0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

39.2K

Stars

TypeScript

Language

357.4K

Lines of Code

3.5K

Files

171

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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 156 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 125 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 171 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 1HIGH 1MEDIUM 7LOW 162

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 171 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.

Hyper-Verbose Identifiers121 hits · 129 pts

Severity	File	Line	Snippet	Context
LOW	docs/superpowers/plans/2026-04-10-ota.md	449	export function selectLatestCompatibleRelease(	CODE
LOW	…uperpowers/plans/2026-04-11-desktop-ota-unification.md	225	function validateDesktopReleasePlan(plan: DesktopReleasePlan) {	CODE
LOW	…uperpowers/plans/2026-04-11-desktop-ota-unification.md	266	export function resolveDesktopReleaseConfig(input) {	CODE
LOW	…uperpowers/plans/2026-04-11-desktop-ota-unification.md	458	async function buildDesktopReleaseAssets({ projectDir, owner, repo }) {	CODE
LOW	…uperpowers/plans/2026-04-11-desktop-ota-unification.md	787	function hasCompleteMirroredPayload(	CODE
LOW	packages/internal/utils/src/utils.ts	288	export function isKeyForMultiSelectPressed(e: MouseEvent) {	CODE
LOW	packages/internal/utils/src/utils.ts	512	export function duplicateIfLengthLessThan(text: string, length: number) {	CODE
LOW	packages/internal/utils/src/attribution.ts	84	export function captureAttributionFromURL(): AttributionData \| null {	CODE
LOW	packages/internal/utils/src/attribution.ts	103	export function captureAttributionFromURLString(urlString: string): AttributionData \| null {	CODE
LOW	packages/internal/utils/src/attribution.ts	124	export function getAttributionForAnalytics(): Record<string, unknown> {	CODE
LOW	packages/internal/utils/src/resize.ts	17	export function computeAdjustedTopLeftPosition(	CODE
LOW	packages/internal/components/src/ui/kbd/Kbd.tsx	410	function MaterialSymbolsKeyboardCommandKey(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW⚡	packages/internal/components/src/ui/kbd/Kbd.tsx	421	function MaterialSymbolsKeyboardOptionKey(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW⚡	packages/internal/components/src/ui/kbd/Kbd.tsx	429	function MaterialSymbolsKeyboardControlKey(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW⚡	packages/internal/components/src/ui/kbd/Kbd.tsx	437	function MaterialSymbolsShiftOutlineRounded(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW	packages/internal/components/src/ui/kbd/Kbd.tsx	448	function MaterialSymbolsKeyboardTabRounded(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW	packages/internal/components/src/ui/kbd/Kbd.tsx	459	function MaterialSymbolsSpaceBarRounded(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW	packages/internal/components/src/ui/kbd/Kbd.tsx	481	function MaterialSymbolsWindowOutlineSharp(props: React.SVGProps<SVGSVGElement>) {	CODE
LOW	…l-rich-editor/plugins/triple-backtick-toggle/index.tsx	26	export function TripleBacktickTogglePlugin() {	CODE
LOW	packages/internal/components/src/icons/Progress.tsx	3	export function MaterialSymbolsProgressActivity(props: SVGProps<SVGSVGElement>) {	CODE
LOW	packages/internal/components/src/icons/Database.tsx	3	export function MaterialSymbolsDatabaseOutline(props: SVGProps<SVGSVGElement>) {	CODE
LOW	packages/internal/components/src/icons/resize.tsx	3	export function LetsIconsResizeDownRightLight(props: SVGProps<SVGSVGElement>) {	CODE
LOW	packages/internal/store/src/modules/entry/getter.ts	11	function sortEntryIdsByPublishDate(a: string, b: string) {	CODE
LOW	packages/internal/store/src/modules/entry/utils.ts	18	export function getEffectiveEntrySortOrder({	CODE
LOW	packages/internal/store/src/modules/summary/utils.ts	3	export function getGenerateSummaryStatusId(	CODE
LOW	packages/configs/tailwindcss/ratio-mixing-plugin.js	49	function generateDynamicRatioUtilities(addUtilities, config) {	CODE
LOW	packages/configs/tailwindcss/ratio-mixing-plugin.js	95	function generatePercentageBasedUtilities(utilities, config) {	CODE
LOW	.github/scripts/build-ota-release.test.ts	574	async function createDesktopProjectFixture(input: {	CODE
LOW	apps/desktop/plugins/vite/compress.ts	23	function compressAndFingerprintPlugin(outDir: string): Plugin {	CODE
LOW	apps/desktop/plugins/vite/cleanup.ts	6	export function cleanupUnnecessaryFilesPlugin(files: string[]): Plugin {	CODE
LOW	apps/desktop/plugins/vite/specific-import.ts	4	export function createPlatformSpecificImportPlugin(platform: Platform): Plugin {	CODE
LOW	apps/desktop/plugins/vite/deps.ts	3	export function createDependencyChunksPlugin(dependencies: string[][]): Plugin {	CODE
LOW	apps/desktop/plugins/vite/hmr.ts	5	function isNodeWithinCircularImports(	CODE
LOW	apps/desktop/layer/renderer/src/push-notification.ts	18	export async function registerWebPushNotifications() {	CODE
LOW	apps/desktop/layer/renderer/src/atoms/context-menu.ts	94	function transformMenuItemsForNative(nextItems: FollowMenuItem[]): ElectronMenuItem[] {	CODE
LOW	…s/desktop/layer/renderer/src/atoms/settings/general.ts	76	export function useHideAllReadSubscriptions() {	CODE
LOW	…top/layer/renderer/src/components/common/ShadowDOM.tsx	146	function getLinkedStaticStyleSheets() {	CODE
LOW	…op/layer/renderer/src/lib/__tests__/parse-html.test.ts	341	function generateNormalDistribution(	CODE
LOW	…sktop/layer/renderer/src/modules/renderer/markdown.tsx	22	export function EntryContentMarkdownRenderer({	CODE
LOW	…/entry-header/internal/EntryHeaderActionsContainer.tsx	10	function EntryHeaderActionsContainerImpl({ isSmallWidth }: { isSmallWidth?: boolean }) {	CODE
LOW	…onents/entry-header/internal/EntryHeaderBreadcrumb.tsx	39	function ViewSubscriptionsDropdown({	CODE
LOW	…nents/entry-header/internal/EntryHeaderReadHistory.tsx	12	function EntryHeaderReadHistoryImpl({ className }: { className?: string }) {	CODE
LOW	…/renderer/src/modules/ai-chat/utils/file-validation.ts	96	export function getFileCategoryFromMimeType(mimeType: string): FileCategory {	CODE
LOW	…/renderer/src/modules/ai-chat/utils/file-processing.ts	258	export async function processAndUploadFile(	CODE
LOW	…les/ai-chat/components/message/UserRichTextMessage.tsx	20	function replaceShortcutTagsWithMarkdown(state: string): string {	CODE
LOW	…hat/components/message/useContextBlockPresentation.tsx	28	export function useContextBlockPresentation(block: AIChatContextBlock): ContextBlockPresentation {	CODE
LOW	…er/renderer/src/modules/ai-chat/hooks/useFileUpload.ts	237	export function useFileUploadWithDefaults(): FileUploadHandlers {	CODE
LOW	…hat/editor/plugins/shortcut/utils/shortcutTextValue.ts	14	export function getShortcutDisplayTextValue(shortcutData: ShortcutData): string {	CODE
LOW	…chat/editor/plugins/file-upload/FileAttachmentNode.tsx	26	function convertFileAttachmentElement(domNode: Node): null \| DOMConversionOutput {	CODE
LOW	…-chat/editor/plugins/mention/utils/mentionTextValue.ts	32	export function getMentionDisplayTextValue(	CODE
LOW	…editor/plugins/selection/SelectedTextNodeComponent.tsx	9	export function SelectedTextNodeComponent({ text }: SelectedTextNodeComponentProps) {	CODE
LOW	…ai-chat/editor/plugins/selection/selectedTextBridge.ts	8	export function queueSelectedTextInsertion(payload: SelectedTextNodePayload) {	CODE
LOW	…ai-chat/editor/plugins/selection/selectedTextBridge.ts	18	export function subscribeSelectedTextInsertion(listener: Listener) {	CODE
LOW	…es/subscription-column/CategoryRemoveDialogContent.tsx	12	export function CategoryRemoveDialogContent({	CODE
LOW	…derer/src/modules/subscription-column/FeedCategory.tsx	402	export const FeedCategoryAutoHideUnread = memo(function FeedCategoryAutoHideUnread(	CODE
LOW	…bscription-column/CategoryUnsubscribeDialogContent.tsx	14	export function CategoryUnsubscribeDialogContent({	CODE
LOW	…rer/src/modules/entry-column/hooks/useEntriesByView.ts	143	function getEntryIdsFromMultiplePlace(...entryIds: Array<string[] \| undefined \| null>) {	CODE
LOW	…erer/src/modules/entry-column/hooks/useLocalEntries.ts	30	function getEntryIdsFromMultiplePlace(...entryIds: Array<string[] \| undefined \| null>) {	CODE
LOW	…r/src/modules/entry-column/Items/notification-item.tsx	17	export function NotificationItemStateLess({ entry, feed }: EntryItemStatelessProps) {	CODE
LOW	…rer/src/modules/ai-onboarding/feeds-selection-list.tsx	50	function FeedSelectionOperationScreen() {	CODE
61 more matches not shown…

Structural Annotation Overuse10 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/update-deps/SKILL.md	12	## Step 0: Ask for backend directory	COMMENT
LOW	.agents/skills/update-deps/SKILL.md	20	## Step 1: Analyze current dependencies	COMMENT
LOW	.agents/skills/update-deps/SKILL.md	34	## Step 2: Update dependencies	COMMENT
LOW	.agents/skills/update-deps/SKILL.md	64	## Step 3: Review changelogs for major updates	COMMENT
LOW	.agents/skills/update-deps/SKILL.md	91	## Step 4: Check affected code	COMMENT
LOW	.agents/skills/update-deps/SKILL.md	103	## Step 5: Run tests and checks	COMMENT
LOW	.agents/skills/update-deps/SKILL.md	137	## Step 6: Summary	COMMENT
LOW⚡	packages/readability/src/index.ts	19	// Step 1: Get charset from Content-Type header	COMMENT
LOW⚡	packages/readability/src/index.ts	22	// Step 2: Use charset from Content-Type header or fall back to chardet	COMMENT
LOW⚡	packages/readability/src/index.ts	24	// Step 3: Decode the response body using the detected charset	COMMENT

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	store-assets/scripts/release-video.ts	1	// Renders a release announcement video (1920 × 1080, 30 fps, H.264, no sound) from a JSON	COMMENT
LOW	apps/landing/src/components/widgets/landing/Header.tsx	141		COMMENT
LOW	apps/landing/src/components/widgets/landing/Header.tsx	161	// <div className="flex flex-col gap-3">	COMMENT
LOW	apps/landing/src/components/widgets/landing/Header.tsx	181	// <Link	COMMENT
LOW	…r/renderer/src/modules/app-layout/MainDestopLayout.tsx	141	const { t } = useTranslation()	COMMENT
LOW	apps/desktop/layer/main/src/lib/download.ts	121	// onLog(message) {	COMMENT
LOW	apps/desktop/layer/main/src/lib/tray.ts	121	// trays (waybar, KDE Plasma, …). Chromium's StatusIconLinuxDbus un-exports its	COMMENT
LOW	apps/ssr/src/lib/og/fonts.ts	81	style: "normal" as "italic" \| "normal",	COMMENT
LOW	apps/ssr/src/lib/og/fonts.ts	101	// fontsData.push({	COMMENT
LOW	apps/mobile/ios/Folo/Folo-Bridging-Header.h	1	//	COMMENT
LOW	apps/mobile/src/components/ui/modal/BottomModal.tsx	81		COMMENT
LOW	…/src/modules/entry-list/templates/EntryPictureItem.tsx	121	media={media}	COMMENT
LOW	…/src/modules/entry-list/templates/EntryPictureItem.tsx	141	// return (	COMMENT
LOW	…/src/modules/entry-list/templates/EntryPictureItem.tsx	161	// </Animated.View>	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	apps/desktop/layer/main/src/manager/app.test.ts	289	expect(mocks.app.setAsDefaultProtocolClient.mock.calls.map(([scheme]) => scheme)).toEqual([	CODE

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…/src/modules/integration/custom-integration-manager.ts	118	example: "John Doe",	CODE
LOW	…/src/modules/integration/custom-integration-manager.ts	392	author: sampleEntry?.author \|\| "John Doe",	CODE
LOW	…/src/modules/integration/custom-integration-manager.ts	414	author: sampleEntry?.author \|\| "John Doe",	CODE
LOW	…rer/src/modules/entry-column/Items/picture-masonry.tsx	342	if (data.entryId.startsWith("placeholder")) {	CODE
LOW	apps/mobile/src/screens/(headless)/(debug)/markdown.tsx	10	'---\n__Advertisement :)__\n\n- __[pica](https://nodeca.github.io/pica/demo/)__ - high quality and fast image\n	CODE
LOW	apps/mobile/src/screens/(headless)/(debug)/markdown.tsx	10	'---\n__Advertisement :)__\n\n- __[pica](https://nodeca.github.io/pica/demo/)__ - high quality and fast image\n	CODE
LOW	…rc/components/ui/lightbox/ImageViewing/@types/index.ts	26	thumbUri: ImageProps["placeholder"]	CODE
LOW	apps/mobile/src/components/layouts/tabbar/Tabbar.tsx	55	identifier: "placeholder",	CODE
LOW	…bile/src/modules/entry-list/EntryListContentSocial.tsx	149	key="placeholder"	CODE

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/readability/src/index.ts	19	// Step 1: Get charset from Content-Type header	COMMENT
LOW⚡	packages/readability/src/index.ts	22	// Step 2: Use charset from Content-Type header or fall back to chardet	COMMENT
LOW⚡	packages/readability/src/index.ts	24	// Step 3: Decode the response body using the detected charset	COMMENT
LOW	…i-chat/components/message/parse-incomplete-markdown.ts	310	// If we found a closing bracket, we need to check if it's the matching one	COMMENT

Excessive Try-Catch Wrapping4 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ative/ios/Packages/ImageViewer_swift/ImageLoader.swift	31	print("Error: \(error.localizedDescription)")	CODE
MEDIUM	…ative/ios/Packages/ImageViewer_swift/ImageLoader.swift	33	print("Error Code: \(nsError.code), Domain: \(nsError.domain)")	CODE
MEDIUM	…obile/native/ios/Modules/SharedWebView/FOWebView.swift	196	print("Error reading JS file:", error)	STRING
MEDIUM	…ps/mobile/native/ios/Modules/Helper/Helper+Image.swift	135	print("Error saving image: \(error.localizedDescription)")	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	apps/desktop/layer/renderer/src/lib/export.ts	97	print()	CODE

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	…op/layer/renderer/src/lib/__tests__/parse-html.test.ts	171	<span class="token comment"># Automatically leverage output traces to reduce image size</span>	CODE
MEDIUM	…op/layer/renderer/src/lib/__tests__/parse-html.test.ts	205	# Automatically leverage output traces to reduce image size	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/increment-build-id.sh	28	# Check if it is a release branch	COMMENT
LOW	scripts/increment-build-id.sh	33	# Check if there are staged changes in apps/mobile/src	COMMENT
LOW	.github/actions/setup-xcode/action.yml	76	# Check if iOS SDK is available	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	apps/ssr/scripts/skip-ssr-app-vercel-build.sh	9	# Define an array of paths and files to check	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…op/layer/renderer/src/lib/__tests__/parse-html.test.ts	269	// Usage example	COMMENT

RSSNext/Folo

Open-Source Code Quality, Security and Technical Debt Review