0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

46.7K

Stars

TypeScript

Language

522.2K

Lines of Code

7.2K

Files

130

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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 100 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.7/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 58 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 130 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 28HIGH 0MEDIUM 1LOW 101

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 130 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.

Hallucination Indicators28 hits · 280 pts

Severity	File	Line	Snippet	Context
CRITICAL	lib/routes/konghq/blog-posts.ts	45	const posts: Array<DataItem & { link: string }> = nextData.props.pageProps.cardsPaged.cards.map((item) => {	CODE
CRITICAL	lib/routes/apple/podcast.ts	109	image: header.contextAction.podcastOffer.artwork.template.replace(/\{w\}x\{h\}(?:\{c\}\|bb)\.\{f\}/, '3000x3000bb	CODE
CRITICAL	lib/routes/civitai/user.ts	80	const list = article.result.data.json.items.map((item) => ({	CODE
CRITICAL	lib/routes/thepaper/utils.tsx	92	ChannelIdToName: (nodeId, nextData) => nextData.props.appProps.menu.channelList.find((c) => c.nodeId.toString() ===	CODE
CRITICAL	lib/routes/thepaper/utils.tsx	93	ListIdToName: (listId, nextData) => nextData.props.appProps.menu.channelList.flatMap((c) => c.childNodeList \|\| []).f	CODE
CRITICAL	lib/routes/futunn/video.ts	38	const items = response.data.data.videoList.list.map((item) => ({	CODE
CRITICAL	lib/routes/futunn/live.ts	73	const items = response.data.data.data.news.map((item) => {	CODE
CRITICAL	lib/routes/bilibili/mall-new.ts	44	const type = response.data.data.vo.cateTabs.find((item) => item.cateType === response.data.data.vo.currentCateType).	CODE
CRITICAL	lib/routes/sustainabilitymag/articles.ts	122	const list: Array<DataItem & { link: string }> = results.data.paginatedWidget.articles.results.map((item) => ({	CODE
CRITICAL	lib/routes/youtube/community.tsx	71	(tab) => tab.tabRenderer.endpoint.commandMetadata.webCommandMetadata.url.endsWith('/posts') \|\| tab.tabRenderer.e	CODE
CRITICAL	lib/routes/taptap/common/review.ts	76	description: review.moment.review.contents.text + (review.moment.review.contents.images ? review.moment.revi	CODE
CRITICAL	lib/routes/gocn/news.ts	43	const items = response.data.data.articlePageList.list.map((item) => ({	CODE
CRITICAL	lib/routes/github/star.ts	65	const data = response.data.data.repository.stargazers.edges.toReversed();	CODE
CRITICAL	lib/routes/github/discussions.ts	113	const categoryItem = response.data.data.repository.discussionCategories.nodes.find((item) => item.name === categ	CODE
CRITICAL	lib/routes/github/discussions.ts	147	const data = response.data.data.repository.discussions.nodes.filter((item) => (closed === null ? item : item.closed	CODE
CRITICAL	lib/routes/xiaoyuzhou/podcast.ts	75	> = pageData.props.pageProps.podcast.episodes.map((item) => {	CODE
CRITICAL	lib/routes/wired/tag.ts	100	tags: preloadedState.transformed.article.tagCloud.tags.map((t: { tag: string }) => t.tag),	CODE
CRITICAL	lib/routes/houxu/index.tsx	46	<p>{raw(item.object.last.link.description.replaceAll('\r\n', '<br>'))}</p>	CODE
CRITICAL	lib/routes/theverge/index.ts	87	return b.images.map((i) => `<figure><img src="${i.image.thumbnails.horizontal.url.split('?', 1)[0]}" alt="${	CODE
CRITICAL	lib/routes/theverge/index.ts	108	return `<figure><img src="${b.leftImage.thumbnails.horizontal.url.split('?', 1)[0]}" alt="${b.leftImage.alt}	CODE
CRITICAL	lib/routes/theverge/index.ts	115	return `<div><figure><img src="${product.image.thumbnails.horizontal.url.split('?', 1)[0]}" alt="${product.i	CODE
CRITICAL	lib/routes/theverge/index.ts	142	const node = nextData.props.pageProps.hydration.responses.find((x) => x.operationName === 'PostLayoutQue	CODE
CRITICAL	lib/routes/nikkei/asia/index.ts	42	const list = response.data.data.getLatestHeadlines.items.map((item) => ({ ...item, link: new URL(item.path, 'https:/	CODE
CRITICAL	lib/routes/zcool/top.ts	44	const list = data.props.pageProps.listResult.data.map((item) => ({	CODE
CRITICAL	lib/routes/zcool/user.ts	86	image: data.props.pageProps.userInfo.avatar.includes('?x-oss-process') ? data.props.pageProps.userInfo.avatar.sp	CODE
CRITICAL	lib/routes/matters/latest.ts	58	const item = response.data.viewer.recommendation.feed.edges.map(({ node }) => parseItem(node));	CODE
CRITICAL	lib/routes/gov/zhengce/govall.ts	184	const list = response.result.data.middle.list.filter((item) => item.url).map((item) => normalizeSearchItem(item));	CODE
CRITICAL	lib/routes/afr/navigation.ts	54	const list = response.data.pageByNavigationPath.page.latestStoriesConnection.edges.map(({ node }) => ({	CODE

Hyper-Verbose Identifiers58 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	scripts/workflow/format-description.ts	122	function remarkLiftClosingDirective() {	CODE
LOW	lib/routes/zju/sis/index.ts	63	async function enrichNewsItemWithDetails(item: DataItem, refererUrl: string): Promise<DataItem> {	CODE
LOW	lib/routes/zju/math/index.ts	57	async function enrichNewsItemWithDetails(item: NewsItem, refererUrl: string): Promise<DataItem> {	CODE
LOW	lib/routes/pixiv/novel-api/content/utils.ts	8	export function convertPixivProtocolExtended(caption: string): string {	CODE
LOW	lib/routes/syosetu/utils.ts	20	export async function fetchChapterPublicationDates(novelUrl: string): Promise<Map<string, Date>> {	CODE
LOW	lib/routes/wikipedia/current-events.ts	28	function parseCurrentEventsTemplate(wikitext: string): string \| null {	CODE
LOW	lib/routes/sdo/ff14risingstones/api.ts	39	export async function getNoviceNetworkRecruitDetail(recruitID: number) {	CODE
LOW	lib/routes/sdo/ff14risingstones/api.ts	57	export async function getFreeCompanyRecruitDetail(recruitID: number) {	CODE
LOW	lib/routes/bilibili/video.ts	174	async function fetchVideoListFromBrowser(uid: string): Promise<VideoListData> {	CODE
LOW	lib/routes/jimmyspa/news.ts	96	function convertHtmlDateToStandardFormat(htmlContent: string): Date \| undefined {	CODE
LOW	lib/routes/jiangnan/jwc.ts	11	async function getOptionalPublicationDate(link: string): Promise<Date \| undefined> {	CODE
LOW⚡	lib/routes/medium/graphql.ts	104	async function getWebInlineRecommendedFeedQuery(user, cookie, pagingLimit = 20, getBrowser?: GetMediumBrowser): Promise<	CODE
LOW⚡	lib/routes/medium/graphql.ts	108	async function getWebInlineTopicFeedQuery(user, tagSlug, cookie, pagingLimit = 20, getBrowser?: GetMediumBrowser): Promi	CODE
LOW⚡	lib/routes/medium/graphql.ts	112	async function getUserCatalogMainContentQuery(user, catalogId, cookie, pagingLimit = 20) {	CODE
LOW	lib/routes/medium/graphql.ts	155	function newWebInlineRecommendedFeedQuery(pagingLimit = 5) {	CODE
LOW	lib/routes/medium/graphql.ts	192	function newWebInlineTopicFeedQuery(tagSlug, pagingLimit = 5) {	CODE
LOW	lib/routes/medium/graphql.ts	231	function newUserCatalogMainContentQuery(catalogId, pagingLimit = 20) {	CODE
LOW	lib/routes/the/index.ts	132	function extractFromMaterialBlocks($: CheerioAPI, pageUrl: string): DataItem[] {	CODE
LOW	lib/routes/youtube/api/subtitles.ts	58	function createSrtAttachmentFromSrt(srt: string): Array<{ url: string; mime_type: string; title: string }> {	CODE
LOW	lib/routes/misskey/utils.tsx	109	async function getUserTimelineByUsername(username, site, { withRenotes = false, mediaOnly = false }) {	CODE
LOW	lib/routes/github/comments.ts	388	function renderGraphqlTimelineItem(item: GraphqlTimelineItem, issue: GraphqlIssue, user: string, repo: string): DataItem	CODE
LOW	lib/routes/dailypush/utils.ts	278	export async function enhanceItemsWithSummaries(context: BrowserContext, items: ArticleItem[]): Promise<DataItem[]> {	CODE
LOW	lib/routes/whu/rsgis.ts	16	function requiresArticleAuthentication($: CheerioAPI) {	CODE
LOW	lib/routes/whu/swrh.ts	24	function requiresArticleAuthentication($: CheerioAPI) {	CODE
LOW	lib/routes/windsurf/changelog.ts	19	function parseLegacyPublicationDate(value: string \| undefined) {	CODE
LOW	lib/routes/rumble/channel.ts	63	function parseStructuredVideoObject($: CheerioAPI): RumbleVideoObject \| undefined {	CODE
LOW	lib/routes/mrdx/utils.ts	1	function getElementChildrenInnerText(element) {	CODE
LOW	lib/routes/sohu/mobile.ts	122	function extractPlateBlockNewsLists(jsonData: any) {	CODE
LOW	lib/routes/linkedin/utils.ts	46	function parseParamsToSearchParams(params, map) {	CODE
LOW	lib/routes/linkedin/utils.ts	161	function parseRelativeShorthandDate(shorthand) {	CODE
LOW	lib/routes/gov/moa/moa.ts	256	async function getLatestDataArticleDetail(id) {	CODE
LOW	eslint-plugins/anti-slop/shared/function-parameters.ts	13	export function functionParameterTypeAnnotation(parameter: FunctionParameter): ESTree.TSTypeAnnotation \| null \| undefine	CODE
LOW	eslint-plugins/anti-slop/shared/function-parameters.ts	27	export function functionParameterBindingName(parameter: FunctionParameter, sourceCode: SourceCode): string {	CODE
LOW	eslint-plugins/anti-slop/shared/reflect-method.ts	13	export function isGlobalReflectMethodCall(sourceCode: SourceCode, callee: ESTree.Expression, methodName: string): boolea	CODE
LOW⚡	eslint-plugins/anti-slop/shared/dictionary-types.ts	81	function isEffectivelyEmptyTypeLiteral(type: ESTree.TSTypeLiteral): boolean {	CODE
LOW⚡	eslint-plugins/anti-slop/shared/dictionary-types.ts	85	function isEffectivelyEmptyInterface(declarations: readonly ESTree.TSInterfaceDeclaration[]): boolean {	CODE
LOW⚡	eslint-plugins/anti-slop/shared/dictionary-types.ts	91	function resolvedSubstitutionArgument(type: ESTree.TSType, base: TypeAliasEnvironment, resolving: ReadonlySet<string> =	CODE
LOW	eslint-plugins/anti-slop/shared/dictionary-types.ts	197	export function classifyUnsafeDictionaryValue(valueType: ESTree.TSType, environment: TypeEnvironment): UnsafeDictionary	CODE
LOW	eslint-plugins/anti-slop/shared/dictionary-types.ts	304	function isPopulatedObjectExpression(expression: ESTree.Expression): boolean {	CODE
LOW	eslint-plugins/anti-slop/shared/dictionary-types.ts	312	export function isKnownEvidenceExpression(expression: ESTree.Expression): boolean {	CODE
LOW	…lint-plugins/anti-slop/shared/type-alias-resolution.ts	89	export function createTypeAliasEnvironment(program: ESTree.Program, visitorKeys: VisitorKeys): TypeAliasEnvironment {	CODE
LOW	…nt-plugins/anti-slop/shared/lexical-type-parameters.ts	9	function collectInferTypeParameterNames(node: ESTree.Node, visitorKeys: VisitorKeys, names: Set<string>): void {	CODE
LOW	…nt-plugins/anti-slop/shared/lexical-type-parameters.ts	26	export function lexicalTypeParameterNames(node: ESTree.Node, visitorKeys: VisitorKeys): ReadonlySet<string> {	CODE
LOW	eslint-plugins/anti-slop/rules/no-widen-then-assert.ts	12	function unwrapExpressionParentheses(expression: ESTree.Expression): ESTree.Expression {	CODE
LOW	eslint-plugins/anti-slop/rules/no-widen-then-assert.ts	107	function isDefinitelyNarrowerRecordType(type: ESTree.TSType): boolean {	CODE
LOW	eslint-plugins/anti-slop/rules/no-widen-then-assert.ts	133	function resolvedVariableForIdentifier(	CODE
LOW	…-plugins/anti-slop/rules/no-chained-type-assertions.ts	6	function isTypeAssertionExpression(node: ESTree.Node): node is TypeAssertionExpression {	CODE
LOW	…-plugins/anti-slop/rules/no-chained-type-assertions.ts	10	function unwrapParenthesizedExpression(expression: ESTree.Expression): ESTree.Expression {	CODE
LOW	…-plugins/anti-slop/rules/no-chained-type-assertions.ts	23	function isOutermostAssertionInChain(node: TypeAssertionExpression): boolean {	CODE
LOW	…-plugins/anti-slop/rules/no-chained-type-assertions.ts	35	function isForbiddenAssertionChain(node: TypeAssertionExpression): boolean {	CODE
LOW	…int-plugins/anti-slop/rules/no-known-value-widening.ts	84	function hasKnownCallArgumentEvidence(sourceCode: SourceCode, expression: ESTree.Expression, environment: TypeEnvironmen	CODE
LOW	…int-plugins/anti-slop/rules/no-known-value-widening.ts	114	function typePredicateSubjectIndex(sourceCode: SourceCode, owner: FunctionExpression): number \| null {	CODE
LOW	…int-plugins/anti-slop/rules/no-known-value-widening.ts	159	function isDictionaryAccumulatorTarget(destination: WideningTarget): boolean {	CODE
LOW	…/anti-slop/rules/no-conditional-empty-object-spread.ts	16	function isConditionalEmptyObjectSpread(node: ESTree.Expression): boolean {	CODE
LOW	…t-plugins/anti-slop/rules/no-unsafe-dictionary-type.ts	55	function isInsideTypeAliasDeclaration(node: ESTree.Node): boolean {	CODE
LOW	…t-plugins/anti-slop/rules/no-unsafe-dictionary-type.ts	70	function isInsideTypeParameterConstraint(node: ESTree.TSType): boolean {	CODE
LOW	…lop/rules/require-safety-comment-for-type-assertion.ts	29	function hasSafetyJustificationBefore(sourceCode: SourceCode, owner: ESTree.Node, assertion: TypeAssertion, pattern: Reg	CODE
LOW	…nt-plugins/anti-slop/rules/no-shape-in-symbol-names.ts	6	function containsForbiddenSymbolName(name: string): boolean {	CODE

Over-Commented Block28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	wrangler.toml	41	# KV namespace for caching (auto-provisioned on first deploy)	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql.yml	61		COMMENT
LOW	lib/shims/dotenv-config.ts	1	// No-op shim for dotenv/config in Cloudflare Workers	COMMENT
LOW	lib/routes/chnmuseum/xwzt.ts	41	});	COMMENT
LOW	lib/routes/pixiv/token.ts	41	// expireTime = result.expires_in;	COMMENT
LOW	lib/routes/pixiv/token.ts	61	// tickTokenStarted = true;	COMMENT
LOW	lib/routes/pixiv/novel-api/content/utils.ts	81	content = content	COMMENT
LOW	lib/routes/twitter/api/web-api/utils.ts	121	? Object.fromEntries(	COMMENT
LOW	lib/routes/twitter/api/web-api/utils.ts	201	// if (newCookie) {	COMMENT
LOW	lib/routes/twitter/api/mobile-api/token.ts	1	// import { config } from '@/config';	COMMENT
LOW	lib/routes/twitter/api/mobile-api/token.ts	21	// phoneOrEmail,	COMMENT
LOW	lib/routes/picnob.info/user.ts	41	};	COMMENT
LOW	lib/routes/picnob.info/user.ts	61	// default:	COMMENT
LOW	lib/routes/picnob.info/user.ts	81		COMMENT
LOW	lib/routes/picnob.info/user.ts	101	// const status = await ofetch<Status[]>(`${baseUrl}/api/v1/pulls/${requestHash}/status`, {	COMMENT
LOW	lib/routes/picnob.info/user.ts	121	// 'x-api-key': INSTALKER_BACK_API_KEY,	COMMENT
LOW	lib/routes/picnob.info/user.ts	141	// author: item.account_name,	COMMENT
LOW	lib/routes/bilibili/ranking.ts	21	// 7 variety https://api.bilibili.com/pgc/season/rank/web/list?day=3&season_type=7&web_location=333.934&w_rid=&wts=	COMMENT
LOW	lib/routes/1point3acres/offer.tsx	61		COMMENT
LOW	lib/routes/1point3acres/offer.tsx	81	// );	COMMENT
LOW	lib/routes/nature/news-and-comment.ts	1	// example usage: `/nature/news-and-comment/ng`	COMMENT
LOW	lib/routes/nature/research.ts	1	// example usage: `/nature/research/ng`	COMMENT
LOW	lib/routes/nature/cover.ts	1	import { load } from 'cheerio';	COMMENT
LOW	lib/routes/wechat/tgchannel.ts	81	// 第 1 个元素: <i><b>${emoji(标注消息来源于什么 slave，这里是表示微信的💬)}</b></i>	COMMENT
LOW	lib/routes/phoronix/index.ts	201	const dateNode = categorySelector.get(0)?.nextSibling;	COMMENT
LOW	lib/routes/jike/utils.ts	101		COMMENT
LOW	lib/routes/gov/general/general.ts	1	import { load } from 'cheerio';	COMMENT

Overly Generic Function Names7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	lib/routes/letterboxd/utils.ts	25	export async function getData(username: string, title: string) {	CODE
LOW	lib/routes/oreno3d/main.tsx	72	async function getData(response) {	CODE
LOW	lib/routes/szse/notice.ts	12	function getData(content: string, option: 'title' \| 'url'): string \| undefined {	CODE
LOW	lib/routes/moyukik/event.ts	25	async function getData(url: string) {	CODE
LOW	lib/routes/cbre/research.ts	37	function handleRequest(route) {	CODE
LOW	lib/routes/cgtn/podcast.ts	7	async function getData(category, id) {	CODE
LOW	lib/routes/nber/common.tsx	19	async function getData(url: string): Promise<WorkingPaper[]> {	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	lib/routes/perplexity/blog.ts	75	// Step 1: Extract featured article using data-framer-name attribute	COMMENT
LOW	lib/routes/perplexity/blog.ts	89	// Step 2: Extract regular articles using data-framer-name="Article Card"	COMMENT
LOW	lib/routes/perplexity/blog.ts	124	// Step 3: Fetch detail pages for items missing pubDate (e.g., featured article)	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	lib/routes/perplexity/blog.ts	75	// Step 1: Extract featured article using data-framer-name attribute	COMMENT
LOW	lib/routes/perplexity/blog.ts	89	// Step 2: Extract regular articles using data-framer-name="Article Card"	COMMENT
LOW	lib/routes/perplexity/blog.ts	124	// Step 3: Fetch detail pages for items missing pubDate (e.g., featured article)	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/routes/freecomputerbooks/index.tsx	58	// Needing more robust processing if some day more such elements show up.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/routes/google/alerts.ts	29	params: `[null,[null,null,null,[null,${JSON.stringify(keyword)},"com",[null,"en","US"],null,null,null,0,0],n	CODE
LOW	lib/routes/mrdx/daily.ts	52	// eg: `<a class="foo" daoxiang="foo-bar.htm">Lorem ipsum</a>`	COMMENT

DIYgod/RSSHub

Open-Source Code Quality, Security and Technical Debt Review