1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

10.9K

Stars

TypeScript

Language

92.4K

Lines of Code

1.5K

Files

124

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 6.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 112 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 51 finding(s).

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 124 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 1MEDIUM 1LOW 122

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 124 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.

Over-Commented Block57 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	packages/docs/src/app/banners.tsx	41	// <Link	COMMENT
LOW	packages/docs/src/app/banners.tsx	61	// >	COMMENT
LOW	packages/docs/src/app/banners.tsx	81	// </span>{' '}	COMMENT
LOW	packages/docs/src/app/banners.tsx	101	// </p>	COMMENT
LOW	packages/docs/src/app/banners.tsx	121	// <span	COMMENT
LOW	packages/docs/src/app/banners.tsx	141	// fallback={	COMMENT
LOW	packages/docs/src/app/banners.tsx	161	// return (	COMMENT
LOW	packages/docs/src/app/banners.tsx	181	// expiredMessage={	COMMENT
LOW	packages/docs/src/app/banners.tsx	261	)	COMMENT
LOW	packages/docs/src/app/banners.tsx	281	// <p className="text-sm sm:text-base">	COMMENT
LOW	packages/docs/src/app/banners.tsx	301	// •	COMMENT
LOW	packages/docs/src/app/banners.tsx	321	// }	COMMENT
LOW	packages/docs/src/app/banners.tsx	341	// </p>	COMMENT
LOW	packages/docs/src/app/(pages)/stats/lib/versions.ts	141	return acc	COMMENT
LOW	packages/docs/src/app/(pages)/stats/lib/versions.ts	181	}))	COMMENT
LOW	packages/docs/src/app/(pages)/stats/lib/versions.ts	201	// }	COMMENT
LOW	packages/docs/src/app/(pages)/stats/lib/versions.ts	221	// const datesArray = Object.keys(dates)	COMMENT
LOW	packages/nuqs/testing.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/server.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/tanstack-router.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/testing.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/react-router.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/remix.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/next.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/react.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/custom.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/next/app.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/next/pages.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/react-router/v6.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/react-router/v7.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/adapters/react-router/v8.d.ts	1	// This file is needed for projects that have `moduleResolution` set to `node`	COMMENT
LOW	packages/nuqs/src/debug.ts	1	import { isDebugFlagSet, setDebugSink } from './lib/debug'	COMMENT
LOW	packages/nuqs/src/useQueryStates.ts	121	Object.fromEntries(	COMMENT
LOW	packages/nuqs/src/useQueryStates.ts	201	// detached while a subtree is hidden under `<Activity>` and only re-run after	COMMENT
LOW	packages/nuqs/src/api.test.ts	41	runtime.set(`./${path}`, code)	COMMENT
LOW	packages/nuqs/src/adapters/tanstack-router.ts	41	// navigation, while `resolvedLocation` stays on the committed route until	COMMENT
LOW	packages/nuqs/src/adapters/react-router/v8.ts	1	// React Router v8 uses the same `react-router` package and hooks as v7, so this	COMMENT
LOW	packages/scripts/release-finalize.ts	41		COMMENT
LOW	packages/scripts/release-finalize.ts	81		COMMENT
LOW	packages/scripts/release-finalize.ts	101	//	COMMENT
LOW	packages/scripts/release-finalize.ts	181	// numeric HTTP `.status`;	COMMENT
LOW	packages/scripts/lib/changelog-dto.ts	1	// Shared changelog codec — the single source of truth for the machine-readable	COMMENT
LOW	packages/scripts/lib/changelog-dto.ts	21		COMMENT
LOW	packages/scripts/lib/commit-graph.ts	1	// Shared commit-graph discovery engine.	COMMENT
LOW	packages/scripts/lib/commit-graph.ts	241	.map(record => record.trim())	COMMENT
LOW	packages/scripts/lib/commit-graph.ts	481	// range, uniform across every commit. `type`/`breaking`/`description` come from	COMMENT
LOW	packages/scripts/verify-release/verify.production.ts	1	#!/usr/bin/env -S node --no-warnings	COMMENT
LOW	packages/scripts/verify-release/verify.staged.ts	1	#!/usr/bin/env -S node --no-warnings	COMMENT
LOW	packages/scripts/verify-release/verify.lib.ts	1	//	COMMENT
LOW	packages/scripts/verify-release/run2.diff-contents.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/scripts/verify-release/run1.reproduce.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/e2e/next/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	packages/e2e/shared/specs/popstate-queue-reset.spec.ts	141	await expect(page).toHaveURL(url => !url.search.includes('b='))	COMMENT
LOW	.github/workflows/backlog-cleaner.yml	1	name: Backlog Cleaner	COMMENT
LOW	.github/workflows/release-edited.yml	81	# which is fatal). The changelog page reads each release's embedded DTO	COMMENT
LOW	.github/workflows/release-finalize.yml	1	name: Finalize Release	COMMENT
LOW	.github/workflows/release-finalize.yml	101	- name: Bust the docs ISR cache tags	COMMENT

Hyper-Verbose Identifiers51 hits · 53 pts

Severity	File	Line	Snippet	Context
LOW	…nt/docs/parsers/community/tanstack-table.generator.tsx	66	export function usePaginationSearchParams() {	CODE
LOW	…ges/docs/content/blog/open-source-pledge-recipient.tsx	6	export function OpenSourcePledgeRecipient({	CODE
LOW	…c/app/playground/_demos/server-side-parsing/client.tsx	11	export function ServerSideParsingDemoClient({	CODE
LOW	packages/docs/src/app/(pages)/stats/lib/versions.ts	184	// async function getVersionsPublicationDates() {	COMMENT
LOW	packages/docs/src/app/(pages)/stats/lib/npm.ts	103	export function getDownloadsNDaysBeforeLatest(	CODE
LOW	packages/docs/src/app/(pages)/stats/lib/npm.ts	328	export function getPartialPreviousWeekDownloads(data: Datum[]) {	CODE
LOW	packages/docs/src/components/theme-toggle-menu.tsx	30	function subscribeThemeSwitcherSettings(onChange: () => void) {	CODE
LOW	…ges/docs/src/components/release-contribution-graph.tsx	20	function ReleaseContributionGraphSkeleton() {	CODE
LOW	…ges/docs/src/components/release-contribution-graph.tsx	50	async function ReleaseContributionGraphLoader({	CODE
LOW	packages/docs/src/components/feature-support-matrix.tsx	34	export function parseFeatureSupportMatrixProps(	CODE
LOW	packages/docs/src/components/feature-support-matrix.tsx	66	export function renderFeatureSupportMatrixText(	CODE
LOW	packages/docs/src/components/feature-support-matrix.tsx	291	function getSupportedFrameworksText(	CODE
LOW	packages/docs/src/components/feature-support-matrix.tsx	304	function getUnsupportedFrameworksText(notSupportedIn: readonly Frameworks[]) {	CODE
LOW	…s/src/components/release-contribution-graph.client.tsx	33	export function ReleaseContributionGraphClient({	CODE
LOW	packages/docs/src/components/ui/chart.tsx	335	function getPayloadConfigFromPayload(	CODE
LOW	…/docs/src/components/changelog/contributors-footer.tsx	17	export function formatContributorsSummary(	CODE
LOW	packages/docs/src/lib/get-llm-text.ts	84	function stripFeatureSupportMatrix(	CODE
LOW	packages/docs/src/lib/theme-switcher-key.ts	13	export function resolveThemeSwitcherSettings(	CODE
LOW	packages/docs/src/lib/theme-switcher-key.ts	24	export function readThemeSwitcherSettings(	CODE
LOW	packages/docs/src/lib/theme-switcher-key.ts	57	export function writeThemeSwitcherEnabled(	CODE
LOW	packages/docs/src/lib/theme-switcher-key.ts	121	export function isAssignableThemeSwitcherKey(key: string) {	CODE
LOW	packages/nuqs/src/adapters/testing.ts	65	function renderInitialSearchParams(	CODE
LOW	packages/nuqs/src/adapters/testing.ts	166	return function NuqsTestingAdapterWrapper({	CODE
LOW	packages/nuqs/src/adapters/tanstack-router.ts	25	function useNuqsTanstackRouterAdapter(watchKeys: string[]): AdapterInterface {	CODE
LOW	packages/nuqs/src/adapters/next/impl.pages.ts	40	function onNavigationWithoutSubscribers() {	CODE
LOW	packages/nuqs/src/adapters/next/impl.pages.ts	54	export function useNuqsNextPagesRouterAdapter(): AdapterInterface {	CODE
LOW	packages/nuqs/src/adapters/next/impl.app.ts	110	export function useNuqsNextAppRouterAdapter(): AdapterInterface {	CODE
LOW	packages/nuqs/src/adapters/lib/react-router.ts	42	export function createReactRouterBasedAdapter({	CODE
LOW	packages/nuqs/src/adapters/lib/react-router.ts	51	function useNuqsReactRouterBasedAdapter(	CODE
LOW	packages/nuqs/src/adapters/lib/react-router.ts	113	function useOptimisticSearchParams(	CODE
LOW	packages/nuqs/src/lib/queues/throttle.ts	29	export function getSearchParamsSnapshotFromLocation(): URLSearchParams {	CODE
LOW	packages/nuqs/src/lib/queues/throttle.test.ts	261	async function createQueueAwaitingAcknowledgement() {	CODE
LOW	packages/e2e/next/scripts/cache-components-codemod.ts	5	function grepFilesWithDynamicExport(dir: string): Promise<string[]> {	CODE
LOW	packages/e2e/next/scripts/cache-components-codemod.ts	30	async function commentDynamicExportInFile(filePath: string) {	CODE
LOW	…ext/src/app/app/(shared)/popstate-queue-reset/page.tsx	7	function PopstateQueueResetWrapper() {	CODE
LOW	packages/e2e/shared/specs/life-and-death.tsx	19	function LifeAndDeathUseQueryState() {	CODE
LOW	packages/e2e/shared/specs/life-and-death.tsx	31	function ChildComponentUseQueryState() {	CODE
LOW	packages/e2e/shared/specs/life-and-death.tsx	46	function LifeAndDeathUseQueryStates() {	CODE
LOW	packages/e2e/shared/specs/life-and-death.tsx	58	function ChildComponentUseQueryStates() {	CODE
LOW	packages/e2e/shared/specs/referential-stability.tsx	6	export function ReferentialStabilityUseQueryState() {	CODE
LOW	packages/e2e/shared/specs/referential-stability.tsx	18	export function ReferentialStabilityUseQueryStates() {	CODE
LOW⚡	packages/e2e/shared/specs/key-isolation.tsx	7	export function KeyIsolationUseQueryState() {	CODE
LOW⚡	packages/e2e/shared/specs/key-isolation.tsx	16	export function KeyIsolationUseQueryStates() {	CODE
LOW⚡	packages/e2e/shared/specs/key-isolation.tsx	25	function TestComponentUseQueryState({ id }: TestComponentProps) {	CODE
LOW	packages/e2e/shared/specs/key-isolation.tsx	38	function TestComponentUseQueryStates({ id }: TestComponentProps) {	CODE
LOW	packages/e2e/shared/specs/conditional-rendering.tsx	24	function TestComponentUseQueryState() {	CODE
LOW	packages/e2e/shared/specs/conditional-rendering.tsx	37	function TestComponentUseQueryStates() {	CODE
LOW	packages/e2e/shared/specs/conditional-rendering.tsx	57	export function ConditionalRenderingUseQueryState() {	CODE
LOW	packages/e2e/shared/specs/conditional-rendering.tsx	61	export function ConditionalRenderingUseQueryStates() {	CODE
LOW	packages/e2e/shared/specs/flush-after-navigate.tsx	10	export function FlushAfterNavigateUseQueryStateStart({	CODE
LOW	packages/e2e/shared/specs/flush-after-navigate.tsx	45	export function FlushAfterNavigateUseQueryStatesStart({	CODE

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	…ocs/content/docs/parsers/community/zod-codecs.demo.tsx	17	name: 'John Doe',	CODE
LOW	…ocs/content/docs/parsers/community/zod-codecs.demo.tsx	24	name: 'John Doe',	CODE
LOW	…s/docs/src/app/playground/_demos/throttling/client.tsx	8	const autoFillMessage = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec a diam lectus. Sed sit amet ipsu	CODE
LOW	…s/docs/src/app/playground/_demos/throttling/client.tsx	8	const autoFillMessage = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec a diam lectus. Sed sit amet ipsu	CODE
LOW	packages/examples/next-app/src/data.ts	4	name: 'John Doe'	CODE
LOW	packages/examples/next-app/src/data.ts	8	name: 'Jane Doe'	CODE
LOW	packages/nuqs/src/lib/url-encoding.browser.test.ts	119	search.set('name', 'John Doe')	CODE
LOW	packages/scripts/release-notes-automation.test.ts	307	author: 'Jane Doe',	CODE
LOW	packages/scripts/release-notes-automation.test.ts	320	author: 'Jane Doe',	CODE
LOW	packages/scripts/lib/changelog-dto.test.ts	333	author: 'Jane Doe'	CODE
LOW	packages/scripts/lib/commit-graph.test.ts	44	author: 'Jane Doe',	CODE
LOW	packages/scripts/lib/commit-graph.test.ts	937	author: author ?? 'Jane Doe',	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	packages/docs/src/components/quote.tsx	2	* This code was generated by v0 by Vercel.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/e2e/shared/specs/json.tsx	13	// Normally we'd use Zod for a schema, but we can leverage	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/examples/trpc/app/routes/api/trpc.ts	13	function handleRequest(args: LoaderFunctionArgs \| ActionFunctionArgs) {	CODE
LOW	packages/e2e/remix/app/entry.server.tsx	17	export default function handleRequest(	CODE

47ng/nuqs

Open-Source Code Quality, Security and Technical Debt Review