0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

33.7K

Stars

TypeScript

Language

183.3K

Lines of Code

1.9K

Files

119

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 66 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 53 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 3.3/100 · LOW

Which changes need focused human review? 119 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 2LOW 117

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 119 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.

Fake / Example Data53 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	playground/src/locales/langs/zh-CN/demos.json	95	"placeholder": "请输入看板标题"	CODE
LOW	playground/src/locales/langs/zh-CN/system.json	15	"placeholder": "搜索部门..."	CODE
LOW	playground/src/locales/langs/zh-TW/demos.json	95	"placeholder": "請輸入看板標題"	CODE
LOW	playground/src/locales/langs/zh-TW/system.json	15	"placeholder": "搜尋部門..."	CODE
LOW	playground/src/locales/langs/en-US/demos.json	95	"placeholder": "Please enter the report title"	CODE
LOW	playground/src/locales/langs/en-US/system.json	15	"placeholder": "Search Department..."	CODE
LOW	docs/src/components/common-ui/vben-form.md	412	await formApi.setValues({ email: 'user@example.com' });	CODE
LOW	docs/src/en/components/common-ui/vben-form.md	254	await formApi.setValues({ email: 'user@example.com' });	CODE
LOW	packages/locales/src/langs/zh-CN/ui.json	27	"placeholder": {	CODE
LOW	packages/locales/src/langs/zh-CN/ui.json	50	"placeholder": "选择一个图标",	CODE
LOW	packages/locales/src/langs/zh-CN/ui.json	65	"placeholder": "请输入内容...",	CODE
LOW	packages/locales/src/langs/zh-CN/ui.json	154	"placeholder": "请输入锁屏密码",	CODE
LOW	packages/locales/src/langs/zh-CN/preferences.json	241	"placeholder": "请输入报表默认标题"	CODE
LOW	packages/locales/src/langs/zh-TW/ui.json	27	"placeholder": {	CODE
LOW	packages/locales/src/langs/zh-TW/ui.json	50	"placeholder": "選擇一個圖示",	CODE
LOW	packages/locales/src/langs/zh-TW/ui.json	65	"placeholder": "請輸入內容...",	CODE
LOW	packages/locales/src/langs/zh-TW/ui.json	154	"placeholder": "請輸入鎖屏密碼",	CODE
LOW	packages/locales/src/langs/zh-TW/preferences.json	241	"placeholder": "請輸入報表預設標題"	CODE
LOW	packages/locales/src/langs/en-US/ui.json	27	"placeholder": {	CODE
LOW	packages/locales/src/langs/en-US/ui.json	50	"placeholder": "Select an icon",	CODE
LOW	packages/locales/src/langs/en-US/ui.json	65	"placeholder": "Please enter content...",	CODE
LOW	packages/locales/src/langs/en-US/ui.json	154	"placeholder": "Please enter password",	CODE
LOW	packages/locales/src/langs/en-US/preferences.json	241	"placeholder": "Please enter the default report title"	CODE
LOW	packages/stores/src/modules/user.test.ts	13	const userInfo: any = { name: 'Jane Doe', roles: [{ value: 'user' }] };	CODE
LOW	…/layouts/src/widgets/preferences/blocks/input-item.vue	62	:placeholder="placeholder"	CODE
LOW	…layouts/src/widgets/preferences/blocks/select-item.vue	67	<SelectValue :placeholder="placeholder" />	CODE
LOW	…core/ui-kit/shadcn-ui/src/components/select/select.vue	32	<SelectValue class="flex-auto text-left" :placeholder="placeholder" />	CODE
LOW	…core/ui-kit/form-ui/__tests__/form-integration.test.ts	607	expect(details.attributes('placeholder')).toBe('resolved');	CODE
LOW	packages/@core/ui-kit/form-ui/src/types.ts	118	\| 'placeholder'	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	32	await storageManager.setItem('user', { age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	39	await storageManager.setItem('user1', { age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	40	await storageManager.setItem('user2', { age: 25, name: 'Jane Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	47	await storageManager.setItem('user', { age: 30, name: 'John Doe' }, 1000); // 1秒过期	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	55	await storageManager.setItem('user', { age: 30, name: 'John Doe' }, 10_000); // 10秒过期	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	59	expect(user).toEqual({ age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	68	await storageManager.setItem('user', { age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	69	await storageManager.setItem('user', { age: 25, name: 'Jane Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	71	expect(user).toEqual({ age: 25, name: 'Jane Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	75	await storageManager.setItem('user', { age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	78	expect(user).toEqual({ age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	82	await storageManager.setItem('user', { age: 30, name: 'John Doe' }, 1000); // 1秒过期	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	89	await storageManager.setItem('user', { age: 30, name: 'John Doe' }, 10_000); // 10秒过期	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	92	expect(user).toEqual({ age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	96	await storageManager.setItem('user1', { age: 30, name: 'John Doe' }, 1000); // 1秒过期	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	97	await storageManager.setItem('user2', { age: 25, name: 'Jane Doe' }, 2000); // 2秒过期	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	103	expect(user2).toEqual({ age: 25, name: 'Jane Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	107	await storageManager.setItem('user', { age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	111	expect(user).toEqual({ age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	115	await storageManager.setItem('user1', { age: 30, name: 'John Doe' });	CODE
LOW⚡	…ase/shared/src/cache/__tests__/storage-manager.test.ts	116	await storageManager.setItem('user2', { age: 25, name: 'Jane Doe' });	CODE
LOW	…ase/shared/src/cache/__tests__/storage-manager.test.ts	18	await storageManager.setItem('user', { age: 30, name: 'John Doe' });	CODE
LOW	…ase/shared/src/cache/__tests__/storage-manager.test.ts	20	expect(user).toEqual({ age: 30, name: 'John Doe' });	CODE
LOW	apps/backend-mock/api/demo/bigint.ts	17	"name": "John Doe",	CODE

Hyper-Verbose Identifiers46 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	playground/__tests__/e2e/layout-system.spec.ts	71	async function getSidebarTransitionDuration(	CODE
LOW	playground/__tests__/e2e/common/layout-performance.ts	142	async function measureSidebarPerformance(	CODE
LOW	playground/src/views/examples/drawer/index.vue	125	function openTypedDataExplicitDrawer() {	CODE
LOW	playground/src/views/examples/drawer/index.vue	134	function openTypedDataFactoryDrawer() {	CODE
LOW	playground/src/views/examples/form/custom.vue	137	function handleToggleDynamicComponent() {	CODE
LOW	playground/src/views/examples/modal/index.vue	144	function openTypedDataExplicitModal() {	CODE
LOW	playground/src/views/examples/modal/index.vue	153	function openTypedDataFactoryModal() {	CODE
LOW	internal/vite-config/src/plugins/inject-metadata.ts	29	async function resolveMonorepoDependencies() {	CODE
LOW	internal/vite-config/src/plugins/tailwind-reference.ts	14	export function viteTailwindReferencePlugin(): Plugin {	CODE
LOW	internal/vite-config/src/plugins/vxe-table.ts	5	async function viteVxeTableImportsPlugin(): Promise<PluginOption> {	CODE
LOW	…onfig/src/plugins/form-field-slot-migration-warning.ts	6	function viteFormFieldSlotMigrationWarningPlugin(): Plugin {	CODE
LOW	…al/vite-config/src/plugins/inject-app-loading/index.ts	14	async function viteInjectAppLoadingPlugin(	CODE
LOW	…al/vite-config/src/plugins/inject-app-loading/index.ts	54	async function getLoadingRawByHtmlTemplate(loadingTemplate: string) {	CODE
LOW	scripts/vsh/src/code-workspace/index.ts	65	function defineCodeWorkspaceCommand(cac: CAC) {	CODE
LOW	scripts/vsh/src/check-circular/index.ts	49	async function detectCircularDependencies({	CODE
LOW	scripts/vsh/src/check-circular/index.ts	193	function defineCheckCircularCommand(cac: CAC): void {	CODE
LOW	packages/preferences/src/index.ts	15	function defineOverridesPreferences(preferences: DeepPartial<Preferences>) {	CODE
LOW	packages/utils/src/helpers/generate-routes-backend.ts	14	function menuHasVisibleWithForbidden(route: RouteRecordRaw): boolean {	CODE
LOW	packages/utils/src/helpers/generate-routes-frontend.ts	50	function menuHasVisibleWithForbidden(route: RouteRecordRaw) {	CODE
LOW	packages/effects/plugins/src/tiptap/extensions.ts	403	export function createDefaultTiptapExtensions(	CODE
LOW	packages/effects/layouts/src/basic/layout.vue	212	function clearPreferencesAndLogout() {	CODE
LOW	packages/effects/layouts/src/basic/header/header.vue	256	function clearPreferencesAndLogout() {	CODE
LOW	…layouts/src/widgets/preferences/preferences-button.vue	12	function clearPreferencesAndLogout() {	CODE
LOW	…layouts/src/widgets/preferences/preferences-drawer.vue	386	function handleCustomPreferencesUpdate(updates: CustomPreferencesRecord) {	CODE
LOW	…ts/layouts/src/widgets/user-dropdown/user-dropdown.vue	301	function handleLanguageToggleSelect(event?: Event) {	CODE
LOW	packages/effects/hooks/src/use-design-tokens.ts	163	export function useElementPlusDesignTokens() {	CODE
LOW	…es/@core/composables/src/use-layout-viewport-height.ts	7	function supportsDynamicViewportHeight() {	CODE
LOW	…es/@core/composables/src/use-layout-viewport-height.ts	40	function scheduleApplyViewportHeight() {	CODE
LOW	…ages/@core/ui-kit/layout-ui/src/header-scroll-state.ts	10	export function resolveHeaderHiddenOnScroll({	CODE
LOW	packages/@core/ui-kit/layout-ui/src/vben-layout.vue	519	function updateHeaderVisibilityFromMouse(mouseY: null \| number) {	CODE
LOW	packages/@core/ui-kit/layout-ui/src/vben-layout.vue	552	function resolveHeaderVisibilityOnScroll() {	CODE
LOW	packages/@core/ui-kit/shadcn-ui/src/ui/tree/tree.vue	392	function computeIndeterminateKeysInSelection(	CODE
LOW	packages/@core/ui-kit/form-ui/src/use-form-context.ts	42	function normalizeSchemaForDefaults(rule: ZodType): ZodType {	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-runtime.ts	62	function registerValidationInvalidator(	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-runtime.ts	81	function invalidateFieldValidation(fieldName: string) {	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-runtime-field.ts	16	export function createRuntimeFieldComponent(	CODE
LOW	packages/@core/ui-kit/form-ui/src/field-name.ts	41	export function resolveChildUpdateFieldName(	CODE
LOW	packages/@core/ui-kit/form-ui/src/field-name.ts	76	export function resolveValueFormatFieldName(	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-render/schema.ts	123	function wrapRenderComponentContent(	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-render/schema.ts	203	function createArrayComponentProps(	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-render/schema.ts	341	export function resolveArrayChildFieldName(rowPath: string, fieldName: string) {	CODE
LOW	…s/@core/ui-kit/form-ui/src/form-render/dependencies.ts	115	async function resolveLegacyDependencies(	CODE
LOW	…es/@core/ui-kit/form-ui/src/form-render/form-field.vue	319	function conflictsWithFormProperty(fieldName: string): boolean {	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-render/helper.ts	45	export function getDefaultValueInZodStack(	CODE
LOW	packages/@core/ui-kit/form-ui/src/form-render/form.vue	151	function isNormalizedFormGroupSchema(	CODE
LOW	apps/backend-mock/utils/cookie-utils.ts	25	export function getRefreshTokenFromCookie(event: H3Event<EventHandlerRequest>) {	CODE

Over-Commented Block18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	lefthook.yml	1	# EXAMPLE USAGE:	COMMENT
LOW	lefthook.yml	21	# parallel: true	COMMENT
LOW	playground/playwright.config.ts	41	// name: 'webkit',	COMMENT
LOW	playground/playwright.config.ts	61	/* Test against branded browsers. */	COMMENT
LOW	playground/src/views/_core/authentication/login.vue	41	// if (findItem) {	COMMENT
LOW	internal/lint-configs/eslint-config/src/configs/vue.ts	21	{	COMMENT
LOW	docs/src/demos/vben-vxe-table/tree/index.vue	21	// {	COMMENT
LOW	docs/src/demos/vben-vxe-table/remote/index.vue	21	// 数据实例	COMMENT
LOW	scripts/turbo-run/src/run.ts	61	* @param packages	COMMENT
LOW	packages/@core/ui-kit/popup-ui/src/modal/modal.vue	141	const { offsetX, offsetY } = transform;	COMMENT
LOW	packages/@core/ui-kit/menu-ui/src/components/menu.vue	641	// }	COMMENT
LOW	packages/@core/base/shared/src/cache/README.md	41	//new StorageManager({ driver: new IndexedDBDriver(), prefix: 'app' });	COMMENT
LOW	packages/@core/base/shared/src/utils/diff.ts	21	// 比较两个数组是否相等（顺序敏感）	COMMENT
LOW	packages/@core/base/shared/src/utils/diff.ts	41		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	apps/web-tdesign/src/bootstrap.ts	21	async function bootstrap(namespace: string) {	COMMENT
LOW	apps/web-ele/src/bootstrap.ts	21	// 初始化组件适配器	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	playground/src/views/examples/json-viewer/data.ts	8	additionalNotes: 'This JSON is used for demonstration purposes',	CODE
MEDIUM	.github/workflows/codeql.yml	56	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

vbenjs/vue-vben-admin

Open-Source Code Quality, Security and Technical Debt Review