOW	src/core/widgets/services/copilot/api.py	297	CODE
LOW	src/core/widgets/services/taskbar/shortcut_resolver.py	90	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/core/widgets/services/taskbar/pin_manager.py	281		COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings