1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.3K

Stars

TypeScript

Language

281.3K

Lines of Code

1.9K

Files

178

Pattern Hits

2026-10-31

Scan Date

0.01

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? 156 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 117 finding(s).

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 178 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 8HIGH 4MEDIUM 3LOW 163

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 178 distinct pattern matches across 10 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 Identifiers117 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	test/ui/test/trace.spec.ts	424	async function testMultipleMatchHighlight(page: Page) {	CODE
LOW	test/ui/test/trace.spec.ts	579	async function testPersistsSelectionInURL(page: Page) {	CODE
LOW	test/ui/test/trace.spec.ts	757	async function testPersistsResizedTracePanes(page: Page) {	CODE
LOW	test/ui/test/ui.spec.ts	802	async function testFilterInitiallyInvisibleItem(page: Page) {	CODE
LOW	…t/test/uncovered-concurrent-transform.istanbul.test.ts	50	function transformAnotherFileDuringUncoveredTransform(): Plugin {	CODE
LOW	test/coverage-test/test/clean-on-rerun.test.ts	139	async function getFunctionCoverageCounts(file: 'math.ts' \| 'even.ts') {	CODE
LOW	test/unit/test/snapshots-outside.ts	3	export function testOutsideInlineSnapshot() {	CODE
LOW	test/browser/specs/optimized-chunks-cache.test.ts	8	function recordDependencyResponses() {	CODE
LOW	test/browser/specs/heartbeat.test.ts	6	function findDescendantBrowserProcesses(): number[] {	CODE
LOW	test/e2e/test/module-diagnostic.test.ts	14	async function getSourceModuleDiagnostic(	CODE
LOW	test/e2e/test/module-diagnostic.test.ts	65	function normalizeUntrackedModules(	CODE
LOW	test/e2e/test/no-module-runner.test.ts	957	function runNoViteModuleRunnerTests(	CODE
LOW	test/e2e/test/config/browser-configs.test.ts	76	async function observePreTransformRequests(options: TestUserConfig = {}) {	CODE
LOW	test/e2e/test/reporters/import-durations.test.ts	10	function normalizeImportDurationsOutput(stdout: string): string {	CODE
LOW	docs/api/vi.md	1022	function advanceTimersToNextTimerAsync(): Promise<Vitest>	CODE
LOW	docs/api/vi.md	1162	function runOnlyPendingTimersAsync(): Promise<Vitest>	CODE
LOW	docs/api/advanced/vitest.md	54	function getTestSpecificationResult(	CODE
LOW	docs/api/advanced/vitest.md	198	function getRelevantTestSpecifications(	CODE
LOW	docs/api/advanced/vitest.md	397	function resetGlobalTestNamePattern(): void	CODE
LOW	docs/api/advanced/vitest.md	523	function onFilterWatchedSpecification(	CODE
LOW	docs/api/browser/assertions.md	383	function toHaveAccessibleDescription(description?: string \| RegExp): Promise<void>	CODE
LOW	docs/api/browser/assertions.md	436	function toHaveAccessibleErrorMessage(message?: string \| RegExp): Promise<void>	CODE
LOW	packages/spy/src/index.ts	737	function copyOriginalStaticProperties(	CODE
LOW	packages/ui/client/composables/module-graph.ts	15	function defineExternalModuleNodes(modules: string[]): ModuleNode[] {	CODE
LOW	packages/ui/client/composables/trace-view.ts	124	export function getTraceEditorMarkersForFile(	CODE
LOW	packages/ui/client/composables/client/static.ts	25	function deserializeReportMetadata(metadata: HTMLReportMetadata) {	CODE
LOW	packages/ui/client/components/DetailsHeaderButtons.vue	11	function getDetailsPanelToggleRotation(action: 'show' \| 'hide') {	CODE
LOW	packages/coverage-v8/src/provider.ts	532	function findLongestFunctionLength(functions: Profiler.FunctionCoverage[]) {	CODE
LOW	…kages/vitest/src/runtime/benchmark/default-provider.ts	14	export function createDefaultBenchmarkProvider(config: SerializedConfig): BenchmarkProvider {	CODE
LOW	packages/vitest/src/runtime/runner/hooks.ts	35	export function getBeforeHookCleanupCallback(	CODE
LOW	packages/vitest/src/runtime/runner/run.ts	263	function makeAroundHookTimeoutError(	CODE
LOW	packages/vitest/src/runtime/runner/run.ts	848	function markPendingTasksAsSkipped(suite: Suite, runner: VitestRunner, note?: string) {	CODE
LOW	packages/vitest/src/runtime/vm/esm-executor.ts	75	async function staticImportModuleDynamically(	CODE
LOW	packages/vitest/src/runtime/vm/esm-executor.ts	82	function staticInitializeImportMeta(meta: ImportMeta, mod: VMModule): void {	CODE
LOW	packages/vitest/src/runtime/vm/utils.ts	82	export function createRequireAsyncModuleError(identifier: string, detail: string): Error {	CODE
LOW	packages/vitest/src/runtime/vm/utils.ts	90	export function createConcurrentRequireError(identifier: string): Error {	CODE
LOW	packages/vitest/src/runtime/vm/utils.ts	114	export async function activeImportModuleDynamically(	CODE
LOW	…ges/vitest/src/runtime/moduleRunner/moduleEvaluator.ts	632	function enhanceMissingCjsGlobalsError(error: unknown): unknown {	CODE
LOW	packages/vitest/src/utils/coverage.ts	4	export function getCoverageFilesDirectory(	CODE
LOW	packages/vitest/src/utils/coverage.ts	53	export async function resolveCoverageProviderModule(	CODE
LOW	packages/vitest/src/utils/graph.ts	29	export function getSharedModuleGraphByProject(	CODE
LOW	packages/vitest/src/utils/graph.ts	46	function getSharedModuleGraphByEnvironment(	CODE
LOW	packages/vitest/src/utils/graph.ts	72	function findModuleGraphEnvironment(	CODE
LOW	packages/vitest/src/utils/graph.ts	90	function createModuleGraphCollector(	CODE
LOW	packages/vitest/src/integrations/coverage.ts	5	export async function startCoverageInsideWorker(	CODE
LOW	packages/vitest/src/integrations/snapshot/chai.ts	200	function toMatchDomainSnapshotImpl(opts: {	CODE
LOW	…ns/snapshot/environments/resolveSnapshotEnvironment.ts	5	export async function resolveSnapshotEnvironment(	CODE
LOW	packages/vitest/src/integrations/mock/when.ts	389	function getOrCreateBehavior(args: ScopedParameters) {	CODE
LOW	packages/vitest/src/typecheck/parse.ts	53	export async function getRawErrsMapFromTsCompile(tscErrorStdout: string): Promise<RawErrsMap> {	CODE
LOW	packages/vitest/src/node/module-diagnostic.ts	20	export function collectModuleDurationsDiagnostic(	CODE
LOW	packages/vitest/src/node/module-diagnostic.ts	182	export async function collectSourceModulesLocations(	CODE
LOW	packages/vitest/src/node/module-diagnostic.ts	310	function parseSourceImportsAndExports(source: string): Map<string, SourceStaticImport> {	CODE
LOW	packages/vitest/src/node/ast-collect.ts	512	export async function astCollectFileInformation(	CODE
LOW	packages/vitest/src/node/coverage.ts	888	function assertConfigurationModule(config: unknown): asserts config is {	CODE
LOW	packages/vitest/src/node/printError.ts	323	function handleImportOutsideModuleError(stack: string, logger: ErrorLogger) {	CODE
LOW	packages/vitest/src/node/printError.ts	343	function printModuleWarningForPackage(logger: ErrorLogger, path: string, name: string) {	CODE
LOW	packages/vitest/src/node/printError.ts	369	function printModuleWarningForSourceCode(logger: ErrorLogger, path: string) {	CODE
LOW	packages/vitest/src/node/pools/browser.ts	785	async function maybeCollectChromiumGarbage(project: TestProject, sessionId: string): Promise<void> {	CODE
LOW	…kages/vitest/src/node/pools/workers/typecheckWorker.ts	181	async function createWorkspaceTypechecker(project: TestProject, files: string[]) {	CODE
LOW	packages/vitest/src/node/config/resolveConfig.ts	1299	export function isExcludedByProjectFilter(projects: string[], name: string): boolean {	CODE
57 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/unit/test/chainable.test.ts	19	expect(chain.b.a.b.a.b()).toEqual({ a: true, b: true })	CODE
CRITICAL	test/unit/test/chainable.test.ts	20	expect(chain.a.a.a.a.a.a()).toEqual({ a: true })	CODE
CRITICAL	test/e2e/test/vm-threads.test.ts	894	return [...project.vite.environments.ssr.moduleGraph.idToModuleMap.values()]	CODE
CRITICAL	test/e2e/test/vm-threads.test.ts	957	const prewarmed = [...project.vite.environments.ssr.moduleGraph.idToModuleMap.values()]	CODE
CRITICAL	packages/coverage-v8/src/provider.ts	271	node.init.object.object.name.startsWith('__vite_ssr_import_')	CODE
CRITICAL	packages/vitest/src/node/test-specification.ts	101	const task = this.project.vitest.state.idMap.get(this.taskId)	CODE
CRITICAL	packages/vitest/src/node/cache/fsModuleCache.ts	430	this.vitest.vite.config.logger.info(`fs cache was cleared because lockfile has changed`, {	CODE
CRITICAL	packages/mocker/src/node/resolver.ts	62	const resolved = await this.server.environments.client.pluginContainer.resolveId(id, importer)	CODE

Over-Commented Block28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	test/unit/test/pretty-format.test.ts	1	import { inspect as nodeInspect } from 'node:util'	COMMENT
LOW	test/unit/test/task-names.test.ts	21	// │ ├─ [0] saves recipe	COMMENT
LOW	test/unit/test/chai-style-assertions-sinon.test.ts	161		COMMENT
LOW	test/unit/deps/dep1/esm/index.js	1	// esm/index.js was detected as isValidNodeImport(id) = false	COMMENT
LOW	test/test-utils/index.ts	361	// whichever state the poller's baseline captured, and any probe event (`add`,	COMMENT
LOW	test/browser/test/userEvent.test.ts	801	// TODO: support listbox	COMMENT
LOW	test/e2e/test/vm-threads.test.ts	741		COMMENT
LOW	test/e2e/test/annotations.test.ts	361	1..2	COMMENT
LOW	test/e2e/test/concurrent.test.ts	1	import { expect, test } from 'vitest'	COMMENT
LOW	docs/guide/lifecycle.md	221	// aroundAll before	COMMENT
LOW	docs/guide/lifecycle.md	301	// outer aroundEach before	COMMENT
LOW	docs/.vitepress/config.ts	721	// text: '@vitest/plugin-eslint',	COMMENT
LOW	docs/.vitepress/config.ts	1301	// // TODO: generate	COMMENT
LOW	docs/.vitepress/config.ts	1321	// text: 'Assertion API',	COMMENT
LOW	docs/.vitepress/config.ts	1341	// },	COMMENT
LOW	docs/.vitepress/config.ts	1361	// },	COMMENT
LOW	examples/opentelemetry/docker-compose.yaml	1	services:	COMMENT
LOW	packages/ui/client/composables/client/index.ts	221	}, 1000)	COMMENT
LOW	packages/ui/client/composables/client/index.ts	241	// },	COMMENT
LOW	packages/vitest/import-meta.d.ts	1	/// <reference path="./importMeta.d.ts" />	COMMENT
LOW	packages/vitest/src/runtime/runner/suite.ts	341	const testOwnMeta = options.meta	COMMENT
LOW	packages/vitest/src/runtime/vm/commonjs-executor.ts	441	return module	COMMENT
LOW	packages/vitest/src/runtime/vm/commonjs-executor.ts	461	// const namedExports = new Set(exports)	COMMENT
LOW	packages/vitest/src/runtime/workers/vm.ts	201	)	COMMENT
LOW	packages/vitest/src/node/pools/rpc.ts	21	}	COMMENT
LOW	packages/vitest/src/node/config/resolveConfig.ts	1201	if (rootConfig.ui && rootConfig.open) {	COMMENT
LOW	packages/vitest/src/node/reporters/base.ts	1201	// Module Self Total	COMMENT
LOW	packages/mocker/src/node/hoistMocks.ts	321	// return	COMMENT

Fake / Example Data14 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	_typos.toml	23	# Latin lorem ipsum	COMMENT
LOW	.claude/skills/typo-checker/SKILL.md	62	- Lorem ipsum text	CODE
LOW	docs/guide/browser/component-testing.md	192	await page.getByLabelText(/email/i).fill('user@example.com')	CODE
LOW	docs/guide/browser/component-testing.md	195	// component.setState({ email: 'user@example.com' })	COMMENT
LOW	docs/guide/browser/component-testing.md	276	return HttpResponse.json({ id: params.id, name: 'John Doe', email: 'john@example.com' })	CODE
LOW	docs/guide/browser/component-testing.md	289	await expect.element(getByText('John Doe')).toBeInTheDocument()	CODE
LOW	docs/guide/browser/component-testing.md	358	await nameInput.fill('John Doe')	CODE
LOW	docs/guide/browser/component-testing.md	376	name: 'John Doe',	CODE
LOW	docs/guide/browser/component-testing.md	558	await expect.element(page.getByText('John Doe')).toBeInTheDocument()	CODE
LOW	docs/guide/browser/aria-snapshots.md	310	<input aria-label="Email" placeholder="user@example.com" />	CODE
LOW	docs/guide/recipes/conditional-mocking.md	127	.calledWith('admin@example.com')	CODE
LOW	docs/guide/recipes/conditional-mocking.md	131	Because the second registration is merged into the existing behavior, the `'admin'` action is not scoped to `'admin@exam	CODE
LOW	docs/guide/recipes/conditional-mocking.md	143	expect(getRole('user@example.com')).toBe('admin')	CODE
LOW	docs/guide/recipes/conditional-mocking.md	144	expect(getRole('user@example.com')).toBe('user')	CODE

Synthetic Comment Markers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	122	Issues and pull requests entirely generated by AI with no human involvement (e.g. by an automated agent) will be labeled	CODE
HIGH	.github/workflows/issue-labeled.yml	68	Hello @${{ github.event.issue.user.login }}. Your issue has been labeled `maybe automated` because it appear	CODE
HIGH	.github/actions/send-ai-bot-comment/action.yml	24	Hello @${{ inputs.login }}. Your PR has been labeled `maybe automated` because it appears to have been fully g	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/e2e/test/cachedir-tag.test.ts	49	# This file is a cache directory tag created by Vitest.	COMMENT
MEDIUM	packages/vitest/src/node/cache/cachedirTag.ts	9	# This file is a cache directory tag created by Vitest.	COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/guide/mocking.md	175	Don't forget that this only [mocks _external_ access](/guide/mocking/modules#mocking-modules-pitfalls). In this example,	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	test/unit/test/chai-style-assertions-sinon.test.ts	162	// TODO: implement `thrown`	COMMENT
LOW	packages/expect/src/chai-style-assertions.ts	72	// TODO: implement	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/browser/docker-compose.yaml	11	# This setup employs simpler and robust `network_mode: host` instead of port mapping.	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/browser/specs/bail-out.test.ts	64	"Cannot connect to the iframe. Did you change the location or submitted a form? If so, don't forget to call `event.p	CODE
LOW	packages/browser/src/client/orchestrator.ts	362	"If so, don't forget to call `event.preventDefault()` to avoid reloading the page.\n\n" +	CODE

vitest-dev/vitest

Open-Source Code Quality, Security and Technical Debt Review