0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

6.8K

Stars

Kotlin

Language

243.2K

Lines of Code

1.6K

Files

123

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 41 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 82 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 35 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 123 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 0MEDIUM 1LOW 122

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 123 distinct pattern matches across 6 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 Data82 hits · 89 pts

Severity	File	Line	Snippet	Context
LOW	next-ui/src/components/readlist/form/General.stories.ts	33	summary: `Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et d	CODE
LOW	next-ui/src/components/readlist/form/General.stories.ts	33	summary: `Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et d	CODE
LOW	next-ui/src/components/user/Details.stories.ts	25	email: 'admin@example.org',	CODE
LOW	next-ui/src/components/user/form/CreateEdit.stories.ts	65	email: 'user@example.org',	CODE
LOW	next-ui/src/pages/login.stories.ts	185	await userEvent.type(login, 'test@example.org')	CODE
LOW	next-ui/src/pages/login.stories.ts	207	await userEvent.type(login, 'test@example.org')	CODE
LOW	next-ui/src/pages/login.stories.ts	227	await userEvent.type(login, 'test@example.org')	CODE
LOW	next-ui/src/pages/claim.stories.ts	41	await userEvent.type(login, 'test@example.org')	CODE
LOW	next-ui/src/pages/claim.stories.ts	66	await userEvent.type(login, 'test@example.org')	CODE
LOW	next-ui/src/pages/claim.stories.ts	91	await userEvent.type(login, 'test@example.org')	CODE
LOW	…g/gotson/komga/benchmark/rest/AbstractRestBenchmark.kt	31	userRepository.findByEmailIgnoreCaseOrNull("admin@example.org")	CODE
LOW	…otson/komga/infrastructure/jooq/main/BookSearchTest.kt	77	private val user1 = KomgaUser("user1@example.org", "p")	CODE
LOW	…otson/komga/infrastructure/jooq/main/BookSearchTest.kt	78	private val user2 = KomgaUser("user2@example.org", "p")	CODE
LOW	…otson/komga/infrastructure/jooq/main/BookDtoDaoTest.kt	66	private val user = KomgaUser("user@example.org", "")	CODE
LOW	…/komga/infrastructure/jooq/main/ReadProgressDaoTest.kt	33	private val user1 = KomgaUser("user1@example.org", "")	CODE
LOW	…/komga/infrastructure/jooq/main/ReadProgressDaoTest.kt	34	private val user2 = KomgaUser("user2@example.org", "")	CODE
LOW	…son/komga/infrastructure/jooq/main/SeriesSearchTest.kt	71	private val user1 = KomgaUser("user1@example.org", "p")	CODE
LOW	…son/komga/infrastructure/jooq/main/SeriesSearchTest.kt	72	private val user2 = KomgaUser("user2@example.org", "p")	CODE
LOW	…son/komga/infrastructure/jooq/main/SeriesDtoDaoTest.kt	64	private val user = KomgaUser("user@example.org", "")	CODE
LOW	…ga/infrastructure/jooq/main/SeriesCollectionDaoTest.kt	29	private val testUser = KomgaUser("test@example.org", "")	CODE
LOW	…a/infrastructure/jooq/main/ClientSettingsDtoDaoTest.kt	20	private val user1 = KomgaUser("user1@example.org", "")	CODE
LOW	…a/infrastructure/jooq/main/ClientSettingsDtoDaoTest.kt	21	private val user2 = KomgaUser("user2@example.org", "")	CODE
LOW	…tson/komga/infrastructure/jooq/main/ReadListDaoTest.kt	33	private val testUser = KomgaUser("test@example.org", "")	CODE
LOW⚡	…n/komga/infrastructure/jooq/main/ReferentialDaoTest.kt	59	private val userAll = KomgaUser("user1@example.org", "p")	CODE
LOW⚡	…n/komga/infrastructure/jooq/main/ReferentialDaoTest.kt	60	private val userLib1 = KomgaUser("user2@example.org", "p", sharedLibrariesIds = setOf(library1.id), sharedAllLibraries	CODE
LOW⚡	…n/komga/infrastructure/jooq/main/ReferentialDaoTest.kt	61	private val userLabelAllow = KomgaUser("user3@example.org", "p", restrictions = ContentRestrictions(labelsAllow = setO	CODE
LOW⚡	…n/komga/infrastructure/jooq/main/ReferentialDaoTest.kt	62	private val userAge10 = KomgaUser("user4@example.org", "p", restrictions = ContentRestrictions(ageRestriction = AgeRes	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	48	email = "user@example.org",	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	61	assertThat(email).isEqualTo("user@example.org")	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	76	email = "user@example.org",	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	100	email = "user2@example.org",	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	122	assertThat(email).isEqualTo("user2@example.org")	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	144	komgaUserDao.insert(KomgaUser("user1@example.org", "p"))	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	145	komgaUserDao.insert(KomgaUser("user2@example.org", "p"))	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	151	"user1@example.org",	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	152	"user2@example.org",	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	158	komgaUserDao.insert(KomgaUser("user1@example.org", "p"))	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	159	komgaUserDao.insert(KomgaUser("user2@example.org", "p"))	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	168	val existing = KomgaUser("user1@example.org", "p")	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	185	val existing = KomgaUser("user1@example.org", "p")	CODE
LOW	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	196	KomgaUser("user1@example.org", "p"),	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	209	KomgaUser("user1@example.org", "p"),	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	216	assertThat(found?.email).isEqualTo("user1@example.org")	CODE
LOW⚡	…son/komga/infrastructure/jooq/main/KomgaUserDaoTest.kt	222	val user = KomgaUser("user1@example.org", "p")	CODE
LOW	…/kotlin/org/gotson/komga/domain/model/KomgaUserTest.kt	8	val defaultUser = KomgaUser("user@example.org", "aPassword")	CODE
LOW	…/gotson/komga/domain/service/KomgaUserLifecycleTest.kt	28	private val user1 = KomgaUser("user1@example.org", "")	CODE
LOW	…/gotson/komga/domain/service/KomgaUserLifecycleTest.kt	29	private val user2 = KomgaUser("user2@example.org", "")	CODE
LOW	…n/org/gotson/komga/domain/service/BookLifecycleTest.kt	65	private val user1 = KomgaUser("user1@example.org", "")	CODE
LOW	…n/org/gotson/komga/domain/service/BookLifecycleTest.kt	66	private val user2 = KomgaUser("user2@example.org", "")	CODE
LOW	…on/komga/domain/service/LibraryContentLifecycleTest.kt	97	private val user = KomgaUser("user@example.org", "", id = "1")	CODE
LOW	…/gotson/komga/domain/service/SyncPointLifecycleTest.kt	55	"user1@example.org",	CODE
LOW	…in/org/gotson/komga/domain/service/BookImporterTest.kt	66	private val user1 = KomgaUser("user1@example.org", "")	CODE
LOW	…in/org/gotson/komga/domain/service/BookImporterTest.kt	67	private val user2 = KomgaUser("user2@example.org", "")	CODE
LOW	…/kotlin/org/gotson/komga/interfaces/api/SessionTest.kt	34	user = KomgaUser("user@example.org", "user")	CODE
LOW	…ga/interfaces/api/kosync/KoreaderSyncControllerTest.kt	30	"user@example.org",	CODE
LOW	…gotson/komga/interfaces/api/opds/OpdsControllerTest.kt	47	private val user = KomgaUser("user@example.org", "", id = "1")	CODE
LOW	…gotson/komga/interfaces/api/opds/OpdsControllerTest.kt	48	private val user2 = KomgaUser("user2@example.org", "", id = "2")	CODE
LOW	…gotson/komga/interfaces/api/kobo/KoboControllerTest.kt	55	"user@example.org",	CODE
LOW	…ga/interfaces/api/rest/ClientSettingsControllerTest.kt	114	private val user1 = KomgaUser("user1@example.org", "", id = "user1")	CODE
LOW	…gotson/komga/interfaces/api/rest/UserControllerTest.kt	48	private val admin = KomgaUser("admin@example.org", "", id = "admin")	CODE
22 more matches not shown…

Hyper-Verbose Identifiers35 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	komga-webui/src/functions/urls.ts	21	export function bookThumbnailUrlByThumbnailId(bookId: string, thumbnailId: string) {	CODE
LOW	komga-webui/src/functions/urls.ts	56	export function seriesThumbnailUrlByThumbnailId(seriesId: string, thumbnailId: string) {	CODE
LOW	komga-webui/src/functions/urls.ts	64	export function collectionThumbnailUrlByThumbnailId(collectionId: string, thumbnailId: string) {	CODE
LOW⚡	komga-webui/src/functions/urls.ts	76	export function readListThumbnailUrlByThumbnailId(readListId: string, thumbnailId: string) {	CODE
LOW⚡	komga-webui/src/functions/urls.ts	84	export function pageHashUnknownThumbnailUrl(pageHash: PageHashUnknownDto, resize?: number): string {	CODE
LOW⚡	komga-webui/src/functions/urls.ts	92	export function pageHashKnownThumbnailUrl(pageHash: PageHashKnownDto): string {	CODE
LOW	komga-webui/src/functions/filter.ts	24	export function extractFilterOptionsValues(options: NameValue[] \| undefined): any[] {	CODE
LOW	komga-webui/src/functions/book-progress.ts	10	export function getReadProgressPercentage (book: BookDto): number {	CODE
LOW	komga-webui/src/functions/book-format.ts	22	export function getBookFormatFromMediaType(mediaType: string): BookFormat {	CODE
LOW	komga-webui/src/functions/book-format.ts	40	export function getBookReadRouteFromMedia(media: MediaDto): string {	CODE
LOW	next-ui/src/types/BookDetails.ts	11	export function transientBookDtoToBookDetails(transientBook: TransientBookDto): BookDetails {	CODE
LOW	next-ui/src/composables/intlFormatter.ts	7	function convertSortOptionDescriptor(sortDescriptor: SortOptionDescriptor): SortOption {	CODE
LOW	next-ui/src/composables/selection.ts	8	export function useSelectionContextualActions(	CODE
LOW	…/src/composables/series/useEditSeriesMetadataDialog.ts	18	export function useEditSeriesMetadataDialog() {	CODE
LOW	…i/src/composables/book/useBookNavigationFromContext.ts	6	export function useBookNavigationFromContext(	CODE
LOW	…t-ui/src/composables/book/useEditBookMetadataDialog.ts	21	export function useEditBookMetadataDialog() {	CODE
LOW	next-ui/src/stores/messages.ts	38	export function isMessageWithActionRouter(	CODE
LOW	next-ui/src/api/images.ts	60	export function pageHashKnownThumbnailUrl(hash?: string): string \| undefined {	CODE
LOW	next-ui/src/api/images.ts	65	export function pageHashUnknownThumbnailUrl(hash?: string): string \| undefined {	CODE
LOW	next-ui/src/functions/clipboard.ts	1	export async function extractImageFromClipboard(item: ClipboardItem \| DataTransferItem) {	CODE
LOW	next-ui/src/functions/clipboard.ts	6	async function extractImageFromDataTransferItem(item: DataTransferItem): Promise<File \| undefined> {	CODE
LOW	next-ui/src/functions/clipboard.ts	19	async function extractImageFromClipboardItem(item: ClipboardItem): Promise<File \| undefined> {	CODE
LOW	next-ui/src/functions/filter.ts	61	export function schemaFilterContributorsToConditions(	CODE
LOW	next-ui/src/functions/filter.ts	99	export function schemaFilterNotableEntitiesToConditions(	CODE
LOW	next-ui/src/functions/filter.ts	137	export function schemaFilterReadStatusToConditions(	CODE
LOW	next-ui/src/functions/filter.ts	154	export function schemaFilterPosterToConditions(filter: InferOutput<typeof SchemaFilterPoster>) {	CODE
LOW	next-ui/src/functions/filter.ts	172	export function schemaFilterIncludeExcludeToConditions(filter: FilterIncludeExclude, key: string) {	CODE
LOW	next-ui/src/functions/filter.ts	181	export function schemaFilterStringToConditions(	CODE
LOW	next-ui/src/functions/filter.ts	222	export function schemaFilterReleaseYearToConditions(	CODE
LOW	next-ui/src/functions/filter.ts	264	export function schemaFilterAgeRatingToConditions(	CODE
LOW	next-ui/src/functions/filter.ts	315	export function contributorToContributorsQuery(contributor: AuthorDto) {	CODE
LOW	next-ui/src/functions/series.ts	3	export function seriesMetadataToUpdateDto(	CODE
LOW	next-ui/src/functions/browsing-context.ts	122	export function formatBrowsingContextAsQueryParam(context?: BrowsingContext): LocationQueryRaw {	CODE
LOW	next-ui/src/functions/browsing-context.ts	133	export function browsingContextToRouteLocation(	CODE
LOW	next-ui/src/router/library-view-redirect-guard.ts	14	export function useLibraryViewRedirectGuard(router: Router) {	CODE

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	next-ui/env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	komga/src/main/resources/application-dev.yml	21	# org.springframework.web.filter.CommonsRequestLoggingFilter: DEBUG	COMMENT
LOW	.github/FUNDING.yml	1	# These are supported funding model platforms	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	next-ui/package-lock.json	304	"resolved": "https://registry.npmjs.org/@devframes/agentic/-/agentic-1.1.0.tgz",	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	next-ui/src/composables/useEntitiesActions.ts	40	//TODO: implement remaining actions	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	next-ui/public-msw/mockServiceWorker.js	124	async function handleRequest(event, requestId, requestInterceptedAt) {	CODE

gotson/komga

Open-Source Code Quality, Security and Technical Debt Review