2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.2K

Stars

TypeScript

Language

387.1K

Lines of Code

1.8K

Files

789

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 10.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 765 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 9.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 740 finding(s).

PR Review Velocity Impact 10.2/100 · LOW

Which changes need focused human review? 789 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 1MEDIUM 21LOW 767

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 789 distinct pattern matches across 10 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.

Hyper-Verbose Identifiers724 hits · 752 pts

Severity	File	Line	Snippet	Context
LOW	scripts/scrape-ai-sdk-provider-models.ts	427	function discoverProvidersFromHtml(html: string, baseUrl: string): ProviderLink[] {	CODE
LOW	.github/scripts/contributor-trust/run.js	61	function buildScoreBreakdownSummary(score) {	CODE
LOW	.github/scripts/contributor-trust/github-api.js	179	export async function getCollaboratorPermission(token, owner, repo, username) {	CODE
LOW	.github/scripts/contributor-trust/github-api.js	192	function getPageNumberFromLinkHeader(linkHeader, relation) {	CODE
LOW	.github/scripts/contributor-trust/github-api.js	264	function countReviewsOnOthersPullRequests(nodes, authorLogin) {	CODE
LOW	.github/scripts/contributor-trust/github-api.js	285	function normalizeReviewSearchNodes(searchResult) {	CODE
LOW	.github/scripts/contributor-trust/github-api.js	289	export async function countReviewsOnOthersPullRequestsInRepo(	CODE
LOW	.github/scripts/contributor-trust/github-api.js	359	export function createPullRequestStateList({ closedPrs, mergedPrs, openPrs }) {	CODE
LOW	.github/scripts/contributor-trust/github-api.js	397	export function selectOwnedNonForkRepositories(nodes, ownerLogin) {	CODE
LOW	.github/scripts/contributor-trust/plan-actions.js	22	export function isExcludedChangedLineFile(filePath) {	CODE
LOW	.github/scripts/contributor-trust/plan-actions.js	27	function getFallbackChangedLineDetails(pullRequest) {	CODE
LOW	.github/scripts/contributor-trust/plan-actions.js	43	function getPullRequestChangedLineDetails(pullRequest, pullRequestFiles) {	CODE
LOW	.github/scripts/contributor-trust/plan-actions.js	79	function formatChangedLineThresholdReason(score, changedLineDetails) {	CODE
LOW	src/types/config/tts.ts	3158	function groupTTSVoiceItemsByLanguage(items: TTSVoiceItem[]): TTSVoiceGroup[] {	CODE
LOW	src/types/config/tts.ts	3175	function isTemporarilyDisabledEdgeTTSVoiceItem(item: TTSVoiceItem): boolean {	CODE
LOW	src/types/config/tts.ts	3210	export function getDefaultTTSVoiceForLanguage(	CODE
LOW	src/types/config/tts.ts	3217	export function createDefaultTTSLanguageVoices(	CODE
LOW	src/types/config/translate.ts	73	function normalizeLegacyReservedPromptIds(value: unknown, builtInPromptIds: readonly string[]) {	CODE
LOW	src/types/config/translate.ts	128	export function createCustomPromptsConfigSchema(builtInPromptIds: readonly string[]) {	CODE
LOW	src/types/config/provider/provider-specific-settings.ts	100	export function getProviderSpecificSettingFields(	CODE
LOW	src/types/config/provider/constants.ts	117	export function isOpenAICompatibleLLMProvider(	CODE
LOW	src/types/config/provider/constants.ts	127	export function isOpenResponsesLLMProvider(	CODE
LOW	src/types/config/provider/constants.ts	140	export function isProtocolCompatibleLLMProvider(	CODE
LOW	src/types/config/provider/constants.ts	151	export function isCustomModelOnlyProvider(	CODE
LOW	src/types/config/provider/constants.ts	295	export function supportsTopLevelReasoning(	CODE
LOW⚡	src/types/config/provider/index.ts	32	export function isTranslateProviderConfig(	CODE
LOW⚡	src/types/config/provider/index.ts	42	export function isTopLevelReasoningProviderConfig(	CODE
LOW⚡	src/types/config/provider/index.ts	48	export function isOpenAICompatibleLLMProviderConfig(	CODE
LOW⚡	src/types/config/provider/index.ts	54	export function isOpenResponsesLLMProviderConfig(	CODE
LOW⚡	src/types/config/provider/index.ts	60	export function isProtocolCompatibleLLMProviderConfig(	CODE
LOW⚡	src/types/config/provider/index.ts	66	export function isDedicatedLLMProviderConfig(	CODE
LOW	src/types/config/provider/index.ts	84	export function isPureTranslateProviderConfig(config: ProviderConfig): boolean {	CODE
LOW	…config/__tests__/config-note-suggestion-action.test.ts	5	function createConfigWithCustomSaveAction(enabled: boolean) {	CODE
LOW	src/utils/store-review.ts	15	export async function isStoreReviewPromptDismissed(): Promise<boolean> {	CODE
LOW	src/utils/store-review.ts	24	export function shouldShowStoreReviewPrompt(activeDayCount: number, dismissed: boolean): boolean {	CODE
LOW	src/utils/react-root.ts	19	export function renderPersistentReactRoot(container: HTMLElement, app: ReactNode): Root {	CODE
LOW	src/utils/react-root.ts	34	export function unmountPersistentReactRoot(container: HTMLElement): void {	CODE
LOW	src/utils/iframe-selection-trigger.ts	19	export function registerIframeSelectionTrigger({	CODE
LOW	src/utils/crypto-polyfill.ts	6	function getCryptoWithRandomValues(): Crypto {	CODE
LOW	src/utils/selection-toolbar-items.ts	63	export function reorderSelectionToolbarItems(	CODE
LOW	src/utils/selection-toolbar-items.ts	84	export function setSelectionToolbarCustomActions(	CODE
LOW	src/utils/selection-toolbar-items.ts	98	export function setSelectionToolbarItemPinned(	CODE
LOW	src/utils/blog.ts	103	export function getBlogLocaleFromUILanguage(uiLanguage: UiLanguage): BlogLocale {	CODE
LOW	src/utils/navigation.ts	34	function buildProviderConfigRouteFrom(	CODE
LOW	src/utils/navigation.ts	60	export function buildProviderTypeConfigRoute(	CODE
LOW⚡	src/utils/navigation.ts	120	export function buildCustomActionOptionsRoute(	CODE
LOW⚡	src/utils/navigation.ts	124	export function buildCustomActionOptionsRoute(	CODE
LOW⚡	src/utils/navigation.ts	128	export function buildCustomActionOptionsRoute(	CODE
LOW	src/utils/navigation.ts	142	export function buildAddCustomActionOptionsRoute(): `/${string}` {	CODE
LOW	src/utils/navigation.ts	146	function parseCustomActionEditorTab(value: string \| null): CustomActionEditorTab \| null {	CODE
LOW	src/utils/navigation.ts	163	export function consumeCustomActionDeepLink(search: string): CustomActionDeepLink \| null {	CODE
LOW	src/utils/analytics.ts	38	export function buildFeatureUsedEventProperties(	CODE
LOW⚡	src/utils/site-control.ts	30	export function resolveEffectiveSiteControlUrl(	CODE
LOW⚡	src/utils/site-control.ts	37	export function getEffectiveSiteControlUrl(url: string): string {	CODE
LOW⚡	src/utils/site-control.ts	45	export function clearEffectiveSiteControlUrl(): void {	CODE
LOW	src/utils/custom-actions.ts	53	export function getBuiltInDictionaryAction(	CODE
LOW	src/utils/custom-actions.ts	65	export function getSelectionToolbarActions(	CODE
LOW	src/utils/custom-actions.ts	71	export function findSelectionToolbarAction(	CODE
LOW	src/utils/custom-actions.ts	95	export function resolveNoteSuggestionAction(	CODE
LOW	src/utils/custom-actions.ts	132	export function replaceSelectionToolbarAction(	CODE
664 more matches not shown…

Decorative Section Separators16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	57	// ── Group context ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	79	// ── Per-card context ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	102	// ── Link ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	130	// ── FluidCardGroup ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	285	// ── FluidCard ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	522	// ── FluidCardHeader ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	546	// ── FluidCardTitle ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	583	// ── FluidCardDescription ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	595	// ── FluidCardAction ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	614	// ── FluidCardContent ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	628	// ── FluidCardFooter ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	657	// ── FluidCardMedia ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	726	// ── FluidCardImage ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	764	// ── FluidCardEyebrow ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	780	// ── FluidCardFeature ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/ui/base-ui/fluid-card.tsx	805	// ── FluidCardButton ───────────────────────────────────────────────────────────	COMMENT

Over-Commented Block25 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	wxt.config.ts	181	// Lets the runtime i18next facade (src/utils/i18n) `import` the `src/locales/*.yml`	COMMENT
LOW	vitest.setup.ts	161	// than 2048 characters (`Selector exceeds maximum allowed length of 2048`); the 8.x	COMMENT
LOW	.github/workflows/release.yml	141	# - name: Submit to Chrome & Edge Stores	COMMENT
LOW	src/types/config/translate.ts	181	// The combination `hotkey: "custom"` listens for. `.default()` for the same	COMMENT
LOW	src/utils/message.ts	121	// Glossary terms the SENDER found in `text`. Resolved where the page URL	COMMENT
LOW	src/utils/message.ts	181	providerRef: PromptableProviderRef	COMMENT
LOW	src/utils/layout-host/sample.ts	21	// Sample data for the layout preview on the options page: the selection, the	COMMENT
LOW	src/utils/host/translate/translate-text.ts	381	// Add extra hash tags for cache differentiation	COMMENT
LOW	src/utils/host/translate/core/translation-state.ts	41	walkId: string	COMMENT
LOW	…tils/host/translate/__tests__/google-roundtrip.test.ts	1	import { decodeHTML, escapeText } from "entities"	COMMENT
LOW	src/utils/host/translate/api/google.ts	41		COMMENT
LOW	src/utils/host/translate/api/google.ts	81	"g",	COMMENT
LOW	src/utils/host/translate/api/google.ts	141	export function reassemblePreservedLine(line: PreservedLine, translation: string): string {	COMMENT
LOW	src/utils/host/translate/dom/translation-cleanup.ts	241	function finalizeTranslationOnlyAnchorIfEmpty(state: TranslationOnlyAnchorState): void {	COMMENT
LOW	src/utils/constants/translation-hub.ts	1	// The Translation Hub lives at its own extension page. Every entry point	COMMENT
LOW	src/utils/site-rules/__tests__/built-in.test.ts	381	// block translated as one unit at the parent's 16px instead of the headline's	COMMENT
LOW	src/components/test-orpc.tsx	1	// import { useState } from 'react'	COMMENT
LOW	src/components/test-orpc.tsx	21		COMMENT
LOW	src/components/test-orpc.tsx	41	// </form>	COMMENT
LOW	src/components/badges/plan-badge.tsx	81	return (	COMMENT
LOW	…ptions/pages/advanced/glossary/editor/details-item.tsx	41	orientation="vertical"	COMMENT
LOW	…t-runtime/host/translation-control/page-translation.ts	501	}	COMMENT
LOW	…t-runtime/host/translation-control/page-translation.ts	961	// guard exists to prevent (gating dies, and the translated-region	COMMENT
LOW	…t-runtime/host/translation-control/page-translation.ts	1481		COMMENT
LOW	src/entrypoints/content-runtime/selection/main.tsx	121	// one; a failure here costs nothing but the warm-up.	COMMENT

Structural Annotation Overuse9 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	.claude/commands/update-ai-sdk-models.md	7	## Step 1: Scrape	COMMENT
LOW⚡	.claude/commands/update-ai-sdk-models.md	17	## Step 2: Read current state	COMMENT
LOW⚡	.claude/commands/update-ai-sdk-models.md	21	## Step 3: Match providers	COMMENT
LOW	.claude/commands/update-ai-sdk-models.md	41	## Step 4: Compare & update each matched provider	COMMENT
LOW	.claude/commands/update-ai-sdk-models.md	57	## Step 5: Check `LLM_MODEL_OPTIONS`	COMMENT
LOW	.claude/commands/update-ai-sdk-models.md	71	## Step 6: Check `DEFAULT_LLM_PROVIDER_MODELS`	COMMENT
LOW	.claude/commands/update-ai-sdk-models.md	83	## Step 7: Migration script (only if models were removed)	COMMENT
LOW	.claude/commands/update-ai-sdk-models.md	145	## Step 8: Verify	COMMENT
LOW	.claude/commands/update-ai-sdk-models.md	155	## Step 9: Summary	COMMENT

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/changeset-major-warning.yml	49	# Extract front matter and check for major (more robust parsing)	COMMENT
MEDIUM	…tils/host/translate/dom/__tests__/inline-atoms.test.ts	24	'<p id="S4.SS2.SSS0.Px3.p1.1" class="ltx_p">Our formulation not only enables conditioning on a single variable <math i	CODE
MEDIUM	src/utils/config/migration-scripts/v050-to-v051.ts	12	// Copy values from translate config for seamless migration	COMMENT
MEDIUM	src/entrypoints/background/background-stream.ts	341	// robust across isolated extension/test realms where Symbol identities may	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…tils/host/translate/dom/translation-html-attributes.ts	18	"placeholder",	CODE
LOW	…onfig/__tests__/migration-scripts/v070-to-v071.test.ts	186	deeplxProvider({ id: "placeholder", baseURL: "https://{{apiKey}}.host.example" }),	CODE
LOW	…ider-config-form/__tests__/provider-url-field.test.tsx	28	"placeholder",	CODE
LOW	…-config-form/__tests__/provider-options-field.test.tsx	163	"placeholder",	CODE
LOW	…-config-form/__tests__/provider-options-field.test.tsx	184	"placeholder",	CODE
LOW	…-config-form/__tests__/provider-options-field.test.tsx	205	"placeholder",	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/PULL_REQUEST_TEMPLATE.md	50	- [ ] If my code was generated by AI, I have proofread and improved it as necessary.	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/utils/prompts/summary.ts	55	* "as an AI language model…"`,	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/record-extension-demo/scripts/qa_demo.py	2		CODE
LOW	…nts/skills/record-extension-demo/scripts/build_demo.py	2		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/entrypoints/netflix-interceptor.content/player.ts	90	async function handleRequest(	CODE

mengxi-ream/read-frog

Open-Source Code Quality, Security and Technical Debt Review