amnweb/yasb

16.8

Adjusted Score

16.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.2K

Stars

Python

Language

131.6K

Lines of Code

447

Files

1.9K

Pattern Hits

2026-07-14

Scan Date

0.06

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 152LOW 1731

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 1908 distinct pattern matches across 15 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 Wrapping1095 hits · 1216 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/cli.py	166	print(f"Error: {e}")	CODE
MEDIUM	src/cli.py	987	print("Error: Missing Content-Length header.")	CODE
MEDIUM	src/cli.py	993	print(f"Error: Invalid Content-Length value: {content_length}")	CODE
MEDIUM	src/cli.py	1025	print("Error: Downloaded file size does not match expected size.")	CODE
MEDIUM	src/cli.py	196	def disable_startup(self):	CODE
MEDIUM	src/cli.py	717	def is_admin(self):	CODE
LOW	src/cli.py	56	except Exception as e:	CODE
LOW	src/cli.py	165	except Exception as e:	CODE
LOW	src/cli.py	181	except Exception as e:	CODE
LOW	src/cli.py	193	except Exception as e:	CODE
LOW	src/cli.py	203	except Exception as e:	CODE
MEDIUM	src/cli.py	535	print(f"Error retrieving monitor information: {e}")	STRING
LOW	src/cli.py	771	except Exception as e:	CODE
LOW	src/cli.py	783	except Exception:	CODE
LOW	src/cli.py	877	except Exception as e:	CODE
LOW	src/cli.py	969	except Exception as e:	CODE
LOW⚡	src/cli.py	588	except Exception as e:	STRING
LOW⚡	src/cli.py	596	except Exception as e:	STRING
LOW⚡	src/cli.py	605	except Exception as e:	STRING
LOW	src/cli.py	534	except Exception as e:	STRING
LOW	src/cli.py	570	except Exception as e:	STRING
LOW	src/cli.py	621	except Exception as e:	STRING
LOW	src/cli.py	651	except Exception as e:	STRING
LOW	src/cli.py	658	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	93	except Exception:	CODE
LOW	src/core/tray.py	162	except Exception:	CODE
LOW⚡	src/core/tray.py	176	except Exception:	CODE
LOW⚡	src/core/tray.py	178	except Exception:	CODE
LOW⚡	src/core/tray.py	187	except Exception:	CODE
LOW⚡	src/core/tray.py	194	except Exception as e:	CODE
LOW	src/core/tray.py	210	except Exception as e:	CODE
LOW	src/core/tray.py	223	except Exception as e:	CODE
LOW	src/core/tray.py	237	except Exception as e:	CODE
MEDIUM	src/core/tray.py	87	def _try_enable_dark_menu(self, hwnd):	CODE
MEDIUM	src/core/tray.py	190	def is_wm_installed(self, wm) -> bool:	CODE
MEDIUM	src/core/tray.py	207	def _open_config(self):	CODE
MEDIUM	src/core/tray.py	214	def wm_command():	CODE
MEDIUM	src/core/tray.py	234	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	930	def _toggle_widget(self, widget, enabled):	CODE
MEDIUM	src/core/bar_helper.py	969	def _open_task_manager(self):	CODE
LOW	src/core/bar_helper.py	297	except Exception as e:	CODE
LOW	src/core/bar_helper.py	426	except Exception as e:	CODE
LOW	src/core/bar_helper.py	469	except Exception:	CODE
LOW	src/core/bar_helper.py	561	except Exception:	CODE
LOW	src/core/bar_helper.py	604	except Exception as e:	CODE
LOW	src/core/bar_helper.py	627	except Exception:	CODE
LOW	src/core/bar_helper.py	704	except Exception:	CODE
LOW	src/core/bar_helper.py	717	except Exception:	CODE
LOW	src/core/bar_helper.py	772	except Exception as e:	CODE
LOW	src/core/bar_helper.py	877	except Exception as e:	CODE
LOW	src/core/bar_helper.py	952	except Exception as e:	CODE
LOW	src/core/bar_helper.py	972	except Exception as e:	CODE
1035 more matches not shown…

Hyper-Verbose Identifiers256 hits · 270 pts

Severity	File	Line	Snippet	Context
LOW	src/cli.py	118	def send_command_to_application(self, command: str):	CODE
LOW	src/cli.py	885	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	83	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	434	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/quick_launch.py	1323	def _on_search_input_context_menu(self, pos):	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	957	def _on_pinned_apps_changed_signal(self, action: str, unique_id: str) -> None:	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	1189	def _get_widget_monitor_handle(self):	CODE
LOW⚡	src/core/widgets/yasb/taskbar.py	1975	def _clear_others_set_foreground(self, target_hwnd: int \| None) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	621	def _find_insert_position_after_pinned(self) -> int:	CODE
LOW	src/core/widgets/yasb/taskbar.py	637	def _update_pinned_order_from_layout(self) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	699	def _create_pinned_app_button(self, unique_id: str, metadata: dict) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	766	def _create_pinned_app_container(	CODE
LOW	src/core/widgets/yasb/taskbar.py	1170	def _on_window_monitor_changed(self, hwnd, window_data):	CODE
LOW	src/core/widgets/yasb/taskbar.py	1507	def _refresh_title_visibility(self, hwnd: int) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	2158	def _animate_or_set_title_visible(self, label: QWidget, visible: bool, duration: int = None) -> None:	CODE
LOW	src/core/widgets/yasb/media.py	484	def _update_popup_menu_buttons(self):	CODE
LOW	src/core/widgets/yasb/media.py	551	def _on_timeline_properties_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	574	def _update_interpolated_position(self):	CODE
LOW	src/core/widgets/yasb/media.py	624	def _on_session_status_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	658	def _on_playback_info_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	719	def _on_media_properties_changed(self):	CODE
LOW	src/core/widgets/yasb/media.py	889	def _create_thumbnail_for_popup(self, img: Image.Image):	CODE
LOW	src/core/widgets/yasb/media.py	1130	def _get_current_app_identifier(self) -> str \| None:	CODE
LOW	src/core/widgets/yasb/media.py	1159	def _match_session_by_mapping(self, sessions: list[MediaSession], aumid: str) -> MediaSession \| None:	CODE
LOW	src/core/widgets/yasb/media.py	1194	def _match_session_by_executable(self, sessions: list[MediaSession], identifier: str):	CODE
LOW	src/core/widgets/yasb/media.py	1269	def _on_app_volume_slider_changed(self, value: int):	CODE
LOW	src/core/widgets/yasb/wifi.py	76	def _create_dynamically_label(self, content: str, content_alt: str, is_ethernet: bool = False):	CODE
LOW⚡	src/core/widgets/yasb/launchpad.py	1811	def _start_background_loading(self, icon_requests):	CODE
LOW⚡	src/core/widgets/yasb/launchpad.py	1819	def _on_background_icon_loaded(self, icon_path: str, pixmap: QPixmap):	CODE
LOW⚡	src/core/widgets/yasb/launchpad.py	1829	def _recalculate_grid_columns(self):	CODE
LOW	src/core/widgets/yasb/launchpad.py	1272	def _handle_popup_mouse_press(self, popup, event):	CODE
LOW	src/core/widgets/yasb/memory.py	211	def _get_virtual_memory_threshold(self, virtual_memory_percent: float) -> str:	CODE
LOW	src/core/widgets/yasb/control_center.py	76	def _on_brightness_service_changed(self, hmonitor: int, brightness: int):	CODE
196 more matches not shown…

Deep Nesting285 hits · 256 pts

Severity	File	Line	Context
LOW	src/cli.py	206	CODE
LOW	src/cli.py	973	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	372	CODE
LOW	src/core/bar_helper.py	538	CODE
LOW	src/core/bar_helper.py	1136	CODE
LOW	src/core/bar_manager.py	108	CODE
LOW	src/core/bar_manager.py	136	CODE
LOW	src/core/bar_manager.py	240	CODE
LOW	src/core/ui/views/themes.py	1190	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	320	CODE
LOW	src/core/utils/utilities.py	375	CODE
LOW	src/core/utils/utilities.py	682	CODE
LOW	src/core/utils/utilities.py	726	CODE
LOW	src/core/utils/win32/aumid.py	168	CODE
LOW	src/core/utils/win32/aumid.py	260	CODE
LOW	src/core/utils/win32/aumid.py	277	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/events/service.py	44	CODE
LOW	src/core/widgets/yasb/quick_launch.py	979	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1210	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1323	CODE
LOW	src/core/widgets/yasb/taskbar.py	62	CODE
LOW	src/core/widgets/yasb/taskbar.py	105	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	637	CODE
LOW	src/core/widgets/yasb/taskbar.py	820	CODE
LOW	src/core/widgets/yasb/taskbar.py	957	CODE
LOW	src/core/widgets/yasb/taskbar.py	1236	CODE
LOW	src/core/widgets/yasb/taskbar.py	1420	CODE
LOW	src/core/widgets/yasb/taskbar.py	1654	CODE
LOW	src/core/widgets/yasb/taskbar.py	1683	CODE
LOW	src/core/widgets/yasb/taskbar.py	1726	CODE
LOW	src/core/widgets/yasb/taskbar.py	1975	CODE
LOW	src/core/widgets/yasb/taskbar.py	2045	CODE
LOW	src/core/widgets/yasb/disk.py	63	CODE
LOW	src/core/widgets/yasb/disk.py	231	CODE
LOW	src/core/widgets/yasb/media.py	215	CODE
LOW	src/core/widgets/yasb/media.py	719	CODE
LOW	src/core/widgets/yasb/media.py	1135	CODE
225 more matches not shown…

Self-Referential Comments34 hits · 96 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	183	# Create the inner frame	COMMENT
MEDIUM	src/core/widgets/yasb/taskbar.py	1031	# Create the pinned button	COMMENT
MEDIUM	src/core/widgets/yasb/taskbar.py	1319	# Create the window widget	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	192	# Initialize tracking variables	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	226	# Create main layout for the popup dialog	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	395	# Create a horizontal layout for the time labels	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	927	# Create the mask	COMMENT
MEDIUM	src/core/widgets/yasb/media.py	997	# 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	81	# 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	348	# Create main layout	COMMENT
MEDIUM	src/core/widgets/yasb/volume.py	320	# 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	278	# 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	…core/widgets/services/wallpapers/wallpapers_gallery.py	127	# Create a transparent pixmap of the target size	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 Comments61 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	src/cli.py	805	# Check if already on target channel	COMMENT
LOW	src/cli.py	810	# Check if updates are supported	COMMENT
LOW	src/cli.py	910	# Check if updates are supported	COMMENT
LOW	src/core/bar_helper.py	205	# Check if mouse left during the animation	COMMENT
LOW	src/core/bar_helper.py	398	# Check if mouse is within screen bounds horizontally	COMMENT
LOW	src/core/bar_helper.py	637	# Check if the fullscreen app's window should be excluded	COMMENT
LOW	src/core/bar_helper.py	867	# 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	383	# Check if click is inside popup	COMMENT
LOW⚡	src/core/utils/utilities.py	391	# 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	352	# 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	82	# Check if this event is for our widget (by config name)	COMMENT
LOW	src/core/widgets/yasb/quick_launch.py	801	# Check if the typed text matches a provider prefix	COMMENT
LOW⚡	src/core/widgets/yasb/taskbar.py	1676	# Check if taskbar should be hidden after unpinning	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	65	# Check if there's already a preview showing for this hwnd	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	657	# Check if it's a running pinned app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	853	# Check if icon is already cached	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	972	# Check if we have a running window that matches this unique_id	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1021	# Check if already displayed using direct lookup	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1081	# Check if taskbar should be hidden after unpinning	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1103	# Check if it's a running pinned app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1124	# Check if we already have a widget for this app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1245	# Check if this is a pinned app	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1365	# Check if this is a pinned app that needs to be replaced with pinned-only button	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1398	# Check if any other windows of the same app are still running	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1604	# Check if the window is valid before attempting to close it	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1801	# Check if window is active using task manager data	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1825	# Check if this is a Recycle Bin window - use monitored state instead of window icon	COMMENT
LOW	src/core/widgets/yasb/taskbar.py	1883	# 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/ai_chat.py	506	# Check if the popup layout and buttons are still valid	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	239	# 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	440	# 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	…core/widgets/services/wallpapers/wallpapers_gallery.py	587	# Check if we need to change page	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	219	# Check if we should enforce plain text paste	COMMENT
LOW	src/core/widgets/services/taskbar/window_manager.py	535	# Check if window should be shown in taskbar	COMMENT
LOW	src/core/widgets/services/taskbar/thumbnail.py	604	# Check if 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	340	# Check if widget still exists before setting cursor	COMMENT
LOW	src/core/widgets/services/taskbar/app_menu.py	388	# Check if Recycle Bin is empty and disable the option if it is	COMMENT
LOW	src/core/widgets/services/taskbar/app_menu.py	437	# 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
1 more matches not shown…

Modern Structural Boilerplate81 hits · 84 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	220	def set_title(self, text: str) -> None:	CODE
LOW⚡	src/core/ui/components/content_dialog.py	224	def set_content(self, text: str) -> None:	CODE
LOW⚡	src/core/ui/components/content_dialog.py	228	def set_content_widget(self, widget: QWidget) -> None:	CODE
LOW	src/core/ui/components/input_dialog.py	49	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	97	def set_selected(self, selected: bool) -> None:	CODE
LOW	src/core/ui/components/card.py	105	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	68	def set_selected(self, selected: bool) -> None:	CODE
LOW	src/core/ui/components/dropdown.py	275	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	511	def _update_elided_text(self) -> None:	STRING
LOW	src/core/utils/utilities.py	618	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/widgets/yasb/taskbar.py	637	def _update_pinned_order_from_layout(self) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	671	def _update_pinned_status(self, hwnd: int, is_pinned: bool) -> None:	CODE
LOW	src/core/widgets/yasb/taskbar.py	1871	def _set_dragging(self, active: bool) -> 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
LOW	src/core/widgets/yasb/copilot.py	70	def _update_state(self) -> None:	CODE
LOW	src/core/widgets/yasb/copilot.py	83	def _update_fill(self) -> None:	CODE
LOW	src/core/widgets/yasb/copilot.py	112	def set_data(self, data: list[dict]) -> None:	CODE
LOW	src/core/widgets/yasb/notes.py	99	def update_all(cls) -> None:	CODE
LOW	src/core/widgets/yasb/windows_desktops.py	431	def _update_button(self, workspace_btn: WorkspaceButton, schedule_update: bool = True) -> None:	CODE
LOW	src/core/widgets/yasb/glucose_monitor.py	34	def set_url(self, host: str, secret: str) -> None:	CODE
LOW	src/core/widgets/yasb/glucose_monitor.py	133	def _update_label(self) -> None:	CODE
LOW	src/core/widgets/yasb/claude_usage.py	28	def _update_fill(self) -> None:	CODE
LOW	src/core/widgets/yasb/claude_usage.py	153	def _update_label(self) -> None:	CODE
LOW	src/core/widgets/yasb/active_window.py	153	def _set_no_window_or_hide(self) -> None:	CODE
LOW	src/core/widgets/yasb/active_window.py	272	def _update_window_title(self, hwnd: int, win_info: dict, event: WinEvent) -> None:	CODE
LOW	src/core/widgets/yasb/window_controls.py	270	def _update_maximize_button(self, maximized: bool) -> None:	CODE
LOW⚡	src/core/widgets/yasb/window_controls.py	334	def _update_label(self, app_name: str) -> None:	CODE
LOW⚡	src/core/widgets/yasb/window_controls.py	339	def _set_visible(self) -> None:	CODE
LOW⚡	src/core/widgets/yasb/window_controls.py	347	def _set_hidden(self) -> None:	CODE
LOW	src/core/widgets/yasb/power_plan.py	98	def _update_label(self) -> None:	CODE
LOW	src/core/widgets/komorebi/stack.py	372	def _update_button_status(self, window_btn: WindowButton) -> None:	CODE
LOW	src/core/widgets/komorebi/stack.py	381	def _update_button_label(self, window_btn: WindowButton) -> None:	CODE
LOW	src/core/widgets/komorebi/workspaces.py	462	def _update_button(self, workspace_btn: WorkspaceButton) -> None:	CODE
LOW	…re/widgets/services/control_center/sections/sliders.py	425	def update_brightness(self, hmonitor: int, brightness: int) -> None:	CODE
LOW	…core/widgets/services/control_center/sections/power.py	98	def _setup_button_layout(self, button: QWidget, title: str, label: QLabel, icon: str) -> None:	CODE
21 more matches not shown…

Cross-File Repetition14 hits · 70 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/ai_chat.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 Confusion8 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	src/core/ui/views/themes.py	435	s = url.toString()	CODE
HIGH	src/core/ui/views/updater.py	227	cached = self._image_cache.get(url.toString())	CODE
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	1129	widget.setPlaceholderText(field_def.get("placeholder", ""))	CODE
LOW	src/core/widgets/yasb/quick_launch.py	1135	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

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/core/utils/win32/aumid.py	257		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