0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

38.8K

Stars

TypeScript

Language

698.9K

Lines of Code

4.3K

Files

496

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 329 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 167 finding(s).

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 221 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 496 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 2MEDIUM 1LOW 493

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 496 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.

Hyper-Verbose Identifiers221 hits · 226 pts

Severity	File	Line	Snippet	Context
LOW	app/src/composables/use-mime-type-filter.ts	9	export function parseGlobalMimeTypeAllowList(allowList: string[] \| undefined): string[] \| undefined {	CODE
LOW⚡	app/src/composables/use-nested-validation.ts	14	function updateNestedValidationErrors(fieldKey: string, errors: any[]) {	CODE
LOW⚡	app/src/composables/use-nested-validation.ts	18	function getNestedValidationErrors() {	CODE
LOW⚡	app/src/composables/use-nested-validation.ts	24	function resetNestedValidationErrors() {	CODE
LOW⚡	app/src/composables/use-nested-validation.ts	29	export function useInjectNestedValidation() {	CODE
LOW	app/src/composables/use-fake-preview-base-url-field.ts	8	export function useFakePreviewBaseUrlField(	CODE
LOW	app/src/composables/use-field-tree.ts	169	function getRelationTypeAndRelatedCollections(field: Field): {	CODE
LOW	app/src/composables/use-focus-trap-manager.ts	26	export function useInjectFocusTrapManager() {	CODE
LOW	app/src/composables/use-validation-error-details.ts	17	export function useValidationErrorDetails(validationErrors: Ref<ValidationError[]>, fields: Ref<Field[]>) {	CODE
LOW	app/src/composables/use-validation-error-details.ts	66	function getCustomValidationMessage() {	CODE
LOW	app/src/composables/use-validation-error-details.ts	79	function getDefaultValidationMessage(validationError: ValidationErrorWithDetails) {	CODE
LOW	app/src/panels/time-series/panel-time-series.vue	378	function getFirstDayOfNWeeksForYear(numberOfWeeks: number, year: number) {	CODE
LOW	app/src/panels/pie-chart/panel-pie-chart.vue	239	function checkMatchingConditionalFill(value: string \| number, format: ConditionalFillFormat): boolean {	CODE
LOW	app/src/panels/bar-chart/panel-bar-chart.vue	303	function checkMatchingConditionalFill(format: ConditionalFillFormat): boolean {	CODE
LOW	app/src/stores/insights.ts	310	function setErrorsFromResponseData(responseErrors: any[]): string[] {	CODE
LOW	app/src/stores/flows.ts	46	function getManualFlowsForCollection(collection: string): FlowRaw[] {	CODE
LOW	app/src/stores/fields.ts	329	function getPrimaryKeyFieldForCollection(collection: string): Field \| null {	CODE
LOW	app/src/stores/fields.ts	345	function getFieldsForCollectionAlphabetical(collection: string): Field[] {	CODE
LOW	app/src/stores/fields.ts	357	function getFieldsForCollectionSorted(collection: string): Field[] {	CODE
LOW	app/src/utils/get-route.ts	17	function isAccessibleSystemCollection(collection: string): collection is keyof typeof accessibleSystemCollections {	CODE
LOW	app/src/utils/clear-hidden-fields-by-condition.ts	14	export function clearHiddenFieldsByCondition(edits: Item, fields: Field[], defaultValues: any, item: any): Item {	CODE
LOW	app/src/utils/get-default-values-from-fields.ts	4	export function getDefaultValuesFromFields(fields: Field[] \| Ref<Field[]>): ComputedRef<Record<string, any>> {	CODE
LOW	app/src/utils/get-default-interface-for-type.ts	31	export function getDefaultInterfaceForType(type: Type): string {	CODE
LOW	app/src/utils/reconstruct-comparison-html.ts	4	export function reconstructComparisonHtml(	CODE
LOW	app/src/utils/validate-item.ts	59	function applyRulesForRequiredFields(fieldKey: string, field: Field, isNew: boolean) {	CODE
LOW	app/src/utils/get-literal-interpolated-translation.ts	10	export function getLiteralInterpolatedTranslation(translation: string, keepCurlyBrackets = false) {	CODE
LOW	app/src/utils/resolve-relational-changes.ts	30	export function containsRelationalChanges(value: unknown): boolean {	CODE
LOW	app/src/utils/render-string-template.ts	43	export function renderPlainStringTemplate(template: string, item?: Record<string, any> \| null): string \| null {	CODE
LOW	app/src/utils/render-string-template.ts	55	export function renderDisplayStringTemplate(	CODE
LOW	app/src/utils/add-related-primary-key-to-fields.ts	18	export function addRelatedPrimaryKeyToFields(currentCollection: string, fields: string[]): string[] {	CODE
LOW	app/src/utils/format-validation-structure.ts	165	export function errorMatchesValidationRule(	CODE
LOW	app/src/utils/format-date-picker-model-value.ts	22	export function formatDatePickerModelValue(	CODE
LOW	app/src/utils/flatten-grouped-collections.ts	15	export function flattenGroupedCollections(collections: Collection[]): Collection[] {	CODE
LOW	app/src/utils/adjust-fields-for-displays.ts	72	function traversesInactiveCollection(parentCollection: string, fieldKey: string): boolean {	CODE
LOW	app/src/utils/collection-status.ts	31	export function isFieldCollectionInactive(field: { collection?: string; field: string }): boolean {	CODE
LOW	app/src/utils/format-items-count.ts	12	export function formatItemsCountPaginated({	CODE
LOW	app/src/utils/geometry/mapbox.ts	56	export function getMapboxRequestTransformer(accessToken: string): RequestTransformFunction {	CODE
LOW	app/src/utils/geometry/basemap.ts	36	export function getStyleFromBasemapSource(basemap: BasemapSource): StyleSpecification \| string {	CODE
LOW	app/src/components/v-form/v-form.vue	426	function getFirstVisibleFieldClass(index: number) {	CODE
LOW	app/src/components/v-form/v-form.vue	438	function getComparisonIndicatorClasses(field: TFormField, isGroup = false) {	CODE
LOW	…c/components/v-checkbox-tree/VCheckboxTreeCheckbox.vue	355	function getRecursiveChildrenValues(mode: 'all' \| 'branch' \| 'leaf', children: Record<string, any>[] = props.children) {	CODE
LOW	…c/components/v-checkbox-tree/VCheckboxTreeCheckbox.vue	362	function getChildrenValuesRecursive(children: Record<string, any>[]) {	CODE
LOW	app/src/layouts/calendar/index.ts	301	async function resetPresetAndRefresh() {	CODE
LOW	app/src/layouts/cards/index.ts	164	async function resetPresetAndRefresh() {	CODE
LOW	app/src/layouts/tabular/index.ts	160	async function resetPresetAndRefresh() {	CODE
LOW	app/src/layouts/map/index.ts	353	async function resetPresetAndRefresh() {	CODE
LOW	app/src/layouts/kanban/index.ts	395	async function resetPresetAndRefresh() {	CODE
LOW	app/src/ai/models.ts	38	export function buildCustomModelDefinition(provider: ProviderType, modelId: string): AppModelDefinition {	CODE
LOW	app/src/ai/composables/use-visual-element-highlight.ts	5	export function useVisualElementHighlight() {	CODE
LOW	app/src/ai/components/ai-context-menu.vue	137	function handleCollectionFromItemsList(collection: Collection) {	CODE
LOW	app/src/modules/settings/routes/roles/public-item.vue	133	async function getSystemPermissionChangesToSave(): Promise<SystemPermissionChange[]> {	CODE
LOW	…ttings/routes/policies/use-system-permissions-guard.ts	10	export function useSystemPermissionsGuard(	CODE
LOW	…ings/routes/policies/use-is-attached-to-public-role.ts	11	export function useIsAttachedToPublicRole(primaryKey: Ref<string>) {	CODE
LOW	…tings/routes/policies/get-system-permission-changes.ts	15	export function getSystemPermissionChanges(	CODE
LOW	…tings/routes/policies/get-system-permission-changes.ts	28	export function toSystemPermissionChanges(permissions: Partial<Permission>[]): SystemPermissionChange[] {	CODE
LOW	…tings/routes/policies/get-system-permission-changes.ts	45	export function getAccessSystemPermissionChanges(	CODE
LOW	…tings/routes/policies/get-system-permission-changes.ts	63	export function getAttachedExistingPolicies(access: Alterations<{ policy: unknown }> \| unknown[] \| null \| undefined): {	CODE
LOW	app/src/modules/settings/routes/ai/overview.test.ts	139	function getTranslationDefaultField(wrapper: ReturnType<typeof mount>) {	CODE
LOW	…outes/data-model/utils/get-junction-collection-name.ts	3	export function getAutomaticJunctionCollectionName(collectionA: string, field: string) {	CODE
LOW	…settings/routes/data-model/field-detail/store/index.ts	15	export function syncFieldDetailStoreProperty(path: string, defaultValue?: any) {	CODE
161 more matches not shown…

Fake / Example Data165 hits · 168 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS.md	222	Replace the placeholder "Lorem ipsum" content with actual details about your changes. Always reference the related issue	CODE
LOW	app/src/utils/jwt-payload.test.ts	12	name: 'John Doe',	CODE
LOW	app/src/utils/validate-item.test.ts	100	email: 'test@test.com',	CODE
LOW	app/src/utils/validate-item.test.ts	113	email: 'test@test.com',	CODE
LOW	app/src/utils/validate-item.test.ts	158	email: 'test@test.com',	CODE
LOW	app/src/utils/validate-item.test.ts	170	email: 'test@test.com',	CODE
LOW	app/src/components/v-textarea.vue	78	:placeholder="placeholder"	CODE
LOW	app/src/components/v-template-input.vue	299	:placeholder="placeholder"	CODE
LOW	app/src/components/v-collection-field-template.vue	30	:placeholder="placeholder"	CODE
LOW	…p/src/components/v-field-template/v-field-template.vue	296	<span v-if="placeholder && !modelValue" class="placeholder">{{ placeholder }}</span>	CODE
LOW	app/src/components/v-select/v-select.vue	318	:placeholder="placeholder"	CODE
LOW	app/src/ai/components/ai-textarea.vue	59	:placeholder="placeholder"	CODE
LOW	app/src/views/private/components/collab/utils.test.ts	19	expect(result.name).toBe('John Doe');	CODE
LOW	…s/private/components/comparison/use-comparison.test.ts	1100	email: 'admin@example.com',	CODE
LOW	app/src/routes/setup/form.test.ts	49	project_owner: 'admin@example.com',	CODE
LOW	app/src/routes/setup/form.test.ts	69	project_owner: 'admin@example.com',	CODE
LOW	app/src/routes/login/components/continue-as.test.ts	60	data: { data: { email: 'admin@example.com', first_name: 'Ad', last_name: 'Min', last_page: '/file-view/xy' } },	CODE
LOW	app/src/routes/login/components/continue-as.test.ts	183	data: { data: { email: 'admin@example.com', first_name: 'Ad', last_name: 'Min', last_page: null } },	CODE
LOW	app/src/interfaces/file/file.vue	257	<VTextOverflow v-else class="placeholder" :text="$t('no_file_selected')" />	CODE
LOW	…interfaces/select-dropdown-m2o/select-dropdown-m2o.vue	212	<div v-else class="placeholder">{{ $t(enableSelect ? 'select_an_item' : 'create_item') }}</div>	CODE
LOW	app/src/interfaces/input/input.test.ts	10	props: ['modelValue', 'type', 'min', 'max', 'step', 'placeholder', 'disabled', 'trim', 'integer', 'float'],	CODE
LOW	app/src/interfaces/input/input.test.ts	260	expect(input.props('placeholder')).toBe('Enter text...');	CODE
LOW	app/src/interfaces/input/index.ts	19	field: 'placeholder',	CODE
LOW	app/src/interfaces/input/index.ts	177	field: 'placeholder',	CODE
LOW	app/src/interfaces/input/input.vue	76	:placeholder="placeholder"	CODE
LOW	…/src/interfaces/_system/system-input-password/index.ts	15	field: 'placeholder',	CODE
LOW	app/src/interfaces/_system/system-raw-editor/index.ts	15	field: 'placeholder',	CODE
LOW	app/src/interfaces/_system/system-folder/folder.vue	68	:placeholder="placeholder"	CODE
LOW	…em-input-translated-string/input-translated-string.vue	160	:placeholder="placeholder"	CODE
LOW	…rfaces/_system/system-input-translated-string/index.ts	17	field: 'placeholder',	CODE
LOW	…em/system-display-template/system-display-template.vue	96	:placeholder="placeholder"	CODE
LOW	…aces/_system/system-license-key/system-license-key.vue	124	:placeholder="placeholder"	CODE
LOW	…/collection-item-dropdown/collection-item-dropdown.vue	123	<div v-else class="placeholder">{{ $t('select_an_item') }}</div>	CODE
LOW	app/src/interfaces/input-rich-text-md/demo.md	55	1. Lorem ipsum dolor sit amet	CODE
LOW	app/src/interfaces/input-rich-text-md/demo.md	55	1. Lorem ipsum dolor sit amet	CODE
LOW	app/src/interfaces/input-rich-text-md/index.ts	90	field: 'placeholder',	CODE
LOW	app/src/interfaces/select-dropdown/index.ts	115	field: 'placeholder',	CODE
LOW	app/src/interfaces/tags/index.ts	24	field: 'placeholder',	CODE
LOW	app/src/interfaces/input-block-editor/index.ts	16	field: 'placeholder',	CODE
LOW	app/src/interfaces/input-multiline/index.ts	15	field: 'placeholder',	CODE
LOW	…/select-multiple-dropdown/select-multiple-dropdown.vue	51	:placeholder="placeholder"	CODE
LOW	app/src/interfaces/select-multiple-dropdown/index.ts	89	field: 'placeholder',	CODE
LOW	app/src/interfaces/translations/translate-modal.test.ts	162	props: ['modelValue', 'placeholder'],	CODE
LOW	app/src/interfaces/translations/translate-modal.test.ts	165	'<label><slot name="prepend" /><input :value="modelValue ?? \'\'" :placeholder="placeholder" @input="$emit(\'update	CODE
LOW	…aces/input-autocomplete-api/input-autocomplete-api.vue	106	:placeholder="placeholder"	CODE
LOW	app/src/interfaces/input-autocomplete-api/index.ts	105	field: 'placeholder',	CODE
LOW	app/src/interfaces/input-hash/index.ts	17	field: 'placeholder',	CODE
LOW	tests/sandbox/src/config.ts	184	ADMIN_EMAIL: 'admin@example.com',	CODE
LOW	tests/sandbox/src/config.ts	185	PROJECT_OWNER: 'admin@example.com',	CODE
LOW	tests/sandbox/src/config.ts	240	ADMIN_EMAIL?: 'admin@example.com';	CODE
LOW	tests/sandbox/src/config.ts	241	PROJECT_OWNER?: 'admin@example.com';	CODE
LOW	tests/e2e/tests/auth/qgl.test.ts	59	args: `email: "admin@example.com", password: "not-the-password"`,	CODE
LOW	tests/e2e/tests/auth/qgl.test.ts	78	args: `email: "admin@example.com"`,	CODE
LOW	tests/e2e/tests/auth/qgl.test.ts	94	`mutation { auth_login(email: "admin@example.com", password: "pw") { refresh_token } }`,	CODE
LOW	tests/e2e/tests/auth/qgl.test.ts	115	`mutation { auth_login(email: "admin@example.com", password: "pw", mode: ${mode}) { expires } }`,	CODE
LOW	tests/e2e/tests/auth/rest.test.ts	23	email: 'admin@example.com',	CODE
LOW	tests/e2e/tests/auth/rest.test.ts	213	const payload: Record<string, unknown> = { email: 'admin@example.com', password: 'pw', ...body };	CODE
LOW	tests/e2e/tests/auth/mcp-oauth/utils.ts	7	export const adminEmail = 'admin@example.com';	CODE
LOW	tests/e2e/tests/mail/notifications.sb.test.ts	54	{ recipient: user.id, subject: 'inbox', message: 'Lorem Ipsum' },	CODE
LOW	sdk/readme.md	62	await client.login('admin@example.com', 'd1r3ctu5');	CODE
105 more matches not shown…

Over-Commented Block64 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	1	# This compose file is meant to spin up a copy of supported database vendors,	COMMENT
LOW	docker-compose.yml	21	# MS SQL: 5103	COMMENT
LOW	docker-compose.yml	41	# Password: secret	COMMENT
LOW	docker-compose.yml	61	# Name: devstoreaccount1	COMMENT
LOW	app/src/lang/translations/et-EE.yaml	1	---	COMMENT
LOW	app/src/lang/translations/el-GR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/es-CL.yaml	1	---	COMMENT
LOW	app/src/lang/translations/it-IT.yaml	1	---	COMMENT
LOW	app/src/lang/translations/az-AZ.yaml	1	---	COMMENT
LOW	app/src/lang/translations/hu-HU.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ar-SA.yaml	1	---	COMMENT
LOW	app/src/lang/translations/tr-TR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/sv-SE.yaml	1	---	COMMENT
LOW	app/src/lang/translations/no-NO.yaml	1	---	COMMENT
LOW	app/src/lang/translations/pt-PT.yaml	1	---	COMMENT
LOW	app/src/lang/translations/es-ES.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ko-KR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/zh-CN.yaml	1	---	COMMENT
LOW	app/src/lang/translations/bg-BG.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ja-JP.yaml	1	---	COMMENT
LOW	app/src/lang/translations/fa-IR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/mr-IN.yaml	1	---	COMMENT
LOW	app/src/lang/translations/da-DK.yaml	1	---	COMMENT
LOW	app/src/lang/translations/zh-TW.yaml	1	---	COMMENT
LOW	app/src/lang/translations/fr-FR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/kmr-TR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/cs-CZ.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ca-ES.yaml	1	---	COMMENT
LOW	app/src/lang/translations/de-DE.yaml	1	---	COMMENT
LOW	app/src/lang/translations/pt-BR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/mn-MN.yaml	1	---	COMMENT
LOW	app/src/lang/translations/pl-PL.yaml	1	---	COMMENT
LOW	app/src/lang/translations/fr-CA.yaml	1	---	COMMENT
LOW	app/src/lang/translations/lt-LT.yaml	1	---	COMMENT
LOW	app/src/lang/translations/uk-UA.yaml	1	---	COMMENT
LOW	app/src/lang/translations/es-419.yaml	1	---	COMMENT
LOW	app/src/lang/translations/sk-SK.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ro-RO.yaml	1	---	COMMENT
LOW	app/src/lang/translations/hr-HR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/te-IN.yaml	1	---	COMMENT
LOW	app/src/lang/translations/uz-UZ.yaml	1	---	COMMENT
LOW	app/src/lang/translations/eo-UY.yaml	1	---	COMMENT
LOW	app/src/lang/translations/fi-FI.yaml	1	---	COMMENT
LOW	app/src/lang/translations/en-GB.yaml	1	---	COMMENT
LOW	app/src/lang/translations/en-US.yaml	1	## Be aware:	COMMENT
LOW	app/src/lang/translations/vi-VN.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ckb-IR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/es-MX.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ka-GE.yaml	1	---	COMMENT
LOW	app/src/lang/translations/is-IS.yaml	1	---	COMMENT
LOW	app/src/lang/translations/sq-AL.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ku-TR.yaml	1	---	COMMENT
LOW	app/src/lang/translations/nl-NL.yaml	1	---	COMMENT
LOW	app/src/lang/translations/he-IL.yaml	1	---	COMMENT
LOW	app/src/lang/translations/ru-RU.yaml	1	---	COMMENT
LOW	tests/e2e/tests/graphql/crud.test.ts	41	// Disabled due to GQL not yet supporting union types on input	COMMENT
LOW	packages/schema/readme.md	61		COMMENT
LOW	packages/schema/readme.md	101	// => [	COMMENT
LOW	packages/schema/readme.md	121	// },	COMMENT
LOW	packages/schema/readme.md	141	// maxLength: null,	COMMENT
4 more matches not shown…

Structural Annotation Overuse24 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	api/src/ai/tools/trigger-flow/prompt.md	123	// Step 1: Get flow definition	COMMENT
LOW⚡	api/src/ai/tools/trigger-flow/prompt.md	126	// Step 2: Trigger with selection	COMMENT
LOW⚡	api/src/ai/tools/flows/prompt.md	266	// Step 1: Create flow	COMMENT
LOW⚡	api/src/ai/tools/flows/prompt.md	274	// Step 2: Create operations with null connections	COMMENT
LOW⚡	api/src/ai/tools/flows/prompt.md	289	// Step 3: Link operations via UUIDs	COMMENT
LOW⚡	api/src/ai/tools/flows/prompt.md	294	// Step 4: Set flow entry point	COMMENT
LOW	api/src/ai/files/adapters/google.test.ts	35	// Step 1: Start resumable upload	COMMENT
LOW	api/src/ai/files/adapters/google.test.ts	46	// Step 2: Upload file data	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3059	// Step 1: delete expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3061	// Step 2: delete used codes older than 1 hour	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3063	// Step 3: expired grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3065	// Step 4: orphaned grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3081	// Step 1: expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3083	// Step 2: used codes older than 1 hour	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3085	// Step 3: expired grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3087	// Step 4: orphaned grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3106	// Step 1: expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3108	// Step 2: used codes older than 1h	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3110	// Step 3: expired grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3114	// Step 4: orphaned grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3131	// Step 1: expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3133	// Step 2: used codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3135	// Step 3: expired grants (none)	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3137	// Step 4: orphaned grants lookup (left join)	COMMENT

Verbosity Indicators18 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	api/src/ai/files/adapters/google.test.ts	35	// Step 1: Start resumable upload	COMMENT
LOW	api/src/ai/files/adapters/google.test.ts	46	// Step 2: Upload file data	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3059	// Step 1: delete expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3061	// Step 2: delete used codes older than 1 hour	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3063	// Step 3: expired grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3065	// Step 4: orphaned grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3081	// Step 1: expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3083	// Step 2: used codes older than 1 hour	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3085	// Step 3: expired grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3087	// Step 4: orphaned grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3106	// Step 1: expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3108	// Step 2: used codes older than 1h	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3110	// Step 3: expired grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3114	// Step 4: orphaned grants lookup	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3131	// Step 1: expired unused codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3133	// Step 2: used codes	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3135	// Step 3: expired grants (none)	COMMENT
LOW⚡	api/src/services/mcp-oauth/index.test.ts	3137	// Step 4: orphaned grants lookup (left join)	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	packages/cli/src/kernel/ui.ts	65	print(text: string): void;	CODE
HIGH	packages/cli/src/kernel/ui.ts	119	print(text) {	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/src/stores/relations.ts	76	// so any ui elements (interfaces) can utilize the full relationship	COMMENT

Overly Generic Function Names1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	api/src/utils/stall.ts	16	* async function doSomething() {	COMMENT

directus/directus

Open-Source Code Quality, Security and Technical Debt Review