1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

41.0K

Stars

TypeScript

Language

288.2K

Lines of Code

2.9K

Files

385

Pattern Hits

2026-10-31

Scan Date

0.00

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.8/100 · LOW

Are imports declared and package/API names verified? 344 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 385 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 6LOW 375

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 385 distinct pattern matches across 9 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.

Fake / Example Data344 hits · 404 pts

Severity	File	Line	Snippet	Context
LOW	packages/api-generator/src/locale/en/VTextField.json	9	"placeholder": "Sets the input’s placeholder text.",	CODE
LOW	packages/api-generator/src/locale/en/VParallax.json	8	"placeholder": "Sets the input's placeholder text.",	CODE
LOW	packages/api-generator/src/locale/en/VImg.json	22	"placeholder": "Display an overlay while the image is loading.",	CODE
LOW	packages/api-generator/src/locale/en/VOtpInput.json	10	"placeholder": "Sets the input’s placeholder text.",	CODE
LOW	…kages/api-generator/src/locale/en/VCommandPalette.json	11	"placeholder": "Placeholder text displayed in the search input.",	CODE
LOW	packages/api-generator/src/locale/en/VTextarea.json	14	"placeholder": "Sets the input’s placeholder text."	CODE
LOW	packages/api-generator/src/locale/en/VFileInput.json	11	"placeholder": "Sets the input’s placeholder text.",	CODE
LOW	packages/vuetify/src/labs/VTimeInput/VTimeInput.tsx	319	const textFieldProps = VTextField.filterProps(omit(props, ['placeholder']))	CODE
LOW	…posables/__tests__/display-components.spec.browser.tsx	27	Lorem ipsum dolor sit amet consectetur adipisicing elit. Dicta quaerat fugit ratione totam magnam, beatae co	CODE
LOW	…posables/__tests__/display-components.spec.browser.tsx	27	Lorem ipsum dolor sit amet consectetur adipisicing elit. Dicta quaerat fugit ratione totam magnam, beatae co	CODE
LOW	…ponents/VCombobox/__tests__/VCombobox.spec.browser.tsx	20	Placeholder: <VCombobox items={ items } placeholder="placeholder" persistentPlaceholder />,	CODE
LOW⚡	…ponents/VCombobox/__tests__/VCombobox.spec.browser.tsx	515	await expect.element(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…ponents/VCombobox/__tests__/VCombobox.spec.browser.tsx	522	await expect.element(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…ponents/VCombobox/__tests__/VCombobox.spec.browser.tsx	528	await expect.element(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…ponents/VCombobox/__tests__/VCombobox.spec.browser.tsx	533	await expect.element(input).not.toHaveAttribute('placeholder')	CODE
LOW⚡	…ponents/VCombobox/__tests__/VCombobox.spec.browser.tsx	536	await expect.element(input).not.toHaveAttribute('placeholder')	CODE
LOW	…s/VTextarea/__tests__/VTextarea.sizer.spec.browser.tsx	15	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW	…s/VTextarea/__tests__/VTextarea.sizer.spec.browser.tsx	15	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	7	// Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	COMMENT
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	7	// Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	COMMENT
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	12	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	12	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	36	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	36	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	51	await userEvent.keyboard('Lorem ipsum dolor sit amet consectetur adipisicing elit. ')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	51	await userEvent.keyboard('Lorem ipsum dolor sit amet consectetur adipisicing elit. ')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	54	await userEvent.keyboard('Lorem ipsum dolor sit amet consectetur adipisicing elit. ')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	54	await userEvent.keyboard('Lorem ipsum dolor sit amet consectetur adipisicing elit. ')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	60	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	60	const model = ref('Lorem ipsum dolor sit amet, consectetur adipiscing elit')	CODE
LOW⚡	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	70	await userEvent.keyboard('Lorem ipsum dolor')	CODE
LOW	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	104	await userEvent.keyboard('Lorem ipsum dolor')	CODE
LOW	…ponents/VTextarea/__tests__/VTextarea.spec.browser.tsx	105	await expect.poll(() => model.value).toBe('Lorem ipsum dolor')	CODE
LOW	…nents/VTextField/__tests__/VTextField.spec.browser.tsx	19	Placeholder: <VTextField placeholder="placeholder" persistentPlaceholder />,	CODE
LOW	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	24	Placeholder: <VSelect items={ items } placeholder="placeholder" persistentPlaceholder />,	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	549	await expect.element(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	552	await expect.element(input).not.toHaveAttribute('placeholder')	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	554	await expect.element(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	556	await expect.element(input).not.toHaveAttribute('placeholder')	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	559	await expect.element(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	562	await expect.element(input).not.toHaveAttribute('placeholder')	CODE
LOW⚡	…/components/VSelect/__tests__/VSelect.spec.browser.tsx	565	await expect.element(input).not.toHaveAttribute('placeholder')	CODE
LOW	…kages/vuetify/src/components/VDateInput/VDateInput.tsx	335	const textFieldProps = VTextField.filterProps(omit(props, ['placeholder']))	CODE
LOW	…nents/VDateInput/__tests__/VDateInput.spec.browser.tsx	699	expect(screen.getByCSS('input')).toHaveAttribute('placeholder', expected)	CODE
LOW	…nents/VDateInput/__tests__/VDateInput.spec.browser.tsx	708	expect(input).toHaveAttribute('placeholder', 'TT.MM.JJJJ')	CODE
LOW	…nents/VDateInput/__tests__/VDateInput.spec.browser.tsx	720	expect(screen.getByCSS('input')).toHaveAttribute('placeholder', '年/月/日')	CODE
LOW	…nents/VDateInput/__tests__/VDateInput.spec.browser.tsx	746	expect(screen.getByCSS('input')).toHaveAttribute('placeholder', 'pick a date')	CODE
LOW	…VAutocomplete/__tests__/VAutocomplete.spec.browser.tsx	21	Placeholder: <VAutocomplete items={ items } placeholder="placeholder" persistentPlaceholder />,	CODE
LOW⚡	…VAutocomplete/__tests__/VAutocomplete.spec.browser.tsx	793	expect(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…VAutocomplete/__tests__/VAutocomplete.spec.browser.tsx	801	expect(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…VAutocomplete/__tests__/VAutocomplete.spec.browser.tsx	807	expect(input).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW⚡	…VAutocomplete/__tests__/VAutocomplete.spec.browser.tsx	812	expect(input).not.toHaveAttribute('placeholder')	CODE
LOW⚡	…VAutocomplete/__tests__/VAutocomplete.spec.browser.tsx	815	expect(input).not.toHaveAttribute('placeholder')	CODE
LOW	…nents/VFileInput/__tests__/VFileInput.spec.browser.tsx	21	Placeholder: <VFileInput items={ items } placeholder="placeholder" persistentPlaceholder />,	CODE
LOW	…nents/VFileInput/__tests__/VFileInput.spec.browser.tsx	94	await expect.element(placeholderInput()).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW	…nents/VFileInput/__tests__/VFileInput.spec.browser.tsx	105	await expect.element(placeholderInput()).toHaveAttribute('placeholder', 'Placeholder')	CODE
LOW	packages/docs/eslint.config.js	21	'max-len': 'off', // lorem ipsum is long	CODE
LOW	packages/docs/src/utils/markdown-it-rules.ts	41	const placeholder = token.attrGet('placeholder') ? 'https://cdn.vuetifyjs.com/docs/images/graphics/placeholder.png'	CODE
LOW	packages/docs/src/components/home/Gallery/Dashboard.vue	252	title: 'Jane Doe',	CODE
LOW	packages/docs/src/components/doc/VueJobs.vue	8	:placeholder="placeholder"	CODE
284 more matches not shown…

Hyper-Verbose Identifiers20 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	scripts/rules/jsx-curly-spacing.js	331	function reportRequiredBeginningSpace (node, token) {	CODE
LOW	scripts/rules/jsx-curly-spacing.js	351	function reportRequiredEndingSpace (node, token) {	CODE
LOW	packages/api-generator/src/utils.ts	149	export function reportMissingDescriptions () {	CODE
LOW	packages/api-generator/src/types.ts	36	export async function generateComposableDataFromTypes (): Promise<ComposableData[]> {	CODE
LOW	packages/api-generator/src/types.ts	75	export async function generateDirectiveDataFromTypes (): Promise<DirectiveData[]> {	CODE
LOW	packages/api-generator/src/types.ts	95	export async function generateComponentDataFromTypes (component: string): Promise<ComponentData> {	CODE
LOW	packages/api-generator/src/types.ts	612	// function findPotentialRecursiveObjectTypes (type: Type<ts.Type>) {	COMMENT
LOW	packages/api-generator/src/types.ts	626	// function findPotentialRecursiveArrayTypes (type: Type<ts.Type>) {	COMMENT
LOW	packages/api-generator/src/types.ts	646	function findPotentialRecursiveTypes (type?: Type<ts.Type>): string[] {	CODE
LOW	packages/vuetify/test/setup/browser-commands.ts	73	async function setFocusEmulationDisabled (ctx: BrowserCommandContext) {	CODE
LOW	…mandPalette/composables/useCommandPaletteNavigation.ts	32	export function useCommandPaletteNavigation (	CODE
LOW	packages/vuetify/src/locale/adapters/vue-i18n.ts	35	function inferNumericGroupSeparator (format: ReturnType<typeof useI18n>['n']) {	CODE
LOW	packages/vuetify/src/locale/adapters/vuetify.ts	78	function inferNumericGroupSeparator (current: Ref<string>, fallback: Ref<string>) {	CODE
LOW	packages/vuetify/src/composables/theme.ts	345	function getOrCreateStyleElement (id: string, cspNonce?: string) {	CODE
LOW	…kages/vuetify/src/composables/date/adapters/vuetify.ts	294	function calculateWeekWithFirstDayOfYear (date: Date, locale: string, weekStart: number, firstDayOfYear: number) {	CODE
LOW	…kages/vuetify/src/composables/date/adapters/vuetify.ts	317	function calculateWeekWithMinWeekSize (date: Date, locale: string, weekStart: number, minWeekSize: number) {	CODE
LOW	…vuetify/src/components/VCalendar/VCalendarCategory.tsx	79	function genDayHeaderCategoryTitle (categoryName: string \| null) {	CODE
LOW	…ges/vuetify/src/components/VCalendar/util/timestamp.ts	483	export function createNativeLocaleFormatter (locale: string, getOptions: CalendarTimestampFormatOptions): CalendarFormat	CODE
LOW	…/vuetify/src/components/VOverlay/locationStrategies.ts	224	function connectedLocationStrategy (data: LocationStrategyData, props: StrategyProps, contentStyles: Ref<Record<string,	CODE
LOW	…vuetify/src/components/transitions/createTransition.ts	85	export function createJavascriptTransition (	CODE

Synthetic Comment Markers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	packages/docs/src/pages/en/blog/may-2025-update.md	82	This implementation of the [Model Context Protocol](https://modelcontextprotocol.io/introduction) represents a fundament	CODE
HIGH	packages/docs/src/pages/en/blog/april-2026-update.md	260	Link Tools — A new set of tools for managing short links via [vtfy.link](https://vtfy.link). Generate, list, and upd	CODE
HIGH	packages/docs/src/pages/en/blog/march-2026-update.md	291	Component Standardization — A family of optional `custom-deprecated-*` rules (components, props, events, slots) lets	CODE
HIGH	packages/docs/src/pages/en/blog/march-2026-update.md	291	Component Standardization — A family of optional `custom-deprecated-*` rules (components, props, events, slots) lets	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	tsconfig.json	41		COMMENT
LOW	packages/api-generator/src/types.ts	601	}	COMMENT
LOW	packages/api-generator/src/types.ts	621	// }	COMMENT
LOW	packages/vuetify/src/util/colorUtils.ts	301	// if (minContrast < 60) {	COMMENT
LOW	…ges/vuetify/src/components/VDatePicker/VDatePicker.tsx	41	& {	COMMENT
LOW	…/vuetify/src/components/VOverlay/locationStrategies.ts	181	container.removeChild(probe)	COMMENT
LOW	packages/docs/src/components/doc/Releases.vue	281		COMMENT
LOW	.github/.git_commit_msg.txt	1		COMMENT
LOW	.github/.git_commit_msg.txt	21	# <subject> must be the reverted commit's title	COMMENT

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rc/pages/en/blog/building-with-vite-and-tailwindcss.md	30	* [Scaffold and install TailwindCSS](#scaffold-and-install-tailwindcss)	COMMENT
MEDIUM	…kages/docs/src/pages/en/blog/announcing-vuetify0-rc.md	96	Performance work landed alongside: registry reordering moved from a Map rebuild to an order-array splice with windowed r	CODE
MEDIUM	…ocs/src/pages/en/blog/building-with-nuxt-and-unocss.md	24	* [Scaffold a new project](#scaffold-a-new-project)	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/vuetify/src/util/color/APCA.ts	15	// Essentially, 2.4 best models actual display	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/.git_commit_msg.txt	10	# ----------------------------------------------------	COMMENT

TODO Padding2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/api-generator/src/web-types.ts	51	required: undefined, // TODO: implement this	CODE
LOW	…ges/vuetify/src/components/VDatePicker/VDatePicker.tsx	50	// TODO: implement in v3.5	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/docs/src/examples/position/fixed.vue	4	<!-- position-absolute used for demonstration purposes -->	CODE

vuetifyjs/vuetify

Open-Source Code Quality, Security and Technical Debt Review