1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

21.4K

Stars

Kotlin

Language

670.8K

Lines of Code

3.3K

Files

290

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 189 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.3/100 · LOW

Are imports declared and package/API names verified? 72 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 5.1/100 · LOW

Which changes need focused human review? 290 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 35HIGH 6MEDIUM 34LOW 215

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 290 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.

Hallucination Indicators35 hits · 405 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ain/kotlin/data/persistent/database/ProtoConverters.kt	130	return me.him188.ani.danmaku.api.DanmakuServiceId(value)	CODE
CRITICAL	…onMain/kotlin/data/network/AniEpisodeCommentService.kt	230	private fun me.him188.ani.client.models.AniEpisodeCommentReaction.toEpisodeCommentReaction(): EpisodeCommentReaction {	CODE
CRITICAL	…onMain/kotlin/data/network/danmaku/AniDanmakuSender.kt	55	me.him188.ani.client.models.AniDanmakuPostRequest(	CODE
CRITICAL	…n/kotlin/domain/episode/EpisodeFetchSelectPlayState.kt	214	_episodeSessionFlow.value.sessionScope.coroutineContext.job.cancelAndJoin()	CODE
CRITICAL	…Main/kotlin/domain/mediasource/test/rss/RssItemInfo.kt	65	isMatch = me.him188.ani.app.domain.mediasource.MediaListFilters.ContainsAnyEpisodeInfo.apply	CODE
CRITICAL	…Main/kotlin/domain/mediasource/test/rss/RssItemInfo.kt	80	isMatch = me.him188.ani.app.domain.mediasource.MediaListFilters.ContainsSubjectName.applyOn(	CODE
CRITICAL	…n/kotlin/domain/media/selector/MediaSelectorContext.kt	92	val flow = me.him188.ani.utils.coroutines.flows.combine(	CODE
CRITICAL	…onTest/kotlin/domain/episode/EpisodePlayerTestSuite.kt	51	val mediaSelectorTestBuilder = me.him188.ani.app.domain.media.selector.legacy.MediaSelectorTestBuilder(testScope)	CODE
CRITICAL	…in/media/selector/MediaSelectorProductionWiringTest.kt	131	val builder = me.him188.ani.app.domain.media.selector.legacy.MediaSelectorTestBuilder(this)	CODE
CRITICAL	…main/media/fetch/MediaSourceManagerFetchSessionTest.kt	123	episodeSort = me.him188.ani.datasources.api.EpisodeSort(1),	CODE
CRITICAL	…i/settings/account/ProfileGroupExternalAccountsTest.kt	54	private fun me.him188.ani.app.ui.framework.AniComposeUiTest.render(state: AccountSettingsState, callbacks: Callbacks	CODE
CRITICAL	…in/ui/settings/tabs/media/MediaSelectorWorkflowDemo.kt	86	resolveBudgetSeconds = viewModel.config.resolve.budget.inWholeSeconds.toInt()	CODE
CRITICAL	…opTest/kotlin/ui/comment/CommentItemInteractionTest.kt	34	private fun androidx.compose.ui.test.ComposeUiTest.setItem(	CODE
CRITICAL	…/ui/foundation/layout/CarouselAutoAdvanceEffectTest.kt	50	// at androidx.compose.ui.test.RobolectricIdlingStrategy_androidKt.getHasRobolectricFingerprint(RobolectricIdlingStr	COMMENT
CRITICAL	…/ui/foundation/layout/CarouselAutoAdvanceEffectTest.kt	55	// at kotlin.coroutines.jvm.internal.BaseContinuationImpl.resumeWith(ContinuationImpl.kt:34)	COMMENT
CRITICAL	…kotlin/ui/foundation/imageviewer/ImageViewerContent.kt	307	private fun com.github.panpf.zoomimage.compose.ZoomState.currentScalePercent(): Int {	CODE
CRITICAL	…/kotlin/ui/mediaselect/summary/MediaSelectorSummary.kt	309	me.him188.ani.app.ui.mediaselect.common.SourceIcon(	CODE
CRITICAL	…n/ui/mediaselect/summary/MediaSelectorSummaryBanner.kt	168	me.him188.ani.app.ui.mediaselect.common.SourceIcon(	CODE
CRITICAL	…st/kotlin/ui/subject/person/PersonCommentsSheetTest.kt	70	private fun androidx.compose.ui.test.ComposeUiTest.setSheet(comments: List<UIComment>): () -> PeopleCommentsState {	CODE
CRITICAL	…tion/src/commonMain/kotlin/platform/AppStartupTasks.kt	25	me.him188.ani.app.platform.initializeSentry(userId = userId)	CODE
CRITICAL	…mmonMain/kotlin/ui/subject/episode/EpisodeViewModel.kt	1104	return me.him188.ani.utils.coroutines.flows.combine(	CODE
CRITICAL	…ktopMain/kotlin/tools/update/DesktopUpdateInstaller.kt	55	return when (me.him188.ani.utils.platform.currentPlatformDesktop()) {	CODE
CRITICAL	…p/shared/src/desktopMain/kotlin/desktop/ScreenUtils.kt	26	return when (me.him188.ani.utils.platform.currentPlatformDesktop()) {	CODE
CRITICAL	…/desktop-ui-verify/scripts/input-agent/InputAgent.java	253	return java.awt.datatransfer.DataFlavor.javaFileListFlavor.equals(flavor);	CODE
CRITICAL⚡	…/desktop-ui-verify/scripts/input-agent/InputAgent.java	286	Module awt = java.awt.dnd.DropTargetContext.class.getModule();	CODE
CRITICAL⚡	…/desktop-ui-verify/scripts/input-agent/InputAgent.java	291	java.lang.reflect.Field peerField = java.awt.dnd.DropTargetContext.class.getDeclaredField("dropTargetContextPeer	CODE
CRITICAL⚡	…/desktop-ui-verify/scripts/input-agent/InputAgent.java	294	java.lang.reflect.Field cache = java.awt.dnd.DropTargetContext.class.getDeclaredField("transferable");	CODE
CRITICAL	utils/jsonpath/src/commonMain/kotlin/JsonPath.kt	37	fun com.nfeld.jsonpathkt.JsonPath.Companion.compileOrNull(	CODE
CRITICAL⚡	…src/desktopMain/kotlin/ScreenshotAssertions.desktop.kt	15	at org.junit.jupiter.api.AssertionUtils.fail(AssertionUtils.java:38)	CODE
CRITICAL⚡	…src/desktopMain/kotlin/ScreenshotAssertions.desktop.kt	16	at org.junit.jupiter.api.Assertions.fail(Assertions.java:138)	CODE
CRITICAL⚡	…src/desktopMain/kotlin/ScreenshotAssertions.desktop.kt	20	at me.him188.ani.app.ui.ScreenshotAssertionsKt.assertScreenshot(ScreenshotAssertions.kt:40)	CODE
CRITICAL⚡	…src/desktopMain/kotlin/ScreenshotAssertions.desktop.kt	23	at androidx.compose.ui.test.SkikoComposeUiTest.withScene(ComposeUiTest.skikoMain.kt:196)	CODE
CRITICAL⚡	…src/desktopMain/kotlin/ScreenshotAssertions.desktop.kt	26	at androidx.compose.ui.test.ComposeRootRegistry.withRegistry(ComposeRootRegistry.skiko.kt:83)	CODE
CRITICAL⚡	…src/desktopMain/kotlin/ScreenshotAssertions.desktop.kt	27	at androidx.compose.ui.test.SkikoComposeUiTest.runTest(ComposeUiTest.skikoMain.kt:186)	CODE
CRITICAL	…en/me/him188/ani/client/infrastructure/HttpResponse.kt	48	inline fun <reified T : Any> io.ktor.client.statement.HttpResponse.wrap(): HttpResponse<T> =	CODE

Over-Commented Block145 hits · 145 pts

Severity	File	Line	Snippet	Context
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	1	///*	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	21	//import kotlinx.serialization.json.Json	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	41	// var tags: List<String> = listOf(),	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	61	// val session = client.startSearchSession(	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	81	// frameRate = frameRate,	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	101	//}	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	121	// val name: String,	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	141	// val index = input.indexOf(it.toString())	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	161	// add(Classification(c, Kind.Begin(name)))	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	181	// buffer.clear()	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	201	// Kind.Zero -> {	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	221	//// var state: State = State.None	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	241	//// Kind.Zero -> {	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	261	//// append(classification.char)	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	281	//// state = State.MergingWord(classification.kind.name)	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	301	//// }	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	321	////	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	341	// }	COMMENT
LOW	datasource/bt/dmhy/dataset-tools/src/DumpDataset.kt	361	// File("output").walk().toList().reversed().forEach { file ->	COMMENT
LOW	…onMain/kotlin/topic/titles/LabelFirstRawTitleParser.kt	301	// return@let	COMMENT
LOW	…onMain/kotlin/topic/titles/LabelFirstRawTitleParser.kt	321	//	COMMENT
LOW	…onMain/kotlin/topic/titles/LabelFirstRawTitleParser.kt	421	// 性能没问题, 测了一般就 100 steps	COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	161	// [喵萌奶茶屋&LoliHouse] 继母的拖油瓶是我的前女友 / Mamahaha no Tsurego ga Motokano datta - 04 [WebRip 1080p HEVC-10bit AAC][简繁内	COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	181	// A 类动画 `-` 分割	COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	201		COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	221	// 肥猫压制 [肥猫压制][FatCatRAW][影星侠][21-28][1080P][HDTVRIP]	COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	241	// 冷番补完字幕组 [冷番补完字幕组][魔幻美少女 / 奇迹女孩][Miracle Girls][1993][HDTV][01-51 Fin][1080p][x265][内封简繁中字] 約2條評論	COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	261	// 星空字幕组 [星空字幕組][異世界藥局 / Isekai Yakkyoku][04][繁日雙語][1080P][WEBrip][MP4]（急招校對、後期）	COMMENT
LOW	…Main/kotlin/topic/titles/PatternBasedRawTitleParser.kt	281	// 极影字幕社【极影字幕社】 ★4月新番【间谍过家家】【SPY×FAMILY】【10】GB MP4_720P	COMMENT
LOW	tools/ani-update/src/main.rs	1	// Copyright (C) 2024-2026 OpenAni and contributors.	COMMENT
LOW	app/desktop/src/main/kotlin/AniDesktop.kt	361	// AniBuildConfigDesktop.fireabseApplicationId	COMMENT
LOW	app/desktop/src/main/kotlin/SingleInstanceChcker.kt	101	user32.SetForegroundWindow(hWnd)	COMMENT
LOW	app/desktop/src/main/kotlin/SingleInstanceChcker.kt	121	// }	COMMENT
LOW	app/desktop/src/main/kotlin/SingleInstanceChcker.kt	141	// logger.error(e) { "Failed to check single instance, ignoring and continuing" }	COMMENT
LOW	app/desktop/test-scripts/windows-auto-update.sh	1	#	COMMENT
LOW	…app-data/src/iosMain/kotlin/tools/ServiceLoader.ios.kt	21	// return RegistryServiceLoader().apply {	COMMENT
LOW	…app-data/src/iosMain/kotlin/tools/ServiceLoader.ios.kt	41	// }	COMMENT
LOW	…app-data/src/iosMain/kotlin/tools/ServiceLoader.ios.kt	61	// .filter { it.kClass == service }	COMMENT
LOW	…a/repository/subject/SubjectSearchHistoryRepository.kt	41	return Pager(	COMMENT
LOW	…a/repository/subject/SubjectSearchHistoryRepository.kt	61	// searchTag.increaseCountByName(content)	COMMENT
LOW	…n/data/persistent/database/dao/EpisodeCollectionDao.kt	261	// entity = SubjectEntity::class,	COMMENT
LOW	…onMain/kotlin/data/models/subject/SubjectAiringInfo.kt	61	firstSort = null,	COMMENT
LOW	…onMain/kotlin/data/models/subject/SubjectAiringInfo.kt	81	// check(firstEpisode != null && lastEpisode != null) {	COMMENT
LOW	…/src/commonMain/kotlin/domain/episode/PlayerSession.kt	301	// private val bundleFlow: Flow<SubjectEpisodeInfoBundle>,	COMMENT
LOW	…/src/commonMain/kotlin/domain/episode/PlayerSession.kt	321	// } // the above won't throw.	COMMENT
LOW	…/src/commonMain/kotlin/domain/episode/PlayerSession.kt	341	//	COMMENT
LOW	…/src/commonMain/kotlin/domain/episode/PlayerSession.kt	361	// private val flowContext: CoroutineContext = Dispatchers.Default,	COMMENT
LOW	…/src/commonMain/kotlin/domain/episode/PlayerSession.kt	381	// override suspend fun switchEpisode(	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	261	private companion object {	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	281	// withContext(defaultDispatcher) {	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	301	// _episodeState.value = EpisodeState.Fetching	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	321	// data class Fetching(	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	341	// ) : EpisodeState()	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	361	//class InteractiveDanmakuMatchSessionPresenter(	COMMENT
LOW	…/commonMain/kotlin/domain/danmaku/DanmakuRepository.kt	381	// val episodes = (episodeState as? InteractiveDanmakuMatchSession.EpisodeState.Success)?.episodes ?: emptyList()	COMMENT
LOW	…mmonMain/kotlin/domain/mediasource/MediaListFilters.kt	41	fun fuzzyMatches() = StringMatcher.calculateMatchRate(originalTitle, subjectName) >= 80	COMMENT
LOW	…domain/mediasource/web/format/SelectorChannelFormat.kt	201	// 注释掉的是 flatten 实现, 名字包含 channel (但没有测试过)	COMMENT
LOW	…domain/mediasource/web/format/SelectorChannelFormat.kt	221	// val href = a.attr("title").takeIf { it.isNotBlank() } ?: a.attr("href")	COMMENT
LOW	…/kotlin/domain/media/selector/MediaSelectionDecider.kt	81	// For rules discussion, see #174	COMMENT
LOW	…otlin/domain/media/fetch/MediaSourceResultsFilterer.kt	41	//	COMMENT
85 more matches not shown…

Decorative Section Separators27 hits · 87 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ta/repository/subject/DefaultBangumiMergeRepository.kt	105	// ─── 服务端实体 → 客户端模型 ────────────────────────────────────────────────	COMMENT
MEDIUM	…epository/subject/DefaultBangumiMergeRepositoryTest.kt	69	// ─── 测试基础设施 ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…epository/subject/DefaultBangumiMergeRepositoryTest.kt	220	// ─── summary ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…epository/subject/DefaultBangumiMergeRepositoryTest.kt	257	// ─── getMergeState 映射 ─────────────────────────────────────────────────	COMMENT
MEDIUM	…epository/subject/DefaultBangumiMergeRepositoryTest.kt	520	// ─── resolve ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/src/commonMain/kotlin/ui/update/UpdateNotifierHost.kt	224	// ───────────────────────── Desktop implementation ────────────────────────────	COMMENT
MEDIUM	…/src/commonMain/kotlin/ui/update/UpdateNotifierHost.kt	247	// ───────────────────────── Mobile implementation ─────────────────────────────	COMMENT
MEDIUM	…/kotlin/ui/bangumi/merge/BangumiMergeScreenshotTest.kt	146	// ─── 其他状态 (412dp) ────────────────────────────────────────────────	COMMENT
MEDIUM	…/kotlin/ui/bangumi/merge/BangumiMergeScreenshotTest.kt	229	// ─── 深色主题 ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/kotlin/ui/bangumi/merge/BangumiMergeScreenshotTest.kt	251	// ─── 桌面 1280dp: 表格封顶 1080dp 居中 ───────────────────────────────	COMMENT
MEDIUM	…/kotlin/ui/bangumi/merge/BangumiMergeScreenshotTest.kt	256	// ─── 主界面的冲突提示条 ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/install-android-sdk.sh	9	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/install-android-sdk.sh	14	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/install-android-sdk.sh	22	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/install-android-sdk.sh	32	# --------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	372	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	375	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	437	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	439	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	590	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	592	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	897	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	904	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	1231	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/codex-agent.yml	1237	# ---------------------------------------------------------------------------	COMMENT

Fake / Example Data36 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	…mmonMain/kotlin/ui/notification/AnnouncementsScreen.kt	310	is LoadState.Loading -> item(key = "append-loading", contentType = "placeholder") {	CODE
LOW	…mmonMain/kotlin/ui/notification/AnnouncementsScreen.kt	319	items(6, key = { "placeholder-$it" }, contentType = { "placeholder" }) {	CODE
LOW	…ain/kotlin/ui/notification/NotificationCenterScreen.kt	756	is LoadState.Loading -> item(key = "append-loading", contentType = "placeholder") {	CODE
LOW	…ain/kotlin/ui/notification/NotificationCenterScreen.kt	765	items(6, key = { "placeholder-$it" }, contentType = { "placeholder" }) {	CODE
LOW	…tlin/ui/settings/framework/components/TextFieldItem.kt	266	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt" +	CODE
LOW	…tlin/ui/settings/framework/components/TextFieldItem.kt	266	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt" +	CODE
LOW	…nt/src/commonMain/kotlin/ui/comment/CommentTestData.kt	54	"${(0..1000).random()}Lorem ipsum dolor sit amet, consectetur adipiscing elit. " +	CODE
LOW	…nt/src/commonMain/kotlin/ui/comment/CommentTestData.kt	54	"${(0..1000).random()}Lorem ipsum dolor sit amet, consectetur adipiscing elit. " +	CODE
LOW	…tion/src/commonMain/kotlin/ui/foundation/AsyncImage.kt	188	val placeholderStateImage = rememberStateImage(placeholder, "placeholder")	CODE
LOW	…/kotlin/ui/mediaselect/summary/MediaSelectorSummary.kt	588	get() = "Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industr	CODE
LOW	…party/placeholder/src/commonMain/kotlin/Placeholder.kt	113	name = "placeholder"	CODE
LOW	…ommonMain/kotlin/ui/exploration/search/SearchFilter.kt	154	"placeholder",	CODE
LOW⚡	…nMain/kotlin/ui/subject/episode/EpisodePresentation.kt	59	title = "placeholder",	CODE
LOW⚡	…nMain/kotlin/ui/subject/episode/EpisodePresentation.kt	60	ep = "placeholder",	CODE
LOW⚡	…nMain/kotlin/ui/subject/episode/EpisodePresentation.kt	61	sort = "placeholder",	CODE
LOW	…nMain/kotlin/ui/subject/episode/SubjectPresentation.kt	28	title = "placeholder",	CODE
LOW⚡	…ct/episode/video/sidesheet/EpisodeSelectorSideSheet.kt	213	title = "placeholder",	CODE
LOW⚡	…ct/episode/video/sidesheet/EpisodeSelectorSideSheet.kt	214	ep = "placeholder",	CODE
LOW⚡	…ct/episode/video/sidesheet/EpisodeSelectorSideSheet.kt	222	title = "placeholder",	CODE
LOW⚡	…ct/episode/video/sidesheet/EpisodeSelectorSideSheet.kt	223	ep = "placeholder",	CODE
LOW⚡	…ct/episode/video/sidesheet/EpisodeSelectorSideSheet.kt	231	title = "placeholder",	CODE
LOW⚡	…ct/episode/video/sidesheet/EpisodeSelectorSideSheet.kt	232	ep = "placeholder",	CODE
LOW	…88/ani/torrent/pikpak/PikPakSessionStoreAdapterTest.kt	28	val account = "user@example.com"	CODE
LOW	…88/ani/torrent/pikpak/PikPakSessionStoreAdapterTest.kt	61	store.save("user@example.com", Session("access", "refresh", "subject", 9999))	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	38	"Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's stan	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	55	assertEquals("Lorem Ipsum.", this)	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	70	assertEquals("Lorem Ipsum.", this.decodeToString())	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	87	// assertEquals("Lorem Ipsum.", this.decodeToString())	COMMENT
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	137	assertEquals("Lorem Ipsum is s", this.decodeToString())	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	152	// assertEquals("Lorem Ipsum is s", this.decodeToString())	COMMENT
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	244	assertEquals("Lorem Ipsum is simply dummy text", this.decodeToString())	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	341	assertEquals("Lorem Ipsum is simpl", input.readExactBytes(20).decodeToString())	CODE
LOW	…rrent/api/src/commonTest/kotlin/io/TorrentInputTest.kt	362	assertEquals("Lorem Ipsum is simpl", input.readExactBytes(20).decodeToString())	CODE
LOW	…api/src/commonTest/kotlin/io/OffsetTorrentInputTest.kt	156	assertEquals("Lorem Ipsum is simply du", this.decodeToString())	CODE
LOW	…api/src/commonTest/kotlin/io/OffsetTorrentInputTest.kt	271	assertEquals("Lorem Ipsum is simpl", input.readExactBytes(20).decodeToString())	CODE
LOW	…api/src/commonTest/kotlin/io/OffsetTorrentInputTest.kt	292	assertEquals("Lorem Ipsum is simpl", input.readExactBytes(20).decodeToString())	CODE

Hyper-Verbose Identifiers28 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	…8/ani/tools/datasourcetestmcp/mcp/McpRequestHandler.kt	46	class McpRequestHandler(	CODE
LOW	…in/domain/mediasource/web/captcha/CefCaptchaBrowser.kt	208	private class CaptchaResourceRequestHandler(	CODE
LOW	…-platform/src/desktopMain/kotlin/platform/AniCefApp.kt	96	private class AniCefRequestHandler(	CODE
LOW	.github/workflows/download_jbr.py	18	def download_with_no_cert_check(url: str, destination: str):	CODE
LOW	.github/workflows/test_qa_review.py	126	def test_review_request_is_wired_to_an_authorized_qa_job(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	142	def test_prompt_carries_the_marker_and_review_command(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	152	def test_prompt_verdict_does_not_block_approval_on_untestable_scenarios(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	161	def test_prompt_for_write_author_uses_latest_head(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	168	def test_prompt_without_test_account_says_login_is_impossible(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	176	def test_prompt_carries_the_production_database_hint_but_not_the_secret(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	186	def test_prompt_carries_the_test_account(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	195	def test_half_configured_test_account_counts_as_none(self):	CODE
LOW	.github/workflows/test_qa_review.py	228	def test_other_agent_jobs_carry_the_test_account(self):	CODE
LOW	.github/workflows/test_qa_review.py	247	def test_other_agent_jobs_receive_the_test_account_env(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	261	def test_submitted_review_with_marker_passes_without_comment(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	265	def test_bot_login_matches_case_insensitively(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	269	def test_marker_on_a_later_page_is_found(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	273	def test_missing_review_posts_failure_comment_and_fails(self):	CODE
LOW⚡	.github/workflows/test_qa_review.py	283	def test_reviews_that_do_not_prove_this_run_do_not_count(self):	CODE
LOW	.github/workflows/test_issue_classification.py	154	def test_taxonomy_and_schema_exclude_legacy_labels(self):	CODE
LOW	.github/workflows/test_issue_classification.py	163	def test_each_priority_uses_discovered_field_id_and_preserves_other_fields(self):	CODE
LOW	.github/workflows/test_issue_classification.py	176	def test_priority_set_during_classification_is_preserved(self):	CODE
LOW	.github/workflows/test_issue_classification.py	188	def test_rerun_preserves_priority(self):	CODE
LOW	.github/workflows/test_issue_classification.py	195	def test_invalid_priority_causes_no_writes(self):	CODE
LOW⚡	.github/workflows/test_issue_classification.py	206	def test_forbidden_labels_cause_no_writes_even_if_in_allowlist(self):	CODE
LOW⚡	.github/workflows/test_issue_classification.py	214	def test_missing_or_invalid_field_fails_before_classification(self):	CODE
LOW⚡	.github/workflows/test_issue_classification.py	223	def test_field_permission_failure_is_not_silently_ignored(self):	CODE
LOW⚡	.github/workflows/test_issue_classification.py	229	def test_failed_or_unconfirmed_write_fails_the_step(self):	CODE

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	…-data/src/commonMain/kotlin/data/models/subject/Tag.kt	46	// Generated by GPT-4o	COMMENT
HIGH	…ls/platform/src/commonMain/kotlin/collections/Tuple.kt	24	// Below are generated by AI.	COMMENT
HIGH	…anplay/src/commonMain/kotlin/data/DandanplayBangumi.kt	6	* Generated by ChatGPT from https://api.dandanplay.net/swagger/ui/index#!/Bangumi/Bangumi_GetBangumiDetails	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	.github/workflows/download_jbr.py	97	except OSError:	CODE
HIGH	.github/workflows/download_jbr.py	90	except OSError:	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…gs/src/commonMain/kotlin/ui/settings/SettingsScreen.kt	626	// 顶栏覆盖在内容上, 这里代替 scaffold 消耗顶栏的 insets.	COMMENT
MEDIUM	…monMain/kotlin/ui/download/DownloadManagementScreen.kt	403	// 单栏 (手机) 下 scaffold 会以前进导航方式全屏展示详情栏, 并支持返回.	COMMENT
MEDIUM	…monMain/kotlin/ui/download/DownloadManagementScreen.kt	455	// 注意: 必须在 AniListDetailPaneScaffold 之后注册, 才能优先于 scaffold 的返回 (详情->列表) 处理.	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/commonMain/kotlin/ui/foundation/HasBackgroundScope.kt	59	* ## Creating a background scope	COMMENT
MEDIUM	.github/workflows/download_jbr.py	22	# Create an unverified SSL context	COMMENT
MEDIUM	ci-helper/verify/run-ani-test-macos-aarch64.sh	54	# Create a folder to unzip into	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…mTest/kotlin/tools/update/DefaultFileDownloaderTest.kt	277	// In this implementation, if no fallback is found, it ends in "Failed" and returns false.	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	tools/tv-remote/tv-remote.py	327	CODE
LOW	tools/tv-remote/tv-remote.py	199	CODE
LOW	…c/desktopTest/resources/media-selector-traces/clean.py	16	CODE
LOW	…c/desktopTest/resources/media-selector-traces/clean.py	97	CODE
LOW	.github/workflows/test_issue_classification.py	30	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/skills/desktop-ui-verify/scripts/find_window_id.swift	3	// swift find_window_id.swift --pid <pid> (matches kCGWindowOwnerPID; most robust)	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/tv-remote/tv-remote.py	20		CODE

open-ani/animeko

Open-Source Code Quality, Security and Technical Debt Review