0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.6K

Stars

Java

Language

512.9K

Lines of Code

2.8K

Files

328

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 95 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 218 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 90 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 328 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 4MEDIUM 13LOW 311

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 328 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.

Fake / Example Data218 hits · 220 pts

Severity	File	Line	Snippet	Context
LOW	…obo-sync-settings/kobo-sync-settings-component.spec.ts	40	email: 'admin@example.com',	CODE
LOW	…ings/user-management/user-management.component.spec.ts	20	email: 'admin@example.com',	CODE
LOW	…ures/settings/custom-fonts/custom-fonts.component.html	78	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut lab	CODE
LOW	…ures/settings/custom-fonts/custom-fonts.component.html	78	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut lab	CODE
LOW	…s/font-upload-dialog/font-upload-dialog.component.html	77	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et d	CODE
LOW	…s/font-upload-dialog/font-upload-dialog.component.html	77	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et d	CODE
LOW	…eatures/command-palette/command-palette.component.html	26	[placeholder]="t('placeholder')"	CODE
LOW	…rc/app/shared/components/setup/setup.component.spec.ts	51	email: 'admin@example.com',	CODE
LOW	…rc/app/shared/components/setup/setup.component.spec.ts	79	email: 'admin@example.com',	CODE
LOW	…/src/app/shared/components/setup/setup.service.spec.ts	35	service.createAdmin({email: 'admin@example.com', password: 'secret'}).subscribe();	CODE
LOW	…/src/app/shared/components/setup/setup.service.spec.ts	40	email: 'admin@example.com',	CODE
LOW	frontend/src/i18n/zh.json	966	"placeholder": "例如 {title} - {authors}",	CODE
LOW	frontend/src/i18n/zh.json	981	"placeholder": "留空以使用默认模式",	CODE
LOW	frontend/src/i18n/zh.json	1147	"placeholder": "例如 0 2 * * *",	CODE
LOW	frontend/src/i18n/zh.json	1270	"placeholder": "",	CODE
LOW	frontend/src/i18n/zh.json	1745	"placeholder": "",	CODE
LOW	frontend/src/i18n/zh.json	3391	"placeholder": "标题、作者、系列、类型或 ISBN...",	CODE
LOW	frontend/src/i18n/zh.json	3655	"placeholder": "在此写下您的笔记...",	CODE
LOW	frontend/src/i18n/zh.json	5062	"placeholder": "",	CODE
LOW	frontend/src/i18n/sl.json	966	"placeholder": "npr. {title} - {authors}",	CODE
LOW	frontend/src/i18n/sl.json	981	"placeholder": "Pusti prazno za uporabo privzetega vzorca",	CODE
LOW	frontend/src/i18n/sl.json	1147	"placeholder": "npr., 0 2 * * *",	CODE
LOW	frontend/src/i18n/sl.json	1270	"placeholder": "",	CODE
LOW	frontend/src/i18n/sl.json	1745	"placeholder": "",	CODE
LOW	frontend/src/i18n/sl.json	3391	"placeholder": "Naslov, avtor, zbirka, žanr ali ISBN...",	CODE
LOW	frontend/src/i18n/sl.json	3655	"placeholder": "Tukaj napiši svojo opombo...",	CODE
LOW	frontend/src/i18n/sl.json	5062	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	966	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	981	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	1147	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	1270	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	1745	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	3391	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	3655	"placeholder": "",	CODE
LOW	frontend/src/i18n/hu.json	5062	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	966	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	981	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	1147	"placeholder": "bijv. 0 2 * * *",	CODE
LOW	frontend/src/i18n/nl.json	1270	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	1745	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	3391	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	3655	"placeholder": "",	CODE
LOW	frontend/src/i18n/nl.json	5062	"placeholder": "",	CODE
LOW	frontend/src/i18n/ja.json	966	"placeholder": "例: {title} - {authors}",	CODE
LOW	frontend/src/i18n/ja.json	981	"placeholder": "デフォルトパターンを使用するには空のままにしてください",	CODE
LOW	frontend/src/i18n/ja.json	1147	"placeholder": "例: 0 2 * * *",	CODE
LOW	frontend/src/i18n/ja.json	1270	"placeholder": "",	CODE
LOW	frontend/src/i18n/ja.json	1745	"placeholder": "",	CODE
LOW	frontend/src/i18n/ja.json	3391	"placeholder": "タイトル、著者、シリーズ、ジャンル、またはISBN...",	CODE
LOW	frontend/src/i18n/ja.json	3655	"placeholder": "ここにメモを書いてください...",	CODE
LOW	frontend/src/i18n/ja.json	5062	"placeholder": "",	CODE
LOW	frontend/src/i18n/de.json	966	"placeholder": "z.B. {title} - {authors}",	CODE
LOW	frontend/src/i18n/de.json	981	"placeholder": "Leer lassen, um Standardmuster zu verwenden",	CODE
LOW	frontend/src/i18n/de.json	1147	"placeholder": "z.B. 0 2 * * *",	CODE
LOW	frontend/src/i18n/de.json	1270	"placeholder": "",	CODE
LOW	frontend/src/i18n/de.json	1745	"placeholder": "",	CODE
LOW	frontend/src/i18n/de.json	3391	"placeholder": "Titel, Autor, Serie, Genre oder ISBN...",	CODE
LOW	frontend/src/i18n/de.json	3655	"placeholder": "Schreiben Sie Ihre Notiz hier...",	CODE
LOW	frontend/src/i18n/de.json	5062	"placeholder": "",	CODE
LOW	frontend/src/i18n/ru.json	966	"placeholder": "например, {title} - {authors}",	CODE
158 more matches not shown…

Hyper-Verbose Identifiers75 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	…d/tools/oxlint/anti-slop/shared/function-parameters.ts	13	export function functionParameterTypeAnnotation(	CODE
LOW	…d/tools/oxlint/anti-slop/shared/function-parameters.ts	29	export function functionParameterBindingName(	CODE
LOW	…ontend/tools/oxlint/anti-slop/shared/reflect-method.ts	13	export function isGlobalReflectMethodCall(	CODE
LOW	…tend/tools/oxlint/anti-slop/shared/dictionary-types.ts	128	function isEffectivelyEmptyTypeLiteral(type: ESTree.TSTypeLiteral): boolean {	CODE
LOW	…tend/tools/oxlint/anti-slop/shared/dictionary-types.ts	132	function isEffectivelyEmptyInterface(	CODE
LOW	…tend/tools/oxlint/anti-slop/shared/dictionary-types.ts	144	function resolvedSubstitutionArgument(	CODE
LOW	…tend/tools/oxlint/anti-slop/shared/dictionary-types.ts	296	export function classifyUnsafeDictionaryValue(	CODE
LOW	…tend/tools/oxlint/anti-slop/shared/dictionary-types.ts	480	export function isPopulatedObjectExpression(expression: ESTree.Expression): boolean {	CODE
LOW	…tend/tools/oxlint/anti-slop/shared/dictionary-types.ts	493	export function isKnownEvidenceExpression(expression: ESTree.Expression): boolean {	CODE
LOW	…tools/oxlint/anti-slop/shared/type-alias-resolution.ts	117	export function createTypeAliasEnvironment(	CODE
LOW	…ols/oxlint/anti-slop/shared/lexical-type-parameters.ts	14	function collectInferTypeParameterNames(	CODE
LOW	…ols/oxlint/anti-slop/shared/lexical-type-parameters.ts	35	export function lexicalTypeParameterNames(	CODE
LOW	…d/tools/oxlint/anti-slop/rules/no-widen-then-assert.ts	18	function unwrapExpressionParentheses(expression: ESTree.Expression): ESTree.Expression {	CODE
LOW	…d/tools/oxlint/anti-slop/rules/no-widen-then-assert.ts	143	function isDefinitelyNarrowerRecordType(type: ESTree.TSType): boolean {	CODE
LOW	…d/tools/oxlint/anti-slop/rules/no-widen-then-assert.ts	171	function resolvedVariableForIdentifier(	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	6	function isTypeAssertionExpression(node: ESTree.Node): node is TypeAssertionExpression {	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	10	function unwrapParenthesizedExpression(expression: ESTree.Expression): ESTree.Expression {	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	27	function isOutermostAssertionInChain(node: TypeAssertionExpression): boolean {	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	39	function isForbiddenAssertionChain(node: TypeAssertionExpression): boolean {	CODE
LOW	…ools/oxlint/anti-slop/rules/no-known-value-widening.ts	138	function hasKnownCallArgumentEvidence(	CODE
LOW	…ools/oxlint/anti-slop/rules/no-known-value-widening.ts	192	function typePredicateSubjectIndex(	CODE
LOW	…ools/oxlint/anti-slop/rules/no-known-value-widening.ts	253	function isDictionaryAccumulatorTarget(destination: WideningTarget): boolean {	CODE
LOW	…ls/oxlint/anti-slop/rules/no-unsafe-dictionary-type.ts	61	function isInsideTypeAliasDeclaration(node: ESTree.Node): boolean {	CODE
LOW	…ls/oxlint/anti-slop/rules/no-unsafe-dictionary-type.ts	80	function isInsideTypeParameterConstraint(node: ESTree.TSType): boolean {	CODE
LOW	…lop/rules/require-safety-comment-for-type-assertion.ts	48	function hasSafetyJustificationBefore(	CODE
LOW	frontend/playwright/login-and-books.fixture.ts	36	export function createLoginAndBooksScenario(): LoginAndBooksScenario {	CODE
LOW	frontend/playwright/login-and-books.fixture.ts	162	export async function installLoginAndBooksRoutes(	CODE
LOW	frontend/src/app/core/testing/dialog-testing.ts	32	export function createMessageServiceProvider(messageService: ReturnType<typeof createMessageServiceSpy>) {	CODE
LOW	frontend/src/app/core/testing/dialog-testing.ts	36	export function createConfirmServiceProvider(confirmationService: ReturnType<typeof createConfirmServiceSpy>) {	CODE
LOW	frontend/src/app/core/testing/query-testing.ts	42	export function flushSignalAndQueryEffects(): void {	CODE
LOW	…/metadata-settings/metadata-settings-component.spec.ts	93	function buildMetadataRefreshOptions(): MetadataRefreshOptions {	CODE
LOW	…es/settings/user-management/entity-view-preferences.ts	23	export function findEntityViewPreferenceOverride(	CODE
LOW	…es/settings/user-management/entity-view-preferences.ts	45	export function upsertEntityViewPreference(	CODE
LOW	…brary-shelf-menu/library-shelf-menu-items.component.ts	20	export function libraryShelfMenuAvailable(	CODE
LOW	…/app/features/book/browse/book-browse-bulk-commands.ts	30	export function createBookBrowseBulkCommands({selection, books, fetchIds}: BookBrowseBulkCommandsOptions) {	CODE
LOW	…tend/src/app/features/book/browse/book-browse-scope.ts	85	export function bookBrowseScopePreferenceContext(	CODE
LOW	…tend/src/app/features/book/browse/book-browse-scope.ts	101	export function bookBrowseScopeMenuTarget(	CODE
LOW	…rc/app/features/book/browse/book-browse-preferences.ts	40	export function createBookBrowsePreferences({context, availableSortKeys, urlState}: BookBrowsePreferencesOptions) {	CODE
LOW	…ntend/src/app/features/book/browse/book-browse-sort.ts	50	export function bookSortTermsFromCriteria(criteria: readonly BrowseSortCriterion[]): BookSortTerm[] {	CODE
LOW	…nd/src/app/features/book/browse/book-browse-columns.ts	44	export function normalizeBookColumnPreferences(	CODE
LOW	…p/features/book/service/book-command-legacy-adapter.ts	179	async function patchLegacyShelfMembership(	CODE
LOW	…end/src/app/features/book/service/legacy-book-cache.ts	42	async function reconcileLegacyBookChangeSet(	CODE
LOW	…end/src/app/features/book/service/legacy-book-cache.ts	65	export function invalidateLegacyBookRecommendations(queryClient: QueryClient): Promise<void> {	CODE
LOW	…end/src/app/features/book/service/legacy-book-cache.ts	69	export async function reconcileBookCacheChangeSet(	CODE
LOW	…end/src/app/features/book/service/legacy-book-cache.ts	88	async function reconcilePatchedLegacyBookChangeSet(	CODE
LOW	…end/src/app/features/book/service/legacy-book-cache.ts	179	export function invalidateDeletedBookQueries(queryClient: QueryClient, bookIds: Iterable<number>): void {	CODE
LOW	…end/src/app/features/book/service/legacy-book-cache.ts	246	export function patchAttachedBookFilesInLegacyCache(	CODE
LOW	…ontend/src/app/features/book/data/book-query-params.ts	200	export function normalizeBookCollectionFilterParams(	CODE
LOW	…c/app/features/book/data/book-command-pending-state.ts	52	export function injectPendingBookReadStatuses(): Signal<ReadonlyMap<number, BookReadStatus>> {	CODE
LOW	…c/app/features/book/data/book-command-pending-state.ts	59	export function injectPendingBookShelfMembership(): Signal<ReadonlyMap<number, PendingShelfMembership>> {	CODE
LOW	…c/app/features/book/data/book-command-pending-state.ts	80	export function injectPendingBookProgressResets(): Signal<ReadonlyMap<number, BookProgressSource>> {	CODE
LOW	…c/app/features/book/data/book-command-pending-state.ts	87	export function injectPendingBookDeletions(): Signal<ReadonlySet<number>> {	CODE
LOW	…app/features/book/data/shelf-definition-query-cache.ts	5	export function invalidateShelfDefinitions(client: QueryClient): Promise<void> {	CODE
LOW	frontend/src/app/features/book/data/book-query-cache.ts	18	export function invalidateBookCollections(queryClient: QueryClient): Promise<void> {	CODE
LOW	frontend/src/app/features/book/data/book-query-cache.ts	22	export function invalidateBookRecommendations(queryClient: QueryClient): Promise<void> {	CODE
LOW	…tures/readers/pdf-reader/utils/annotation-converter.ts	31	function toSerializableAnnotationTransferItem(item: AnnotationTransferItem): SerializableAnnotationTransferItem {	CODE
LOW	…features/readers/cbx-reader/core/cbx-reader-storage.ts	13	export function clampStripMaxWidthPercent(n: number \| null \| undefined): number {	CODE
LOW	…features/readers/cbx-reader/core/cbx-reader-storage.ts	45	export function writeStripWidthPercentPerBook(	CODE
LOW	…features/readers/cbx-reader/core/cbx-reader-storage.ts	68	export function dismissWebtoonHintForSession(bookId: number): void {	CODE
LOW	…features/readers/cbx-reader/core/cbx-reader-storage.ts	76	export function dismissWebtoonHintForever(): void {	CODE
15 more matches not shown…

Decorative Section Separators12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	52	// ── Helper methods ──────────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	122	// ── General tests ───────────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	170	// ── ISBN matching ───────────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	245	// ── External ID matching ────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	349	// ── Title + Author matching ─────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	450	// ── Directory matching ──────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	543	// ── Filename matching ───────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	632	// ── Strategy ordering (already-grouped exclusion) ───────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	695	// ── Target selection ────────────────────────────────────────	COMMENT
MEDIUM	…oklore/service/book/DuplicateDetectionServiceTest.java	857	// ── Edge cases ──────────────────────────────────────────────	COMMENT
MEDIUM	scripts/release/docker-buildx-push.sh	4	# =======================	COMMENT
MEDIUM	scripts/release/docker-buildx-push.sh	6	# =======================	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…a/org/booklore/util/epub/CoverDetectorServiceTest.java	<?xml version="1.0" encoding="utf-8"?> <container version="1.0" xmlns="urn:oasis:names:tc:opendocument:xmlns:container">	STRING
HIGH	…ore/service/kobo/KoboSpanMapExtractionServiceTest.java	<?xml version="1.0" encoding="utf-8"?> <container version="1.0" xmlns="urn:oasis:names:tc:opendocument:xmlns:container">	STRING
HIGH	…vice/metadata/extractor/EpubMetadataExtractorTest.java	<?xml version="1.0" encoding="utf-8"?> <container version="1.0" xmlns="urn:oasis:names:tc:opendocument:xmlns:container">	STRING

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/assets/foliate/mobi.js	941	serializer = new XMLSerializer()	COMMENT
LOW	frontend/src/assets/foliate/paginator.js	421	this.#observer.disconnect()	COMMENT
LOW	frontend/src/assets/foliate/paginator.js	441	#margin = 0	COMMENT
LOW	frontend/src/assets/foliate/paginator.js	701	// `a` be the gap percentage. The actual percentage for the column gap	COMMENT
LOW	deploy/compose/docker-compose.yml	21	# ALLOWED_ORIGINS=	COMMENT
LOW	deploy/helm/grimmory/values.yaml	41	enabled: false	COMMENT
LOW	deploy/helm/grimmory/values.yaml	61	# This section builds out the service account more information can be found here: https://kubernetes.io/docs/concepts/se	COMMENT
LOW	deploy/helm/grimmory/values.yaml	81	securityContext: {}	COMMENT
LOW	deploy/helm/grimmory/values.yaml	101	# kubernetes.io/tls-acme: "true"	COMMENT
LOW	deploy/helm/grimmory/values.yaml	181		COMMENT
LOW	.github/cliff.toml	121	{ message = "^revert", group = "<!-- 9 -->Revert" },	COMMENT

Structural Annotation Overuse7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	README.md	64	### Step 1: Environment Configuration	COMMENT
LOW	README.md	92	### Step 2: Docker Compose	COMMENT
LOW	README.md	154	### Step 3: Launch	COMMENT
LOW	docs/OIDC-Setup-With-PocketID.md	23	### Step 1: Install and Configure Pocket ID	COMMENT
LOW	docs/OIDC-Setup-With-PocketID.md	27	### Step 2: Add a client	COMMENT
LOW	docs/OIDC-Setup-With-PocketID.md	42	### Step 3: Configure Grimmory OIDC Settings	COMMENT
LOW	docs/OIDC-Setup-With-PocketID.md	54	### Step 4: Test the Integration	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	126	### I've implemented something and want to submit it	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ooklore/service/metadata/writer/CbxMetadataWriter.java	423	// This is more robust than System.setProperty() because it is per-instance and	COMMENT

grimmory-tools/grimmory

Open-Source Code Quality, Security and Technical Debt Review