0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.8K

Stars

TypeScript

Language

306.4K

Lines of Code

4.6K

Files

149

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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 146 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 84 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 149 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 0MEDIUM 1LOW 148

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 149 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 Identifiers84 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	freelens/electron.vite.config.ts	98	function rewriteElectronNamedImportsPlugin() {	CODE
LOW	freelens/electron.vite.config.ts	212	function runtimeRequireExternalsPlugin() {	CODE
LOW	freelens/integration/helpers/utils.ts	155	export async function launchKindClusterFromCatalog(kindClusterName: string, window: Page): Promise<Frame> {	CODE
LOW	packages/ensure-binaries/src/verify.ts	255	async function verifyHelmWindowsSignature(artifact: Artifact, artifactPath: string, workDir: string): Promise<string> {	CODE
LOW	packages/ensure-binaries/src/lock.ts	161	export function assertLockMatchesVersions(lock: BinariesLock, versions: ToolVersions, pathToLock: string): void {	CODE
LOW	packages/generate-license/src/index.ts	34	async function getDependenciesFromPnpmApi(prod: boolean) {	CODE
LOW	…src/renderer/components/cluster/cluster-no-metrics.tsx	25	export function NonInjectedClusterNoMetrics({	CODE
LOW	…/src/renderer/components/cluster/metrics-time-range.ts	8	function parseDateTimeLocalToUnixSeconds(value: string): number \| undefined {	CODE
LOW	…/src/renderer/components/cluster/metrics-time-range.ts	40	export function formatMetricsDateTimeLocal(date: Date) {	CODE
LOW	…/src/renderer/components/cluster/metrics-time-range.ts	50	export function validateCustomMetricsTimeRange({	CODE
LOW	…renderer/components/cluster/overview/time-range-key.ts	8	export function createMetricsTimeRangeKey({ duration, customStart, customEnd }: MetricsTimeRange) {	CODE
LOW	…ts/network-ingresses/ingress-class-menu.injectable.tsx	31	export function NonInjectedIngressClassMenu(props: IngressClassMenuProps & Dependencies) {	CODE
LOW	…ts/network-ingresses/ingress-class-menu.injectable.tsx	34	function markItemAsDefaultIngressClass() {	CODE
LOW	…/components/kube-object-link/link-to-storage-class.tsx	26	function NonInjectedLinkToStorageClass({	CODE
LOW	…/components/kube-object-link/link-to-runtime-class.tsx	26	function NonInjectedLinkToRuntimeClass({	CODE
LOW	…rer/components/kube-object-link/link-to-config-map.tsx	27	function NonInjectedLinkToConfigMap({	CODE
LOW	…omponents/kube-object-link/link-to-service-account.tsx	27	function NonInjectedLinkToServiceAccount({	CODE
LOW	…er/components/kube-object-link/link-to-replica-set.tsx	27	function NonInjectedLinkToReplicaSet({	CODE
LOW	…components/kube-object-link/link-to-priority-class.tsx	26	function NonInjectedLinkToPriorityClass({	CODE
LOW	…erer/components/kube-object-link/link-to-namespace.tsx	26	function NonInjectedLinkToNamespace({	CODE
LOW	…r/components/kube-object-link/link-to-cluster-role.tsx	26	function NonInjectedLinkToClusterRole({	CODE
LOW	…core/src/renderer/components/input/input_validators.ts	101	export function unionInputValidatorsAsync(	CODE
LOW	…enderer/components/catalog/hotbar-toggle-menu-item.tsx	29	function NonInjectedHotbarToggleMenuItem({	CODE
LOW	…derer/components/namespaces/namespace-select-badge.tsx	29	export function NamespaceSelectBadgeNonInjected({	CODE
LOW	…-select-filter-model/namespace-select-filter-model.tsx	55	export function namespaceSelectFilterModelFor(dependencies: Dependencies): NamespaceSelectFilterModel {	CODE
LOW	…e/registered-commands/internal-commands.injectable.tsx	27	export function isKubernetesClusterActive(context: CommandContext): boolean {	CODE
LOW	…ents/cluster-settings/namespace-auth-check-setting.tsx	17	export const NamespaceAuthCheckSetting = observer(function NamespaceAuthCheckSetting({	CODE
LOW	…re/src/renderer/components/workloads-cronjobs/utils.ts	18	export function getScheduleFullDescription(cronJob: CronJob): string {	CODE
LOW	…ernal-kubernetes-cluster/proxy-settings.injectable.tsx	20	function NonInjectedProxyKubernetesClusterSettings({ entity, getClusterById }: EntitySettingViewProps & Dependencies) {	CODE
LOW	…-kubernetes-cluster/node-shell-settings.injectable.tsx	20	function NonInjectedNodeShellKubernetesClusterSettings({	CODE
LOW	…al-kubernetes-cluster/terminal-settings.injectable.tsx	20	function NonInjectedTerminalKubernetesClusterSettings({	CODE
LOW	…nal-kubernetes-cluster/general-settings.injectable.tsx	23	function NonInjectedGeneralKubernetesClusterSettings({	CODE
LOW	…l-kubernetes-cluster/namespace-settings.injectable.tsx	21	function NonInjectedNamespaceKubernetesClusterSettings({	CODE
LOW	…nal-kubernetes-cluster/metrics-settings.injectable.tsx	22	function NonInjectedMetricsKubernetesClusterSettings({	CODE
LOW	…untime-classes/runtime-classes-details-tolerations.tsx	22	export function RuntimeClassDetailsTolerations({ runtimeClass: runtimeClass }: RuntimeClassDetailsTolerationsProps) {	CODE
LOW	…r-management/service-accounts/service-account-menu.tsx	21	function NonInjectedServiceAccountMenu(props: KubeObjectMenuProps<ServiceAccount> & Dependencies) {	CODE
LOW	…edit-resource-model/edit-resource-model.injectable.tsx	101	function getPodResizePatchContainer(container: Container): PodResizePatchContainer {	CODE
LOW	…edit-resource-model/edit-resource-model.injectable.tsx	161	function setEditResourceVersionAnnotation(object: RawKubeObject) {	CODE
LOW	…derer/components/dock/logs/default-container-helper.ts	8	export function findOptimalDefaultContainerOfPod(pod: Pod): Container \| EphemeralContainer {	CODE
LOW	…derer/components/dock/logs/default-container-helper.ts	12	export function findOptimalDefaultContainer(	CODE
LOW	…r/components/dock/logs/get-timestamped-log-filename.ts	6	export function getTimestampedLogFilename(prefix: string): string {	CODE
LOW	…c/renderer/components/dock/logs/__test__/test-utils.ts	17	export function initializeDefaultLogViewerPreferences(userPreferencesState: UserPreferencesState) {	CODE
LOW	…c/renderer/components/dock/logs/__test__/test-utils.ts	21	export function getDefaultOnePodLogTabData(overrides: Partial<LogTabData> = {}): LogTabData {	CODE
LOW	…c/renderer/components/dock/logs/__test__/test-utils.ts	32	export function createMockLogTabViewModel(	CODE
LOW	packages/core/src/renderer/ipc/index.ts	47	export function emitOpenAppMenuAsContextMenu(): void {	CODE
LOW	packages/core/src/renderer/ipc/index.ts	54	export function emitWindowLocationChanged(location: Partial<Location>): void {	CODE
LOW⚡	packages/core/src/renderer/ipc/index.ts	66	export function requestInitialClusterStates(): Promise<{ id: string; state: ClusterState }[]> {	CODE
LOW⚡	packages/core/src/renderer/ipc/index.ts	70	export function requestInitialExtensionDiscovery(): Promise<{ isLoaded: boolean }> {	CODE
LOW⚡	packages/core/src/renderer/ipc/index.ts	74	export function requestExtensionLoaderInitialState(): Promise<[LensExtensionId, InstalledExtension][]> {	CODE
LOW⚡	packages/core/src/renderer/ipc/index.ts	78	export function requestExtensionLoaderMainLoadFailures(): Promise<[LensExtensionId, ExtensionLoadFailure][]> {	CODE
LOW⚡	packages/core/src/renderer/ipc/index.ts	82	export function requestExtensionLoaderSetIsEnabled(extensionId: LensExtensionId, isEnabled: boolean): Promise<void> {	CODE
LOW⚡	packages/core/src/renderer/ipc/index.ts	86	export function requestExtensionLoaderTornDown(extensionId: LensExtensionId): Promise<void> {	CODE
LOW	…ster-enumeration/__tests__/cluster-enumeration.test.ts	12	function createRendererEnumeration(clusters: KubernetesCluster[], activeId?: string) {	CODE
LOW	…es/core/src/features/cluster/execute/common/testing.ts	59	export function createMockProxyKubeconfig(options: MockProxyKubeconfigOptions) {	CODE
LOW	…c/features/hotbar/storage/common/storage.injectable.ts	104	function ensureExactHotbarItemLength(hotbar: Hotbar) {	CODE
LOW	…ensions/loader/renderer/require-deprecation-warning.ts	66	export function createRequireDeprecationWarning(	CODE
LOW	…ensions/loader/renderer/require-deprecation-warning.ts	106	export function installRequireDeprecationWarning(	CODE
LOW	…src/features/extensions/loader/common/build-segment.ts	32	export function isDevelopmentBuildSegment(segment: string): boolean {	CODE
LOW	…/src/features/extensions/installer/common/checksums.ts	49	export function verifySubresourceIntegrity(data: Buffer, integrity: string): ChecksumMismatch \| undefined {	CODE
LOW	…tures/extensions/installer/common/version-directory.ts	36	export function parseVersionDirectoryName(name: string): ParsedVersionDirectory \| undefined {	CODE
24 more matches not shown…

Over-Commented Block61 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	vitest.electron-stub.ts	1	/**	COMMENT
LOW	vitest.config.ts	21	.map((p) => join(root, dirname(p)))	COMMENT
LOW	pnpm-workspace.yaml	181		COMMENT
LOW	pnpm-workspace.yaml	201	# monaco-editor pins dompurify 3.4.15, which GHSA-cg2g-xh64-v4q7 affects, and	COMMENT
LOW	freelens/electron.vite.config.ts	1	/**	COMMENT
LOW	freelens/electron.vite.config.ts	41		COMMENT
LOW	freelens/electron.vite.config.ts	61	// NODE_ENV=development while still running `electron-vite build`, so this keys	COMMENT
LOW	freelens/electron.vite.config.ts	81		COMMENT
LOW	freelens/electron.vite.config.ts	141	// `length` and `name`. A `prototype` named export then makes Rollup's	COMMENT
LOW	freelens/electron.vite.config.ts	261	// the bundler cannot recognise a static require() call. Under Vite 8	COMMENT
LOW	freelens/electron.vite.config.ts	421	emptyOutDir: false,	COMMENT
LOW	freelens/electron-builder.yml	21	- "!node_modules/electron"	COMMENT
LOW	freelens/src/freelens-extension-api.ts	1	/**	COMMENT
LOW	freelens/src/renderer/index.ts	81	// the contract -- the modules an extension must share with the host rather	COMMENT
LOW	freelens/src/main/index.ts	61	// The global's ambient type lives in `../freelens-extension-api.ts`.	COMMENT
LOW	.trunk/trunk.yaml	61	# See https://github.com/trunk-io/plugins/pull/1063	COMMENT
LOW	…check-environments/renderer-type-roots/node/index.d.ts	1	/**	COMMENT
LOW	packages/core/__mocks__/selfsigned.ts	1	/**	COMMENT
LOW	packages/core/src/vitest.setup.tsx	61	// entry, so neither externalization nor vi.mock automocking can load it.	COMMENT
LOW	packages/core/src/vitest-after-env.setup.ts	21	// @testing-library/dom): otherwise `waitFor` falls back to a real-timer	COMMENT
LOW	packages/core/src/extensions/renderer-api/k8s-api.ts	141	export { detailsFor, menuItemFor } from "./kube-object-registrations";	COMMENT
LOW	…es/core/src/extensions/__tests__/extension-api.test.ts	1	/**	COMMENT
LOW	…es/core/src/extensions/__tests__/extension-api.test.ts	21	// `renderer-api/components.ts`. #2366 then tried the thorough version of the	COMMENT
LOW	…nsions/__tests__/extension-api-declared-values.test.ts	1	/**	COMMENT
LOW	…nsions/__tests__/extension-api-declared-values.test.ts	21	// nested in them, and each member it declares as a value has to be a key of the	COMMENT
LOW	…s/core/src/extensions/__tests__/extension-api.types.ts	1	/**	COMMENT
LOW	…s/core/src/extensions/__tests__/extension-api.types.ts	21	// that reason.	COMMENT
LOW	…nsions/__tests__/extension-registration-moment.test.ts	1	/**	COMMENT
LOW	…re/src/extensions/__tests__/fixture-extension.test.tsx	1	/**	COMMENT
LOW	…re/src/extensions/__tests__/fixture-extension.test.tsx	21	// while the extension carries a duplicate. The reactivity is asserted all	COMMENT
LOW	…core/src/extensions/api-globals/renderer-singletons.ts	1	/**	COMMENT
LOW	…core/src/extensions/api-globals/renderer-singletons.ts	21	//	COMMENT
LOW	…rc/extensions/api-globals/global-name-for-module-id.ts	1	/**	COMMENT
LOW	…ges/core/src/extensions/api-globals/main-singletons.ts	1	/**	COMMENT
LOW	…ges/core/src/extensions/api-globals/main-singletons.ts	21	// container is not shared with extensions, so its registry identity is nothing	COMMENT
LOW	…ges/core/src/extensions/api-globals/main-singletons.ts	41	//	COMMENT
LOW	…re/src/extensions/extension-loader/extension-loader.ts	141	// when its element is taken out again: see `removeInjectedStyles`.	COMMENT
LOW	…re/src/extensions/extension-loader/extension-loader.ts	161	// flight, and the extension would end up running the older build under the	COMMENT
LOW	…re/src/extensions/extension-loader/extension-loader.ts	901		COMMENT
LOW	…re/src/extensions/extension-loader/extension-loader.ts	1021	for (const fileName of candidates) {	COMMENT
LOW	…ons/extension-loader/extension/extension.injectable.ts	21	// An extension's own view of the host's DI container: injecting this creates	COMMENT
LOW	packages/core/src/extensions/common-api/k8s-api.ts	121	type SecretReference as ISecretRef,	COMMENT
LOW	packages/core/src/common/utils/registrator-helper.ts	1	/**	COMMENT
LOW	packages/fixture-extension/src/renderer/index.tsx	1	/**	COMMENT
LOW	…ixture-extension/src/renderer/registration-pairings.ts	1	/**	COMMENT
LOW	packages/fixture-extension/src/common/contract-types.ts	1	/**	COMMENT
LOW	packages/extensions/src/extension-api.ts	1	/**	COMMENT
LOW	packages/extensions/src/extension-api.ts	21	// This module is never executed in the workspace (the package's runtime entry	COMMENT
LOW	…ckages/utility-features/test-utils/src/act-async-fn.ts	21	// resulting `.then(setState)` fires outside `act()` and is neither committed nor	COMMENT
LOW	…/utility-features/utilities/src/kustomize-hash.test.ts	61	"76k6bhg66g",	COMMENT
LOW	packages/utility-features/utilities/src/prevDefault.ts	1	/**	COMMENT
LOW	.github/workflows/release-scan.yaml	1	name: Release Scan	COMMENT
LOW	.github/workflows/release-scan.yaml	161	# Reduce the SBOM to runtime packages before scanning.	COMMENT
LOW	.github/workflows/release.yaml	761	# The "v" is added here, not in SYFT_VERSION: the installer resolves	COMMENT
LOW	.github/workflows/publish-npm.yaml	1	name: Publish npm	COMMENT
LOW	.github/workflows/claude.yaml	1	# Claude Code – on-demand assistant via @claude in PRs and issues	COMMENT
LOW	.github/workflows/claude.yaml	21	# - Every marker resolves to a value from a fixed list or a strict pattern,	COMMENT
LOW	.github/workflows/release-apt-repository.yaml	1	name: Release APT repository	COMMENT
LOW	.github/workflows/integration-tests.yaml	601	fi	COMMENT
LOW	.github/workflows/integration-tests.yaml	681	' > sbom-paths.json	COMMENT
1 more matches not shown…

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…omponents/render-delay/__tests__/render-delay.test.tsx	74	<RenderDelay placeholder={<div data-testid="placeholder"></div>}>	CODE
LOW	…omponents/render-delay/__tests__/render-delay.test.tsx	89	expect(result.queryByTestId("placeholder")).toBeInTheDocument();	CODE
LOW	…omponents/render-delay/__tests__/render-delay.test.tsx	106	expect(result.queryByTestId("placeholder")).not.toBeInTheDocument();	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/core/src/renderer/components/chart/chart.tsx	174	// Mutating inner chart datasets to enable seamless transitions	COMMENT

freelensapp/freelens

Open-Source Code Quality, Security and Technical Debt Review