2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

16.3K

Stars

Language

103.7K

Lines of Code

798

Files

152

Pattern Hits

2026-10-31

Scan Date

0.02

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 11.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 148 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 50 finding(s).

PR Review Velocity Impact 11.1/100 · LOW

Which changes need focused human review? 152 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 0HIGH 17MEDIUM 4LOW 131

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 152 distinct pattern matches across 5 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.

Synthetic Comment Markers17 hits · 128 pts

Severity	File	Line	Snippet	Context
HIGH	…MaterialDesignThemes.UITests/WPF/Theme/ThemeTests.g.cs	3	// This code was generated by MaterialDesignToolkit.ResourceGeneration.	COMMENT
HIGH	…MaterialDragablzMashUp/Properties/Settings.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…aterialDragablzMashUp/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…rialDesignThemes.Wpf/ResourceDictionaryExtensions.g.cs	3	// This code was generated by MaterialDesignToolkit.ResourceGeneration.	COMMENT
HIGH	src/MaterialDesignThemes.Wpf/ThemeExtensions.g.cs	3	// This code was generated by MaterialDesignToolkit.ResourceGeneration.	COMMENT
HIGH	src/MaterialDesignThemes.Wpf/Theme.g.cs	3	// This code was generated by MaterialDesignToolkit.ResourceGeneration.	COMMENT
HIGH	…terialDesignThemes.Wpf/Properties/Settings.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…erialDesignThemes.Wpf/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…terialDesign3.Demo.Wpf/Properties/Settings.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…erialDesign3.Demo.Wpf/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…terialDesignColors.Wpf/Properties/Settings.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…erialDesignColors.Wpf/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	src/MaterialDesignToolkit.ResourceGeneration/Brushes.cs	18	// This code was generated by MaterialDesignToolkit.ResourceGeneration.	COMMENT
HIGH	src/MainDemo.Wpf/Properties/Settings.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	src/MainDemo.Wpf/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…alDesignThemes.MahApps/Properties/Settings.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…lDesignThemes.MahApps/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT

Over-Commented Block77 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	tests/MaterialDesignThemes.Wpf.Tests/DialogHostTests.cs	481	//[Test]	COMMENT
LOW	tests/MaterialDesignThemes.Wpf.Tests/DialogHostTests.cs	501	// {	COMMENT
LOW	tests/MaterialDesignThemes.Wpf.Tests/DialogHostTests.cs	521	// await tcs.Task;	COMMENT
LOW	…c/MahMaterialDragablzMashUp/Properties/AssemblyInfo.cs	1	using System.Runtime.InteropServices;	COMMENT
LOW	…aterialDragablzMashUp/Properties/Resources.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
LOW	src/MaterialDesignThemes.Wpf/TreeViewAssist.cs	41	#endregion	COMMENT
LOW	src/MaterialDesignThemes.Wpf/Screen.cs	321	return new Screen((IntPtr)PRIMARY_MONITOR);	COMMENT
LOW	src/MaterialDesignThemes.Wpf/Screen.cs	341	/// </summary>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	1	namespace MaterialDesignThemes.Wpf;	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	21	=> GetFirstDialogHost(window).ShowInternal(content, null, null, null);	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	41	/// </summary>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	61	/// <returns></returns>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	81		COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	101	/// Shows a dialog using the parent/ancestor <see cref="DialogHost"/> of the a given <see cref="DependencyObject"/>.	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	121	/// <returns></returns>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	141	/// <param name="childDependencyObject">Dependency object which should be a visual child of a <see cref="DialogHost"	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHostEx.cs	161	/// <returns></returns>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/TextFieldAssist.cs	21	/// Sets the text box view margin.	COMMENT
LOW	src/MaterialDesignThemes.Wpf/TextFieldAssist.cs	61	/// <returns></returns>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/IHintProxy.cs	1	namespace MaterialDesignThemes.Wpf;	COMMENT
LOW	src/MaterialDesignThemes.Wpf/ISnackbarMessageQueue.cs	1	namespace MaterialDesignThemes.Wpf;	COMMENT
LOW	src/MaterialDesignThemes.Wpf/ISnackbarMessageQueue.cs	21	/// </summary>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/ISnackbarMessageQueue.cs	41	/// <param name="actionHandler">Call back to be executed if user clicks the action button.</param>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/ISnackbarMessageQueue.cs	61	/// <param name="actionArgument">Argument to pass to <paramref name="actionHandler"/>.</param>	COMMENT
LOW	…c/MaterialDesignThemes.Wpf/PrefixSuffixHintBehavior.cs	1	namespace MaterialDesignThemes.Wpf;	COMMENT
LOW	src/MaterialDesignThemes.Wpf/TreeListView.cs	61	// if (element is TreeListViewItem treeListViewItem)	COMMENT
LOW	src/MaterialDesignThemes.Wpf/RippleAssist.cs	21		COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	81	{	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	101	public static Task<object?> Show(object content, DialogOpenedEventHandler openedEventHandler)	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	121	=> Show(content, null, openedEventHandler, closingEventHandler);	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	141	=> Show(content, dialogIdentifier, null, null);	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	161	=> Show(content, dialogIdentifier, null, closingEventHandler);	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	181	/// <param name="closedEventHandler">Allows access to closed event which would otherwise have been subscribed to on	COMMENT
LOW	src/MaterialDesignThemes.Wpf/DialogHost.cs	221	}	COMMENT
LOW	src/MaterialDesignThemes.Wpf/PopupBox.cs	21	/// <summary>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/PopupBox.cs	41	/// <summary>	COMMENT
LOW	src/MaterialDesignThemes.Wpf/PopupBox.cs	61	}	COMMENT
LOW	src/MaterialDesignThemes.Wpf/PrefixSuffixVisibility.cs	1	namespace MaterialDesignThemes.Wpf;	COMMENT
LOW	…c/MaterialDesignThemes.Wpf/SnackbarMessageQueueItem.cs	21		COMMENT
LOW	…MaterialDesignThemes.Wpf/Internal/Shims/NotNullWhen.cs	1		COMMENT
LOW	…MaterialDesignThemes.Wpf/Internal/Shims/NotNullWhen.cs	21	ReturnValue = returnValue;	COMMENT
LOW	…nverters/FloatingHintInitialVerticalOffsetConverter.cs	1	using System.Globalization;	COMMENT
LOW	…erialDesignThemes.Wpf/Properties/Resources.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
LOW	src/MaterialDesign3.Motion/AnimationSpec.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/AnimationEndReason.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/Easing.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/SpringConstants.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/SpringConstants.cs	21	public const float StiffnessMediumLow = 400f;	COMMENT
LOW	src/MaterialDesign3.Motion/AnimationParameters.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/AnimationParameters.cs	21	/// </remarks>	COMMENT
LOW	src/MaterialDesign3.Motion/SpringMotionSpec.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/ArcSpline.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/CubicBezierEasing.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/CubicBezierEasing.cs	21	/// </param>	COMMENT
LOW	src/MaterialDesign3.Motion/RepeatMode.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/Repeatable.cs	1	namespace MaterialDesignThemes.Motion;	COMMENT
LOW	src/MaterialDesign3.Motion/Repeatable.cs	21	/// </remarks>	COMMENT
LOW	src/web/scripts/react.js	1301	// In modern browsers (i.e., not IE8 or IE9), the input event is exactly	COMMENT
LOW	src/MaterialDesign3.Demo.Wpf/Properties/AssemblyInfo.cs	1	using System.Runtime.InteropServices;	COMMENT
LOW	…erialDesign3.Demo.Wpf/Properties/Resources.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
17 more matches not shown…

Hyper-Verbose Identifiers50 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/web/scripts/react.js	3496	function accumulateDirectDispatchesSingle(event) {	CODE
LOW⚡	src/web/scripts/react.js	3502	function accumulateTwoPhaseDispatches(events) {	CODE
LOW⚡	src/web/scripts/react.js	3506	function accumulateEnterLeaveDispatches(leave, enter, fromID, toID) {	CODE
LOW	src/web/scripts/react.js	356	function isFallbackCompositionStart(topLevelType, nativeEvent) {	CODE
LOW	src/web/scripts/react.js	477	function getNativeBeforeInputChars(topLevelType, nativeEvent) {	CODE
LOW	src/web/scripts/react.js	531	function getFallbackBeforeInputChars(topLevelType, nativeEvent) {	CODE
LOW	src/web/scripts/react.js	1147	function manualDispatchChangeEvent(nativeEvent) {	CODE
LOW	src/web/scripts/react.js	1189	function getTargetIDForChangeEvent(	CODE
LOW	src/web/scripts/react.js	1244	function startWatchingForValueChange(target, targetID) {	CODE
LOW	src/web/scripts/react.js	1261	function stopWatchingForValueChange() {	CODE
LOW	src/web/scripts/react.js	1308	function handleEventsForInputEventIE(	CODE
LOW	src/web/scripts/react.js	1334	function getTargetIDForInputEventIE(	CODE
LOW	src/web/scripts/react.js	3314	function executeDispatchesInOrderStopAtTrueImpl(event) {	CODE
LOW	src/web/scripts/react.js	3341	function executeDispatchesInOrderStopAtTrue(event) {	CODE
LOW	src/web/scripts/react.js	3441	function accumulateDirectionalDispatches(domID, upwards, event) {	CODE
LOW	src/web/scripts/react.js	3463	function accumulateTwoPhaseDispatchesSingle(event) {	CODE
LOW	src/web/scripts/react.js	3517	function accumulateDirectDispatches(events) {	CODE
LOW	src/web/scripts/react.js	4903	function mapSingleChildIntoContext(traverseContext, child, name, i) {	CODE
LOW	src/web/scripts/react.js	5516	function mixStaticSpecIntoComponent(Constructor, statics) {	CODE
LOW	src/web/scripts/react.js	5555	function mergeIntoWithNoDuplicateKeys(one, two) {	CODE
LOW	src/web/scripts/react.js	5586	function createMergedResultFunction(one, two) {	CODE
LOW	src/web/scripts/react.js	6192	function getDeclarationErrorAddendum(component) {	CODE
LOW	src/web/scripts/react.js	8456	function updateOptionsIfPendingUpdateAndMounted() {	CODE
LOW	src/web/scripts/react.js	9111	function ReactDefaultBatchingStrategyTransaction() {	CODE
LOW	src/web/scripts/react.js	10117	function getDeclarationErrorAddendum() {	CODE
LOW	src/web/scripts/react.js	10162	function getCurrentOwnerDisplayName() {	CODE
LOW	src/web/scripts/react.js	10408	function checkAndWarnForMutatedProps(element) {	CODE
LOW	src/web/scripts/react.js	10621	function deregisterNullComponentID(id) {	CODE
LOW	src/web/scripts/react.js	10768	function TopLevelCallbackBookKeeping(topLevelType, nativeEvent) {	CODE
LOW	src/web/scripts/react.js	11941	function findDeepestCachedAncestorImpl(ancestorID) {	CODE
LOW	src/web/scripts/react.js	11955	function findDeepestCachedAncestor(targetID) {	CODE
LOW	src/web/scripts/react.js	11997	function batchedMountComponentIntoNode(	CODE
LOW	src/web/scripts/react.js	13138	function getComponentClassForElement(element) {	CODE
LOW	src/web/scripts/react.js	13544	function createChainableTypeChecker(validate) {	CODE
LOW	src/web/scripts/react.js	13567	function createPrimitiveTypeChecker(expectedType) {	CODE
LOW	src/web/scripts/react.js	13628	function createInstanceTypeChecker(expectedClass) {	CODE
LOW	src/web/scripts/react.js	13662	function createObjectOfTypeChecker(typeChecker) {	CODE
LOW	src/web/scripts/react.js	13979	function ReactReconcileTransaction() {	CODE
LOW	src/web/scripts/react.js	14398	function ReactServerRenderingTransaction(renderToStaticMarkup) {	CODE
LOW	src/web/scripts/react.js	14485	function getInternalInstanceReadyForUpdate(publicInstance, callerName) {	CODE
LOW	src/web/scripts/react.js	14817	function ReactUpdatesFlushTransaction() {	CODE
LOW	src/web/scripts/react.js	15848	function SyntheticCompositionEvent(	CODE
LOW	src/web/scripts/react.js	17357	function escapeTextContentForBrowser(text) {	CODE
LOW	src/web/scripts/react.js	17456	function flattenSingleChildIntoContext(traverseContext, child, name) {	CODE
LOW	src/web/scripts/react.js	18023	function getNodeForCharacterOffset(root, offset) {	CODE
LOW	src/web/scripts/react.js	18069	function getReactRootElementInContainer(container) {	CODE
LOW	src/web/scripts/react.js	18145	function getUnboundedScrollPosition(scrollable) {	CODE
LOW	src/web/scripts/react.js	18290	function instantiateReactComponent(node, parentCompositeType) {	CODE
LOW	src/web/scripts/react.js	18875	function quoteAttributeValueForBrowser(value) {	CODE
LOW	src/web/scripts/react.js	19084	function shouldUpdateReactComponent(prevElement, nextElement) {	CODE

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/web/scripts/react.js	14841	// Essentially calls `this.reconcileTransaction.perform(method, scope, a)`	COMMENT
MEDIUM	src/web/scripts/react.js	18954	// children. Definitely want to avoid this.	COMMENT
MEDIUM	src/web/scripts/react.min.js	12	!function(e){if("object"==typeof exports&&"undefined"!=typeof module)module.exports=e();else if("function"==typeof defin	CODE
MEDIUM	src/web/scripts/react.min.js	12	!function(e){if("object"==typeof exports&&"undefined"!=typeof module)module.exports=e();else if("function"==typeof defin	CODE

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/MainDemo.Wpf/Domain/TabsViewModel.cs	14	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec dictum eleifend tellus, quis accumsan neque facilisis ac.	CODE
LOW⚡	src/MainDemo.Wpf/Domain/TabsViewModel.cs	14	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec dictum eleifend tellus, quis accumsan neque facilisis ac.	CODE
LOW⚡	src/MainDemo.Wpf/Domain/TabsViewModel.cs	20	Sed placerat sapien non quam fringilla fermentum. Nullam ex leo, condimentum sit amet magna vitae, condimentum volutpat	CODE
LOW⚡	src/MainDemo.Wpf/Domain/TabsViewModel.cs	20	Sed placerat sapien non quam fringilla fermentum. Nullam ex leo, condimentum sit amet magna vitae, condimentum volutpat	CODE

MaterialDesignInXAML/MaterialDesignInXamlToolkit

Open-Source Code Quality, Security and Technical Debt Review