1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.0K

Stars

TypeScript

Language

204.8K

Lines of Code

905

Files

191

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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 147 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 4.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 142 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 191 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 30LOW 161

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 191 distinct pattern matches across 6 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 Identifiers112 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	packages/ui/src/components/agent-chat-composer.tsx	91	export function measureComposerDraftHeights(	CODE
LOW	packages/ui/src/components/ui/download-transfer.tsx	15	export function downloadTransferKeyframes(from: DOMRect, to: DOMRect): Keyframe[] {	CODE
LOW	…/ui/src/components/ui/download-record-context-menu.tsx	40	export function DownloadRecordContextMenuItems({	CODE
LOW	packages/ui/src/components/ui/fluid-hover-highlight.tsx	83	export function resolveHighlightTransition(	CODE
LOW	packages/ui/src/hooks/use-fluid-hover.ts	542	export function useRegisterFluidHoverItem(	CODE
LOW	packages/transcription/src/executor.ts	67	export async function removeTranscriptionWorkDir(workDir: string): Promise<void> {	CODE
LOW	packages/transcription/src/errors.ts	30	export function classifyTranscriptionFailure(err: unknown): ClassifiedError {	CODE
LOW	packages/transcription/src/enqueue.ts	41	export function listTranscriptionChildren(queue: TaskQueueAPI, downloadTaskId: string): Task[] {	CODE
LOW	packages/downloader-core/src/yt-dlp-progress.ts	41	export function parseYtDlpProgressPayload(payload: YtDlpProgressPayload): ParsedYtDlpProgress {	CODE
LOW	apps/desktop/scripts/setup-dev-binaries.js	470	function hasRequiredMacArchitectures(filePath, expectedArchitectures) {	CODE
LOW	apps/desktop/scripts/setup-dev-binaries.js	511	function resolveMacExtractedBinary(extractDir, expectedInnerPath, binaryName) {	CODE
LOW	apps/desktop/scripts/setup-dev-binaries.js	525	async function resolveMacFfmpegDownloadUrl(ffmpegConfig) {	CODE
LOW	…/src/renderer/src/components/settings/AccountPanel.tsx	46	function authenticationErrorMessage(error: unknown, fallback: string): string {	CODE
LOW	…rc/components/transcript/TranscriptPlaybackStandby.tsx	24	export function TranscriptPlaybackStandby({	CODE
LOW	…rc/components/transcript/TranscriptPlaybackBarView.tsx	80	export function TranscriptPlaybackBarView({	CODE
LOW	…rc/components/transcript/TranscriptAgentMessageRow.tsx	60	export function observeAgentMessageRenders(probe: ((messageId: string) => void) \| null): void {	CODE
LOW	…rc/components/transcript/TranscriptPromptShareCard.tsx	32	export function TranscriptPromptShareCard({	CODE
LOW	…rc/components/transcript/TranscriptPlaylistPopover.tsx	327	export function TranscriptPlaylistPopover(): ReactNode {	CODE
LOW	…c/components/transcript/TranscriptShareImageDialog.tsx	11	export function TranscriptShareImageDialog({	CODE
LOW	…r/src/components/transcript/TranscriptModelsBanner.tsx	11	export function TranscriptModelsBannerView({ status }: { status: TranscriptModelPrepStatus }) {	CODE
LOW	…c/components/transcript/TranscriptCaptionShareCard.tsx	27	export function TranscriptCaptionShareCard({	CODE
LOW	…rc/components/transcript/TranscriptShareCardChrome.tsx	68	export function TranscriptShareCardChrome({	CODE
LOW	…c/components/transcript/TranscriptProgressThinking.tsx	35	export function TranscriptProgressThinking({	CODE
LOW	…rer/src/components/transcript/TranscriptPromptPane.tsx	90	export function resetArmedPromptIdentities(): void {	CODE
LOW	…components/download/DownloadRecordContextMenuItems.tsx	12	export function DownloadRecordContextMenuItems(	CODE
LOW	…src/components/download/DownloadHistoryVirtualList.tsx	49	export function DownloadHistoryVirtualList({	CODE
LOW	…/renderer/src/hooks/use-extension-cookie-connection.ts	12	function sameExtensionCookieConnection(	CODE
LOW	…/renderer/src/hooks/use-extension-cookie-connection.ts	30	export function useExtensionCookieConnection(	CODE
LOW	…esktop/src/renderer/src/lib/transcript-playlist-fly.ts	115	function readPlaylistFlyDestination(target: HTMLElement): PlaylistFlyBox {	CODE
LOW	…esktop/src/renderer/src/lib/transcript-playlist-fly.ts	236	function prefersPlaylistFlyReducedMotion(): boolean {	CODE
LOW	…/desktop/src/renderer/src/lib/desktop-value-cohorts.ts	10	export function createDesktopValueCohorts(	CODE
LOW	…s/desktop/src/renderer/src/lib/desktop-value-events.ts	29	export function createDesktopValueTracker(send: EventSink, now: () => number = Date.now) {	CODE
LOW	…/desktop/src/renderer/src/store/transcript-playback.ts	75	export function playbackClockPublishBucket(seconds: number): number {	CODE
LOW	…/desktop/src/renderer/src/store/transcript-playback.ts	88	export function shouldPublishPlaybackClock(	CODE
LOW	apps/desktop/src/renderer/src/store/agent-tasks.ts	63	export function applyAgentCatalogActivity(	CODE
LOW	apps/desktop/src/renderer/src/store/agent-tasks.ts	85	export function mergeAgentHistoryActivity(	CODE
LOW	apps/desktop/src/renderer/src/store/agent-tasks.ts	114	export function groupAgentTasksByDownload(map: AgentTaskMap): Record<string, AgentTaskActivity[]> {	CODE
LOW	apps/desktop/src/shared/extension-transcript.ts	90	export function classifyCaptionExtractError(stderr: string): ExtensionTranscriptErrorCode {	CODE
LOW	apps/desktop/src/shared/agent-history.ts	22	export function sanitizeAgentConversationTitle(value: string): string {	CODE
LOW	apps/desktop/src/shared/agent-errors.ts	84	export function agentFailureFromCloudReason(envelope: {	CODE
LOW	apps/desktop/src/shared/extension-overview-reuse.ts	27	export function isReusableOverviewSnapshot(snapshot: AiPromptRunSnapshot): boolean {	CODE
LOW	apps/desktop/src/shared/extension-overview-reuse.ts	42	export function snapshotFromOverviewThread(thread: AgentThread): AiPromptRunSnapshot \| null {	CODE
LOW	apps/desktop/src/shared/extension-overview-reuse.ts	96	export function findDownloadIdForSourceUrl(	CODE
LOW	apps/desktop/src/shared/extension-overview-reuse.ts	121	export function resolveExtensionOverviewTarget(input: {	CODE
LOW	apps/desktop/src/shared/agent-markdown.ts	159	export function bindArticleImageArtifacts(	CODE
LOW	apps/desktop/src/shared/telemetry/desktop-analytics.ts	35	export function isDesktopAnalyticsDocument(candidate: string, rendererEntry: string): boolean {	CODE
LOW	apps/desktop/src/main/index.ts	678	function setupRendererErrorHandling(window: BrowserWindow): void {	CODE
LOW	apps/desktop/src/main/mcp/subscription-tools.ts	42	export function createMcpSubscriptionTools() {	CODE
LOW	apps/desktop/src/main/mcp/server.ts	84	export function getDesktopMcpCapabilities(): DesktopMcpCapabilityGroup[] {	CODE
LOW	apps/desktop/src/main/lib/agent-artifacts.ts	33	export function registerAgentArtifactProtocol(): void {	CODE
LOW	apps/desktop/src/main/lib/ytdlp-kernel-model.ts	58	export function resolveKernelRelativePath(kernelRoot: string, relativePath: string): string {	CODE
LOW	apps/desktop/src/main/lib/markdown-export.ts	12	export async function markdownWithEmbeddedImages(	CODE
LOW	apps/desktop/src/main/lib/agent-model-profile.ts	235	export function expandTruncatedOutputBudget(input: {	CODE
LOW	apps/desktop/src/main/lib/agent-cloud-request.ts	43	export function createCloudAgentRequestManager(	CODE
LOW	apps/desktop/src/main/lib/extension-chat-actions.ts	144	export async function executeExtensionChatAction(	CODE
LOW	apps/desktop/src/main/lib/extension-cookies.ts	84	export function getExtensionCookieConnection(): ExtensionCookieConnection {	CODE
LOW	apps/desktop/src/main/lib/extension-cookies.ts	108	export function setExtensionCookieSourceOrder(sourceIds: string[]): ExtensionCookieConnection {	CODE
LOW	apps/desktop/src/main/lib/extension-cookies.ts	137	export async function applyExtensionCookieSettings(	CODE
LOW	apps/desktop/src/main/lib/desktop-analytics-window.ts	4	export function registerDesktopAnalyticsWindow(window: object): void {	CODE
LOW	apps/desktop/src/main/lib/ai-skill-auto-run.ts	11	export function runAutoSkillsForTranscript(snapshot: TranscriptSnapshot): void {	CODE
52 more matches not shown…

Decorative Section Separators30 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	49	// ─── Shared collapsible parts ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	294	// ─── ThinkingSteps (root) ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	388	// ─── ThinkingStepsHeader ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	415	// ─── ThinkingStepsContent ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	440	// ─── ThinkingStep ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	582	// ─── ThinkingStepDetails (nested collapsible) ───────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	631	// ─── ThinkingStepSources ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	652	// ─── ThinkingStepSource ─────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	680	// ─── ThinkingStepImage ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/components/ui/thinking-steps.tsx	730	// ─── Exports ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/src/hooks/use-merge-split.tsx	107	// ── Merge / split boundary animation ─────────────────────────────	COMMENT
MEDIUM	packages/ui/src/hooks/use-proximity-hover.ts	230	// ── 2-D grid path ──────────────────────────────────────────	COMMENT
MEDIUM	packages/task-queue/src/schemas.ts	135	// ───────────── API I/O schemas ─────────────	COMMENT
MEDIUM	packages/task-queue/src/scheduler/scheduler.ts	80	// ─────────────── Public API ───────────────	COMMENT
MEDIUM	packages/task-queue/src/scheduler/scheduler.ts	241	// ─────────────── Internals ───────────────	COMMENT
MEDIUM	packages/task-queue/src/api/index.ts	209	// ───────────── Lifecycle ─────────────	COMMENT
MEDIUM	packages/task-queue/src/api/index.ts	363	// ───────────── RPC surface ─────────────	COMMENT
MEDIUM	packages/task-queue/src/api/index.ts	833	// ───────────── Internal: dispatch + executor wiring ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/local-api.ts	90	// ───────────── Automation token ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/local-api.ts	122	// ───────────── JSON body reader ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/local-api.ts	151	// ───────────── Automation /events SSE ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/local-api.ts	208	// ───────────── Automation request dispatch ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/local-api.ts	427	// ───────────── Top-level request handler ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/lib/download-facade.ts	222	// ───────────── Stateless metadata ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/lib/download-facade.ts	236	// ───────────── Queue control ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/lib/download-facade.ts	498	// ───────────── Read-only ─────────────	COMMENT
MEDIUM	apps/desktop/src/main/lib/download-facade.ts	520	// ───────────── Lifecycle (no-ops; the kernel handles persistence + recovery) ─────────────	COMMENT
MEDIUM	apps/cli/src/transport/automation-client.ts	95	// ───────────── Handshake ─────────────	COMMENT
MEDIUM	apps/cli/src/transport/automation-client.ts	141	// ───────────── ContractClient ─────────────	COMMENT
MEDIUM	apps/cli/src/transport/automation-client.ts	213	// ───────────── Internals ─────────────	COMMENT

Structural Annotation Overuse27 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/release-pro-max/SKILL.md	35	### Step 1: Detect Project Configuration	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	74	### Step 2: Analyze Changes Since Last Tag	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	104	### Step 3: Determine Version Bump	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	114	### Step 4: Generate Multi-language Changelogs	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	229	### Step 5: Group Changes by Skill/Module	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	255	### Step 6: Commit Each Skill/Module Separately	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	294	### Step 7: Generate Changelog and Update Version	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	312	### Step 8: User Confirmation	COMMENT
LOW	.agents/skills/release-pro-max/SKILL.md	343	### Step 9: Create Release Commit and Tag	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	35	### Step 1: Detect Project Configuration	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	74	### Step 2: Analyze Changes Since Last Tag	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	104	### Step 3: Determine Version Bump	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	114	### Step 4: Generate Multi-language Changelogs	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	229	### Step 5: Group Changes by Skill/Module	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	255	### Step 6: Commit Each Skill/Module Separately	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	294	### Step 7: Generate Changelog and Update Version	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	312	### Step 8: User Confirmation	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	343	### Step 9: Create Release Commit and Tag	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	35	### Step 1: Detect Project Configuration	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	74	### Step 2: Analyze Changes Since Last Tag	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	104	### Step 3: Determine Version Bump	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	114	### Step 4: Generate Multi-language Changelogs	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	229	### Step 5: Group Changes by Skill/Module	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	255	### Step 6: Commit Each Skill/Module Separately	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	294	### Step 7: Generate Changelog and Update Version	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	312	### Step 8: User Confirmation	COMMENT
LOW	…/.agents/skills/nexmoe-best-practices-release/SKILL.md	343	### Step 9: Create Release Commit and Tag	COMMENT

Fake / Example Data14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	packages/i18n/src/locales/zh.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/tr.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/ja.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/de.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/ru.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/pt.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/en.json	1823	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/it.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/fr.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/ko.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/zh-TW.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/id.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/es.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE
LOW	packages/i18n/src/locales/ar.json	1817	"placeholder": "Ask a follow-up about this video…",	CODE

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	scripts/cli-install.sh	1	#!/usr/bin/env sh	COMMENT
LOW	scripts/Formula/vidbee.rb	1	# Homebrew formula for @vidbee/cli.	COMMENT
LOW	packages/ui/src/components/ui/combobox.tsx	41	// ---------------------------------------------------------------------------	COMMENT
LOW	packages/ui/src/components/ui/command-menu.tsx	41	import {	COMMENT
LOW	packages/ui/src/components/ui/command-menu.tsx	101	}	COMMENT
LOW	packages/ui/src/hooks/use-merge-split.tsx	101	.sort((a, b) => a.start - b.start);	COMMENT
LOW	packages/downloader-core/src/yt-dlp-args.ts	621	// GitHub issue #370: Twitch `rechat` 404s abort the VOD. GitHub issue #196:	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/build.yml	85	# Check if all required secrets are present	COMMENT

nexmoe/VidBee

Open-Source Code Quality, Security and Technical Debt Review