0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.8K

Stars

Java

Language

1.1M

Lines of Code

6.8K

Files

130

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 65 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 57 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 130 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 51HIGH 3MEDIUM 27LOW 49

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 130 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hallucination Indicators51 hits · 540 pts

Severity	File	Line	Snippet	Context
CRITICAL	lawnchair/src/app/lawnchair/theme/ComposeColorScheme.kt	81	fun dev.kdrag0n.monet.theme.ColorScheme.toComposeColorScheme(isDark: Boolean): ColorScheme = remember(this, isDark) {	CODE
CRITICAL⚡	lawnchair/src/app/lawnchair/font/FontCache.kt	419	androidx.compose.ui.text.font.Font(	CODE
CRITICAL⚡	lawnchair/src/app/lawnchair/font/FontCache.kt	421	variationSettings = androidx.compose.ui.text.font.FontVariation.Settings(	CODE
CRITICAL⚡	lawnchair/src/app/lawnchair/font/FontCache.kt	423	androidx.compose.ui.text.font.FontVariation.Setting(it.key, it.value)	CODE
CRITICAL	lawnchair/src/app/lawnchair/font/FontCache.kt	505	androidx.compose.ui.text.googlefonts.Font(	CODE
CRITICAL	…c/com/android/launcher3/taskbar/TaskbarOverflowTest.kt	613	context.baseContext.appComponent.launcherAppState.model.addCallbacks(modelCallback)	CODE
CRITICAL	…c/com/android/quickstep/util/AppPairsControllerTest.kt	355	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…c/com/android/quickstep/util/AppPairsControllerTest.kt	383	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…c/com/android/quickstep/util/AppPairsControllerTest.kt	414	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…c/com/android/quickstep/util/AppPairsControllerTest.kt	445	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…c/com/android/quickstep/util/AppPairsControllerTest.kt	473	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…/launcher3/taskbar/TaskbarLauncherStateController.java	432	com.android.launcher3.taskbar.Utilities.setOverviewDragState(	CODE
CRITICAL	…com/android/quickstep/RecentsAnimationDeviceState.java	362	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	quickstep/src/com/android/quickstep/GestureState.java	346	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…src/com/android/quickstep/util/AppPairsController.java	462	if (com.android.wm.shell.Flags.enableShellTopTaskTracking()) {	CODE
CRITICAL	…ndroid/quickstep/recents/ui/viewmodel/TaskViewModel.kt	113	com.android.launcher3.util.coroutines.combine(	CODE
CRITICAL	…om/android/wm/shell/common/DisplayControllerTests.java	100	androidx.test.platform.app.InstrumentationRegistry.getInstrumentation()	CODE
CRITICAL	…ndroid/wm/shell/windowdecor/WindowDecorationTests.java	1259	if (com.android.window.flags.Flags.relativeInsets()) {	CODE
CRITICAL	…ndroid/wm/shell/windowdecor/WindowDecorationTests.java	1270	if (com.android.window.flags.Flags.relativeInsets()) {	CODE
CRITICAL	…ndroid/wm/shell/windowdecor/WindowDecorationTests.java	1281	if (com.android.window.flags.Flags.relativeInsets()) {	CODE
CRITICAL	…ll/windowdecor/DesktopModeWindowDecorViewModelTests.kt	534	decor.mTaskInfo.configuration.windowConfiguration.bounds.set(movedMaximizedBounds)	CODE
CRITICAL	…ll/windowdecor/DesktopModeWindowDecorViewModelTests.kt	558	decor.mTaskInfo.configuration.windowConfiguration.bounds.set(STABLE_BOUNDS)	CODE
CRITICAL	…android/wm/shell/scenarios/MinimizeAutoPipAppWindow.kt	62	Assume.assumeTrue(com.android.wm.shell.Flags.enablePip2())	CODE
CRITICAL	…/wm/shell/shared/bubbles/BubbleAnythingFlagHelper.java	37	&& com.android.window.flags2.Flags.excludeTaskFromRecents();	CODE
CRITICAL⚡	…/wm/shell/shared/bubbles/BubbleAnythingFlagHelper.java	63	if (!com.android.window.flags2.Flags.enableSeeThroughTaskFragments()) {	CODE
CRITICAL⚡	…/wm/shell/shared/bubbles/BubbleAnythingFlagHelper.java	68	if (!com.android.window.flags2.Flags.respectLeafTaskBounds()) {	CODE
CRITICAL⚡	…/wm/shell/shared/bubbles/BubbleAnythingFlagHelper.java	72	return com.android.window.flags2.Flags.rootTaskForBubble();	CODE
CRITICAL	…roid/wm/shell/transition/DefaultTransitionHandler.java	365	final boolean isTaskTransition = com.android.window.flags2.Flags.transitionHandlerCujTags()	CODE
CRITICAL	…m/shell/transition/tracing/LegacyTransitionTracer.java	115	com.android.wm.shell.nano.Transition proto = new com.android.wm.shell.nano.Transition();	CODE
CRITICAL	…m/shell/transition/tracing/LegacyTransitionTracer.java	138	com.android.wm.shell.nano.Transition proto = new com.android.wm.shell.nano.Transition();	CODE
CRITICAL	…m/shell/transition/tracing/LegacyTransitionTracer.java	154	com.android.wm.shell.nano.Transition proto = new com.android.wm.shell.nano.Transition();	CODE
CRITICAL	…m/shell/transition/tracing/LegacyTransitionTracer.java	169	com.android.wm.shell.nano.Transition proto = new com.android.wm.shell.nano.Transition();	CODE
CRITICAL	…m/shell/transition/tracing/LegacyTransitionTracer.java	246	new com.android.wm.shell.nano.WmShellTransitionTraceProto();	CODE
CRITICAL	…m/shell/transition/tracing/LegacyTransitionTracer.java	270	new com.android.wm.shell.nano.HandlerMapping();	CODE
CRITICAL	…ll/src/com/android/wm/shell/draganddrop/DragUtils.java	60	if (com.android.window.flags2.Flags.delegateUnhandledDrags()	CODE
CRITICAL	…com/android/wm/shell/splitscreen/StageCoordinator.java	1066	if (com.android.window.flags.Flags.fixLayoutRestoredTask()	CODE
CRITICAL	…com/android/wm/shell/splitscreen/StageCoordinator.java	1078	} else if (com.android.window.flags.Flags.fixLayoutRestoredTask()) {	CODE
CRITICAL	…/android/wm/shell/taskview/TaskViewTaskController.java	416	if (com.android.window.flags2.Flags.relativeInsets()) {	CODE
CRITICAL	…src/com/android/wm/shell/bubbles/BubbleController.java	565	if (com.android.window.flags2.Flags.enableExperimentalBubblesController()) {	CODE
CRITICAL	…src/com/android/wm/shell/bubbles/BubbleController.java	1428	if (com.android.window.flags2.Flags.rootTaskForBubble()) {	CODE
CRITICAL	…rc/com/android/wm/shell/bubbles/BubbleTransitions.java	216	if (com.android.wm.shell.Flags.enableBubbleBar()	CODE
CRITICAL	…rc/com/android/wm/shell/bubbles/BubbleTransitions.java	226	if (com.android.wm.shell.Flags.enableBubbleBar()) {	CODE
CRITICAL	…android/wm/shell/windowdecor/WindowDecorationInsets.kt	42	if (com.android.window.flags.Flags.relativeInsets()) {	CODE
CRITICAL	…Lib/src/main/java/android/window/RemoteTransition.java	79	com.android.internal.util.AnnotationValidations.validate(	CODE
CRITICAL	…Lib/src/main/java/android/window/RemoteTransition.java	116	com.android.internal.util.AnnotationValidations.validate(	CODE
CRITICAL	…Lib/src/main/java/android/window/RemoteTransition.java	179	com.android.internal.util.AnnotationValidations.validate(	CODE
CRITICAL	…systemui/shared/rotation/RotationButtonController.java	727	if (android.hardware.devicestate.feature.flags.Flags.deviceStatePropertyMigration()) {	CODE
CRITICAL	src/com/android/launcher3/Workspace.java	678	com.patrykmichalik.opto.core.PreferenceExtensionsKt.setBlocking(mPreferenceManager2.getSmartspaceMode(),	CODE
CRITICAL	src/com/android/launcher3/Workspace.java	3933	com.patrykmichalik.opto.core.PreferenceExtensionsKt.setBlocking(mPreferenceManager2.getDefaultHomePage(), pageIn	CODE
CRITICAL	src/com/android/launcher3/Hotseat.java	148	com.patrykmichalik.opto.core.PreferenceExtensionsKt.setBlocking(preferenceManager2.getHotseatMode(), hotseat	CODE
CRITICAL	src/com/android/launcher3/views/OptionsPopupView.java	281	com.patrykmichalik.opto.core.PreferenceExtensionsKt.setBlocking(preferenceManager2.getLockHomeScreen(), !oldValu	CODE

AI Slop Vocabulary20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	…earch/algorithms/engine/provider/FileSearchProvider.kt	277	// However, it's more robust to check the file system attributes if possible,	COMMENT
MEDIUM	…/launcher3/taskbar/TaskbarLauncherStateController.java	549	// We're about to be paused, set immediately to ensure seamless handoff.	COMMENT
MEDIUM	…/launcher3/taskbar/TaskbarLauncherStateController.java	1144	// Update the visible state immediately to ensure a seamless handoff	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	978	// Seamless if all tasks are seamless	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	987	// Not seamless if there is PiP (or any other non-seamless task)	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	998	// Not seamless if there is no changed task.	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	1005	// Not seamless if the nav bar cares rotation and one of rotations is upside-down.	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	1017	// Not seamless if system alert windows	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	1028	// Seamless if display is explicitly seamless.	COMMENT
MEDIUM	…/android/wm/shell/transition/ShellTransitionTests.java	1910	// By default we ignore nav bar in deciding if a seamless rotation is allowed.	COMMENT
MEDIUM	…/com/android/wm/shell/ConnectedDisplayCujSmokeTests.kt	73	// TODO(b/416608975) - Move the utility methods to shared library or/and utilize existing library (	COMMENT
MEDIUM	…roid/wm/shell/transition/DefaultTransitionHandler.java	258	// We only enable seamless rotation if all the visible task windows requested it.	COMMENT
MEDIUM	…roid/wm/shell/transition/DefaultTransitionHandler.java	296	// so do not use seamless rotation.	COMMENT
MEDIUM	…/src/com/android/wm/shell/pip2/phone/PipScheduler.java	368	// Take a screenshot of PiP and fade it out after resize is finished if seamless resize	COMMENT
MEDIUM	…com/android/wm/shell/back/BackAnimationController.java	1370	// merged transition must be applied with the first transition to ensure a seamless	COMMENT
MEDIUM	wmshell/src/com/android/wm/shell/pip/PipTransition.java	538	// done at the start. But if it is running fixed rotation, there will be a seamless	COMMENT
MEDIUM	wmshell/src/com/android/wm/shell/pip/PipTransition.java	675	// Fade out the existing PiP to avoid jump cut during seamless rotation.	COMMENT
MEDIUM	wmshell/src/com/android/wm/shell/pip/PipTransition.java	803	// utilize fixed rotation transitions for exiting pip) is enabled (See b/288910069).	COMMENT
MEDIUM	…ell/src/com/android/wm/shell/pip/PipTaskOrganizer.java	1530	// Animate with a cross-fade if enabled and seamless resize is disables by the app.	COMMENT
MEDIUM	src/com/android/launcher3/CellLayout.java	1122	// We leverage the actual layout logic in the layout params and hence need to modify	COMMENT

Over-Commented Block32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	flowerpot/merge.py	1	# This file is part of Lawnchair Launcher.	COMMENT
LOW	flowerpot/playstore.py	1	# This file is part of Lawnchair Launcher.	COMMENT
LOW	…ava/app/lawnchair/baseline/BaselineProfileGenerator.kt	41	@Test	COMMENT
LOW	…/main/java/app/lawnchair/baseline/StartupBenchmarks.kt	61	// TODO Add interactions to wait for when your app is fully drawn.	COMMENT
LOW	…c/com/android/launcher3/model/GridSizeMigrationTest.kt	581	addItem(ITEM_TYPE_DEEP_SHORTCUT, 1, CONTAINER_HOTSEAT, 0, 0, testPackage7)	COMMENT
LOW	…nchair/src/com/androidinternal/graphics/cam/Frame.java	41	// sRGB ambient illuminance = 64 lux (per sRGB spec). However, the spec notes this is	COMMENT
LOW	…nchair/src/com/androidinternal/graphics/cam/Frame.java	141	float c = (f >= 0.9) ? MathUtils.lerp(0.59f, 0.69f, ((f - 0.9f) * 10.0f)) : MathUtils.lerp(	COMMENT
LOW	lawnchair/src/com/androidinternal/graphics/cam/Cam.java	341	* in	COMMENT
LOW	lawnchair/src/com/androidinternal/graphics/cam/Cam.java	361	// outside 0-255	COMMENT
LOW	…m/android/launcher3/taskbar/TaskbarViewController.java	1201	// Note that there is no All Apps button in the hotseat,	COMMENT
LOW	…id/launcher3/taskbar/bubbles/BubbleDragController.java	401	private enum State {	COMMENT
LOW	…/launcher3/taskbar/bubbles/animation/BubbleAnimator.kt	261	// the arrow stays at the same distance from the left edge of the bar	COMMENT
LOW	quickstep/src/com/android/quickstep/TaskViewUtils.java	361	// at t = 0, we know that the simulator matches the thumbnailView. So if we apply K(0)`	COMMENT
LOW	…/quickstep/util/LauncherUnfoldAnimationController.java	161	mUnfoldMoveFromCenterWorkspaceAnimator.updateRegisteredViewsIfNeeded();	COMMENT
LOW	quickstep/src/com/android/quickstep/views/TaskView.kt	1521	val failureListener = TaskRemovedDuringLaunchListener(context.applicationContext)	COMMENT
LOW	…t/src/com/android/wm/shell/bubbles/BubbleDataTest.java	1021	sendUpdatedEntryAtTime(mEntryB1, 6000); // [B2=4000, A2=3000, B1=6000, A1=1000]	COMMENT
LOW	…roid/wm/shell/flicker/pip/ClosePipBySwipingDownTest.kt	101	override fun visibleLayersShownMoreThanOneConsecutiveEntry() {	COMMENT
LOW	…hell/desktopmode/multidesks/DesksTransitionObserver.kt	481	val taskInfo = checkNotNull(change.taskInfo) { "Expected non-null task info" }	COMMENT
LOW	…rc/com/android/wm/shell/pip/phone/PipTouchHandler.java	661	if (resize) {	COMMENT
LOW	…m/shell/startingsurface/SplashscreenWindowCreator.java	141	suggestType == STARTING_WINDOW_TYPE_LEGACY_SPLASH_SCREEN	COMMENT
LOW	…oid/wm/shell/bubbles/bar/BubbleBarAnimationHelper.java	521	if (bbev == null) {	COMMENT
LOW	…/wm/shell/windowdecor/DesktopModeWindowDecoration.java	401	// The visibility, crop and position of the task should only be set when a task is	COMMENT
LOW	…ctivityembedding/ActivityEmbeddingAnimationRunner.java	361	// For the first iteration, we prepare the animation for the change type windows. This is	COMMENT
LOW	compatLib/src/main/java/android/view/InsetsSource.java	521	// \|boundingRect\| was provided relative to \|frame\|. Make it absolute to be in the same	COMMENT
LOW	…emUI/animation/src/com/android/systemui/util/Dialog.kt	81	return null	COMMENT
LOW	…c/com/android/systemui/animation/TransitionAnimator.kt	1021	// the dialog overlay back to its original position, and this change must be reflected	COMMENT
LOW	…ystemui/surfaceeffects/shaderutil/ShaderUtilLibrary.kt	101	// Return range roughly [-1,1].	COMMENT
LOW	…ystemui/surfaceeffects/shaderutil/ShaderUtilLibrary.kt	121	// For example in 2D, we can find the triangle (simplex shape in 2D) that we are in	COMMENT
LOW	…/android/systemui/shared/system/QuickStepContract.java	81	// The search feature is disabled (either by SUW/SysUI/device policy)	COMMENT
LOW	…/android/systemui/shared/system/QuickStepContract.java	121	// Note that the device is awake on while waking up on, but not while going to sleep.	COMMENT
LOW	…ndroid/launcher3/util/WallpaperOffsetInterpolator.java	81	return;	COMMENT
LOW	src/com/android/launcher3/views/BaseDragLayer.java	81	public void set(LayoutParams lp, Integer y) {	COMMENT

Excessive Try-Catch Wrapping7 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	ci.py	46	print(f"Error: Beta artifact not found at {beta_path}")	CODE
LOW⚡	ci.py	67	except Exception as e:	CODE
MEDIUM⚡	ci.py	68	print(f"Error processing directory {full_path}: {e}")	CODE
MEDIUM⚡	ci.py	76	print(f"Error fetching commits: {error}")	CODE
LOW	flowerpot/playstore.py	222	except Exception as e:	CODE
MEDIUM	flowerpot/playstore.py	271	print(f'Error at app: {id}')	CODE
MEDIUM	flowerpot/playstore.py	315	print(f'Error at app: {id}')	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…ui/shared/recents/utilities/PreviewPositionHelper.java	125	// > the final clipped position has same aspect ratio as requested by canvas	COMMENT
HIGH	…c/com/android/launcher3/statemanager/StateManager.java	273	// We are running the same animation as requested, and/or target state should not be	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	flowerpot/merge.py	1	# This file is part of Lawnchair Launcher.	COMMENT
MEDIUM	flowerpot/playstore.py	1	# This file is part of Lawnchair Launcher.	COMMENT

Hyper-Verbose Identifiers4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	ci.py	19	def send_message_to_telegram_chat(chat_id, message, silent):	CODE
LOW⚡	ci.py	31	def send_document_to_telegram_chat(chat_id, document):	CODE
LOW⚡	ci.py	38	def send_artifact_to_telegram_chat(chat_id):	CODE
LOW⚡	ci.py	70	def send_internal_notifications():	CODE

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	ci.py	5	CODE
LOW	flowerpot/playstore.py	16	CODE
LOW	flowerpot/playstore.py	19	CODE
LOW	flowerpot/playstore.py	21	CODE
LOW	tools/translations_importer/apkutils.py	1	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	flowerpot/playstore.py	222	except Exception as e:	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…oid/launcher3/taskbar/NavbarButtonsViewController.java	807	* Does not call {@link #applyState()}. Don't forget to!	COMMENT
LOW	…/com/android/launcher3/taskbar/TaskbarControllers.java	89	* Want to add a new controller? Don't forget to:	COMMENT
LOW	…droid/launcher3/taskbar/bubbles/BubbleControllers.java	54	* Want to add a new controller? Don't forget to:	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	ci.py	38		CODE
LOW	tools/translations_importer/apkutils.py	24		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…nchair/src/app/lawnchair/ui/placeholder/Placeholder.kt	117	name = "placeholder"	CODE

LawnchairLauncher/lawnchair

Open-Source Code Quality, Security and Technical Debt Review