1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.9K

Stars

TypeScript

Language

343.4K

Lines of Code

1.6K

Files

344

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 3.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 159 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.1/100 · LOW

Are imports declared and package/API names verified? 180 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 52 finding(s).

PR Review Velocity Impact 6.2/100 · LOW

Which changes need focused human review? 344 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 8HIGH 0MEDIUM 11LOW 325

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 344 distinct pattern matches across 13 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 Data172 hits · 206 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/types/pal.ts	260	"placeholder": "e.g., Medieval fantasy kingdom",	CODE
LOW⚡	src/types/pal.ts	267	"placeholder": "e.g., Royal castle throne room",	CODE
LOW⚡	src/types/pal.ts	274	"placeholder": "e.g., Wise wizard advisor",	CODE
LOW⚡	src/types/pal.ts	281	"placeholder": "e.g., Young adventurer",	CODE
LOW⚡	src/types/pal.ts	288	"placeholder": "e.g., Seeking advice before a dangerous quest",	CODE
LOW⚡	src/types/pal.ts	295	"placeholder": "e.g., Epic fantasy, lighthearted adventure",	CODE
LOW	src/locales/zh.json	468	"placeholder": "在此输入聊天模板...",	CODE
LOW	src/locales/zh.json	473	"placeholder": "添加新停止词"	CODE
LOW⚡	src/locales/zh.json	568	"placeholder": "例如：摘要、角色扮演等。"	CODE
LOW⚡	src/locales/zh.json	572	"placeholder": "您希望看到哪些新功能？"	CODE
LOW⚡	src/locales/zh.json	576	"placeholder": "如果您有其他想法，请随时分享。"	CODE
LOW	src/locales/zh.json	589	"placeholder": "您的电子邮件地址"	CODE
LOW	src/locales/zh.json	973	"placeholder": "选择模型"	CODE
LOW	src/locales/zh.json	977	"placeholder": "描述此 Pal 的角色、目的或场景..."	CODE
LOW	src/locales/zh.json	989	"placeholder": "你是一个乐于助人的助手"	CODE
LOW	src/locales/ms.json	468	"placeholder": "Masukkan templat sembang anda di sini...",	CODE
LOW	src/locales/ms.json	473	"placeholder": "Tambah perkataan henti baharu"	CODE
LOW⚡	src/locales/ms.json	568	"placeholder": "cth., meringkaskan, main peranan, dll."	CODE
LOW⚡	src/locales/ms.json	572	"placeholder": "Ciri apa yang anda mahu lihat?"	CODE
LOW⚡	src/locales/ms.json	576	"placeholder": "Kongsi pemikiran lain yang anda ada."	CODE
LOW	src/locales/ms.json	589	"placeholder": "Alamat emel anda"	CODE
LOW	src/locales/ms.json	973	"placeholder": "Pilih model"	CODE
LOW	src/locales/ms.json	977	"placeholder": "Terangkan peranan, tujuan, atau senario untuk Pal ini..."	CODE
LOW	src/locales/ms.json	989	"placeholder": "Anda adalah pembantu yang membantu"	CODE
LOW	src/locales/ja.json	468	"placeholder": "チャットテンプレートをここに入力...",	CODE
LOW	src/locales/ja.json	473	"placeholder": "新しいストップワードを追加"	CODE
LOW⚡	src/locales/ja.json	568	"placeholder": "例：要約、ロールプレイなど"	CODE
LOW⚡	src/locales/ja.json	572	"placeholder": "追加してほしい機能をお知らせください"	CODE
LOW⚡	src/locales/ja.json	576	"placeholder": "その他のご感想やアイデアをぜひお聞かせください"	CODE
LOW	src/locales/ja.json	589	"placeholder": "メールアドレス"	CODE
LOW	src/locales/ja.json	973	"placeholder": "モデルを選択"	CODE
LOW	src/locales/ja.json	977	"placeholder": "このPalの役割、目的、シナリオを説明してください..."	CODE
LOW	src/locales/ja.json	989	"placeholder": "あなたは役立つアシスタントです"	CODE
LOW	src/locales/de.json	468	"placeholder": "Chatvorlage hier eingeben...",	CODE
LOW	src/locales/de.json	473	"placeholder": "Neues Stopwort hinzufügen"	CODE
LOW⚡	src/locales/de.json	568	"placeholder": "z.b. zur Zusammenfassung, für Rollenspiele, etc."	CODE
LOW⚡	src/locales/de.json	572	"placeholder": "Welche Funktion würden Sie gerne sehen wollen?"	CODE
LOW⚡	src/locales/de.json	576	"placeholder": "Teilen Sie ihre weiteren Gedanken mit."	CODE
LOW	src/locales/de.json	589	"placeholder": "Ihre E-Mail-Adresse"	CODE
LOW	src/locales/de.json	983	"placeholder": "Modell auswählen"	CODE
LOW	src/locales/de.json	987	"placeholder": "Beschreib die Rolle, Zweck, oder Szenario für diesen Pal..."	CODE
LOW	src/locales/de.json	999	"placeholder": "Du bist ein hilfsbereiter Assistent"	CODE
LOW	src/locales/ru.json	452	"placeholder": "Выбрать модель"	CODE
LOW	src/locales/ru.json	456	"placeholder": "Опишите роль, цель или сценарий для этого Pal..."	CODE
LOW	src/locales/ru.json	468	"placeholder": "Вы полезный ассистент"	CODE
LOW⚡	src/locales/ru.json	782	"placeholder": "напр., суммаризация, ролевая игра и т.д."	CODE
LOW⚡	src/locales/ru.json	786	"placeholder": "Чего вам не хватает в приложении?"	CODE
LOW⚡	src/locales/ru.json	790	"placeholder": "Поделитесь любыми другими мыслями или пожеланиями."	CODE
LOW	src/locales/ru.json	803	"placeholder": "Ваш Email"	CODE
LOW	src/locales/ru.json	986	"placeholder": "Введите шаблон чата...",	CODE
LOW	src/locales/ru.json	991	"placeholder": "Добавить стоп-слово"	CODE
LOW	src/locales/pl.json	447	"placeholder": "Dodaj nowe słowo wykluczające"	CODE
LOW	src/locales/pl.json	455	"placeholder": "Wprowadź tutaj szablon czatu...",	CODE
LOW	src/locales/pl.json	548	"placeholder": "Twój adres e-mail"	CODE
LOW⚡	src/locales/pl.json	562	"placeholder": "np. streszczanie, odgrywanie ról itp."	CODE
LOW⚡	src/locales/pl.json	566	"placeholder": "Jakie funkcje chcesz zobaczyć?"	CODE
LOW⚡	src/locales/pl.json	570	"placeholder": "Podziel się wszelkimi innymi przemyśleniami, jakie przyjdą Ci do głowy."	CODE
LOW	src/locales/pl.json	949	"placeholder": "Wybierz model"	CODE
LOW	src/locales/pl.json	953	"placeholder": "Opisz rolę, przeznaczenie lub scenariusz dla tego kumpla..."	CODE
LOW	src/locales/pl.json	965	"placeholder": "Jesteś pomocnym asystentem"	CODE
112 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ns/ModelsScreen/ModelCard/__tests__/ModelCard.test.tsx	670	l10n.en.models.modelCapabilities.mtp.replace(	CODE
CRITICAL	src/store/__tests__/PurchaseStore.pipeline.test.ts	470	return h.api.refresh.mock.calls.at(-1)![2];	CODE
CRITICAL	src/store/__tests__/PurchaseStore.pipeline.test.ts	1531	const palFetches = h.store.fetchProducts.mock.calls.filter(	CODE
CRITICAL	src/store/__tests__/PurchaseStore.recover.test.ts	630	expect(h.api.refresh.mock.calls.at(-1)![2][PAL_ID].purchaseRef).toBe(	CODE
CRITICAL	src/store/__tests__/PurchaseStore.plus.test.ts	165	h.storage.setItem.mock.calls.filter(([key]) => key === PLUS_KEY),	CODE
CRITICAL	src/store/__tests__/PurchaseStore.plus.test.ts	338	h.storage.getItem.mock.calls.filter(([key]) => key === PLUS_KEY),	CODE
CRITICAL	src/store/__tests__/PurchaseStore.plus.test.ts	968	h.store.fetchProducts.mock.calls.filter(([ids]) =>	CODE
CRITICAL	src/store/__tests__/PurchaseStore.plus.test.ts	1035	h.store.fetchProducts.mock.calls.some(([ids]) =>	CODE

Verbosity Indicators33 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW⚡	.github/workflows/release.yml	60	# Step 2: Set up JDK 17	COMMENT
LOW⚡	.github/workflows/release.yml	67	# Step 3: Set up Node.js	COMMENT
LOW⚡	.github/workflows/release.yml	74	# Step 4: Install dependencies using Yarn	COMMENT
LOW⚡	.github/workflows/release.yml	99	# Step 5: Set up Ruby and Bundler	COMMENT
LOW⚡	.github/workflows/release.yml	106	# Step 6: Combined version bump	COMMENT
LOW⚡	.github/workflows/release.yml	111	# Step 7: Commit and push version changes	COMMENT
LOW⚡	.github/workflows/release.yml	125	# Step 8: Set up Android Keystore	COMMENT
LOW⚡	.github/workflows/release.yml	131	# Step 9: Authenticate to Google Cloud	COMMENT
LOW⚡	.github/workflows/release.yml	289	# Step 2: Set up Node.js	COMMENT
LOW⚡	.github/workflows/release.yml	296	# Step 3: Install dependencies using Yarn	COMMENT
LOW⚡	.github/workflows/release.yml	300	# Step 4: Set up Ruby and Bundler	COMMENT
LOW⚡	.github/workflows/release.yml	307	# Step 5: Install CocoaPods dependencies	COMMENT
LOW⚡	.github/workflows/release.yml	312	# Step 6: Create Env.xcconfig	COMMENT
LOW	.github/workflows/release.yml	45	# Step 1: Checkout the code	COMMENT
LOW	.github/workflows/release.yml	248	# Step 11: Create GitHub Release with APK	COMMENT
LOW	.github/workflows/release.yml	277	# Step 1: Select the default Xcode shipped on macOS 26.	COMMENT
LOW	.github/workflows/release.yml	323	# Step 7: Create .env file	COMMENT
LOW	.github/workflows/release.yml	347	# Step 8: Build and upload iOS app to TestFlight	COMMENT
LOW	.github/workflows/release.yml	361	# Step 9: Extract iOS version info for dSYM artifact naming	COMMENT
LOW	.github/workflows/release.yml	372	# Step 10: Retain dSYM as a workflow artifact for crash symbolication (FOU-86)	COMMENT
LOW	.github/workflows/ci.yml	57	# Step 1: Check out the repository	COMMENT
LOW⚡	.github/workflows/ci.yml	68	# Step 2: Set up Node.js environment	COMMENT
LOW⚡	.github/workflows/ci.yml	78	# Step 3: Install dependencies and iOS Pods	COMMENT
LOW⚡	.github/workflows/ci.yml	82	# Step 4: Validate l10n files	COMMENT
LOW⚡	.github/workflows/ci.yml	91	# Step 5: Run linters (ESLint)	COMMENT
LOW⚡	.github/workflows/ci.yml	95	# Step 5: Run TypeScript type checks	COMMENT
LOW⚡	.github/workflows/ci.yml	99	# Step 6: Run unit tests (Jest)	COMMENT
LOW	e2e/scripts/memory-profile.sh	97	# Step 1: Build (unless skipped)	COMMENT
LOW	e2e/scripts/memory-profile.sh	108	# Step 2: Run memory profile E2E spec	COMMENT
LOW	e2e/scripts/memory-profile.sh	124	# Step 3: Compare with baseline (if provided)	COMMENT
LOW	…c/hooks/__tests__/useChatSession.assistantTurn.test.ts	890	// Step 0: invoke calculate. Step 1: invoke datetime. Step 2: final	COMMENT
LOW⚡	src/services/agent/__tests__/AgentRunner.test.ts	801	// Step 0: model emits marker, parsed tool_calls arrive →	COMMENT
LOW⚡	src/services/agent/__tests__/AgentRunner.test.ts	803	// Step 1: model emits marker again in the follow-up content.	COMMENT

Structural Annotation Overuse33 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW⚡	.github/workflows/release.yml	60	# Step 2: Set up JDK 17	COMMENT
LOW⚡	.github/workflows/release.yml	67	# Step 3: Set up Node.js	COMMENT
LOW⚡	.github/workflows/release.yml	74	# Step 4: Install dependencies using Yarn	COMMENT
LOW⚡	.github/workflows/release.yml	99	# Step 5: Set up Ruby and Bundler	COMMENT
LOW⚡	.github/workflows/release.yml	106	# Step 6: Combined version bump	COMMENT
LOW⚡	.github/workflows/release.yml	111	# Step 7: Commit and push version changes	COMMENT
LOW⚡	.github/workflows/release.yml	125	# Step 8: Set up Android Keystore	COMMENT
LOW⚡	.github/workflows/release.yml	131	# Step 9: Authenticate to Google Cloud	COMMENT
LOW⚡	.github/workflows/release.yml	289	# Step 2: Set up Node.js	COMMENT
LOW⚡	.github/workflows/release.yml	296	# Step 3: Install dependencies using Yarn	COMMENT
LOW⚡	.github/workflows/release.yml	300	# Step 4: Set up Ruby and Bundler	COMMENT
LOW⚡	.github/workflows/release.yml	307	# Step 5: Install CocoaPods dependencies	COMMENT
LOW⚡	.github/workflows/release.yml	312	# Step 6: Create Env.xcconfig	COMMENT
LOW	.github/workflows/release.yml	45	# Step 1: Checkout the code	COMMENT
LOW	.github/workflows/release.yml	248	# Step 11: Create GitHub Release with APK	COMMENT
LOW	.github/workflows/release.yml	277	# Step 1: Select the default Xcode shipped on macOS 26.	COMMENT
LOW	.github/workflows/release.yml	323	# Step 7: Create .env file	COMMENT
LOW	.github/workflows/release.yml	347	# Step 8: Build and upload iOS app to TestFlight	COMMENT
LOW	.github/workflows/release.yml	361	# Step 9: Extract iOS version info for dSYM artifact naming	COMMENT
LOW	.github/workflows/release.yml	372	# Step 10: Retain dSYM as a workflow artifact for crash symbolication (FOU-86)	COMMENT
LOW	.github/workflows/ci.yml	57	# Step 1: Check out the repository	COMMENT
LOW⚡	.github/workflows/ci.yml	68	# Step 2: Set up Node.js environment	COMMENT
LOW⚡	.github/workflows/ci.yml	78	# Step 3: Install dependencies and iOS Pods	COMMENT
LOW⚡	.github/workflows/ci.yml	82	# Step 4: Validate l10n files	COMMENT
LOW⚡	.github/workflows/ci.yml	91	# Step 5: Run linters (ESLint)	COMMENT
LOW⚡	.github/workflows/ci.yml	95	# Step 5: Run TypeScript type checks	COMMENT
LOW⚡	.github/workflows/ci.yml	99	# Step 6: Run unit tests (Jest)	COMMENT
LOW	e2e/scripts/memory-profile.sh	97	# Step 1: Build (unless skipped)	COMMENT
LOW	e2e/scripts/memory-profile.sh	108	# Step 2: Run memory profile E2E spec	COMMENT
LOW	e2e/scripts/memory-profile.sh	124	# Step 3: Compare with baseline (if provided)	COMMENT
LOW	…c/hooks/__tests__/useChatSession.assistantTurn.test.ts	890	// Step 0: invoke calculate. Step 1: invoke datetime. Step 2: final	COMMENT
LOW⚡	src/services/agent/__tests__/AgentRunner.test.ts	801	// Step 0: model emits marker, parsed tool_calls arrive →	COMMENT
LOW⚡	src/services/agent/__tests__/AgentRunner.test.ts	803	// Step 1: model emits marker again in the follow-up content.	COMMENT

Hyper-Verbose Identifiers47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	__mocks__/utils/completionSettingsVersions.js	34	export function migrateCompletionSettings(settings) {	CODE
LOW	scripts/verify-android-payload.js	100	function assertRuleDemandsSomething(rule, manifestPath) {	CODE
LOW	scripts/verify-fonts.js	216	function verifyHeadlineGlyphCoverage() {	CODE
LOW	scripts/__tests__/language-sync.test.js	30	function parseLanguageAssertionKeys(specSource) {	CODE
LOW	scripts/__tests__/generate-app-icons.test.js	566	function palPointsOutsideSafeCircle(text) {	CODE
LOW	e2e/specs/quick-smoke.spec.ts	38	async function dismissPerformanceWarningIfPresent(): Promise<void> {	CODE
LOW	e2e/specs/load-stress.spec.ts	76	async function dismissPerformanceWarningIfPresent(): Promise<void> {	CODE
LOW	e2e/specs/features/speculative.spec.ts	159	async function enableSpeculativeGlobally(	CODE
LOW	e2e/specs/features/hub-run.spec.ts	56	async function dismissPerformanceWarningIfPresent(): Promise<void> {	CODE
LOW	e2e/specs/features/speculative-paired.spec.ts	257	async function enableSpeculativeGlobally(	CODE
LOW	e2e/helpers/model-actions.ts	67	export async function dismissPerformanceWarningIfPresent(): Promise<void> {	CODE
LOW	e2e/helpers/model-actions.ts	93	export async function dismissContextRoomSheetIfPresent(): Promise<void> {	CODE
LOW	e2e/helpers/model-actions.ts	254	export async function downloadAndLoadModelVariant(	CODE
LOW	e2e/helpers/gestures.ts	296	async function swipeUpInSheetBelowInputs(): Promise<void> {	CODE
LOW	e2e/helpers/gestures.ts	337	async function scrollInSheetClearOfOverlay(	CODE
LOW	e2e/helpers/gestures.ts	375	async function scrollInSheetToElementExists(	CODE
LOW	src/types/pal.ts	351	export function getDefaultTemplateForPalType(	CODE
LOW	src/__automation__/deepLink.ts	33	export async function dispatchAutomationDeepLink(	CODE
LOW	src/utils/hf.ts	81	export function createSiblingsFromFileDetails(	CODE
LOW	src/utils/completionSettingsVersions.ts	57	export function migrateCompletionSettings(settings: any): any {	CODE
LOW	src/utils/hexagonDetection.ts	81	export function isHexagonVersionSupported(version: HexagonVersion): boolean {	CODE
LOW	src/utils/flashAttnCompatibility.ts	174	export function getAllowedCacheTypeVOptions(	CODE
LOW	src/utils/flashAttnCompatibility.ts	207	export function getAllowedCacheTypeKOptions(	CODE
LOW	src/utils/bannerVariantResolver.ts	35	function endsWithTerminalPunctuation(text: string \| undefined): boolean {	CODE
LOW	src/utils/chat.ts	439	export function getLocalModelDefaultSettings(): {	CODE
LOW	src/utils/contextInitParamsVersions.ts	198	export function validateContextInitParams(	CODE
LOW	src/utils/contextInitParamsVersions.ts	217	export function createDefaultContextInitParams(): ContextInitParams {	CODE
LOW	src/utils/palshub-template-parser.ts	90	function convertJsonSchemaToPocketPal(	CODE
LOW	src/utils/palshub-template-parser.ts	141	function extractDefaultParametersFromSchema(	CODE
LOW	src/utils/palshub-template-parser.ts	173	export function generateFinalSystemPrompt(	CODE
LOW	src/utils/palshub-template-parser.ts	206	function processParametersForMustache(	CODE
LOW	src/utils/deviceSelection.ts	230	export function validateModelQuantizationForDevice(	CODE
LOW	src/utils/memoryEstimator.ts	89	export function getModelMemoryRequirement(	CODE
LOW	src/utils/index.ts	517	export async function enrichSiblingsWithStorage(	CODE
LOW	src/utils/androidPermission.ts	4	export async function ensureLegacyStoragePermission() {	CODE
LOW	src/utils/androidPermission.ts	46	async function askNotificationPermission(): Promise<void> {	CODE
LOW	src/utils/androidPermission.ts	58	export function ensureNotificationPermission(): Promise<void> {	CODE
LOW	src/utils/multimodalHelpers.ts	51	export function getRecommendedProjectionModel(	CODE
LOW	src/utils/multimodalHelpers.ts	128	export function getVisionModelSizeBreakdown(	CODE
LOW	src/utils/reasoningCapability.ts	85	export function resolveReasoningCapability(	CODE
LOW	src/utils/deviceCapabilities.ts	193	export async function getRecommendedThreadCount(): Promise<number> {	CODE
LOW	src/theme/tokens/typography.ts	233	export function resolveTypographyForLocale(	CODE
LOW	src/api/openai.ts	196	function liftModelEntryCapabilities(	CODE
LOW	src/api/feedback.ts	243	export async function submitModelLoadErrorReport(	CODE
LOW	src/services/tts/streamingHandle.ts	32	export function createEngineStreamingHandle(	CODE
LOW	src/services/talents/registerTalentUIs.ts	18	export function resetRegisteredTalentUIsFlag(): void {	CODE
LOW	src/services/talents/index.ts	94	export function collectSystemPromptFragments(	CODE

Over-Commented Block37 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	.eslintrc.js	61	files: ['scripts/*/.js'],	COMMENT
LOW	ios/PocketPal-Bridging-Header.h	1	//	COMMENT
LOW	ios/PocketPal/AppIntents/LlamaInferenceEngine.swift	1	//	COMMENT
LOW	ios/PocketPal/AppIntents/LlamaContextWrapper.mm	1	//	COMMENT
LOW	ios/PocketPal/AppIntents/MustacheRenderer.swift	1	//	COMMENT
LOW	ios/PocketPal/AppIntents/LlamaContextWrapper.h	1	//	COMMENT
LOW	ios/PocketPal/AppIntents/LlamaContextWrapper.h	41	- (NSString )getFormattedChat:(NSString )messages	COMMENT
LOW	android/app/src/main/jni/CMakeLists.txt	1	# PocketPal application CMake.	COMMENT
LOW	android/app/src/main/jni/src/hardware_info.cpp	1	// JNI shim exposing bionic's mallopt(M_PURGE_ALL) to React Native.	COMMENT
LOW	.github/workflows/l10n-upload.yml	1	# Weblate Translation Workflow Lifecycle:	COMMENT
LOW	.github/actions/setup-hexagon-sdk/action.yml	1	name: Set up the Hexagon SDK	COMMENT
LOW	e2e/specs/features/speculative.spec.ts	281	expect(responseText.length).toBeGreaterThan(0);	COMMENT
LOW	e2e/scripts/memory-profile.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/__automation__/logSignals.ts	121	// "llama_model_load_from_file_impl: using device GPUOpenCL (QUALCOMM Adreno(TM) 840) ..."	COMMENT
LOW	src/__automation__/logSignals.ts	141	// Layer-offload reuses `offloadedRe` because the underlying log line	COMMENT
LOW	src/__automation__/benchmarkRoute.ts	1	// Deep-link protocol surface for the E2E benchmark runner. Owns the URL	COMMENT
LOW	src/__automation__/benchmarkRoute.ts	21	return typeof url === 'string' && url.startsWith(BENCHMARK_RUNNER_URL_PREFIX);	COMMENT
LOW	src/__automation__/screens/BenchmarkRunnerScreen.tsx	561	// From here on the runner acquires global state (native logging,	COMMENT
LOW	src/__automation__/screens/BenchmarkRunnerScreen.tsx	641	};	COMMENT
LOW	src/__automation__/screens/BenchmarkRunnerScreen.tsx	741	createdAt: '',	COMMENT
LOW	src/__automation__/screens/BenchmarkRunnerScreen.tsx	981	// Without this distinction, a single cell failure would make the spec	COMMENT
LOW	src/__automation__/screens/BenchmarkRunnerScreen.tsx	1041	// tear-down on a worker thread, Hexagon HTP FastRPC	COMMENT
LOW	src/utils/multimodalPatterns.ts	1	// Projector (mmproj) filename pattern. Kept in a dependency-free module so the	COMMENT
LOW	…eens/OnboardingScreens/illustrations/PhoneWithPals.tsx	41	* hex in the file outside the inline Figma palette constants	COMMENT
LOW	src/components/ChatView/ChatView.tsx	461	// One reconciled "keyboard occlusion above the input" value. The library	COMMENT
LOW	src/components/ChatView/ChatView.tsx	1021		COMMENT
LOW	src/components/ChatView/__tests__/ChatView.test.tsx	201	onSendPress={onSendPress}	COMMENT
LOW	src/components/ThinkingBubble/ThinkingBubble.tsx	61	// Track animation state to optimize rendering	COMMENT
LOW	src/components/ResponseBubble/ResponseBubble.tsx	141	// // Scroll when layout changes	COMMENT
LOW	src/theme/tokens/__tests__/invariants.test.ts	101	describe('no production consumer of new token surface yet', () => {	COMMENT
LOW	src/hooks/useDeepLinking.ts	121	// Two paths:	COMMENT
LOW	src/hooks/useChatSession.ts	901	// resumption from queue.next(), starving the macrotask queue	COMMENT
LOW	src/hooks/useChatSession.ts	1001	const isToolArgsParseError =	COMMENT
LOW	src/services/agent/__tests__/agentStateReducer.test.ts	341	s = agentStateReducer(s, e);	COMMENT
LOW	src/store/ModelStore.ts	241		COMMENT
LOW	src/store/UIStore.ts	61	// Persisted so each model warns at most once per device.	COMMENT
LOW	src/store/ChatSessionStore.ts	101	// Draft autosave: ephemeral map of sessionId → unsent input text	COMMENT

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/locales/index.ts	8	// ─── Language Registry (single source of truth) ──────────────────────	COMMENT
MEDIUM	src/locales/index.ts	59	// ─── Lazy Loading ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/locales/index.ts	119	// ─── Getter-based l10n object ────────────────────────────────────────	COMMENT
MEDIUM	src/locales/index.ts	173	// ─── Interpolation helper ────────────────────────────────────────────	COMMENT
MEDIUM	src/locales/index.ts	191	// ─── Dayjs locale ───────────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/e2e-tests.yml	160	# This build may ADD test scaffolding — different flavor, automation	COMMENT
MEDIUM	e2e/README.md	289	│ ├── run-aws-device-farm.ts # AWS Device Farm orchestration	CODE
MEDIUM	…/screens/OnboardingScreens/Onboarding3Screen/styles.ts	6	// Image to its intrinsic 1572×925 inside the centered scaffold body.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	e2e/testspec-android.yml	4	# This file defines the test environment and execution steps for Appium Node.js tests	COMMENT
MEDIUM	e2e/testspec-ios.yml	4	# This file defines the test environment and execution steps for Appium Node.js tests	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/__automation__/screens/BenchmarkRunnerScreen.tsx	483	// than throwing — keeps the matrix robust to a typo'd config value	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/ci.yml	38	# Check if ALL changed files are under src/locales/	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	e2e/scripts/memory-profile.sh	7	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/store/UIStore.ts	95	// TODO: Implement error display logic (e.g., toast, alert, etc.)	COMMENT

a-ghorbani/pocketpal-ai

Open-Source Code Quality, Security and Technical Debt Review