AI Slop Code RIsk Monitor

material-components/material-web

Material Design Web Components

6.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for material-components/material-web, a SCSS project with 11,327 GitHub stars. SynthScan examined 159,192 lines of code across 1428 source files, recording 984 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 6.4 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

6.4
Adjusted Signal
6.4
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
11.3K
Stars
SCSS
Language
159.2K
Lines of Code
1.4K
Files
984
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 26.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 972 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 33 finding(s).

PR Review Velocity Impact 27.1/100 · MEDIUM

Which changes need focused human review? 984 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 4MEDIUM 1LOW 979

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 984 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.

Over-Commented Block938 hits · 938 pts
SeverityFileLineSnippetContext
LOWtabs/_secondary-tab.scss1//COMMENT
LOWtabs/_primary-tab.scss1//COMMENT
LOWtabs/internal/primary-tab-styles.scss1//COMMENT
LOWtabs/internal/tab-styles.scss1//COMMENT
LOWtabs/internal/tabs-styles.scss1//COMMENT
LOWtabs/internal/secondary-tab-styles.scss1//COMMENT
LOWtabs/internal/tabs.ts81 // binding.COMMENT
LOWlabs/card/_outlined-card.scss1//COMMENT
LOWlabs/card/_filled-card.scss1//COMMENT
LOWlabs/card/_elevated-card.scss1//COMMENT
LOWlabs/card/internal/elevated-styles.scss1//COMMENT
LOWlabs/card/internal/shared-styles.scss1//COMMENT
LOWlabs/card/internal/outlined-styles.scss1//COMMENT
LOWlabs/card/internal/filled-styles.scss1//COMMENT
LOWlabs/navigationdrawer/_navigation-drawer-modal.scss1//COMMENT
LOWlabs/navigationdrawer/_navigation-drawer.scss1//COMMENT
LOW…avigationdrawer/internal/navigation-drawer-styles.scss1//COMMENT
LOWlabs/navigationdrawer/internal/shared-styles.scss1//COMMENT
LOW…iondrawer/internal/navigation-drawer-modal-styles.scss1//COMMENT
LOWlabs/navigationbar/_navigation-bar.scss1//COMMENT
LOWlabs/navigationbar/internal/_navigation-bar.scss1//COMMENT
LOWlabs/navigationbar/internal/navigation-bar-styles.scss1//COMMENT
LOWlabs/aria/tabs/tablist.ts81 if (tab) {COMMENT
LOWlabs/behaviors/form-associated.ts221 // Coerce `disabled` in `Boolean()` to ensure that setting to `null` orCOMMENT
LOWlabs/behaviors/constraint-validation.ts201 oldValue?: unknown,COMMENT
LOWlabs/behaviors/on-report-validity.ts341 */COMMENT
LOWlabs/behaviors/validators/text-field-validator.ts181 // Use -1 to represent no minlength and maxlength, which is what theCOMMENT
LOWlabs/item/internal/_item.scss1//COMMENT
LOWlabs/item/internal/item-styles.scss1//COMMENT
LOWlabs/gb/components/tabs/_tabs-tokens.scss1//COMMENT
LOWlabs/gb/components/tabs/_tabs-tokens.scss21 // md.comp.primary-navigation-tab.active-indicator.shapeCOMMENT
LOWlabs/gb/components/tabs/_tabs-tokens.scss61 // md.comp.primary-navigation-tab.with-icon.icon.sizeCOMMENT
LOWlabs/gb/components/tabs/_tabs-tokens.scss121 --active-indicator-height: 2px;COMMENT
LOWlabs/gb/components/tabs/tabs.scss1/*!COMMENT
LOWlabs/gb/components/tabs/tabs.scss41 // difference, so there is deliberately no `[orientation='vertical']`COMMENT
LOWlabs/gb/components/tabs/tabs.scss141 }COMMENT
LOWlabs/gb/components/tabs/tabs.scss181 @include tabs-tokens.pressed;COMMENT
LOWlabs/gb/components/appbar/_app-bar-tokens.scss1//COMMENT
LOWlabs/gb/components/snackbar/_snackbar-tokens.scss1//COMMENT
LOWlabs/gb/components/snackbar/_snackbar-tokens.scss21 // ├ md.comp.snackbar.action.label-text.weightCOMMENT
LOWlabs/gb/components/chip/_chip-tokens.scss1//COMMENT
LOWlabs/gb/components/chip/_chip-tokens.scss21 // md.comp.chip.container.elevationCOMMENT
LOWlabs/gb/components/chip/_chip-tokens.scss41 --leading-icon-size: 18px;COMMENT
LOWlabs/segmentedbuttonset/internal/shared-styles.scss1//COMMENT
LOWlabs/segmentedbuttonset/internal/outlined-styles.scss1//COMMENT
LOW…gmentedbutton/internal/_outlined-segmented-button.scss1//COMMENT
LOWlabs/segmentedbutton/internal/shared-styles.scss1//COMMENT
LOWlabs/segmentedbutton/internal/outlined-styles.scss1//COMMENT
LOWlabs/segmentedbutton/internal/_shared.scss81 font-size: var(--_icon-size);COMMENT
LOWlabs/navigationtab/_navigation-tab.scss1//COMMENT
LOWlabs/navigationtab/internal/navigation-tab-styles.scss1//COMMENT
LOWlabs/badge/_badge.scss1//COMMENT
LOWlabs/badge/internal/_badge.scss1//COMMENT
LOWlabs/badge/internal/badge-styles.scss1//COMMENT
LOWradio/_radio.scss1//COMMENT
LOWradio/internal/radio-styles.scss1//COMMENT
LOWprogress/_linear-progress.scss1//COMMENT
LOWprogress/_circular-progress.scss1//COMMENT
LOWchips/_input-chip.scss1//COMMENT
LOWchips/_suggestion-chip.scss1//COMMENT
878 more matches not shown…
Hyper-Verbose Identifiers33 hits · 33 pts
SeverityFileLineSnippetContext
LOWlabs/aria/command.ts84function getPopoverTargetActionState(CODE
LOWlabs/aria/command.ts109export function sharedCommandInvokerActivationSteps(CODE
LOWlabs/aria/command.ts227function popoverTargetAttributeActivationBehavior(CODE
LOWlabs/aria/buttons/keyboard_click_handler.ts33export function setupKeyboardClickHandler(CODE
LOWlabs/aria/menu/fieldset_test.ts194 async function setUpMultipleCheckableTest() {CODE
LOWlabs/behaviors/on-report-validity.ts251function addFormReportValidListener(CODE
LOWlabs/behaviors/on-report-validity.ts384function isFirstInvalidControlInForm(CODE
LOWlabs/gb/components/slider/slider.ts577export function formatValueIndicatorLabel(value?: number): string {CODE
LOWcatalog/src/utils/theme.ts108export function getLastSavedAutoColorMode() {CODE
LOWcatalog/src/utils/theme.ts121export function saveLastSavedAutoColorMode(mode: 'light' | 'dark') {CODE
LOWcatalog/src/pages/components.ts22async function updateMessageTargetOnIframeLoad(CODE
LOWcatalog/src/pages/components.ts38async function syncPlaygroundThemeWithPage() {CODE
LOWcatalog/src/pages/global.ts74function determinePageNavigationAutoMode() {CODE
LOWinternal/aria/delegate.ts145function setupDelegatesAriaProperties(ctor: typeof ReactiveElement) {CODE
LOWinternal/aria/delegate.ts196function ariaAttributeToDataAttribute(ariaAttribute: string) {CODE
LOWinternal/aria/delegate.ts201function ariaAttributeToDataProperty(ariaAttribute: string) {CODE
LOWinternal/events/form-label-activation.ts93async function squelchEventsForMicrotask() {CODE
LOWripple/demo/demo.ts25function cssCustomPropertyAsNumber(CODE
LOWtesting/transform-pseudo-classes.ts34export function getTransformedPseudoClass(pseudoClass: string) {CODE
LOWlist/internal/list-navigation-helpers.ts285export function createDeactivateItemsEvent() {CODE
LOWlist/internal/list-navigation-helpers.ts305export function createRequestActivationEvent() {CODE
LOWmenu/demo/stories.ts482function setButtonAriaExpandedFalse(e: Event) {CODE
LOWmenu/internal/controllers/shared.ts138export function createStayOpenOnFocusoutEvent() {CODE
LOWmenu/internal/controllers/shared.ts146export function createCloseOnFocusoutEvent() {CODE
LOWmenu/internal/controllers/shared.ts166export function createDeactivateTypeaheadEvent() {CODE
LOWmenu/internal/controllers/shared.ts182export function createActivateTypeaheadEvent() {CODE
LOWscripts/analyzer/update-docs.ts191function generateFieldMarkdownTable(element: MdModuleInfo): MarkdownTable {CODE
LOWscripts/analyzer/update-docs.ts290function generateMethodMarkdownTable(element: MdModuleInfo): MarkdownTable {CODE
LOWscripts/analyzer/update-docs.ts357function generateEventsMarkdownTable(element: MdModuleInfo): MarkdownTable {CODE
LOWscripts/analyzer/update-docs.ts487function stringifyMarkdownTableSections(elements: ElementTableSection[]) {CODE
LOWscripts/analyzer/generate-manifest.ts56async function generateManifestFromTsconfig(basePath: AbsolutePath) {CODE
LOWselect/internal/selectoption/selectOptionController.ts19export function createRequestSelectionEvent() {CODE
LOWselect/internal/selectoption/selectOptionController.ts30export function createRequestDeselectionEvent() {CODE
Cross-Language Confusion (JS/TS)4 hits · 30 pts
SeverityFileLineSnippetContext
HIGHlabs/behaviors/on-report-validity.ts381 * @return True if there is no form or if the control is the form's firstCOMMENT
HIGHlabs/behaviors/validators/validator.ts103 * @return True if the states are equal, or false if not.COMMENT
HIGHinternal/aria/aria.ts73 * @return True if the attribute is an aria attribute, or false if not.COMMENT
HIGHtesting/harness.ts47 * @return True if the element has a harness property.COMMENT
Fake / Example Data8 hits · 10 pts
SeverityFileLineSnippetContext
LOWlabs/item/demo/stories.ts59 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus condimentum rhoncus est volutpat venenatis.';CODE
LOWlabs/item/demo/stories.ts59 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus condimentum rhoncus est volutpat venenatis.';CODE
LOWtextfield/demo/demo.ts24 new Knob('placeholder', {ui: textInput(), defaultValue: ''}),CODE
LOW⚡docs/components/divider.md30![A full width divider separating two paragraphs of "Lorem ipsum"](images/divider/usage.webp "Full width divider exampleCODE
LOW⚡docs/components/divider.md34 <p>Lorem ipsum...</p>CODE
LOW⚡docs/components/divider.md36 <p>Lorem ipsum...</p>CODE
LOWdocs/components/divider.md115 <p>Lorem ipsum...</p>CODE
LOWdocs/components/divider.md117 <p>Lorem ipsum...</p>CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMtextfield/internal/_icon.scss19 // Absolutely position the icons within their `icon-size` container. ThisCOMMENT