2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.8K

Stars

Kotlin

Language

287.1K

Lines of Code

1.1K

Files

115

Pattern Hits

2026-10-31

Scan Date

0.05

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 0.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 10 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.2/100 · LOW

Are imports declared and package/API names verified? 57 finding(s).

Agent Over-Engineering Ratio 2.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 51 finding(s).

PR Review Velocity Impact 11.7/100 · 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 56HIGH 0MEDIUM 48LOW 11

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.

Hallucination Indicators56 hits · 490 pts

Severity	File	Line	Snippet	Context
CRITICAL	…mori/archivetune/cast/DefaultCastPlaybackRepository.kt	563	moe.rukamori.archivetune.models.MediaMetadata.Album(	CODE
CRITICAL	…c/main/kotlin/moe/rukamori/archivetune/MainActivity.kt	672	androidx.media3.exoplayer.offline.DownloadService.sendAddDownload(	CODE
CRITICAL	…c/main/kotlin/moe/rukamori/archivetune/MainActivity.kt	845	moe.rukamori.archivetune.ui.theme.ThemeSeedPalette(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1370	androidx.compose.ui.graphics.Brush.horizontalGradient(	CODE
CRITICAL	…ukamori/archivetune/ui/screens/HomeScreenComponents.kt	2072	author = subtitle?.let { moe.rukamori.archivetune.innertube.models.Artist(name = it, id = null) },	CODE
CRITICAL	…e/rukamori/archivetune/ui/screens/NavigationBuilder.kt	442	moe.rukamori.archivetune.ui.screens.settings.ModulesSettings(navController)	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/ui/screens/HomeScreen.kt	660	private fun androidx.compose.foundation.lazy.LazyListScope.sectionSpacer(key: String) {	CODE
CRITICAL	…hivetune/ui/screens/downloads/DownloadLibraryScreen.kt	289	moe.rukamori.archivetune.ui.component.IconButton(	CODE
CRITICAL	…amori/archivetune/viewmodels/LocalPlaylistViewModel.kt	527	moe.rukamori.archivetune.db.entities.PlaylistEntity(	CODE
CRITICAL	…amori/archivetune/viewmodels/LocalPlaylistViewModel.kt	546	moe.rukamori.archivetune.db.entities.PlaylistSongMap(	CODE
CRITICAL⚡	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5028	moe.rukamori.archivetune.together.TogetherSessionState.HostingOnline(	CODE
CRITICAL⚡	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5037	moe.rukamori.archivetune.together.TogetherOnlineEndpoint.onlineWebSocketUrlOrNull(	CODE
CRITICAL⚡	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5044	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	4062	moe.rukamori.archivetune.together.TogetherGuestPlaybackPlanner.planPlayTrackNow(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	4879	moe.rukamori.archivetune.together.TogetherSessionState.Hosting(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	4954	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	4969	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	4991	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5107	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5172	moe.rukamori.archivetune.together.TogetherSessionState.Joined(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5215	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5249	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5271	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5285	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5316	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5340	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5355	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5371	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5429	moe.rukamori.archivetune.together.TogetherSessionState.Joined(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5472	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5506	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5528	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5542	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5561	moe.rukamori.archivetune.together.TogetherOnlineEndpoint.onlineWebSocketUrlOrNull(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5568	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5821	moe.rukamori.archivetune.together.TogetherSessionState.Error(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	5982	moe.rukamori.archivetune.together.TogetherSessionState.Joined(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	6003	moe.rukamori.archivetune.together.TogetherSessionState.Joined(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	6157	moe.rukamori.archivetune.playback.queues.ListQueue(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	6208	moe.rukamori.archivetune.together.TogetherSessionState.Joined(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	6285	private fun moe.rukamori.archivetune.together.TogetherTrack.toMediaMetadata(): moe.rukamori.archivetune.models.Media	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	6364	androidx.media3.exoplayer.offline.DownloadService.sendAddDownload(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	7047	moe.rukamori.archivetune.together.ControlAction.SeekToIndex(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	7052	moe.rukamori.archivetune.together.ControlAction.SeekToTrack(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	7564	moe.rukamori.archivetune.together.ControlAction.SetShuffleEnabled(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	7596	moe.rukamori.archivetune.together.ControlAction.SetRepeatMode(	CODE
CRITICAL	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	8669	moe.rukamori.archivetune.models.QueueData.YouTubeData(	CODE
CRITICAL	…amori/archivetune/playback/stream/AudioStreamModels.kt	58	fun moe.rukamori.archivetune.modules.ModuleAudioSelection.toResolvedAudioStream() = ResolvedAudioStream(	CODE
CRITICAL	…kamori/archivetune/backup/ScheduledBackupRepository.kt	144	private fun androidx.datastore.preferences.core.Preferences.toScheduledBackupSettings(): ScheduledBackupSett	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	701	return moe.rukamori.archivetune.spotify.models.SpotifyLibraryFolder(	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1389	return@runCatching moe.rukamori.archivetune.spotify.models.SpotifyHomeFeed(	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1402	moe.rukamori.archivetune.spotify.models.SpotifyHomeFeed(	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1428	return moe.rukamori.archivetune.spotify.models.SpotifyHomeFeedSection(	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1472	return moe.rukamori.archivetune.spotify.models.SpotifyHomeFeedItem.Playlist(	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1500	return moe.rukamori.archivetune.spotify.models.SpotifyHomeFeedItem.Album(	CODE
CRITICAL	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1521	return moe.rukamori.archivetune.spotify.models.SpotifyHomeFeedItem.Artist(	CODE

Decorative Section Separators45 hits · 122 pts

Severity	File	Line	Snippet	Context
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	133	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	135	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	167	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	169	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1098	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1100	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1219	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1221	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1391	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1393	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1524	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/ui/component/LyricsV2.kt	1526	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ri/archivetune/utils/potoken/BotGuardTokenGenerator.kt	104	// ── state ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ri/archivetune/utils/potoken/BotGuardTokenGenerator.kt	125	// ── public API ───────────────────────────────────────────────────	COMMENT
MEDIUM	…ri/archivetune/utils/potoken/BotGuardTokenGenerator.kt	276	// ── internal ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…ri/archivetune/utils/potoken/BotGuardTokenGenerator.kt	432	// ── WebView wrapper ──────────────────────────────────────────────	COMMENT
MEDIUM	…tlin/moe/rukamori/archivetune/playback/MusicService.kt	8910	// ── Widget Support ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	146	// ── JSON navigation helpers ──────────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	176	// ── GraphQL core ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	309	// ── REST core (fallback for endpoints without GQL equivalent) ────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	363	// ── GQL response converters ──────────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	457	// ── User Profile (GQL with REST fallback) ──────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	483	// ── Playlists (GQL: libraryV3) ──────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	543	// ── Library hierarchy (GQL: libraryV3, folders preserved) ───────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	708	// ── Library Artists (GQL: libraryV3 with Artists filter) ───────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	786	// ── Playlist detail (GQL: fetchPlaylist) ────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	876	// ── Playlist Mutations (GQL) ──────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	998	// ── Liked Songs (GQL: fetchLibraryTracks) ───────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1041	// ── Library Mutations (GQL: addToLibrary / removeFromLibrary) ──────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1081	// ── Top Tracks (REST fallback — no GQL equivalent) ──────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1096	// ── Top Artists (REST fallback — no GQL equivalent) ─────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1111	// ── Recommendations (REST fallback — no GQL equivalent) ─────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1128	// ── Search (GQL: searchDesktop) ─────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1281	// ── Browse: New Releases (GQL: queryWhatsNewFeed) ───────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1341	// ── Home feed (GQL: home) ──────────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1529	// ── Albums (GQL: getAlbum) ──────────────────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1589	// ── Artists (GQL: queryArtistOverview) ───────────────────────────────	COMMENT
MEDIUM	…fycore/src/moe/rukamori/archivetune/spotify/Spotify.kt	1697	// ── Related Artists (REST fallback) ─────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	38	// ── Logging ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	54	// ── Constants ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	59	// ── Networking ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	88	// ── Cache ────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	144	// ── Public API ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	193	// ── Core Logic ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/moe/rukamori/archivetune/canvas/AppleMusicProvider.kt	386	// ── Helpers ──────────────────────────────────────────────────────────────────────	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	scripts/package_module.py	53	CODE
LOW	scripts/package_module.py	144	CODE
LOW	scripts/package_module.py	258	CODE
LOW	scripts/package_module.py	433	CODE
LOW	scripts/package_module.py	644	CODE

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	duplicate_checker.py	369	except Exception:	CODE
MEDIUM	scripts/package_module.py	800	print("Error: " + safe_text(error), file=sys.stderr)	CODE
LOW	.github/workflows/deploy_artifacts.py	136	except Exception as e:	CODE

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	duplicate_checker.py	299	def read_positive_integer_environment(name: str) -> int:	CODE
LOW	.github/workflows/cleanup.yml	253	def normalize_resources_wrapper(path: Path, text: str) -> str:	CODE
LOW	.github/workflows/cleanup.yml	443	def find_tools_keep_string_names(	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…moe/rukamori/archivetune/ui/player/PlayerComponents.kt	4340	// speed MUST be an integer to ensure seamless looping when progress wraps from 1f to 0f.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/deploy_artifacts.py	30	# Create the client with bot token directly	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	duplicate_checker.py	1		CODE

ArchiveTuneApp/ArchiveTune

Open-Source Code Quality, Security and Technical Debt Review