1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.2K

Stars

TypeScript

Language

128.3K

Lines of Code

1.1K

Files

115

Pattern Hits

2026-10-31

Scan Date

0.01

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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 84 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 4.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 72 finding(s).

PR Review Velocity Impact 7.2/100 · LOW

Which changes need focused human review? 115 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 8MEDIUM 19LOW 88

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 115 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.

Decorative Section Separators18 hits · 69 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	docker-compose.dev.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose.dev.yml	12	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose.dev.yml	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose.dev.yml	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.dev.yml	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.dev.yml	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose.status.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose.status.yml	6	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose.yml	9	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose.yml	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose.yml	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	89	# ---------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers54 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	scripts/sort-translations.js	28	function replaceMappingsPreserveTopLevelOrder(localeData, sortedMappings) {	CODE
LOW	src/lib/clientTools.ts	430	function ResolveEventListPlacement(settings: Partial<EventDisplaySettings> \| null \| undefined): EventListPlacement {	CODE
LOW	src/lib/server/redisConnector.ts	10	function shouldReconnectAfterRedisError(message: string): boolean {	CODE
LOW	src/lib/server/tool.ts	128	function GetWordsStartingWithDollar(text: string): string[] {	CODE
LOW	src/lib/server/pageSettings.ts	158	function sanitizeStoredMaintenances(value: unknown): PageSettingsPatch["include_maintenances"] {	CODE
LOW	src/lib/server/rss.ts	220	function buildMaintenanceDescription(maintenance: MaintenanceEventsMonitorList): string {	CODE
LOW	src/lib/server/notification/notification_utils.ts	52	function formatMaintenanceMarkdown(	CODE
LOW	src/lib/server/db/repositories/monitors.ts	10	function clampConfirmationThreshold(value: number \| null \| undefined): number {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	88	function validateMonitorAlertConfigInput(data: MonitorAlertConfigCreateInput \| MonitorAlertConfigUpdateInput): void {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	252	export async function ToggleMonitorAlertConfigStatus(id: number): Promise<MonitorAlertConfigRecord> {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	274	export async function GetMonitorAlertConfigById(id: number): Promise<MonitorAlertConfigWithTriggers \| undefined> {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	281	export async function GetMonitorAlertConfigsByMonitorTag(	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	297	export async function GetActiveMonitorAlertConfigsWithTriggers(): Promise<MonitorAlertConfigWithTriggers[]> {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	304	export async function GetActiveMonitorAlertConfigsByMonitorTag(	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	340	export async function DeleteMonitorAlertConfigsByMonitorTag(monitorTag: string): Promise<number> {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	349	export async function AddTriggerToMonitorAlertConfig(monitorAlertsId: number, triggerId: number): Promise<void> {	CODE
LOW⚡	…lib/server/controllers/monitorAlertConfigController.ts	366	export async function RemoveTriggerFromMonitorAlertConfig(monitorAlertsId: number, triggerId: number): Promise<void> {	CODE
LOW⚡	…lib/server/controllers/monitorAlertConfigController.ts	373	export async function GetMonitorAlertConfigTriggerIds(monitorAlertsId: number): Promise<number[]> {	CODE
LOW⚡	…lib/server/controllers/monitorAlertConfigController.ts	382	export async function IsTriggerUsedInMonitorAlertConfig(triggerId: number): Promise<boolean> {	CODE
LOW⚡	…lib/server/controllers/monitorAlertConfigController.ts	389	export async function GetMonitorAlertConfigsByTriggerId(triggerId: number): Promise<MonitorAlertConfigRecord[]> {	CODE
LOW⚡	…lib/server/controllers/monitorAlertConfigController.ts	396	export async function GetMonitorAlertConfigsCount(filter: MonitorAlertConfigFilter): Promise<number> {	CODE
LOW⚡	…lib/server/controllers/monitorAlertConfigController.ts	404	export async function GetMonitorAlertConfigsPaginated(	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	425	export async function GetTriggersByMonitorAlertConfigId(monitorAlertsId: number): Promise<TriggerRecord[]> {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	517	export async function HasTriggeredAlertForConfig(configId: number): Promise<boolean> {	CODE
LOW	…lib/server/controllers/monitorAlertConfigController.ts	559	export async function GetAllTriggeredAlertsWithConfig(): Promise<MonitorAlertV2WithConfig[]> {	CODE
LOW	src/lib/server/controllers/monitorsController.ts	490	export function mergeLatestMonitoringWithSslCache(	CODE
LOW	src/lib/server/controllers/monitorsController.ts	577	async function removeTagFromGroupMonitors(tag: string): Promise<void> {	CODE
LOW	…/lib/server/controllers/userSubscriptionsController.ts	67	export async function GetSubscriberCountsByMethod(): Promise<{	CODE
LOW	…/lib/server/controllers/userSubscriptionsController.ts	99	export async function UpdateUserSubscriptionStatus(	CODE
LOW	…/lib/server/controllers/userSubscriptionsController.ts	137	export async function GetAdminSubscribersPaginated(	CODE
LOW	…/lib/server/controllers/userSubscriptionsController.ts	188	export async function AdminUpdateSubscriptionStatus(	CODE
LOW	…/lib/server/controllers/userSubscriptionsController.ts	360	export async function GetActiveEmailsForEventType(eventType: SubscriptionEventType): Promise<string[]> {	CODE
LOW	…/lib/server/controllers/userSubscriptionsController.ts	551	export async function UpdateSubscriberPreferences(	CODE
LOW	src/lib/server/controllers/pagesController.ts	182	export async function UpdatePageMonitorSettings(	CODE
LOW	src/lib/server/controllers/pagesController.ts	220	export async function GetPageByPathWithMonitors(	CODE
LOW	src/lib/server/controllers/layoutController.ts	83	function NormalizeEventDisplaySettings(settings?: Partial<EventDisplaySettings>): EventDisplaySettings {	CODE
LOW⚡	src/lib/server/controllers/generalTemplateController.ts	7	export async function GetAllGeneralEmailTemplates(): Promise<GeneralEmailTemplateRecord[]> {	CODE
LOW⚡	src/lib/server/controllers/generalTemplateController.ts	14	export async function GetGeneralEmailTemplateById(templateId: string): Promise<GeneralEmailTemplateRecord \| undefined> {	CODE
LOW⚡	src/lib/server/controllers/generalTemplateController.ts	21	export async function UpdateGeneralEmailTemplate(	CODE
LOW	src/lib/components/SiteBanner.svelte	32	function applyVisibilityFromStorage() {	CODE
LOW	src/lib/components/SubscribeMenu.svelte	264	function ignoreCaptchaIframeInteraction(event: PointerEvent \| FocusEvent) {	CODE
LOW	src/lib/components/ui/chart/chart-utils.ts	18	export function getPayloadConfigFromPayload(config: ChartConfig, payload: TooltipPayload, key: string) {	CODE
LOW	…routes/(manage)/manage/app/monitors/[tag]/+page.svelte	196	async function getSiteLevelSharingConfig() {	CODE
LOW	…e/app/monitors/[tag]/components/MonitorTypeCard.svelte	65	function isGroupLatencyCalculation(value: unknown): value is GroupLatencyCalculation {	CODE
LOW	…e/app/monitors/[tag]/components/MonitorTypeCard.svelte	69	function createDefaultGroupTypeData(): GroupMonitorTypeData {	CODE
LOW	…outes/(manage)/manage/app/monitoring-data/+page.svelte	89	function dateTimeStringToTimestamp(dateTimeStr: string): number {	CODE
LOW	…s/(manage)/manage/app/site-configurations/+page.svelte	424	async function saveGlobalPageVisibilitySettings() {	CODE
LOW	…s/(manage)/manage/app/site-configurations/+page.svelte	510	function parseEventDisplaySettings(value: unknown): EventDisplaySettings {	CODE
LOW	…s/(manage)/manage/app/site-configurations/+page.svelte	592	async function saveMaintenanceNotificationSettings() {	CODE
LOW	…outes/(manage)/manage/app/pages/[page_id]/+page.svelte	434	async function handleSocialPreviewUpload(event: Event): Promise<void> {	CODE
LOW	…anage)/manage/app/incidents/[incident_id]/+page.svelte	432	async function removeMonitorFromIncident(monitorTag: string) {	CODE
LOW	src/routes/(docs)/docs/docs-utils.server.ts	32	function getFirstPageSlugFromSidebar(sidebar: DocsConfig["sidebar"]): string \| null {	CODE
LOW	src/routes/(docs)/docs/docs-utils.server.ts	255	function collectVersionDocPageSlugs(version: DocsVersion): string[] {	CODE
LOW	src/routes/(docs)/docs/docs-utils.server.ts	591	export function parseMarkdownWithFrontMatter(slug: string): {	CODE

Magic Placeholder Names8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	src/routes/(docs)/docs/content/v4/incidents.md	73	-H "Authorization: Bearer YOUR_API_KEY" \	CODE
HIGH	src/routes/(docs)/docs/content/v4/incidents.md	89	-H "Authorization: Bearer YOUR_API_KEY" \	CODE
HIGH	src/routes/(docs)/docs/content/v4/monitors.md	27	-H "Authorization: Bearer YOUR_API_KEY" \	CODE
HIGH	src/routes/(docs)/docs/content/v4/configuration.md	102	RESEND_API_KEY=your-api-key	CODE
HIGH	src/routes/(docs)/docs/content/v4/api-reference.md	19	curl -H "Authorization: Bearer YOUR_API_KEY" \	CODE
HIGH	src/routes/(docs)/docs/content/v4/api-reference.md	76	-H "Authorization: Bearer YOUR_API_KEY"	CODE
HIGH	src/routes/(docs)/docs/content/v4/api-reference.md	83	-H "Authorization: Bearer YOUR_API_KEY" \	CODE
HIGH	src/routes/(docs)/docs/content/v3/environment-vars.md	145	export CLIENT_SECRET=your-api-key	CODE

Structural Annotation Overuse14 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/ss-shadcn-svelte/SKILL.md	30	### Step 1: Detect project setup	COMMENT
LOW	.agents/skills/ss-shadcn-svelte/SKILL.md	46	### Step 2: Read the component documentation	COMMENT
LOW	.agents/skills/ss-shadcn-svelte/SKILL.md	62	### Step 3: Use the right component for the job	COMMENT
LOW	…ocs)/docs/content/v4/maintenances/creating-managing.md	25	### Step 1: Start Creation {#step-1-start}	COMMENT
LOW	…ocs)/docs/content/v4/maintenances/creating-managing.md	29	### Step 2: Choose Schedule Type {#step-2-schedule-type}	COMMENT
LOW	…ocs)/docs/content/v4/maintenances/creating-managing.md	45	### Step 3: Basic Information {#step-3-basic-info}	COMMENT
LOW	…ocs)/docs/content/v4/maintenances/creating-managing.md	67	### Step 4: Schedule Configuration {#step-4-schedule}	COMMENT
LOW	…ocs)/docs/content/v4/maintenances/creating-managing.md	165	### Step 6: Affected Monitors {#step-6-monitors}	COMMENT
LOW	…ocs)/docs/content/v4/maintenances/creating-managing.md	214	### Step 7: Review and Create {#step-7-create}	COMMENT
LOW⚡	…/(docs)/docs/content/v4/getting-started/basic-setup.md	24	### Step 1: Create a new monitor {#create-new-monitor}	COMMENT
LOW⚡	…/(docs)/docs/content/v4/getting-started/basic-setup.md	33	### Step 2: Configure website check {#configure-website-check}	COMMENT
LOW⚡	…/(docs)/docs/content/v4/getting-started/basic-setup.md	43	### Step 3: Make it visible on status page {#make-monitor-visible}	COMMENT
LOW⚡	…/(docs)/docs/content/v4/getting-started/basic-setup.md	50	### Step 4: Verify {#verify-monitor}	COMMENT
LOW	…/(docs)/docs/content/v4/incidents/creating-managing.md	24	### Step 1: Basic Information {#basic-information}	COMMENT

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.dev.yml	1	# =============================================================================	COMMENT
LOW	docker-compose.yml	1	# =============================================================================	COMMENT
LOW	docker-compose.yml	41	# DATABASE_URL: sqlite://./database/kener.sqlite.db	COMMENT
LOW	docker-compose.yml	61	volumes:	COMMENT
LOW	docker-compose.yml	81	# healthcheck:	COMMENT
LOW	docker-compose.yml	101	# healthcheck:	COMMENT
LOW	knexfile.ts	21	const keepAliveEnabled = process.env.DATABASE_KEEPALIVE !== "false";	COMMENT
LOW	.github/dependabot.yml	21	prefix: "os"	COMMENT
LOW	src/hooks.ts	1	import type { Reroute } from "@sveltejs/kit";	COMMENT
LOW	src/lib/server/db/poolContext.ts	1	import { AsyncLocalStorage } from "node:async_hooks";	COMMENT
LOW	src/lib/components/Captcha.svelte	1	<script module lang="ts">	COMMENT
LOW	src/lib/components/Captcha.svelte	161	sitekey: siteKey,	COMMENT

Example Usage Blocks3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	docker-compose.dev.yml	6	# Usage:	COMMENT
LOW⚡	docker-compose.status.yml	4	# Usage:	COMMENT
LOW⚡	docker-compose.yml	4	# Usage:	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/server/tool.test.ts	336	expect(ValidateEmail("user@example.com")).toBe(true);	CODE
LOW	src/lib/server/controllers/commonController.test.ts	12	const forged = jwt.sign({ id: 1, email: "admin@example.com" }, "DUMMY_SECRET");	CODE
LOW	src/routes/(manage)/manage/app/users/+page.svelte	527	<Input id="name" type="text" placeholder="John Doe" bind:value={newUser.name} required />	CODE
LOW	src/routes/(api)/api/v4/write-parity.test.ts	67	const ADMIN_EMAIL = "admin@example.com";	CODE
LOW	src/routes/(docs)/docs/content/v3/customize-site.md	239	description: "loroem ipsum lorem ipsum"	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	9285	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE

rajnandan1/kener

Open-Source Code Quality, Security and Technical Debt Review