0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-25

Last Push

10.3K

Stars

TypeScript

Language

236.4K

Lines of Code

1.3K

Files

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 68 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 2.2/100 · LOW

Which changes need focused human review? 81 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 0MEDIUM 13LOW 68

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 81 distinct pattern matches across 4 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 Identifiers41 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	src/renderer/features/lyrics/api/lyrics-api.ts	87	export function computeSelectedFromResult(	CODE
LOW	src/renderer/features/playlists/utils.ts	231	function mapApiOperatorToDatePicker(operator: string, value: unknown): string {	CODE
LOW	src/renderer/features/playlists/utils.ts	238	function mapDatePickerOperatorToApi(operator: string): string {	CODE
LOW	…er/features/playlists/hooks/use-playlist-track-list.ts	19	export function applyClientSideSongFilters(songs: Song[], query: Record<string, unknown>): Song[] {	CODE
LOW	…res/search/components/search-album-artists-section.tsx	29	export function SearchAlbumArtistsSection({	CODE
LOW	…/artists/components/album-artist-infinite-carousel.tsx	138	function useAlbumArtistListInfinite(	CODE
LOW	…sualizer/components/visualizer-system-audio-bridge.tsx	22	export function VisualizerSystemAudioBridgeHook() {	CODE
LOW	…sualizer/components/visualizer-system-audio-bridge.tsx	47	function VisualizerSystemAudioBridge() {	CODE
LOW	…ures/visualizer/components/butternchurn/visualizer.tsx	36	export function getButterchurnPresetOptions(presets: Record<string, string>) {	CODE
LOW	…ures/visualizer/components/butternchurn/visualizer.tsx	48	export async function loadAllButterchurnPresets(): Promise<Record<string, any>> {	CODE
LOW	…atures/player/utils/close-local-visualizer-surfaces.ts	3	export function closeLocalVisualizerSurfaces(): void {	CODE
LOW	…/renderer/features/player/components/audio-players.tsx	88	export function getDefaultTranscodingProfiles() {	CODE
LOW	…layer/hooks/use-is-local-visualizer-surface-visible.ts	7	export function useIsLocalVisualizerSurfaceVisible(): boolean {	CODE
LOW	…enderer/components/item-list/item-detail-list/utils.ts	45	export function isNoHorizontalPaddingColumn(columnId: TableColumn): boolean {	CODE
LOW	…enderer/components/item-list/item-detail-list/utils.ts	53	export function shouldShowHoverOnlyColumnContent(	CODE
LOW	…components/item-list/item-detail-list/columns/index.ts	83	export function getDetailListCellComponent(	CODE
LOW	…s/item-list/item-table-list/item-table-list-column.tsx	412	export function estimateAlbumGroupContentHeight({	CODE
LOW	…s/item-list/item-table-list/item-table-list-column.tsx	508	export function getAlbumGroupStartRowIndex(	CODE
LOW	…item-list/item-table-list/table-scroll-shadow-store.ts	9	export function createTableScrollShadowStore() {	CODE
LOW	…mponents/item-list/item-table-list/item-table-list.tsx	129	const ItemTableScrollShadowLeft = memo(function ItemTableScrollShadowLeft({	CODE
LOW	…mponents/item-list/item-table-list/item-table-list.tsx	148	const ItemTableScrollShadowRight = memo(function ItemTableScrollShadowRight({	CODE
LOW	src/renderer/components/item-card/item-card.tsx	179	const ItemCardStandardImageArea = memo(function ItemCardStandardImageArea({	CODE
LOW	src/renderer/api/subsonic/subsonic-controller.ts	247	function buildGetTranscodeStreamUrl(	CODE
LOW	src/renderer/store/env-settings-overrides.ts	543	function isUnsubstitutedPlaceholder(s: string): boolean {	CODE
LOW	src/renderer/store/utils.ts	32	export async function migratePlayerStorePersist(storeName: string): Promise<void> {	CODE
LOW	src/renderer/store/player.store.ts	193	function adjustShuffledIndexesForInsertion(	CODE
LOW	src/renderer/store/player.store.ts	319	function findShuffledPositionForQueueIndex(	CODE
LOW	src/renderer/store/player.store.ts	334	function regenerateShuffledIndexesIfNeeded(state: {	CODE
LOW	src/renderer/store/player.store.ts	2571	function findIndexWithPreviousAlbum(queueItems: QueueSong[], currentIndex: number) {	CODE
LOW	src/main/index.ts	129	function attachUpdaterMilestoneLogs(updater: UpdaterInstance): void {	CODE
LOW	src/main/index.ts	163	async function checkAllChannelsAndGetBest(): Promise<{	CODE
LOW	src/main/index.ts	269	function configureAutoUpdaterForChannel(channel: 'beta' \| 'latest'): void {	CODE
LOW	src/main/index.ts	285	function createAlphaUpdaterInstance(	CODE
LOW	src/main/index.ts	311	function createGithubUpdaterInstance(	CODE
LOW	src/main/features/core/dlna/soap-client.ts	42	export async function becomeCoordinatorOfStandaloneGroup(device: DlnaDevice): Promise<void> {	CODE
LOW	src/main/features/core/dlna/index.ts	88	async function settleBeforeNextUriChange(): Promise<void> {	CODE
LOW	src/main/features/core/dlna/index.ts	246	function consolidateDiscoveredDevices(	CODE
LOW	src/main/features/core/dlna/index.ts	363	async function enrichDevicesWithTopology(devices: DlnaDevice[]): Promise<DlnaDevice[]> {	CODE
LOW	src/main/features/core/dlna/index.ts	942	async function renewTopologySubscription(device: DlnaDevice): Promise<void> {	CODE
LOW	src/main/features/core/dlna/index.ts	974	function scheduleTopologyVerification() {	CODE
LOW	src/main/features/core/dlna/index.ts	1375	async function startTopologySubscription(device: DlnaDevice): Promise<void> {	CODE

Decorative Section Separators13 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	51	// ─── Built-in EQ presets ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	70	// ─── Built-in compressor presets ─────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	83	// ─── Storage helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	99	// ─── Vertical EQ band slider ──────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	259	// ─── Main component ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	286	// ── MPV player ────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	293	// ── Web Audio player ──────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	339	// ── EQ handlers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	393	// ── Compressor handlers ───────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	445	// ── Preset select data ────────────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	482	// ── EQ SettingsSection options ────────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	636	// ── Compressor param definitions ──────────────────────────────────────────	COMMENT
MEDIUM	…/features/settings/components/playback/eq-settings.tsx	702	// ── Compressor SettingsSection options ────────────────────────────────────	COMMENT

Over-Commented Block25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	…er/features/folders/components/folder-list-content.tsx	161	// gap={grid.itemGap}	COMMENT
LOW	…er/features/albums/components/album-detail-content.tsx	301	};	COMMENT
LOW	…er/features/albums/components/album-detail-content.tsx	321	// <PillLink	COMMENT
LOW	…/renderer/features/remote/hooks/use-remote-library.tsx	41	const DEFAULT_PAGE_SIZE = 30;	COMMENT
LOW	…omponents/feature-carousel/single-feature-carousel.tsx	201	// useEffect(() => {	COMMENT
LOW	src/renderer/layouts/default-layout/right-sidebar.tsx	21	// top: '75px',	COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	101		COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	121	// {	COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	141	// const TRANSCODE_UNSUPPORTED_DIRECT_PLAY_PROFILES = [	COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	161	// containers: ["wav"],	COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	181	// protocols: ["http"],	COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	201	// },	COMMENT
LOW	src/renderer/api/subsonic/subsonic-controller.ts	221	// containers: ["eac3"],	COMMENT
LOW	src/renderer/themes/mantine-theme.tsx	1	import type { MantineColorsTuple, MantineThemeOverride } from '@mantine/core';	COMMENT
LOW	src/shared/api/jellyfin/jellyfin-normalize.ts	441	// image: getCoverArtUrl(item),	COMMENT
LOW	src/main/features/core/player/index.ts	21	// }, timeout);	COMMENT
LOW	src/main/features/core/remote/index.ts	421	break;	COMMENT
LOW	src/remote/app.tsx	41	// forceColorScheme, not defaultColorScheme — the latter is only	COMMENT
LOW	src/remote/service-worker.ts	41	return Promise.resolve();	COMMENT
LOW	src/remote/components/thumbnail.tsx	21	// scrolling fast through a long list fires (and lets finish) one request	COMMENT
LOW	src/remote/store/index.ts	21	sendAcked: (data: AckableClientEvent) => Promise<void>;	COMMENT
LOW	src/remote/store/index.ts	61	};	COMMENT
LOW	src/remote/store/index.ts	141	// throws "SyntaxError: An invalid or illegal string was	COMMENT
LOW	src/remote/store/index.ts	501	// `socket` too: JSON.stringify reduces a live WebSocket to	COMMENT
LOW	src/remote/store/library.ts	21	// Returns the acked-send promise so the confirm sheet can show its own	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/publish-beta.yml	210	# Check if release exists	COMMENT
LOW	.github/workflows/publish-beta.yml	235	# Check if commits exist	COMMENT

jeffvli/feishin

Open-Source Code Quality, Security and Technical Debt Review