1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

50.9K

Stars

TypeScript

Language

932.8K

Lines of Code

5.7K

Files

1.4K

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 6.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1271 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 58 finding(s).

Agent Over-Engineering Ratio 6.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1172 finding(s).

PR Review Velocity Impact 8.2/100 · LOW

Which changes need focused human review? 1379 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 2HIGH 12MEDIUM 67LOW 1298

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 1379 distinct pattern matches across 14 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 Identifiers1122 hits · 1150 pts

Severity	File	Line	Snippet	Context
LOW	uno.config.ts	59	export function safelistAllPrimaryBackgrounds(): string[] {	CODE
LOW	uno.config.ts	69	export function safelistSettingsEntryIcons(): string[] {	CODE
LOW	evals/tts-speech-formula/eval/tasks/read-aloud/index.ts	205	export function describeFormulaSpeechTask(language: Language, readAloud: ReadAloud) {	CODE
LOW	…als/tts-speech-formula/eval/tasks/read-aloud/config.ts	166	export function defineFormulaSpeechConfig(testObject: string, options: FormulaSpeechConfigOptions = {}) {	CODE
LOW	evals/tts-speech-formula/eval/shared/telemetry.ts	27	export async function generateTextWithTelemetry(context: TaskRunContext, role: string, options: GenerateTextOptions): Pr	CODE
LOW	…formula/eval/evaluators/speech/gemini-transcription.ts	53	export function createGeminiTranscription(): TranscriptionExecutor {	CODE
LOW	…speech-formula/eval/evaluators/speech/speech-models.ts	317	export function transcriptionModelFromRun(context: MatrixModelContext, options: SpeechModelFromMatrixOptions): ModelDefi	CODE
LOW	…speech-formula/eval/evaluators/speech/speech-models.ts	322	export function transcriptionModelFromEval(context: MatrixModelContext, options: SpeechModelFromMatrixOptions): ModelDef	CODE
LOW	…speech-formula/eval/evaluators/speech/speech-models.ts	338	function resolveProviderParameters(provider: SpeechProviderDefinition, env: NodeJS.ProcessEnv): Record<string, unknown>	CODE
LOW	…speech-formula/eval/evaluators/speech/speech-models.ts	392	export function openaiSpeechFromRunContext(model: ModelDefinition): OpenAISpeechModelRuntimeConfig {	CODE
LOW	…speech-formula/eval/evaluators/speech/speech-models.ts	411	export function openaiTranscriptionFromRunContext(model: ModelDefinition): OpenAITranscriptionModelRuntimeConfig {	CODE
LOW	…speech-formula/eval/evaluators/speech/speech-models.ts	428	export function transcriptionRequestFromRunContext(model: ModelDefinition, options: { language?: string } = {}): Transcr	CODE
LOW	…airi-plugin-web-extension/src/shared/eventa-runtime.ts	65	export function createRuntimeEventaContext() {	CODE
LOW	…ents/skills/vueuse-functions/references/onLongPress.md	124	function onLongPressCallbackComponent(e: PointerEvent) {	CODE
LOW	…ents/skills/vueuse-functions/references/onLongPress.md	158	function onLongPressCallbackDirective(e: PointerEvent) {	CODE
LOW	…euse-functions/references/usePreferredReducedMotion.md	39	export declare function usePreferredReducedMotion(	CODE
LOW	…unctions/references/usePreferredReducedTransparency.md	39	export declare function usePreferredReducedTransparency(	CODE
LOW	…ls/vueuse-functions/references/useElementVisibility.md	84	function onElementVisibilityWithControls(state) {	CODE
LOW	…ls/vueuse-functions/references/createInjectionState.md	36	export function useCounterStoreWithDefaultValue() {	CODE
LOW	server/packages/server-sdk-shared/src/v2.ts	41	export function parseAuthenticateResponse(response: unknown): AuthenticateResponse {	CODE
LOW⚡	server/packages/http-error-shared/src/error.ts	53	export function createPayloadTooLargeError(message: string, errorCode = 'PAYLOAD_TOO_LARGE', details?: unknown) {	CODE
LOW⚡	server/packages/http-error-shared/src/error.ts	60	export function createTooManyRequestsError(message = 'Too many requests', details?: unknown) {	CODE
LOW⚡	server/packages/http-error-shared/src/error.ts	67	export function createPaymentRequiredError(message: string, details?: unknown) {	CODE
LOW	server/packages/http-error-shared/src/error.ts	82	export function createSubscriptionActiveError() {	CODE
LOW	server/packages/http-error-shared/src/error.ts	89	export function createServiceUnavailableError(message = 'Service Unavailable', errorCode = 'SERVICE_UNAVAILABLE', detail	CODE
LOW	server/packages/http-error-shared/src/error.ts	120	export function createGatewayTimeoutError(message = 'Gateway Timeout', details?: unknown) {	CODE
LOW	server/apps/auth/src/routes.ts	82	function forwardAuthUiProviderHint(requestUrl: string, response: Response): Response {	CODE
LOW	server/apps/auth/src/routes.ts	146	async function resolveSessionIgnoringBan(	CODE
LOW	server/apps/auth/src/routes.ts	234	function createElectronCallbackRelay(env: AuthEnv) {	CODE
LOW	server/apps/auth/src/origin.ts	65	export function resolveTrustedRequestOrigin(	CODE
LOW	server/apps/auth/src/oidc-access-token.ts	25	export function createOidcAccessTokenVerifier(publicUrl: string): VerifyOidcAccessToken {	CODE
LOW	server/apps/auth/src/social-authorization.ts	132	async function revokeGoogleAuthorization(account: SocialAccount, fetchRequest: typeof fetch): Promise<void> {	CODE
LOW	server/apps/auth/src/social-authorization.ts	162	async function revokeGitHubAuthorization(	CODE
LOW	server/apps/auth/src/social-authorization.ts	223	export function createSocialAuthorizationRevoker(	CODE
LOW	server/apps/auth/src/env.ts	10	function optionalIntegerFromString(defaultValue: number, envKey: string, minimum: number) {	CODE
LOW	server/apps/auth/src/rate-limit.ts	92	function getTrustedProxyClientAddress(c: Context<HonoEnv>, trustedProxy: RateLimitOptions['trustedProxy']): string \| und	CODE
LOW	server/apps/auth/src/auth.ts	118	function createAppleProviderConfig(	CODE
LOW	server/apps/auth/src/auth.ts	157	function buildTrustedWebRedirectUri(redirectUri: string, additionalTrustedOrigins: readonly string[]): string \| null {	CODE
LOW	server/apps/auth/src/auth.ts	174	function buildTrustedElectronRedirectUri(request: Request, redirectUri: string): string \| null {	CODE
LOW	server/apps/auth/src/auth.ts	255	export function getTrustedClientSeedSummaries(env: AuthEnv): TrustedClientSeedSummary[] {	CODE
LOW	server/apps/auth/src/auth.ts	267	export async function ensureDynamicFirstPartyRedirectUri(	CODE
LOW	server/apps/auth/src/plugins/steam.ts	96	function logTextWithoutSteamWebApiUrl(error: unknown, webApiKey: string): string {	CODE
LOW	server/apps/api/src/middlewares/rate-limit.ts	94	function getTrustedProxyClientAddress(c: Context<HonoEnv>, trustedProxy: RateLimitOptions['trustedProxy']): string \| und	CODE
LOW	server/apps/api/src/utils/origin.ts	54	export function resolveTrustedRequestOrigin(	CODE
LOW	server/apps/api/src/utils/origin.ts	90	export function resolveCheckoutRedirectBase(	CODE
LOW	server/apps/api/src/utils/observability.ts	163	export function getServerConnectionAttributes(baseUrl: string): Record<string, string \| number> {	CODE
LOW	server/apps/api/src/utils/redis-keys.ts	20	export function userChatBroadcastRedisKey(userId: string): string {	CODE
LOW	server/apps/api/src/utils/redis-keys.ts	31	export function userChatBroadcastRedisPattern(): string {	CODE
LOW	server/apps/api/src/utils/chat-broadcast.ts	84	export function createChatBroadcastMessage(	CODE
LOW	server/apps/api/src/utils/chat-broadcast.ts	106	export function parseChatBroadcastMessage(raw: string): ChatBroadcastMessage {	CODE
LOW	server/apps/api/src/otel/gauges/ws-online-users.ts	24	export function registerWsOnlineUsersGauge(	CODE
LOW	server/apps/api/src/libs/ws-auth.ts	56	export function createUnauthorizedWsEvents(): WSEvents {	CODE
LOW	server/apps/api/src/libs/env.ts	42	function optionalIntegerFromString(defaultValue: number, envKey: string, minimum: number) {	CODE
LOW	server/apps/api/src/libs/tests/redis-stream-groups.ts	51	export function createStreamGroupTestRedis(): Redis {	CODE
LOW	server/apps/api/src/routes/chat-ws/broadcast.ts	47	export function createChatBroadcastCoordinator(options: ChatBroadcastCoordinatorOptions): ChatBroadcastCoordinator {	CODE
LOW	…ver/apps/api/src/routes/chat-ws/connection-registry.ts	32	export function createChatConnectionRegistry(): ChatConnectionRegistry {	CODE
LOW	…pps/api/src/routes/chat-ws/v2/unauthenticated-peers.ts	15	export function createChatWsUnauthenticatedPeerLimit(maximumConnections: number): ChatWsUnauthenticatedPeerLimit {	CODE
LOW	server/apps/api/src/routes/chat-ws/v2/index.ts	69	function releaseUnauthenticatedSlot(): void {	CODE
LOW	server/apps/api/src/routes/flux/route.test.ts	19	function createMockFluxTransactionService(): FluxTransactionService {	CODE
LOW	server/apps/api/src/routes/character-cards/index.ts	10	export function createCharacterCardRoutes(characterCardService: CharacterCardService) {	CODE
1062 more matches not shown…

Decorative Section Separators50 hits · 152 pts

Severity	File	Line	Snippet	Context
MEDIUM	…minecraft/src/cognitive/conscious/map-renderer.test.ts	6	// ─── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…minecraft/src/cognitive/conscious/map-renderer.test.ts	48	// ─── Tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	5	// ─── Types ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	35	// ─── Block Category Classification ──────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	118	// ─── Block Name → Category Mapping ──────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	195	// ─── Entity Classification ──────────────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	269	// ─── Surface Finding ────────────────────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	296	// ─── Renderers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…ions/minecraft/src/cognitive/conscious/map-renderer.ts	522	// ─── Public API ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/stage-ui/src/composables/use-analytics.ts	236	// analytics module — both surfaces feed one OpenPanel series) ───────────	COMMENT
MEDIUM⚡	packages/stage-ui/src/composables/use-analytics.ts	973	// ─── Voice clone (custom TTS voice) ──────────────────────────────────	COMMENT
MEDIUM⚡	packages/stage-ui/src/composables/use-analytics.ts	981	// ─── Device pairing / channel (Electron / Tamagotchi) ─────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	426	// ─── Conversation action events ─────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	536	// ─── STT events ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	583	// ─── Feedback and community triage events ────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	607	// ─── PTT events ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	621	// ─── TTS selection events ────────────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	775	// ─── AIRI card (ccv3 character card) events ──────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	807	// ─── App lifecycle ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	815	// ─── Feature usage / retention ───────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	847	// ─── Monetization (client side) ──────────────────────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	896	// ─── Data maintenance (churn-precursor signals) ──────────────────────	COMMENT
MEDIUM	packages/stage-ui/src/composables/use-analytics.ts	915	// ─── Desktop (Electron / Tamagotchi) differentiators ─────────────────	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	12	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	17	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	80	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	82	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	136	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	138	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	160	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	162	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	270	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	272	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	326	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	328	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	374	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	376	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	412	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	417	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	474	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	476	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	514	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	516	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	566	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/i18n/glossary/terms.yaml	568	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	services/computer-use-mcp/src/support-matrix.ts	52	// ── Workflow lane ──────────────────────────────────────────────────────	COMMENT
MEDIUM	services/computer-use-mcp/src/support-matrix.ts	117	// ── Browser lane ───────────────────────────────────────────────────────	COMMENT
MEDIUM	services/computer-use-mcp/src/support-matrix.ts	150	// ── Desktop/native lane ────────────────────────────────────────────────	COMMENT
MEDIUM	services/computer-use-mcp/src/support-matrix.ts	212	// ── Terminal lane ───────────────────────────────────────────────────────	COMMENT
MEDIUM	services/computer-use-mcp/src/support-matrix.ts	324	// ── Handoff lane ───────────────────────────────────────────────────────	COMMENT

Over-Commented Block115 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	uno.config.ts	21	// ]	COMMENT
LOW	evals/tts-speech-formula/eval/tasks/read-aloud/index.ts	281	})	COMMENT
LOW	…ts/skills/vueuse-functions/references/useChangeCase.md	21		COMMENT
LOW	server/apps/auth/src/origin.ts	81	}	COMMENT
LOW	server/apps/auth/src/auth.ts	461	bearer(),	COMMENT
LOW	server/apps/auth/src/auth.ts	501		COMMENT
LOW	server/apps/auth/src/auth.ts	581	},	COMMENT
LOW	server/apps/auth/src/auth.ts	621	},	COMMENT
LOW	server/apps/auth/src/auth.ts	641	//	COMMENT
LOW	server/apps/auth/src/auth.ts	681	socialProviders: {	COMMENT
LOW	server/apps/auth/src/auth.ts	701	mapProfileToUser: profile => ({	COMMENT
LOW	server/apps/auth/src/auth.ts	761	url.searchParams.set('error', 'auth_failed')	COMMENT
LOW	server/apps/api/instrumentation.ts	41	import { NodeSDK } from '@opentelemetry/sdk-node'	COMMENT
LOW	server/apps/api/instrumentation.ts	81	// Head-based sampling. Metrics are always 100% accurate regardless.	COMMENT
LOW	server/apps/api/src/utils/observability.ts	101	export const METRIC_AIRI_GEN_AI_STREAM_INTERRUPTED = 'airi.gen_ai.stream.interrupted'	COMMENT
LOW	server/apps/api/src/utils/observability.ts	121	// subscriber_state — Pub/Sub subscriber lifecycle transitions. Labels: state	COMMENT
LOW	server/apps/api/src/utils/tests/chat-broadcast.test.ts	81	},	COMMENT
LOW	server/apps/api/src/libs/tests/ws-auth.test.ts	1	import { describe, expect, it, vi } from 'vitest'	COMMENT
LOW	server/apps/api/src/routes/openai/v1/route.test.ts	1761	it('should return 401 when unauthenticated', async () => {	COMMENT
LOW	…pps/api/src/services/adapters/config-kv/definitions.ts	281	// A fraction fails the database write, and an unsafe integer loses precision.	COMMENT
LOW	…pps/api/src/services/adapters/config-kv/definitions.ts	301	// Server-side alias resolution for `model: 'auto'` in /chat/completions and	COMMENT
LOW	…/services/domain/billing/tests/billing-service.test.ts	61	it('is idempotent across retries with the same requestId', async () => {	COMMENT
LOW	integrations/telegram-bot/src/bots/telegram/index.ts	181	// // Create a new abort controller for this loop execution	COMMENT
LOW	integrations/telegram-bot/src/models/chat-message.ts	201	return [	COMMENT
LOW	integrations/telegram-bot/src/models/chat-message.ts	221	const repliedMessageIDsSubset = relevantMessagesContext.map(msgs => msgs.filter(m => m.is_reply).map(m => m.reply_to	COMMENT
LOW	…ive/perception/events/definitions/fall-tracker.test.ts	1	import { describe, expect, it } from 'vitest'	COMMENT
LOW	integrations/minecraft/src/skills/actions/inventory.ts	241	// const items = await mineflayer.bot.inventory.items()	COMMENT
LOW	…hi-godot/tests/stage-tamagotchi-godot.tests/Program.cs	1	using System;	COMMENT
LOW	engines/stage-tamagotchi-godot/scripts/StageRoot.cs	1	using System;	COMMENT
LOW	…/stage-tamagotchi-godot/scripts/vrm/VrmAvatarLoader.cs	1	using System;	COMMENT
LOW	…amagotchi-godot/scripts/transport/StageViewPayloads.cs	121		COMMENT
LOW	…tage-tamagotchi-godot/scripts/transport/StageBridge.cs	1	using System;	COMMENT
LOW	…tage-tamagotchi-godot/scripts/transport/StageBridge.cs	41	/// <summary>	COMMENT
LOW	…tage-tamagotchi-godot/scripts/transport/StageBridge.cs	61	/// Use when:	COMMENT
LOW	…tage-tamagotchi-godot/scripts/transport/StageBridge.cs	101	}	COMMENT
LOW	…ge-tamagotchi-godot/scripts/transport/StageEnvelope.cs	1	using System.Text.Json;	COMMENT
LOW	…-tamagotchi-godot/scripts/visuals/StageVisualPreset.cs	1	using System;	COMMENT
LOW	…-tamagotchi-godot/scripts/visuals/StageVisualPreset.cs	101	private static readonly Color StageBackgroundColor = new(0.015f, 0.014f, 0.018f, 1.0f);	COMMENT
LOW	…godot/scripts/visuals/StageEnvironmentAssetResolver.cs	1	using System.IO;	COMMENT
LOW	…godot/scripts/visuals/StageEnvironmentAssetResolver.cs	21	"stage-ui-three",	COMMENT
LOW	…tamagotchi-godot/scripts/scene/StageSceneController.cs	1	using System;	COMMENT
LOW	scripts/build-airi-docs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…s/src/pages/settings/account/account-settings-page.vue	301	if (setPasswordLoading.value \|\| !email)	COMMENT
LOW	…stage-shared/src/screen-ambient-light/sampling.test.ts	61	//	COMMENT
LOW	…ges/stage-shared/src/presence-bubble/placement.test.ts	61		COMMENT
LOW	…rc/plugin-host/runtimes/shared/services/permissions.ts	81	for (const requestedSpec of requested) {	COMMENT
LOW	…rc/plugin-host/runtimes/shared/services/permissions.ts	101	// - requestedSpec.key = 'plugin.api.users'	COMMENT
LOW	…rc/plugin-host/runtimes/shared/services/permissions.ts	201	for (const spec of list) {	COMMENT
LOW	…-tamagotchi-browser/src/vishot-mockup-desktop-vue.d.ts	1	import type { Component } from 'vue'	COMMENT
LOW	packages/stage-ui/vite.config.ts	41	],	COMMENT
LOW	…ui/src/composables/use-linked-accounts.browser.test.ts	61	describe('useLinkedAccounts after a handoff the runtime blocks', () => {	COMMENT
LOW	…tores/providers/provider-model-catalog.browser.test.ts	141	expect(traffic).not.toHaveBeenCalledWith(expect.objectContaining({	COMMENT
LOW	packages/stage-ui/src/stores/mods/api/context-bridge.ts	921	// experience, we should discover and find either a leader election or distributed lock solution to	COMMENT
LOW	…tores/mods/api/context-bridge.contract.browser.test.ts	721	// ROOT CAUSE:	COMMENT
LOW	…ages/stage-ui/src/stores/modules/consciousness.test.ts	101	expect(store.activeTemperature).toBeUndefined()	COMMENT
LOW	packages/stage-ui/src/stores/modules/artistry.test.ts	21	const artistryStore = useArtistryStore()	COMMENT
LOW	…bs/providers/providers/provider-settings-pages.test.ts	21	// NOTICE:	COMMENT
LOW	packages/stage-ui/src/libs/chat-sync/ws-client.test.ts	121	expect(mapStatus('CLOSED', false)).toBe('idle')	COMMENT
LOW	packages/stage-ui/src/libs/chat-sync/ws-client.test.ts	181	// post-connect authenticate invoke.	COMMENT
LOW	packages/stage-ui/src/libs/chat-sync/ws-client.ts	341	//	COMMENT
55 more matches not shown…

Cross-Language Confusion (JS/TS)12 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	services/computer-use-mcp/src/runtime-probes.ts	124	print(AXIsProcessTrusted() ? "granted" : "missing")	CODE
HIGH	services/computer-use-mcp/src/runtime-probes.ts	158	print(CGPreflightScreenCaptureAccess() ? "granted" : "missing")	CODE
HIGH	services/computer-use-mcp/src/bin/demo-hello-world.ts	81	print("Hello World! 🌍")	CODE
HIGH	services/computer-use-mcp/src/bin/demo-hello-world.ts	82	print("This project was created by AIRI computer-use-mcp terminal_exec tool.")	CODE
HIGH	services/computer-use-mcp/src/executors/macos-local.ts	210	print(String(data: data, encoding: .utf8)!)	CODE
HIGH	services/computer-use-mcp/src/executors/macos-local.ts	294	print("{}")	CODE
HIGH	services/computer-use-mcp/src/executors/macos-local.ts	362	print("{}")	CODE
HIGH	services/computer-use-mcp/src/executors/macos-local.ts	396	print("{}")	CODE
HIGH	services/computer-use-mcp/src/executors/macos-local.ts	438	print("{}")	CODE
HIGH	services/computer-use-mcp/src/display/enumerate.ts	103	print(String(data: data, encoding: .utf8)!)	CODE
HIGH	services/computer-use-mcp/src/accessibility/ax-tree.ts	168	print(String(data: data, encoding: .utf8)!)	CODE
HIGH	services/computer-use-mcp/src/accessibility/ax-tree.ts	182	print(String(data: data, encoding: .utf8)!)	CODE

Fake / Example Data44 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/vueuse-functions/references/useFuse.md	37	'John Doe',	CODE
LOW	.agents/skills/vueuse-functions/references/useFuse.md	38	'Jane Doe',	CODE
LOW	.agents/skills/vueuse-functions/references/useFuse.md	50	* { "item": "John Doe", "index": 1 }	COMMENT
LOW	.agents/skills/vueuse-functions/references/useFuse.md	52	* { "item": "Jane Doe", "index": 2 }	COMMENT
LOW	…-practices/references/perf-v-once-v-memo-directives.md	62	const companyName = 'Acme Corp'	CODE
LOW	…ctices/reference/testing-vitest-recommended-for-vue.md	129	props: { name: 'John Doe' }	CODE
LOW	…ctices/reference/testing-vitest-recommended-for-vue.md	132	expect(screen.getByText('John Doe')).toBeInTheDocument()	CODE
LOW	…ctices/reference/testing-e2e-playwright-recommended.md	98	await page.getByLabel('Email').fill('user@example.com')	CODE
LOW	…ctices/reference/testing-e2e-playwright-recommended.md	197	await loginPage.login('user@example.com', 'password123')	CODE
LOW	server/apps/auth/src/tests/routes-check-email.test.ts	58	const response = await app.request('/api/auth/check-email', { method: 'POST', body: JSON.stringify({ email: 'user@ex	CODE
LOW	server/apps/auth/src/tests/auth.test.ts	352	email: 'user@example.com',	CODE
LOW	server/apps/auth/src/tests/social-authorization.test.ts	296	email: 'user@example.com',	CODE
LOW	…ver/apps/auth/src/tests/routes-oidc-token-auth.test.ts	30	email: 'user@example.com',	CODE
LOW	server/apps/auth/src/tests/account-deletion.test.ts	71	const credentials = { email: 'user@example.com', password: 'correct-horse-battery' }	CODE
LOW	server/apps/auth/src/tests/oidc-jwt-bearer.test.ts	29	email: 'user@example.com',	CODE
LOW	server/apps/api/src/libs/tests/env.test.ts	71	TEST_AUTH_USER_EMAIL: 'admin@example.com',	CODE
LOW	server/apps/api/src/libs/tests/env.test.ts	76	expect(env.TEST_AUTH_USER_EMAIL).toBe('admin@example.com')	CODE
LOW	server/apps/api/src/libs/tests/request-auth.test.ts	32	email: 'user@example.com',	CODE
LOW	…tings/airi-card/components/card-detail.browser.test.ts	44	props: { cardId: 'placeholder', initialTab: 'history' },	CODE
LOW	packages/plugin-sdk/src/plugin-host/hosted-kits.test.ts	537	const methods = Object.defineProperty({ read: () => 'placeholder' }, 'read', {	CODE
LOW	packages/stage-ui/src/stores/auth.test.ts	57	email: 'user@example.com',	CODE
LOW	packages/stage-ui/src/stores/providers/provider.test.ts	39	email: 'user@example.com',	CODE
LOW	…ge-ui/src/stores/modules/airi-card-inheritance.test.ts	307	email: 'user@example.com',	CODE
LOW	…ge-ui/src/stores/modules/airi-card-inheritance.test.ts	354	email: 'user@example.com',	CODE
LOW	…ge-ui/src/stores/modules/airi-card-inheritance.test.ts	409	email: 'user@example.com',	CODE
LOW	packages/stage-ui/src/stores/modules/speech.test.ts	29	email: 'user@example.com',	CODE
LOW	…ges/stage-ui/src/components/form/input/input.story.vue	8	const emailValue = ref('user@example.com')	CODE
LOW	…i/src/components/form/field/field-input-text.story.vue	7	const emailValue = ref('user@example.com')	CODE
LOW	…nts/scenarios/settings/settings-search-field.story.vue	18	<Variant id="placeholder" title="In a row of filters">	CODE
LOW	…rc/components/scenarios/settings/microphone-picker.vue	103	:placeholder="placeholder"	CODE
LOW	…components/scenarios/chat/components/history.story.vue	141	content: `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam dapibus risus quis ipsum mattis tristique. In	CODE
LOW	…components/scenarios/chat/components/history.story.vue	141	content: `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam dapibus risus quis ipsum mattis tristique. In	CODE
LOW	…components/scenarios/chat/components/history.story.vue	155	{ type: 'text', text: `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam dapibus risus quis ipsum matti	CODE
LOW	…components/scenarios/chat/components/history.story.vue	155	{ type: 'text', text: `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam dapibus risus quis ipsum matti	CODE
LOW	…ponents/scenarios/providers/provider-api-key-input.vue	32	:placeholder="placeholder"	CODE
LOW	…ges/official-provider-speech-streaming.browser.test.ts	23	email: 'user@example.com',	CODE
LOW	…ntrols-island/controls-island-overflow.browser.test.ts	313	email: 'user@example.com',	CODE
LOW	…ntrols-island/controls-island-overflow.browser.test.ts	323	email: 'user@example.com',	CODE
LOW	…s/computer-use-mcp/src/bin/e2e-airi-discord-agentic.ts	356	\|\| normalized.includes('placeholder')	CODE
LOW	…s/computer-use-mcp/src/bin/e2e-airi-discord-agentic.ts	994	placeholder: textarea.getAttribute('placeholder'),	CODE
LOW	…omputer-use-mcp/src/bin/e2e-airi-discord-observable.ts	308	\|\| normalized.includes('placeholder')	CODE
LOW	…s/computer-use-mcp/src/bin/e2e-airi-chat-observable.ts	762	placeholder: textarea.getAttribute('placeholder'),	CODE
LOW	…ces/computer-use-mcp/src/transcript/transcript.test.ts	533	it('projected messages never contain synthetic fake-user compaction records', () => {	CODE
LOW	services/computer-use-mcp/src/utils/env-file.ts	22	'placeholder',	CODE

Modern AI Meta-Vocabulary14 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kills/pnpm/references/features-global-virtual-store.md	35	## Git worktrees for multi-agent development	COMMENT
MEDIUM	integrations/telegram-bot/README.md	67	EMBEDDING_MODEL='nomic-embed-text' # embedding model	CODE
MEDIUM	integrations/minecraft/README.md	195	│ │ ├── brain.ts # Core reasoning loop/orchestration	CODE
MEDIUM⚡	.github/workflows/copilot-labels.yml	1	# This workflow replaces pr-triage.md (the agentic prompt and configuration)	COMMENT
MEDIUM⚡	.github/workflows/copilot-labels.yml	3	# The agentic workflow returned model_not_supported, while direct Copilot	COMMENT
MEDIUM	.github/agents/agentic-workflows.agent.md	33	- Configuration: https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/github-agentic-workflows.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	55	Prompt file: https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/create-agentic-workflow.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	65	Prompt file: https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/update-agentic-workflow.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	75	Prompt file: https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/debug-agentic-workflow.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	85	Prompt file: https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/upgrade-agentic-workflows.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	105	Prompt file: https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/create-shared-agentic-workflow.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	144	# Initialize repository for agentic workflows	COMMENT
MEDIUM	.github/agents/agentic-workflows.agent.md	172	- Always reference the instructions file at https://github.com/github/gh-aw/blob/v0.66.1/.github/aw/github-agentic-workf	CODE
MEDIUM	services/computer-use-mcp/FEASIBILITY.md	25	### 2. The service now exposes a tool-first desktop orchestration surface	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…omponents/scenarios/settings/model-settings/live2d.vue	124	\|\| (props.live2dContext !== undefined && !props.live2dContext.expressions.definitions.value.has(expression.name)),	CODE
CRITICAL	…amagotchi/src/main/services/airi/plugins/index.test.ts	2609	const setCookie = sessionMock.defaultSession.cookies.set.mock.calls.at(0)?.[0] as { name: string, value: string } \|	CODE

Structural Annotation Overuse8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/simple-english/SKILL.md	45	## Step 1: Classify the Text	COMMENT
LOW	.agents/skills/pnpm/references/features-patches.md	12	### Step 1: Initialize Patch	COMMENT
LOW	.agents/skills/pnpm/references/features-patches.md	27	### Step 2: Edit Files	COMMENT
LOW	.agents/skills/pnpm/references/features-patches.md	36	### Step 3: Commit Patch	COMMENT
LOW	integrations/minecraft/src/skills/crafting.ts	133	// Step 1: Try to craft without a crafting table	COMMENT
LOW	integrations/minecraft/src/skills/crafting.ts	196	// Step 2: Find and use a crafting table	COMMENT
LOW	…ces/computer-use-mcp/src/transcript/transcript.test.ts	159	// Step 1: user + assistant + tool	COMMENT
LOW	…ces/computer-use-mcp/src/transcript/transcript.test.ts	170	// Step 2: simulate delta-only append (only new messages from this step)	COMMENT

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	integrations/telegram-bot/src/llm/photo.ts	67	// TODO: implement this for photo searching	COMMENT
LOW	integrations/telegram-bot/src/llm/sticker.ts	80	// TODO: implement this for sticker searching	COMMENT
LOW	…es/plugin-sdk/src/channels/local/event-target/index.ts	16	// TODO: implement actual event target based host channel	COMMENT
LOW	…es/plugin-sdk/src/channels/local/event-target/index.ts	49	// TODO: implement actual event target based data channel	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	integrations/minecraft/src/skills/crafting.ts	133	// Step 1: Try to craft without a crafting table	COMMENT
LOW	integrations/minecraft/src/skills/crafting.ts	196	// Step 2: Find and use a crafting table	COMMENT
LOW	…ces/computer-use-mcp/src/transcript/transcript.test.ts	159	// Step 1: user + assistant + tool	COMMENT
LOW	…ces/computer-use-mcp/src/transcript/transcript.test.ts	170	// Step 2: simulate delta-only append (only new messages from this step)	COMMENT

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.github/workflows/copilot-labels.yml	5	# This file contains the classification prompt, direct CLI call, label validation,	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/core-agent/src/runtime/response-categoriser.ts	228	// Fallback for filterToSpeech - uses rehype for robust incomplete tag detection	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	apps/stage-tamagotchi/ai.moeru.airi.flatpak.yml	71	# dangerously and need an immediate workaround, you can try using --no-sandbox.	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	services/computer-use-mcp/src/bin/runner.ts	22	async function handleRequest(request: RunnerRequest) {	CODE

moeru-ai/airi

Open-Source Code Quality, Security and Technical Debt Review