0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.9K

Stars

TypeScript

Language

531.1K

Lines of Code

6.1K

Files

118

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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 54 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 63 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 1.3/100 · LOW

Which changes need focused human review? 118 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 1MEDIUM 10LOW 107

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 118 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.

Fake / Example Data63 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/component/App.test.tsx	18	user: { id: 1, name: 'Test User', email: 'test@test.com' },	CODE
LOW	frontend/src/component/InitialRedirect.test.tsx	22	user: { id: 1, name: 'Test User', email: 'test@test.com' },	CODE
LOW	…/providers/HubSpotChatLoader/HubSpotChatRunner.test.ts	7	email: 'user@example.com',	CODE
LOW⚡	…/providers/HubSpotChatLoader/HubSpotChatRunner.test.ts	18	email: 'user@example.com',	CODE
LOW⚡	…/providers/HubSpotChatLoader/HubSpotChatRunner.test.ts	19	unleash_unverified_email: 'user@example.com',	CODE
LOW⚡	…/providers/HubSpotChatLoader/HubSpotChatRunner.test.ts	29	email: 'user@example.com',	CODE
LOW	…nent/user/ForgottenPassword/ForgottenPassword.test.tsx	17	await userEvent.type(emailField, 'user@example.com');	CODE
LOW	…rc/component/feedback/FeedbackNPS/FeedbackNPS.test.tsx	85	user: { id: 1, name: 'Test User', email: 'test@test.com' },	CODE
LOW	…end/src/component/changeRequest/ChangeRequest.test.tsx	216	email: 'user@example.com',	CODE
LOW	…t/ChangeRequestOverview/ChangeRequestOverview.test.tsx	159	email: 'user@example.com',	CODE
LOW	…nvironment/EnvironmentAccordionBody/Safeguard.test.tsx	114	email: 'user@example.com',	CODE
LOW	…y/StrategyDraggableItem/StrategyDraggableItem.test.tsx	112	email: 'user@example.com',	CODE
LOW	…vironmentVariantsCard/EnvironmentVariantsCard.test.tsx	106	email: 'user@example.com',	CODE
LOW	frontend/src/component/onboarding/intro/Intro.test.tsx	871	expect(payload).toHaveTextContent('"placeholder": "Search by keyword"');	CODE
LOW	frontend/src/component/onboarding/intro/Intro.tsx	78	? `{ "placeholder": "${pooled.placeholder}", "accent": "${color}" }`	CODE
LOW	…nd/src/component/onboarding/intro/IntroVariantsBar.tsx	272	"placeholder"	CODE
LOW	contributing/client-specification.md	46	"description": "lorem ipsum",	CODE
LOW	…test/e2e/users/inactive/inactive-users-service.test.ts	29	email: 'admin@example.com',	CODE
LOW	…est/e2e/api/auth/reset-password-controller.e2e.test.ts	107	username: 'test@test.com',	CODE
LOW	…est/e2e/api/auth/reset-password-controller.e2e.test.ts	108	email: 'test@test.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	45	email: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	81	email: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	82	username: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	96	createdBy: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	110	email: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	111	username: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	133	email: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	134	username: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	148	createdBy: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	178	email: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	194	createdBy: 'admin@example.com',	CODE
LOW	src/test/e2e/api/admin/public-signup-token.e2e.test.ts	222	email: 'admin@example.com',	CODE
LOW	src/test/e2e/api/client/feature.optimal304.e2e.test.ts	101	email: 'admin@example.com',	CODE
LOW	src/test/e2e/services/reset-token-service.e2e.test.ts	75	username: 'test@test.com',	CODE
LOW	src/lib/server-impl.ts	174	import { FakeUserSubscriptionsReadModel } from './features/user-subscriptions/fake-user-subscriptions-read-model.js';	CODE
LOW	src/lib/util/is-email.test.ts	15	'email2-user@example.org',	CODE
LOW	src/lib/util/is-email.test.ts	19	'user#6@example.org',	CODE
LOW	…tures/feature-toggle/tests/feature-toggles.e2e.test.ts	2056	const description = 'Lorem ipsum...';	CODE
LOW	…tures/feature-toggle/tests/feature-toggles.e2e.test.ts	2095	const description = 'Lorem ipsum...';	CODE
LOW	…tures/feature-toggle/tests/feature-toggles.e2e.test.ts	2184	const description = 'Lorem ipsum...';	CODE
LOW	…/features/instance-stats/createInstanceStatsService.ts	28	import FakeUserStore from '../../../test/fixtures/fake-user-store.js';	CODE
LOW	…uctivity-report/productivity-report-view-model.test.ts	8	userEmail: 'user@example.com',	CODE
LOW	src/lib/features/project/project-service.e2e.test.ts	688	email: 'user@example.com',	CODE
LOW	…s/user-subscriptions/createUserSubscriptionsService.ts	8	import { FakeUserUnsubscribeStore } from './fake-user-unsubscribe-store.js';	CODE
LOW	…s/user-subscriptions/createUserSubscriptionsService.ts	10	import { FakeUserSubscriptionsReadModel } from './fake-user-subscriptions-read-model.js';	CODE
LOW	src/lib/features/onboarding/createOnboardingService.ts	7	import FakeUserStore from '../../../test/fixtures/fake-user-store.js';	CODE
LOW	src/lib/openapi/spec/project-schema.ts	170	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/inactive-user-schema.ts	25	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/create-user-schema.ts	21	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/personal-dashboard-schema.ts	38	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/personal-dashboard-schema.ts	73	example: 'user@example.com',	CODE
LOW	…napi/spec/personal-dashboard-project-details-schema.ts	171	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/id-schema.ts	13	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/user-schema.ts	25	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/update-user-schema.ts	12	example: 'user@example.com',	CODE
LOW	src/lib/openapi/spec/event-search-query-parameters.ts	8	example: 'admin@example.com',	CODE
LOW	src/lib/openapi/spec/token-user-schema.ts	36	example: 'admin@example.com',	CODE
LOW	src/lib/routes/public-invite.test.ts	123	.send({ email: 'test@test.com' })	CODE
LOW	src/lib/services/email-service.test.ts	54	'test@test.com',	CODE
LOW	src/lib/services/email-service.test.ts	256	recipientEmail: 'admin@example.com',	CODE
3 more matches not shown…

AI Slop Vocabulary9 hits · 25 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose-enterprise.yml	5	# https://docs.getunleash.io/get-started/unleash-overview	COMMENT
MEDIUM	docker-compose.yml	5	# https://docs.getunleash.io/get-started/unleash-overview	COMMENT
MEDIUM	…etricChart/FeatureEventOverlay/FeatureEventOverlay.tsx	24	// Absolutely-positioned strip across the top of the plot area that hosts all	COMMENT
MEDIUM	frontend/src/component/commandBar/CommandBar.tsx	44	// Pull up 1px to overlap the input's border row for a seamless seam.	COMMENT
MEDIUM	frontend/src/openapi/models/validatePasswordSchema.ts	8	* Used to validate passwords obeying [Unleash password guidelines](https://docs.getunleash.io/using-unleash/deploy/conf	COMMENT
MEDIUM	.github/workflows/openapi-diff.yaml	66	# start unleash in background	COMMENT
MEDIUM	.github/workflows/openapi-diff.yaml	128	# start unleash in background	COMMENT
MEDIUM	src/lib/openapi/spec/validate-password-schema.ts	9	'Used to validate passwords obeying [Unleash password guidelines](https://docs.getunleash.io/using-unleash/deplo	CODE
MEDIUM	src/lib/routes/auth/reset-password-controller.ts	96	'Verifies that the password adheres to the [Unleash password guidelines](https://docs.getunleash	CODE

Over-Commented Block18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose-enterprise.yml	1	# This docker compose setup configures:	COMMENT
LOW	cliff.toml	1	# git-cliff ~ default configuration file	COMMENT
LOW	cliff.toml	81	# limit the number of commits included in the changelog.	COMMENT
LOW	docker-compose.yml	1	# This docker compose setup configures:	COMMENT
LOW	pnpm-workspace.yaml	61	# Renovate security update: http-proxy-middleware@3.0.7	COMMENT
LOW	frontend/cypress/support/e2e.ts	1	// ***********************************************************	COMMENT
LOW	frontend/cypress/support/index.ts	1	// ***********************************************************	COMMENT
LOW	frontend/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	frontend/src/utils/testRenderer.tsx	81	// This render's wrapper starts async provider work on mount (SWR fetches,	COMMENT
LOW	frontend/src/themes/dark-theme.ts	221		COMMENT
LOW	frontend/src/themes/theme.ts	281	grey: {	COMMENT
LOW	.github/docker-compose.test.yml	1	# This docker compose setup configures:	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	# ℹ️ Command-line programs to run using the OS shell.	COMMENT
LOW	src/test/reset-cross-file-state.ts	1	import { afterAll, vi } from 'vitest';	COMMENT
LOW	src/test/e2e/api/openapi/openapi.e2e.test.ts	161	// OpenAPI root-level tags list. For us, there's two immediate things that make	COMMENT
LOW	src/test/e2e/services/playground-service.test.ts	201	}),	COMMENT
LOW	src/lib/util/metrics-helper.ts	1	import type EventEmitter from 'events';	COMMENT

Hyper-Verbose Identifiers17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	…ings/ChangeRequestConfiguration/ChangeRequestTable.tsx	108	async function onRequiredApprovalsChange(	CODE
LOW	…CreateProjectForm/ConfigButtons/ChangeRequestTable.tsx	82	function onRequiredApprovalsChange(	CODE
LOW	…geOverwriteWarning/strategy-change-diff-calculation.ts	111	export function getEnvVariantChangesThatWouldBeOverwritten(	CODE
LOW	…geOverwriteWarning/strategy-change-diff-calculation.ts	128	export function getSegmentChangesThatWouldBeOverwritten(	CODE
LOW	…geOverwriteWarning/strategy-change-diff-calculation.ts	140	export function getStrategyChangesThatWouldBeOverwritten(	CODE
LOW	src/test/e2e/migrator.e2e.test.ts	13	async function validateTablesHavePrimaryKeys(db: IDBOption) {	CODE
LOW	src/lib/create-config.ts	121	function loadMetricsRateLimitingConfig(	CODE
LOW	src/lib/metrics.ts	50	export function registerPrometheusPostgresMetrics(	CODE
LOW	src/lib/metrics.ts	99	export function registerPrometheusMetrics(	CODE
LOW	src/lib/util/postgres-version-checker.ts	6	export async function compareAndLogPostgresVersion(	CODE
LOW	src/lib/util/extract-user.ts	9	export function extractUserAgentFromHeaders(	CODE
LOW	src/lib/util/parseEnvVar.ts	75	export function parseEnvVarBooleanOrStringVariant(	CODE
LOW	…b/features/metrics/integrations/integration-metrics.ts	59	export function registerIntegrationMetrics({	CODE
LOW	…b/features/metrics/integrations/integration-metrics.ts	123	function registerAuthLoginTotalCounter(eventBus: EventEmitter): void {	CODE
LOW	…b/features/metrics/integrations/integration-metrics.ts	141	function collectAvailableIntegrations(	CODE
LOW	…b/features/metrics/integrations/integration-metrics.ts	163	export async function collectConfiguredIntegrations(	CODE
LOW	src/lib/features/feature-toggle/default-strategy.ts	28	export function getProjectDefaultStrategy(	CODE

Structural Annotation Overuse5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…nent/project/Project/ProjectStatus/ProjectActivity.tsx	46	// Step 2: Get all counts, sort them, and find the cut-off values for percentiles	COMMENT
LOW⚡	…nent/project/Project/ProjectStatus/ProjectActivity.tsx	61	// Step 3: Assign a level based on the percentile thresholds	COMMENT
LOW⚡	…nent/project/Project/ProjectStatus/ProjectActivity.tsx	69	// Step 4: Convert the map back to an array and assign levels	COMMENT
LOW	contributing/CONTRIBUTING.md	198	### Step 1: create a new version tag	COMMENT
LOW	contributing/CONTRIBUTING.md	215	### Step 2: push tag	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…nent/project/Project/ProjectStatus/ProjectActivity.tsx	46	// Step 2: Get all counts, sort them, and find the cut-off values for percentiles	COMMENT
LOW⚡	…nent/project/Project/ProjectStatus/ProjectActivity.tsx	61	// Step 3: Assign a level based on the percentile thresholds	COMMENT
LOW⚡	…nent/project/Project/ProjectStatus/ProjectActivity.tsx	69	// Step 4: Convert the map back to an array and assign levels	COMMENT
LOW	src/lib/features/events/event-service.ts	179	// if the event comes with both preData and data, we need to check if they are different before storing, otherwi	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/workflows/ai-flag-cleanup-pr.yml	287	`This PR cleans up the ${flag} flag. These changes were automatically generated by AI and should be review	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/lib/metrics.ts	626	// ── API token cache ──────────────────────────────────────────────────	COMMENT

Unleash/unleash

Open-Source Code Quality, Security and Technical Debt Review