0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.8K

Stars

TypeScript

Language

350.1K

Lines of Code

1.2K

Files

206

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 3.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 180 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 116 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 206 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 3MEDIUM 11LOW 192

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 206 distinct pattern matches across 11 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 Identifiers105 hits · 107 pts

Severity	File	Line	Snippet	Context
LOW	app/api/progress-sync/route.ts	111	function createRateLimitErrorResponse(	CODE
LOW	app/api/progress-sync/route.ts	148	async function upsertProgressSyncRecordAtomically(	CODE
LOW	app/api/progress-sync/lib.ts	121	export function buildProgressSyncStorageKey(syncKey: string): string {	CODE
LOW	app/api/progress-sync/lib.ts	126	export function validateProgressSyncRequestBody(	CODE
LOW	app/api/progress-sync/lib.ts	212	export function shouldAcceptIncomingUpdate(	CODE
LOW	features/Preferences/lib/auditThemes.ts	78	export function getThemesNeedingImprovement(): {	CODE
LOW	features/Preferences/lib/colorUtils.ts	198	export function getRelativeLuminanceFromRgb(rgb: RGB): number {	CODE
LOW	features/Preferences/data/wallpapers/wallpapers.ts	38	export function unregisterCustomWallpaper(id: string): void {	CODE
LOW	features/Preferences/data/audio/clickSounds.ts	561	export function getClickSoundVariantBaseUrls(id: ClickSoundId): string[] {	CODE
LOW	features/Preferences/data/themes/themeColors.ts	182	export function generateButtonBorderColor(	CODE
LOW	features/Preferences/data/themes/themes.ts	151	export function getThemeDefaultWallpaperId(	CODE
LOW	features/Preferences/data/themes/themes.ts	280	function buildCustomWallpaperTheme(id: string): Theme {	CODE
LOW	…es/Progress/components/stats/AchievementSummaryBar.tsx	166	export function getAchievementDisplayValues(summary: AchievementSummary): {	CODE
LOW	…ures/Progress/components/stats/TimedModeStatsPanel.tsx	253	export function getTimedModeDisplayValues(stats: TimedModeStats): {	CODE
LOW	features/Progress/components/stats/StatsPage.tsx	286	export function getStatsOverviewDisplayValues(stats: {	CODE
LOW	…Progress/components/stats/MasteryDistributionChart.tsx	246	export function getMasteryDistributionDisplayValues(	CODE
LOW	features/Progress/hooks/useStatsAggregator.ts	52	function createDefaultMasteryDistribution(): MasteryDistribution {	CODE
LOW	features/Progress/hooks/useStatsAggregator.ts	90	export function calculateMasteryDistribution(	CODE
LOW	features/Progress/hooks/useStatsAggregator.ts	120	function transformCharacterMastery(	CODE
LOW	features/Progress/hooks/useStatsAggregator.ts	393	export function filterCharacterMasteryByType(	CODE
LOW	features/Progress/hooks/useStatsAggregator.ts	406	export function getTopDifficultCharacters(	CODE
LOW	features/Progress/lib/setProgress.ts	36	export function calculateKanaSetProgressAndStars(	CODE
LOW⚡	features/Progress/lib/setProgress.ts	64	export function getCappedVocabularyMeaningProgress(correct: number): number {	CODE
LOW⚡	features/Progress/lib/setProgress.ts	68	export function getCappedVocabularyReadingProgress(correct: number): number {	CODE
LOW⚡	features/Progress/lib/setProgress.ts	72	export function calculateKanjiSetProgress(	CODE
LOW	features/Progress/lib/setProgress.ts	85	export function calculateVocabularySetProgress(	CODE
LOW	features/Progress/lib/setProgress.ts	101	export function calculateKanjiSetProgressAndStars(	CODE
LOW	features/Progress/lib/setProgress.ts	126	export function calculateVocabularySetProgressAndStars(	CODE
LOW	features/Achievements/__tests__/meta.property.test.ts	46	function checkMetaAchievementRequirement(	CODE
LOW	…atures/Achievements/__tests__/mastery.property.test.ts	40	function createStatsForMasteryAchievement(	CODE
LOW	…ures/Achievements/__tests__/timeBased.property.test.ts	23	function createStatsForSpeedAchievement(	CODE
LOW	features/Achievements/__tests__/streak.property.test.ts	18	function createStatsForStreakAchievement(	CODE
LOW	…Achievements/__tests__/modeCompletion.property.test.ts	65	function createStatsForModeCompletion(	CODE
LOW	…Achievements/__tests__/modeCompletion.property.test.ts	143	function checkModeCompletionRequirement(	CODE
LOW	…ures/Achievements/__tests__/threshold.property.test.ts	33	function createStatsForThresholdAchievement(	CODE
LOW	…ures/Achievements/__tests__/threshold.property.test.ts	129	function checkThresholdRequirement(	CODE
LOW	…atures/Achievements/__tests__/variety.property.test.ts	19	function createStatsForVarietyAchievement(	CODE
LOW	features/Achievements/store/useAchievementStore.ts	1764	function checkDaysTrainedRequirement(	CODE
LOW	features/Achievements/store/useAchievementStore.ts	1778	function checkTimeOfDayRequirement(	CODE
LOW	features/Achievements/store/useAchievementStore.ts	1799	function checkWrongStreakRequirement(	CODE
LOW	features/Achievements/store/useAchievementStore.ts	1813	function checkExactCountRequirement(	CODE
LOW	features/Achievements/store/useAchievementStore.ts	1830	function checkAchievementCountRequirement(	CODE
LOW	features/Achievements/store/useAchievementStore.ts	1855	function checkTotalPointsRequirement(	CODE
LOW	features/Resources/__tests__/seo.property.test.ts	54	function generateCategoryPageMetadata(	CODE
LOW	features/Resources/__tests__/seo.property.test.ts	96	function generateSubcategoryPageMetadata(	CODE
LOW	features/Resources/lib/counts.ts	21	export function getCategoryResourceCounts(	CODE
LOW	features/Resources/lib/counts.ts	40	export function getSubcategoryResourceCounts(	CODE
LOW	features/Resources/lib/counts.ts	64	export function getResourceCountForCategory(	CODE
LOW	features/Resources/lib/counts.ts	78	export function getResourceCountForSubcategory(	CODE
LOW	features/Resources/lib/counts.ts	94	export function enrichCategoriesWithCounts(	CODE
LOW	features/Resources/lib/filters.ts	48	export function filterByCategoryAndSubcategory(	CODE
LOW	features/Resources/data/index.ts	122	export function getResourcesBySubcategory(	CODE
LOW	features/Resources/data/index.ts	147	export function getFeaturedResourcesByCategory(	CODE
LOW	features/Resources/data/index.ts	176	export function getSubcategoryResourceCount(	CODE
LOW	…ures/Translator/components/TranslationAlternatives.tsx	29	function generateLiteralTranslation(tokens: AnalyzedToken[]): string {	CODE
LOW	features/Conjugator/lib/seo/structuredData.ts	138	export function generateWebApplicationSchema(): Record<string, unknown> {	CODE
LOW	features/Conjugator/lib/seo/structuredData.ts	362	function generateOrganizationSchema(): Record<string, unknown> {	CODE
LOW	features/Conjugator/lib/engine/conjugateIchidan.ts	251	export function getIchidanColloquialPotential(verb: VerbInfo): string {	CODE
LOW	features/Conjugator/lib/engine/conjugateIchidan.ts	268	export function getIchidanTraditionalPotential(verb: VerbInfo): string {	CODE
LOW	features/AnkiConverter/parsers/colpkgParser.ts	56	export async function extractDatabaseFromCOLPKG(	CODE
45 more matches not shown…

Structural Annotation Overuse32 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	TODO_INDEXNOW_SETUP.md	5	## Step 1: Generate UUID Key	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	17	## Step 2: Create Public Key File	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	36	## Step 3: Add Environment Variable	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	48	## Step 4: Add to Production Environment	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	62	## Step 5: Commit and Deploy	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	77	## Step 6: Verify After Deployment	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	100	## Step 7: Submit to Bing Webmaster Tools	COMMENT
LOW	TODO_INDEXNOW_SETUP.md	111	## Step 8: Integrate into Your Workflow	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	284	// Step 1: Remove media tags	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	287	// Step 2: Convert formatting tags to text markers (if enabled)	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	292	// Step 3: Decode HTML entities	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	295	// Step 4: Strip remaining HTML tags	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	298	// Step 5: Clean whitespace (if enabled)	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	108	// Step 1: Remove control characters	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	111	// Step 2: Replace Anki deck separator (::) with a safe alternative BEFORE replacing individual colons	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	114	// Step 3: Replace invalid filename characters	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	117	// Step 4: Collapse multiple replacement characters	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	125	// Step 5: Trim whitespace and replacement characters from ends (repeat until stable)	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	133	// Step 6: Handle Windows reserved names	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	148	// Step 7: Handle empty result after sanitization	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	153	// Step 8: Enforce length limit (accounting for extension)	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	161	// Step 9: Add extension if requested	COMMENT
LOW	docs/ADDING_LANGUAGES.md	15	### Step 1: Create Metadata File	COMMENT
LOW	docs/ADDING_LANGUAGES.md	25	### Step 2: Translate Metadata	COMMENT
LOW	docs/ADDING_LANGUAGES.md	50	### Step 3: Update Routing Configuration	COMMENT
LOW	docs/ADDING_LANGUAGES.md	61	### Step 4: Update Root Layout Metadata	COMMENT
LOW	docs/ADDING_LANGUAGES.md	74	### Step 5: Update Sitemap Configuration	COMMENT
LOW	docs/ADDING_LANGUAGES.md	80	### Step 6: Test Your New Language	COMMENT
LOW	docs/ADDING_LANGUAGES.md	93	### Step 7: Build and Verify	COMMENT
LOW	docs/SEO.md	13	### Step 1: Import Metadata Type	COMMENT
LOW	docs/SEO.md	19	### Step 2: Export Metadata Object	COMMENT
LOW	docs/SEO.md	43	### Step 3: Test Your Changes	COMMENT

Verbosity Indicators14 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	284	// Step 1: Remove media tags	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	287	// Step 2: Convert formatting tags to text markers (if enabled)	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	292	// Step 3: Decode HTML entities	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	295	// Step 4: Strip remaining HTML tags	COMMENT
LOW⚡	features/AnkiConverter/lib/textExtractor.ts	298	// Step 5: Clean whitespace (if enabled)	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	108	// Step 1: Remove control characters	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	111	// Step 2: Replace Anki deck separator (::) with a safe alternative BEFORE replacing individual colons	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	114	// Step 3: Replace invalid filename characters	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	117	// Step 4: Collapse multiple replacement characters	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	125	// Step 5: Trim whitespace and replacement characters from ends (repeat until stable)	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	133	// Step 6: Handle Windows reserved names	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	148	// Step 7: Handle empty result after sanitization	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	153	// Step 8: Enforce length limit (accounting for extension)	COMMENT
LOW⚡	features/AnkiConverter/lib/filenameSanitizer.ts	161	// Step 9: Add extension if requested	COMMENT

Over-Commented Block24 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	21	# Production environment (uncomment for production)	COMMENT
LOW	features/Demo/components/DemoGame.tsx	41	// TEMPORARILY DISABLED - focusing on kanji only	COMMENT
LOW	features/Demo/components/DemoGame.tsx	361		COMMENT
LOW	features/Preferences/fonts.ts	1	// Heavy entrypoint: explicit import surface for font catalog only.	COMMENT
LOW	features/Preferences/index.ts	21	} from './facade';	COMMENT
LOW	features/Resources/index.ts	101	// Hooks	COMMENT
LOW	features/Kana/index.ts	21	export type { KanaCharacter, KanaGroup } from '@/entities/kana';	COMMENT
LOW	features/Kanji/index.ts	21	// PRIVATE - DO NOT IMPORT DIRECTLY	COMMENT
LOW	features/Conjugator/lib/engine/conjugateIchidan.ts	101	// ============================================================================	COMMENT
LOW	features/Conjugator/lib/engine/conjugateIchidan.ts	161		COMMENT
LOW	features/Vocabulary/index.ts	21	// PRIVATE - DO NOT IMPORT DIRECTLY	COMMENT
LOW	docs/archived/ARCHITECTURE_DIAGRAM.md	421	// ❌ BLOCKED: shared/ → features/	COMMENT
LOW	supabase/config.toml	1	# For detailed configuration reference documentation, visit:	COMMENT
LOW	supabase/config.toml	21	# without explicit GRANTs. When unset, new entities are NOT auto-exposed, matching the new cloud	COMMENT
LOW	supabase/config.toml	121	# [storage.buckets.images]	COMMENT
LOW	supabase/config.toml	161	# external_url = ""	COMMENT
LOW	supabase/config.toml	181	# Passwords shorter than this value will be rejected as weak. Minimum 6, recommended 8 or more.	COMMENT
LOW	supabase/config.toml	201	sms_sent = 30	COMMENT
LOW	supabase/config.toml	221	enable_signup = true	COMMENT
LOW	supabase/config.toml	241	# user = "apikey"	COMMENT
LOW	supabase/config.toml	261	enable_confirmations = false	COMMENT
LOW	supabase/config.toml	401	s3_region = "env(S3_REGION)"	COMMENT
LOW	.github/dependabot.yml	61	# Always create security PRs immediately	COMMENT
LOW	openspec/config.yaml	1	schema: spec-driven	COMMENT

Decorative Section Separators8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	…eferences/components/renderers/CursorTrailRenderer.tsx	8	// ─── Particle (flat struct, no strings at draw time) ──────────────────────────	COMMENT
MEDIUM	…eferences/components/renderers/CursorTrailRenderer.tsx	23	// ─── Component ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eferences/components/renderers/CursorTrailRenderer.tsx	64	// ── Throttled mousemove: spawn max 1 particle every 30ms ──────────────	COMMENT
MEDIUM	…eferences/components/renderers/CursorTrailRenderer.tsx	107	// ── Render loop ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eferences/components/renderers/ClickEffectRenderer.tsx	7	// ─── Particle ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eferences/components/renderers/ClickEffectRenderer.tsx	22	// ─── Component ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eferences/components/renderers/ClickEffectRenderer.tsx	61	// ── Spawn burst ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eferences/components/renderers/ClickEffectRenderer.tsx	105	// ── Render loop (only runs while particles exist) ─────────────────────────	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	docs/session-history-implementation.md	113	#### UX behavior now (as requested)	COMMENT
HIGH	docs/github-gfi-visibility-research.md	631	## 11) Risk-tiered execution policy (as requested)	COMMENT

Fake / Example Data14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	core/i18n/locales/zh/translator.json	5	"placeholder": "输入要翻译的文本...",	CODE
LOW	core/i18n/locales/zh/conjugator.json	15	"placeholder": "输入日语动词...",	CODE
LOW	core/i18n/locales/fr/translator.json	16	"placeholder": {	CODE
LOW	core/i18n/locales/fr/translator.json	26	"placeholder": {	CODE
LOW	core/i18n/locales/fr/resources.json	8	"placeholder": "Rechercher des ressources...",	CODE
LOW	core/i18n/locales/fr/conjugator.json	15	"placeholder": "日本語の動詞を入力...",	CODE
LOW	core/i18n/locales/es/translator.json	16	"placeholder": {	CODE
LOW	core/i18n/locales/es/translator.json	26	"placeholder": {	CODE
LOW	core/i18n/locales/es/resources.json	8	"placeholder": "Buscar recursos...",	CODE
LOW	core/i18n/locales/es/conjugator.json	15	"placeholder": "日本語の動詞を入力...",	CODE
LOW	core/i18n/locales/en/translator.json	16	"placeholder": {	CODE
LOW	core/i18n/locales/en/translator.json	26	"placeholder": {	CODE
LOW	core/i18n/locales/en/resources.json	8	"placeholder": "Search resources...",	CODE
LOW	core/i18n/locales/en/conjugator.json	15	"placeholder": "日本語の動詞を入力...",	CODE

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	batch_new.py	35	run("git checkout main --quiet && git pull -q nn main")	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	features/Experiments/components/RunnerGame.tsx	410	// Draw twice for seamless scrolling	COMMENT
MEDIUM	…ures/Translator/components/TranslationAlternatives.tsx	135	// Common Japanese phrases with nuanced English translations	COMMENT

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	batch_new.py	24	except Exception:	CODE
LOW⚡	batch_new.py	27	except Exception: entry = raw	CODE
LOW⚡	batch_new.py	44	except Exception as e:	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/ARCHITECTURE.md	185	└── TrainingGame/ # Shared training orchestration widget	CODE

lingdojo/kana-dojo

Open-Source Code Quality, Security and Technical Debt Review