2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

6.8K

Stars

TypeScript

Language

246.5K

Lines of Code

1.5K

Files

607

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 11.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 593 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 11.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 586 finding(s).

PR Review Velocity Impact 11.9/100 · LOW

Which changes need focused human review? 607 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 3MEDIUM 1LOW 603

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 607 distinct pattern matches across 8 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 Identifiers585 hits · 594 pts

Severity	File	Line	Snippet	Context
LOW	…transcript.podcast-provider.podcast-transcript.test.ts	3	async function importPodcastModulesWithoutTranscription() {	CODE
LOW	tests/run.config.test.ts	18	function resolveTestConfigStateWithEnv(	CODE
LOW	tests/sidepanel.slides-stream-controller.test.ts	18	function streamWithKeepaliveAndDone(delayMs: number, keepaliveEveryMs: number) {	CODE
LOW	…s/transcript.podcast-provider.download-streams.test.ts	6	async function importPodcastProviderWithFfmpeg(plan: SpawnPlan) {	CODE
LOW	…ts/transcript.podcast-provider.more-branches-3.test.ts	7	async function importPodcastProviderWithFfmpeg(plan: SpawnPlan) {	CODE
LOW	tests/slides.render-inline.test.ts	26	function createTtyStreamWithoutColumns() {	CODE
LOW	tests/application.execute-summarize.test.ts	72	function createPreparedInputResources({	CODE
LOW	tests/cli.spinner-output.test.ts	87	function applyCarriageReturnAndClearLine(text: string): string {	CODE
LOW	tests/sidepanel.stream-controller.error.test.ts	22	function streamWithKeepaliveThenEvents(	CODE
LOW	tests/background-listeners.userscript.test.ts	4	function installChromeListenerStubs() {	CODE
LOW	tests/helpers/transcription-env.ts	19	export function stubMissingTranscriptionEnv(): void {	CODE
LOW	tests/helpers/application-summarize.ts	11	export function createTestSummarizeUrlFlowContext(options: {	CODE
LOW	scripts/build-bun.js	91	function assertNoExternalTokenizerPath(path) {	CODE
LOW	packages/core/src/language.ts	162	export function formatOutputLanguageInstruction(language: OutputLanguage): string {	CODE
LOW	packages/core/src/language.ts	169	export function formatOutputLanguageForJson(	CODE
LOW	packages/core/src/processes.ts	125	export function terminateTrackedProcesses(signal: NodeJS.Signals): void {	CODE
LOW	packages/core/src/transcription/onnx-cli.ts	17	export function resolvePreferredOnnxModel(env: Env = process.env): OnnxModelId \| null {	CODE
LOW	packages/core/src/transcription/onnx-cli.ts	191	async function ensureModelArtifactsDownloaded({	CODE
LOW	packages/core/src/transcription/onnx-cli.ts	307	export async function transcribeWithOnnxCliFile({	CODE
LOW	…src/transcription/whisper/diarization-openai-chunks.ts	17	export async function transcribeOpenAiMediaFileInChunks({	CODE
LOW	…src/transcription/whisper/diarization-openai-chunks.ts	91	async function transcribeOpenAiChunkWithRetry({	CODE
LOW	…src/transcription/whisper/diarization-openai-chunks.ts	152	export function resolveOpenAiDiarizationChunkSeconds(totalDurationSeconds: number): number {	CODE
LOW	…src/transcription/whisper/diarization-openai-chunks.ts	157	function namespaceOpenAiChunkSegments(	CODE
LOW	packages/core/src/transcription/whisper/elevenlabs.ts	27	export async function transcribeFileWithElevenLabsDiarization({	CODE
LOW	packages/core/src/transcription/whisper/elevenlabs.ts	77	function createLongRunningFetchDispatcher(): UndiciDispatcher \| null {	CODE
LOW	packages/core/src/transcription/whisper/elevenlabs.ts	103	export function parseElevenLabsDiarizedSegments(words: unknown): TranscriptionSegment[] {	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	56	export function resolveDiarizationProviderOrder({	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	73	export function buildDiarizationModelChain(providers: DiarizationProvider[]): string \| null {	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	82	export async function transcribeMediaFileWithDiarization({	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	188	async function transcribeOpenAiMediaFile({	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	252	export async function transcribeMediaBytesWithDiarization({	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	282	export function buildMissingDiarizationProviderMessage(preference: DiarizationPreference): string {	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	296	async function prepareDiarizationMediaFile({	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	380	async function prepareOpenAiDiarizationFile({	CODE
LOW	packages/core/src/transcription/whisper/diarization.ts	454	export function resolveOpenAiDiarizationBitrateKbps(	CODE
LOW	packages/core/src/transcription/whisper/assemblyai.ts	118	async function submitAssemblyAiTranscript(	CODE
LOW	packages/core/src/transcription/whisper/assemblyai.ts	222	async function transcribeUploadedAudioWithAssemblyAi(	CODE
LOW	packages/core/src/transcription/whisper/assemblyai.ts	280	export async function transcribeFileWithAssemblyAi({	CODE
LOW	packages/core/src/transcription/whisper/decode-retry.ts	14	export async function transcribeWithDecodeRetry({	CODE
LOW	packages/core/src/transcription/whisper/utils.ts	28	export function ensureWhisperFilenameExtension(name: string, mediaType: string): string {	CODE
LOW	packages/core/src/transcription/whisper/openai.ts	48	export async function transcribeFileWithOpenAiDiarization({	CODE
LOW	packages/core/src/transcription/whisper/openai.ts	103	function isIgnorableEmptyDiarizedSegment(value: unknown): boolean {	CODE
LOW	packages/core/src/transcription/whisper/openai.ts	117	export function parseOpenAiDiarizedSegments(segments: unknown): TranscriptionSegment[] {	CODE
LOW	packages/core/src/transcription/whisper/openai.ts	200	async function requestOpenAiTranscription(	CODE
LOW	packages/core/src/transcription/whisper/whisper-cpp.ts	27	export async function resolveWhisperCppModelNameForDisplay(	CODE
LOW	packages/core/src/transcription/whisper/whisper-cpp.ts	34	export async function transcribeWithWhisperCppFile({	CODE
LOW	packages/core/src/transcription/whisper/whisper-cpp.ts	225	async function resolveWhisperCppModelPath(	CODE
LOW	packages/core/src/transcription/whisper/whisper-cpp.ts	255	function resolveWhisperCppModelLabelFromPath(modelPath: string): string {	CODE
LOW	packages/core/src/transcription/whisper/whisper-cpp.ts	265	function isWhisperCppSupportedMediaType(mediaType: string): boolean {	CODE
LOW	packages/core/src/transcription/whisper/core.ts	27	export function transcribeMediaWithWhisper({	CODE
LOW	packages/core/src/transcription/whisper/core.ts	42	export function transcribeMediaFileWithWhisper({	CODE
LOW	packages/core/src/transcription/whisper/preferences.ts	5	export function resolveTranscriberPreference(env: Env): "auto" \| "whisper" \| "parakeet" \| "canary" {	CODE
LOW	packages/core/src/transcription/whisper/preferences.ts	11	export function resolveOnnxModelPreference(env: Env): "parakeet" \| "canary" \| null {	CODE
LOW	packages/core/src/transcription/whisper/ffmpeg.ts	37	export async function probeMediaDurationSecondsWithFfprobe(	CODE
LOW	packages/core/src/transcription/whisper/local.ts	39	export async function transcribeWithLocalWhisper(	CODE
LOW	packages/core/src/transcription/whisper/remote.ts	43	export async function transcribeWithRemoteFallbacks(	CODE
LOW	…kages/core/src/transcription/whisper/provider-setup.ts	92	export function resolveOpenAiTranscriptionApiKey({	CODE
LOW⚡	…kages/core/src/transcription/whisper/provider-setup.ts	118	export function resolveGeminiTranscriptionModel(env?: Env): string {	CODE
LOW⚡	…kages/core/src/transcription/whisper/provider-setup.ts	123	export function resolveDeepgramTranscriptionModel(env?: Env): string {	CODE
LOW⚡	…kages/core/src/transcription/whisper/provider-setup.ts	128	export function buildMissingTranscriptionProviderMessage(): string {	CODE
525 more matches not shown…

Cross-Language Confusion (JS/TS)3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/markitdown.ts	76	print("OCR failed: " + "; ".join(errors), file=sys.stderr)	CODE
HIGH	src/markitdown.ts	88	print(markdown)	CODE
HIGH	src/markitdown.ts	98	print(markdown)	CODE

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tests/application.execute-summarize.test.ts	43	content: "placeholder",	CODE
LOW	tests/run.url-video-only.test.ts	39	content: "placeholder",	CODE
LOW	tests/run.url-flow.max-extract-characters.test.ts	70	const content = `<!doctype html><html><head><title>Long</title></head><body><article>${"lorem ipsum ".repeat(3000)}<	CODE
LOW	tests/cli.video-only-youtube-switch.test.ts	41	content: "placeholder",	CODE
LOW	tests/slides-text.utils.test.ts	694	{ startSeconds: 1, text: "lorem ipsum dolor sit amet" },	CODE
LOW	tests/slides-text.utils.test.ts	694	{ startSeconds: 1, text: "lorem ipsum dolor sit amet" },	CODE
LOW	tests/sidepanel.bootstrap-runtime.test.ts	67	setModelPlaceholderFromDiscovery: () => calls.push("placeholder"),	CODE
LOW	tests/sidepanel.bootstrap-runtime.test.ts	135	setModelPlaceholderFromDiscovery: () => calls.push("placeholder"),	CODE
LOW	packages/core/src/localization/index.ts	34	"placeholder",	CODE
LOW	apps/chrome-extension/src/lib/model-presets.ts	82	"placeholder",	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ps/chrome-extension/src/automation/default-skills.json	36	"description": "# LinkedIn Engagement Automation\n\nIMPORTANT FOR AI: Multi-step workflow. You orchestrate using	CODE
LOW⚡	…ps/chrome-extension/src/automation/default-skills.json	39	"examples": "// Step 1: Collect posts (on activity page)\nconst posts = await browserjs(async () => {\n return awai	CODE
LOW	…ps/chrome-extension/src/automation/default-skills.json	50	"library": "window.whatsapp = {\n \n // List all chats with unread status (handles virtual scrolling)\n listChats	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ps/chrome-extension/src/automation/default-skills.json	36	"description": "# LinkedIn Engagement Automation\n\nIMPORTANT FOR AI: Multi-step workflow. You orchestrate using	CODE
LOW⚡	…ps/chrome-extension/src/automation/default-skills.json	39	"examples": "// Step 1: Collect posts (on activity page)\nconst posts = await browserjs(async () => {\n return awai	CODE
LOW	…ps/chrome-extension/src/automation/default-skills.json	50	"library": "window.whatsapp = {\n \n // List all chats with unread status (handles virtual scrolling)\n listChats	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…ps/chrome-extension/src/automation/default-skills.json	36	"description": "# LinkedIn Engagement Automation\n\nIMPORTANT FOR AI: Multi-step workflow. You orchestrate using	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/docs-serve.sh	3	# Usage:	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/markitdown.ts	71	except Exception as exc:	CODE

steipete/summarize

Open-Source Code Quality, Security and Technical Debt Review