1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-09-03

Last Push

6.6K

Stars

TypeScript

Language

91.6K

Lines of Code

1.1K

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 3.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 50 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 4.3/100 · LOW

Which changes need focused human review? 54 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 3HIGH 0MEDIUM 0LOW 51

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 54 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 Identifiers46 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	packages/ui/src/components/chart.tsx	301	function getPayloadConfigFromPayload(config: ChartConfig, payload: unknown, key: string) {	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6419	export function registerReferenceProvider(languageSelector: LanguageSelector, provider: ReferenceProvider): IDisposa	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6429	export function registerNewSymbolNameProvider(languageSelector: LanguageSelector, provider: NewSymbolNamesProvider):	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6434	export function registerSignatureHelpProvider(languageSelector: LanguageSelector, provider: SignatureHelpProvider):	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6444	export function registerDocumentSymbolProvider(languageSelector: LanguageSelector, provider: DocumentSymbolProvider)	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6449	export function registerDocumentHighlightProvider(languageSelector: LanguageSelector, provider: DocumentHighlightPro	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6454	export function registerLinkedEditingRangeProvider(languageSelector: LanguageSelector, provider: LinkedEditingRangeP	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6459	export function registerDefinitionProvider(languageSelector: LanguageSelector, provider: DefinitionProvider): IDispo	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6464	export function registerImplementationProvider(languageSelector: LanguageSelector, provider: ImplementationProvider)	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6469	export function registerTypeDefinitionProvider(languageSelector: LanguageSelector, provider: TypeDefinitionProvider)	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6479	export function registerCodeActionProvider(languageSelector: LanguageSelector, provider: CodeActionProvider, metadat	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6484	export function registerDocumentFormattingEditProvider(languageSelector: LanguageSelector, provider: DocumentFormatt	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6489	export function registerDocumentRangeFormattingEditProvider(languageSelector: LanguageSelector, provider: DocumentRa	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6494	export function registerOnTypeFormattingEditProvider(languageSelector: LanguageSelector, provider: OnTypeFormattingE	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6504	export function registerCompletionItemProvider(languageSelector: LanguageSelector, provider: CompletionItemProvider)	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6514	export function registerFoldingRangeProvider(languageSelector: LanguageSelector, provider: FoldingRangeProvider): ID	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6519	export function registerDeclarationProvider(languageSelector: LanguageSelector, provider: DeclarationProvider): IDis	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6524	export function registerSelectionRangeProvider(languageSelector: LanguageSelector, provider: SelectionRangeProvider)	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6533	export function registerDocumentSemanticTokensProvider(languageSelector: LanguageSelector, provider: DocumentSemanti	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6542	export function registerDocumentRangeSemanticTokensProvider(languageSelector: LanguageSelector, provider: DocumentRa	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6547	export function registerInlineCompletionsProvider(languageSelector: LanguageSelector, provider: InlineCompletionsPro	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6549	export function registerInlineEditProvider(languageSelector: LanguageSelector, provider: InlineEditProvider): IDispo	CODE
LOW⚡	packages/monaco/monaco-editor.d.ts	6554	export function registerInlayHintsProvider(languageSelector: LanguageSelector, provider: InlayHintsProvider): IDispo	CODE
LOW	packages/monaco/monaco-editor.d.ts	983	export function createMultiFileDiffEditor(domElement: HTMLElement, override?: IEditorOverrideServices): any;	CODE
LOW	packages/monaco/monaco-editor.d.ts	6398	export function registerTokensProviderFactory(languageId: string, factory: TokensProviderFactory): IDisposable;	CODE
LOW	packages/monaco/monaco-editor.d.ts	8573	export function registerHTMLLanguageService(languageId: string, options?: Options, modeConfiguration?: ModeConfigura	CODE
LOW	…nge-playground/challenge-playground-layout-wrapper.tsx	8	export function ChallengePlaygroundLayoutWrapper({ children }: { children: ReactNode }) {	CODE
LOW	…pp/tracks/_components/enrolled-track-card-skeleton.tsx	10	export function EnrolledTrackCardSkeleton() {	CODE
LOW	…tracks/_components/track-enrolled-section-carousel.tsx	6	export function EnrolledTrackSectionCarousel({ tracks }: { tracks: EnrolledTracks }) {	CODE
LOW	…pp/explore/_components/explore-challenges-progress.tsx	10	export function ExploreChallengesProgression({	CODE
LOW	apps/web/src/app/explore/_components/explore.action.ts	14	export async function getChallengesByTagOrDifficulty(str: string, take?: number) {	CODE
LOW	apps/web/src/app/_components/feature-card.tsx	389	export function CollaborativeEnvironmentCard(props: CardProps) {	CODE
LOW	apps/web/src/app/challenge/increment.action.ts	7	export async function incrementOrDecrementUpvote({	CODE
LOW	…web/src/app/challenge/_components/comments/comment.tsx	262	async function copyCommentUrlToClipboard(isReply: boolean, slug: string) {	CODE
LOW	…/challenge/_components/comments/getCommentRouteData.ts	14	export async function getPreselectedCommentMetadata(challengeId: number, commentId: number) {	CODE
LOW	…/challenge/_components/comments/getCommentRouteData.ts	47	export async function getPreselectedSolutionCommentMetadata(	CODE
LOW	apps/web/src/app/challenge/[slug]/right-wrapper.tsx	35	function handleSuccessfulSubmission(isSuccessful: boolean, submissionId: number, slug?: string) {	CODE
LOW	apps/web/src/utils/antiProfanityZod.ts	6	export function createNoProfanitySchemaWithValidate(validate: (zodString: ZodString) => ZodString) {	CODE
LOW	…ard/tracks/[trackId]/_components/update-track-form.tsx	46	function transformChallengesForDropdown(challenges: ChallengesForTrack) {	CODE
LOW	apps/aot/src/app/events/[year]/[day]/right-wrapper.tsx	29	function handleSuccessfulSubmission(isSuccessful: boolean, submissionId: number, slug?: string) {	CODE
LOW	…ps/aot/src/app/events/[year]/[day]/increment.action.ts	6	export async function incrementOrDecrementUpvote({	CODE
LOW	…p/events/[year]/[day]/_components/comments/comment.tsx	256	async function copyCommentUrlToClipboard(isReply: boolean) {	CODE
LOW	…ear]/[day]/_components/comments/getCommentRouteData.ts	14	export async function getPreselectedCommentMetadata(challengeId: number, commentId: number) {	CODE
LOW	…ear]/[day]/_components/comments/getCommentRouteData.ts	47	export async function getPreselectedSolutionCommentMetadata(	CODE
LOW	apps/aot/src/utils/antiProfanityZod.ts	6	export function createNoProfanitySchemaWithValidate(validate: (zodString: ZodString) => ZodString) {	CODE
LOW	apps/aot/src/components/_actions.ts	37	export async function getChallengeHistoryByCategory(type: HistoryType, userId: string) {	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/monaco/src/split-editor.tsx	150	monacoRef.current.languages.typescript.typescriptDefaults.addExtraLib(code, path);	CODE
CRITICAL	packages/monaco/src/split-editor.tsx	165	monacoRef.current.languages.typescript.typescriptDefaults.addExtraLib(	CODE
CRITICAL	packages/monaco/src/split-editor.tsx	172	monacoRef.current.languages.typescript.typescriptDefaults.addExtraLib(	CODE

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/quality.yml	81	uses: ./tooling/github-actions/install	COMMENT
LOW	.github/workflows/quality.yml	101	# cp .env.example .env	COMMENT
LOW	.github/workflows/quality.yml	121	# GITHUB_AOT_ID: ' '	COMMENT
LOW	.github/workflows/quality.yml	141	# uses: actions/upload-artifact@v3	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	apps/og-image/app/page.tsx	39	'This is a test card that has a has a nice description lorem40 ipsum dolor sit amet, consectetur adipisc	CODE

typehero/typehero

Open-Source Code Quality, Security and Technical Debt Review