1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

10.4K

Stars

TypeScript

Language

232.1K

Lines of Code

2.0K

Files

164

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.6/100 · LOW

Are imports declared and package/API names verified? 113 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 4.7/100 · LOW

Which changes need focused human review? 164 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 5HIGH 2MEDIUM 1LOW 156

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 164 distinct pattern matches across 9 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 Data107 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	…s/sloths/src/components/controls-list/ControlsList.vue	3	<search-text ref="search" @search="$emit('search')" :placeholder="placeholder"></search-text>	CODE
LOW	…ols/sloths/src/components/controls-list/SearchText.vue	6	:placeholder="placeholder"	CODE
LOW	…ols/sloths/src/components/controls-list/SearchText.vue	7	:title="placeholder"	CODE
LOW⚡	.agents/skills/typeorm/SKILL.md	267	email: 'user@example.com',	CODE
LOW⚡	.agents/skills/typeorm/SKILL.md	268	name: 'John Doe',	CODE
LOW⚡	.agents/skills/typeorm/SKILL.md	273	await userRepository.update({ id: 1 }, { name: 'Jane Doe' });	CODE
LOW	.agents/skills/typeorm/SKILL.md	482	email: 'user@example.com',	CODE
LOW	.agents/skills/typeorm/SKILL.md	504	email: 'user@example.com',	CODE
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	3078	.send({ email: 'test@test.com', password: 'password' });	CODE
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	3093	expect(res.body.email).toBe('test@test.com');	CODE
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	3160	const user = await service.create({ email: 'test@test.com' });	CODE
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	3387	repo.findOne.mockResolvedValue({ id: '1', email: 'test@test.com' });	CODE
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	3389	await expect(service.create({ name: 'Test', email: 'test@test.com' })).rejects.toThrow(ConflictException);	CODE
LOW	…nestjs-best-practices/rules/test-use-testing-module.md	87	repo.findOne.mockResolvedValue({ id: '1', email: 'test@test.com' });	CODE
LOW	…nestjs-best-practices/rules/test-use-testing-module.md	89	await expect(service.create({ name: 'Test', email: 'test@test.com' })).rejects.toThrow(ConflictException);	CODE
LOW	…js-best-practices/rules/test-mock-external-services.md	32	const user = await service.create({ email: 'test@test.com' });	CODE
LOW	…ills/nestjs-best-practices/rules/test-e2e-supertest.md	122	.send({ email: 'test@test.com', password: 'password' });	CODE
LOW	…ills/nestjs-best-practices/rules/test-e2e-supertest.md	137	expect(res.body.email).toBe('test@test.com');	CODE
LOW	nestjs/src/auth/auth.service.spec.ts	37	displayName: 'John Doe',	CODE
LOW	nestjs/src/certificates/certificates.controller.spec.ts	63	const metadata = { id: 'abc', name: 'John Doe' } as never;	CODE
LOW	nestjs/src/certificates/certificate-requests.spec.ts	90	studentName: 'John Doe',	CODE
LOW	nestjs/src/certificates/certificates.service.spec.ts	114	expect(result.name).toBe('John Doe');	CODE
LOW	nestjs/src/certificates/certificates.service.spec.ts	252	studentName: 'John Doe',	CODE
LOW	nestjs/src/certificates/certificates.service.spec.ts	321	studentName: 'John Doe',	CODE
LOW	…courses/course-events/course-events.controller.spec.ts	108	organizer: { id: 10, name: 'John Doe', githubId: 'john-doe' },	CODE
LOW	…s/course-events/course-events-write.controller.spec.ts	62	organizer: { id: 10, name: 'John Doe', githubId: 'john-doe' },	CODE
LOW	…urses/course-schedule/course-icalendar.service.spec.ts	149	expect(ics).toContain('user@example.com');	CODE
LOW	…rc/courses/course-schedule/course-icalendar.service.ts	41	organizer: item.organizer ? { name: item.organizer?.name ?? '', email: 'user@example.com' } : undefined,	CODE
LOW	…js/src/courses/cross-checks/cross-check-result.spec.ts	11	const student = { id: 31, name: 'John Doe', githubId: 'john-doe', userId: 101 };	CODE
LOW	…ourses/cross-checks/cross-check-solution-write.spec.ts	11	const student = { id: 31, name: 'John Doe', githubId: 'john-doe', userId: 101 };	CODE
LOW	…courses/cross-checks/cross-check-result-submit.spec.ts	10	const student = { id: 31, name: 'John Doe', githubId: 'john-doe', userId: 101 };	CODE
LOW	…c/courses/cross-checks/cross-check-assignments.spec.ts	56	name: 'John Doe',	CODE
LOW	…/src/courses/cross-checks/cross-check-solution.spec.ts	11	const student = { id: 31, name: 'John Doe', githubId: 'john-doe', userId: 101 };	CODE
LOW	…/src/courses/cross-checks/cross-check-solution.spec.ts	66	expect(result).toEqual({ id: 31, name: 'John Doe', githubId: 'john-doe', userId: 101 });	CODE
LOW	…urses/cross-checks/course-cross-checks.service.spec.ts	588	name: 'John Doe',	CODE
LOW	…urses/cross-checks/course-cross-checks.service.spec.ts	897	name: 'John Doe',	CODE
LOW	…urses/course-mentors/course-mentors.controller.spec.ts	131	courseMentorsService.searchMentors.mockResolvedValue([{ id: 7, githubId: 'john-doe', name: 'John Doe' }]);	CODE
LOW	…urses/course-mentors/course-mentors.controller.spec.ts	138	expect(result[0]).toEqual({ id: 7, githubId: 'john-doe', name: 'John Doe' });	CODE
LOW	nestjs/src/courses/course-mentors/mentor-stats.spec.ts	266	expect(result).toEqual([{ id: 1, githubId: 'john-doe', name: 'John Doe' }]);	CODE
LOW	nestjs/src/courses/mentors/mentors.service.spec.ts	106	name: 'John Doe',	CODE
LOW	nestjs/src/courses/score/score-export.service.spec.ts	92	name: 'John Doe',	CODE
LOW	nestjs/src/courses/score/score.controller.spec.ts	12	{ githubId: 'john-doe', name: 'John Doe', contacts: { email: 'john@example.com' }, 'Task A': 10 },	CODE
LOW	nestjs/src/courses/score/score.controller.spec.ts	18	'"john-doe","John Doe","john@example.com",10',	CODE
LOW	…ourses/course-students/course-students-service.spec.ts	116	name: 'John Doe',	CODE
LOW	…ourses/course-students/course-students-service.spec.ts	226	name: 'John Doe',	CODE
LOW	…ourses/course-students/course-students-service.spec.ts	302	{ id: 42, githubId: 'john-doe', name: 'John Doe', mentor: { id: 8, githubId: 'mentor-x', name: 'Mentor X' } },	CODE
LOW	…ourses/course-students/course-students-service.spec.ts	454	name: 'John Doe',	CODE
LOW	…ourses/course-students/course-students-service.spec.ts	1110	expect(createName({ firstName: ' John ', lastName: ' Doe ' })).toBe('John Doe');	CODE
LOW	…tjs/src/courses/course-students/students-lists.spec.ts	81	name: 'John Doe',	CODE
LOW	…tjs/src/courses/course-students/students-lists.spec.ts	97	name: 'John Doe',	CODE
LOW	…tjs/src/courses/course-students/students-lists.spec.ts	126	name: 'John Doe',	CODE
LOW	…/src/courses/interviews/interview-user-details.spec.ts	145	student: { id: 42, githubId: 'john-doe', name: 'John Doe' },	CODE
LOW	…/src/courses/interviews/interview-user-details.spec.ts	184	student: { id: 42, githubId: 'john-doe', name: 'John Doe' },	CODE
LOW	…js/src/courses/interviews/interviewer-students.spec.ts	94	name: 'John Doe',	CODE
LOW	nestjs/src/courses/interviews/stage-interviews.spec.ts	201	name: 'John Doe',	CODE
LOW	nestjs/src/courses/interviews/stage-interviews.spec.ts	307	student: { id: 42, githubId: 'john-doe', name: 'John Doe' },	CODE
LOW	nestjs/src/courses/interviews/stage-interviews.spec.ts	370	name: 'John Doe',	CODE
LOW	nestjs/src/courses/interviews/stage-interviews.spec.ts	389	name: 'John Doe',	CODE
LOW	…/src/courses/interviews/interview-distribution.spec.ts	143	name: 'John Doe',	CODE
LOW	…/src/courses/interviews/interview-distribution.spec.ts	184	student: { id: 100, githubId: 'john-doe', name: 'John Doe' },	CODE
47 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/team-distribution/distribute-students.service.test.ts	244	const savedTeams = queryRunner.manager.save.mock.calls.find(call => call[0] === Team)?.[1] as Team[];	CODE
CRITICAL	…/team-distribution/distribute-students.service.test.ts	255	const savedStudents = queryRunner.manager.save.mock.calls.find(	CODE
CRITICAL	…/team-distribution/distribute-students.service.test.ts	280	const savedTeams = queryRunner.manager.save.mock.calls.find(call => call[0] === Team)?.[1] as Team[];	CODE
CRITICAL	…/team-distribution/distribute-students.service.test.ts	329	const firstSave = queryRunner.manager.save.mock.calls.find(	CODE
CRITICAL	…/team-distribution/distribute-students.service.test.ts	356	const savedTeams = queryRunner.manager.save.mock.calls.find(call => call[0] === Team)?.[1] as Team[];	CODE

Hyper-Verbose Identifiers39 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	1120	function testPaymentGatewayContract(createGateway: () => PaymentGateway) {	CODE
LOW	.agents/skills/nestjs-best-practices/AGENTS.md	3440	function createMockExecutionContext(request: Partial<Request>): ExecutionContext {	CODE
LOW	…nestjs-best-practices/rules/test-use-testing-module.md	140	function createMockExecutionContext(request: Partial<Request>): ExecutionContext {	CODE
LOW	…/nestjs-best-practices/rules/di-liskov-substitution.md	181	function testPaymentGatewayContract(createGateway: () => PaymentGateway) {	CODE
LOW	nestjs/src/auth/role.guard.ts	58	function checkUserHasRoleInAnyCourse(requiredCourseRoles: CourseRole[], user: AuthUser) {	CODE
LOW	nestjs/src/activity/activity.controller.ts	94	function createComparisonSignature(body: unknown, secret: string) {	CODE
LOW	nestjs/src/certificates/templates/catalog.ts	21	export function resolveCertificateTemplateId(input: unknown): CertificateTemplateId {	CODE
LOW	…src/courses/interviews/stage-interview-distribution.ts	145	export function distributeStudentsRandomly(mentors: Mentor[], students: Student[]) {	CODE
LOW	nestjs/src/registry/registry.service.spec.ts	439	async function runFilterAndExtractBrackets(	CODE
LOW⚡	client/src/shared/components/Forms/CourseTaskSelect.tsx	179	function getTasksBeforeStudentStartDate(tasks: CourseTaskDto[]) {	CODE
LOW⚡	client/src/shared/components/Forms/CourseTaskSelect.tsx	183	function getTasksBeforeStudentEndDate(tasks: CourseTaskDto[]) {	CODE
LOW⚡	client/src/shared/components/Forms/CourseTaskSelect.tsx	187	function getTasksAfterStudentEndDate(tasks: CourseTaskDto[]) {	CODE
LOW⚡	client/src/shared/components/Forms/CourseTaskSelect.tsx	191	function getTasksAfterCrossCheckEndDate(tasks: CourseTaskDto[]) {	CODE
LOW⚡	client/src/shared/components/Forms/CourseTaskSelect.tsx	199	function getTasksBetweenStudentStartDateStudentEndDate(tasks: CourseTaskDto[]) {	CODE
LOW⚡	client/src/shared/components/Forms/CourseTaskSelect.tsx	205	function getTasksBetweenStudentEndDateCrossCheckEndDate(tasks: CourseTaskDto[]) {	CODE
LOW	client/src/shared/components/Sider/data/menuItems.tsx	232	export function getCourseManagementMenuItems(session: Session, activeCourse: Course \| null): MenuItemsRenderData[] {	CODE
LOW	client/src/shared/components/Table/renderers.tsx	103	export function tagsCoursesRendererWithRemainingNumber(_: undefined, { courses }: TaskDto) {	CODE
LOW	client/src/components/Profile/InterviewCard.tsx	104	function renderPrescreeningInterviewCard({ cardData, setModalData }: CardRenderProps<StageInterviewDetailedFeedback>) {	CODE
LOW	…CheckTaskCriteriaPanel/CrossCheckTaskCriteriaPanel.tsx	19	export function CrossCheckTaskCriteriaPanel({ dataCriteria, setDataCriteria }: Props) {	CODE
LOW	…s/Opportunities/pages/PublicPage/getServerSideProps.ts	9	function getNestJsServerAxiosProps(token?: string): Partial<AxiosRequestConfig> {	CODE
LOW	…ertificateTemplatePicker/CertificateTemplatePicker.tsx	40	export function CertificateTemplatePicker({ value, onChange }: Props) {	CODE
LOW	…components/TaskPerformanceCard/TaskPerformanceCard.tsx	63	function getPerformanceDescriptionByType(type: string) {	CODE
LOW	…rificationInformation/VerificationInformation.test.tsx	6	function renderVerificationInformation({	CODE
LOW	…/hooks/useCourseTaskSubmit/useCourseTaskSubmit.test.ts	16	function MockCourseTaskVerificationsApi() {}	CODE
LOW	…/hooks/useCourseTaskSubmit/useCourseTaskSubmit.test.ts	318	function renderUseCourseTaskSubmit(courseTask: CourseTaskVerifications) {	CODE
LOW	…eCourseTaskVerifications/useCourseTaskVerifications.ts	13	export function useCourseTaskVerifications(courseId: number) {	CODE
LOW	…dentsWithoutTeamSection/StudentsWithoutTeamSection.tsx	28	export default function StudentsWithoutTeamSection({ distribution, isManager, reloadDistribution }: Props) {	CODE
LOW	…dules/Registry/hooks/useStudentData/useStudentData.tsx	244	function isCourseOpenForRegistryWithAlias(courseAlias?: string) {	CODE
LOW	…dules/Registry/hooks/useStudentData/useStudentData.tsx	248	function isCourseAvailableForRegistration(course: Course, registeredCourses: IdName[]) {	CODE
LOW	…dules/CrossCheck/DeleteAllCrossCheckCriteriaButton.tsx	8	export function DeleteAllCrossCheckCriteriaButton({ setDataCriteria }: Props) {	CODE
LOW	…ionReviewSettingsPanel/SolutionReviewSettingsPanel.tsx	10	function SolutionReviewSettingsPanel(props: SolutionReviewSettingsPanelProps) {	CODE
LOW	…/modules/CrossCheck/hooks/useSolutionReviewSettings.ts	4	export function useSolutionReviewSettings(): SolutionReviewSettings {	CODE
LOW	…ages/StageInterviewFeedback/feedbackTemplateHandler.ts	63	function mergeFeedbackValuesToTemplate(feedback: Feedback, data: FeedbackData, interviewMaxScore: number): Feedback {	CODE
LOW	…iews/pages/StageInterviewFeedback/StepContext.test.tsx	120	async function answerIntroductionAsConducted(user: ReturnType<typeof setupUser>) {	CODE
LOW	…Notifications/components/NotificationSettingsTable.tsx	8	export function NotificationSettingsTable({	CODE
LOW	…Notifications/components/NotificationSettingsModal.tsx	16	export function NotificationSettingsModal(props: Props) {	CODE
LOW	client/src/data/interviews/templateValidator.ts	10	export function validateInterviewTemplate(template: InterviewTemplate) {	CODE
LOW	client/src/domain/interview.tsx	13	export function friendlyStageInterviewVerdict(value: StageInterviewFeedbackVerdict) {	CODE
LOW	client/src/domain/interview.tsx	84	export function isInterviewRegistrationInProgress(interviewStartDate: string) {	CODE

Structural Annotation Overuse8 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	.agents/skills/nestjs-best-practices/AGENTS.md	3690	// Step 1: Add new column	COMMENT
LOW⚡	.agents/skills/nestjs-best-practices/AGENTS.md	3695	// Step 2: Copy data	COMMENT
LOW⚡	.agents/skills/nestjs-best-practices/AGENTS.md	3700	// Step 3: Add NOT NULL constraint	COMMENT
LOW⚡	.agents/skills/nestjs-best-practices/AGENTS.md	3705	// Step 4: Drop old column (after verifying app works)	COMMENT
LOW⚡	…kills/nestjs-best-practices/rules/db-use-migrations.md	100	// Step 1: Add new column	COMMENT
LOW⚡	…kills/nestjs-best-practices/rules/db-use-migrations.md	105	// Step 2: Copy data	COMMENT
LOW⚡	…kills/nestjs-best-practices/rules/db-use-migrations.md	110	// Step 3: Add NOT NULL constraint	COMMENT
LOW⚡	…kills/nestjs-best-practices/rules/db-use-migrations.md	115	// Step 4: Drop old column (after verifying app works)	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	client/src/api/configuration.ts	95	* @return True if the given MIME is JSON, false otherwise.	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/platform/pull-request-review-process.md	58	- Leftover and/or irrelevant files, auto-generated code, node_modules, etc.	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/nestjs-best-practices/AGENTS.md	28	- 1.5 [Use Event-Driven Architecture for Decoupling](#15-use-event-driven-architecture-for-decoupling)	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/nestjs-best-practices/scripts/build.sh	9	# Check if ts-node is available	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	client/next-env.d.ts	1	/// <reference types="next" />	COMMENT

rolling-scopes/rsschool-app

Open-Source Code Quality, Security and Technical Debt Review