0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

26.3K

Stars

TypeScript

Language

178.7K

Lines of Code

2.0K

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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 78 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 2.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 78 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 97 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 4MEDIUM 3LOW 90

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 97 distinct pattern matches across 9 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 Identifiers69 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW	test/core/enqueue-links/enqueue-links.test.ts	113	async function runPlaywrightEnqueueLinks(	CODE
LOW	test/core/enqueue-links/click-elements.test.ts	30	function isPuppeteerTargetRelevant(page: PPPage, target: Target): boolean {	CODE
LOW	…/fs-storage/request-queue/request-queue-access.test.ts	20	async function seedQueueWithDanglingLock(dir: string) {	CODE
LOW	test/browser-pool/remote-browser.test.ts	59	function createMockPlaywrightLibrary(browser = createMockBrowser()) {	CODE
LOW	test/browser-pool/remote-browser.test.ts	69	function createMockPuppeteerLibrary(browser = createMockBrowser()) {	CODE
LOW	website/blog/2025/07-14-scrape-youtube/index.md	271	async def handle_transcript_request(route: PlaywrightRoute, request: PlaywrightRequest) -> None:	CODE
LOW	website/src/theme/Navbar/MobileSidebar/Layout/index.js	5	export default function NavbarMobileSidebarLayout({	CODE
LOW	website/src/theme/Navbar/MobileSidebar/Header/index.js	29	export default function NavbarMobileSidebarHeader() {	CODE
LOW	…te/src/theme/BlogPostItem/Footer/ReadMoreLink/index.js	15	export default function BlogPostItemFooterReadMoreLink(props) {	CODE
LOW	website/src/theme/BlogPostItem/Header/Authors/index.js	7	export default function BlogPostItemHeaderAuthors({ className }) {	CODE
LOW	website/src/pages/index.js	20	function LanguageGetStartedSection() {	CODE
LOW	docs/public-api/crawlee-playwright.api.md	187	function enqueueLinksByClickingElements(options: EnqueueLinksByClickingElementsOptions): Promise<BatchAddRequestsResult>	CODE
LOW	docs/public-api/crawlee-playwright.api.md	214	function handleCloudflareChallenge(page: Page, url: string, options?: HandleCloudflareChallengeOptions): Promise<Respons	CODE
LOW	docs/public-api/crawlee-playwright.api.md	217	export function handleCloudflareChallengeHook(options?: HandleCloudflareChallengeOptions): PlaywrightHook;	CODE
LOW	docs/public-api/crawlee-puppeteer.api.md	40	function addInterceptRequestHandler(page: Page, handler: InterceptHandler): Promise<void>;	CODE
LOW	docs/public-api/crawlee-puppeteer.api.md	75	function enqueueLinksByClickingElements(options: EnqueueLinksByClickingElementsOptions): Promise<BatchAddRequestsResult>	CODE
LOW	docs/public-api/crawlee-puppeteer.api.md	232	function removeInterceptRequestHandler(page: Page, handler: InterceptHandler): Promise<void>;	CODE
LOW	packages/core/src/service-locator.ts	339	export function bindMethodsToServiceLocator(	CODE
LOW	packages/core/src/storages/request-loader.ts	41	export function joinRequestSourceStatuses(a: RequestSourceStatus, b: RequestSourceStatus): RequestSourceStatus {	CODE
LOW	packages/core/src/storages/utils.ts	188	function getOrCreate(): Promise<TItem[]> {	CODE
LOW	packages/core/src/storages/request-list.ts	60	function buildRequestListStateCodec(list: {	CODE
LOW	packages/core/src/storages/transaction.ts	457	export function currentStorageTransaction(): StorageTransaction \| undefined {	CODE
LOW	packages/core/src/storages/transaction.ts	481	export function rejectOperationInTransaction(operation: string, reason = 'it cannot be rolled back.'): void {	CODE
LOW	packages/core/src/storages/transaction.ts	494	export function operationRejectedInTransaction(operation: string, reason = 'it cannot be rolled back.'): Error {	CODE
LOW	packages/core/src/storages/key-value-store-codec.ts	128	function isContentTypeStringifiable(contentType: string): boolean {	CODE
LOW	packages/http-crawler/src/internals/utils.ts	15	export function processHttpRequestOptions({	CODE
LOW	packages/http-crawler/src/internals/utils.ts	69	export function extractCharsetFromHtmlBytes(bytes: Buffer): string \| undefined {	CODE
LOW	packages/http-crawler/src/internals/utils.ts	80	export function parseContentTypeFromResponse(response: Response): { type: string; charset: BufferEncoding } {	CODE
LOW	packages/utils/src/internals/validation.ts	11	export function assertBrowserPoolNotConfigured(crawlerName: string, ignoredOptions: Dictionary): void {	CODE
LOW	packages/utils/src/internals/general.ts	54	function replaceShadowDomsWithHtml(rootElement: any) {	CODE
LOW	packages/cli/src/commands/create-project-command.ts	69	async function downloadTemplateFilesToDisk(template: Template, destinationDirectory: string) {	CODE
LOW	packages/browser-pool/src/fingerprinting/hooks.ts	29	export function createFingerprintPreLaunchHook(browserPool: BrowserPool<any, any, any, any, any>) {	CODE
LOW	packages/basic-crawler/src/internals/request-timeout.ts	42	export function remainingNavigationWindowMillis(ctx: object, windowMillis: number): number {	CODE
LOW	packages/basic-crawler/src/internals/cookie-utils.ts	27	export function getDefaultCookieExpirationDate(maxAgeSecs: number) {	CODE
LOW	packages/basic-crawler/src/internals/cookie-utils.ts	37	export function toughCookieToBrowserPoolCookie(toughCookie: Cookie): CookieObject {	CODE
LOW	packages/basic-crawler/src/internals/cookie-utils.ts	61	export function browserPoolCookieToToughCookie(cookieObject: CookieObject, maxAgeSecs?: number) {	CODE
LOW	packages/basic-crawler/src/internals/cookie-utils.ts	88	export function cookieStringToToughCookie(cookieString: string) {	CODE
LOW	…asic-crawler/src/internals/session-pool/fingerprint.ts	31	export function createDefaultSessionFingerprint(): SessionFingerprint {	CODE
LOW	…sic-crawler/src/internals/session-pool/session-pool.ts	80	function buildSessionPoolStateCodec(pool: {	CODE
LOW	…c-crawler/src/internals/enqueue-links/enqueue-links.ts	158	export function resolveBaseUrlForEnqueueLinksFiltering({	CODE
LOW	…c-crawler/src/internals/enqueue-links/enqueue-links.ts	209	export function buildEnqueueStrategyPatterns(baseUrl: string, strategy: EnqueueStrategyOption): UrlPatternObject[] {	CODE
LOW	…es/basic-crawler/src/internals/enqueue-links/shared.ts	82	export function updateEnqueueLinksPatternCache(	CODE
LOW	…es/basic-crawler/src/internals/enqueue-links/shared.ts	98	export function constructGlobObjectsFromGlobs(globs: readonly GlobInput[]): GlobObject[] {	CODE
LOW	…es/basic-crawler/src/internals/enqueue-links/shared.ts	148	export function constructRegExpObjectsFromRegExps(regexps: readonly RegExpInput[]): RegExpObject[] {	CODE
LOW	…es/basic-crawler/src/internals/enqueue-links/shared.ts	181	export function constructUrlPatternObjects(patterns: readonly UrlPatternInput[]): UrlPatternObject[] {	CODE
LOW	…es/basic-crawler/src/internals/enqueue-links/shared.ts	201	export function filterRequestOptionsByPatterns(	CODE
LOW	…es/basic-crawler/src/internals/enqueue-links/shared.ts	305	function createPatternObjectMatcher(urlPatternObject: UrlPatternObject) {	CODE
LOW	…/src/internals/utils/puppeteer-request-interception.ts	161	export async function addInterceptRequestHandler(page: Page, handler: InterceptHandler): Promise<void> {	CODE
LOW	…/src/internals/utils/puppeteer-request-interception.ts	204	export async function removeInterceptRequestHandler(page: Page, handler: InterceptHandler): Promise<void> {	CODE
LOW	…/src/internals/utils/puppeteer-request-interception.ts	235	async function disableRequestInterception(page: Page): Promise<void> {	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	214	export async function enqueueLinksByClickingElements(	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	305	export async function clickElementsAndInterceptNavigationRequests(	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	339	function createInterceptRequestHandler(page: Page, requests: Set<string>): (req: PuppeteerRequest) => Promise<void> {	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	366	function isTopFrameNavigationRequest(page: Page, req: PuppeteerRequest): boolean {	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	373	function createTargetCreatedHandler(page: Page, requests: Set<string>): (target: Target) => Promise<void> {	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	404	function createFrameNavigatedHandler(page: Page, requests: Set<string>): (frame: Frame) => void {	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	500	function updateElementCssToEnableMouseClick(el: Element, zIndex: number): void {	CODE
LOW	…-crawler/src/internals/enqueue-links/click-elements.ts	574	async function restoreHistoryNavigationAndSaveCapturedUrls(page: Page, requests: Set<string>): Promise<void> {	CODE
LOW	…t-crawler/src/internals/adaptive-playwright-crawler.ts	1067	export function createAdaptivePlaywrightRouter(routesOrSchemas?: any): any {	CODE
LOW	…playwright-crawler/src/internals/playwright-crawler.ts	354	export function handleCloudflareChallengeHook(options?: HandleCloudflareChallengeOptions): PlaywrightHook {	CODE
9 more matches not shown…

Magic Placeholder Names3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	website/blog/2026/02-06/index.md	41	apiKey: 'your-api-key', // Your OpenAI API key (or use OPENAI_API_KEY env var)	CODE
HIGH	packages/stagehand-crawler/README.md	19	apiKey: 'your-api-key', // LLM API key for LOCAL env	CODE
HIGH	…s/stagehand-crawler/src/internals/stagehand-crawler.ts	67	* apiKey: 'your-api-key',	COMMENT

Excessive Try-Catch Wrapping9 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…e/blog/2025/03-20-scrape-bluesky-using-python/index.md	344	except Exception:	CODE
LOW	…e/blog/2025/03-20-scrape-bluesky-using-python/index.md	582	except Exception as e:	CODE
LOW	website/blog/2024/12-02-scrape-google-search/index.md	243	except Exception as e:	CODE
LOW	…og/2024/12-13-scrape-google-maps-using-python/index.md	304	except Exception as e:	CODE
LOW	…og/2024/12-13-scrape-google-maps-using-python/index.md	356	except Exception as e:	CODE
LOW	…og/2024/12-13-scrape-google-maps-using-python/index.md	402	except Exception as e:	CODE
MEDIUM	…og/2024/12-13-scrape-google-maps-using-python/index.md	403	print(f"Error in scraping: {str(e)}")	CODE
LOW	…og/2024/12-13-scrape-google-maps-using-python/index.md	428	except Exception as e:	CODE
MEDIUM	…og/2024/12-13-scrape-google-maps-using-python/index.md	429	print(f"Error running scraper: {str(e)}")	CODE

Fake / Example Data7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	test/utils/open-graph-parser.test.ts	28	<meta property="article:author" content="Jane Doe"/>	CODE
LOW	test/utils/open-graph-parser.test.ts	96	author: 'Jane Doe',	CODE
LOW⚡	test/shared/data/lipsum.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce aliquet, nibh sit amet volutpat rhoncus, nisl eros sagitt	CODE
LOW⚡	test/shared/data/lipsum.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce aliquet, nibh sit amet volutpat rhoncus, nisl eros sagitt	CODE
LOW⚡	test/shared/data/lipsum.txt	7	Cras sit amet sem sit amet mi pulvinar varius non sed dolor. Nulla eu libero ultricies, aliquam mi eget, elementum velit	CODE
LOW⚡	test/shared/data/lipsum.txt	9	Sed elit arcu, aliquam et tempor vel, ultrices sit amet turpis. Nullam et lorem magna. Nulla at risus nec dui aliquet or	CODE
LOW⚡	test/shared/data/lipsum.txt	9	Sed elit arcu, aliquam et tempor vel, ultrices sit amet turpis. Nullam et lorem magna. Nulla at risus nec dui aliquet or	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	website/blog/2025/09-15/index.md	330	# In this example, "https://news.ycombinator.com/login" will be skipped	COMMENT

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	pnpm-workspace.yaml	21	"@puppeteer/browsers": "^3.0.4"	COMMENT
LOW	test/core/request-list.test.ts	701	[['x', [], []], 'Invalid input: expected object'],	COMMENT
LOW	test/core/request-list.test.ts	721	// }	COMMENT
LOW	test/core/storages/key-value-store.test.ts	401	const record = await store.getRecord('buf');	COMMENT
LOW	packages/http-crawler/src/internals/http-crawler.ts	361	export class HttpCrawler<	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/src/pages/home_page_example.py	11	# Define the default request handler, which will be called for every request.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/http-crawler/src/internals/file-download.ts	58	* ## Example usage	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/src/internals/utils/puppeteer-request-interception.ts	67	async function handleRequest(request: PuppeteerRequest, interceptRequestHandlers?: InterceptHandler[]): Promise<void> {	CODE

apify/crawlee

Open-Source Code Quality, Security and Technical Debt Review