0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.8K

Stars

Language

380.9K

Lines of Code

4.3K

Files

201

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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 168 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 153 finding(s).

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 201 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 13HIGH 2MEDIUM 0LOW 186

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 201 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.

Hyper-Verbose Identifiers153 hits · 156 pts

Severity	File	Line	Snippet	Context
LOW	…ndexers/Indexers/Manage/ManageIndexersModalContent.tsx	87	function ManageIndexersModalContent(props: ManageIndexersModalContentProps) {	CODE
LOW	…ndexers/Manage/Edit/ManageIndexersEditModalContent.tsx	51	function ManageIndexersEditModalContent(	CODE
LOW	…Settings/Quality/Reset/ResetQualityDefinitionsModal.js	7	function ResetQualityDefinitionsModal(props) {	CODE
LOW	…ormats/Specifications/EditSpecificationModalContent.js	20	function EditSpecificationModalContent(props) {	CODE
LOW	…tomFormats/Manage/ManageCustomFormatsToolbarButton.tsx	8	function ManageCustomFormatsToolbarButton() {	CODE
LOW	…stomFormats/Manage/ManageCustomFormatsModalContent.tsx	61	function ManageCustomFormatsModalContent(	CODE
LOW	…s/CustomFormats/Manage/ManageCustomFormatsModalRow.tsx	36	function ManageCustomFormatsModalRow(props: ManageCustomFormatsModalRowProps) {	CODE
LOW	…ts/Manage/Edit/ManageCustomFormatsEditModalContent.tsx	48	function ManageCustomFormatsEditModalContent(	CODE
LOW	…omFormats/Manage/Edit/ManageCustomFormatsEditModal.tsx	12	function ManageCustomFormatsEditModal(	CODE
LOW	…diaManagement/RootFolder/EditRootFolderModalContent.js	23	function EditRootFolderModalContent(props) {	CODE
LOW	…ttings/Tags/AutoTagging/EditAutoTaggingModalContent.js	33	export default function EditAutoTaggingModalContent(props) {	CODE
LOW	…agging/Specifications/EditSpecificationModalContent.js	28	function EditSpecificationModalContent(props) {	CODE
LOW	…gging/Specifications/AddSpecificationPresetMenuItem.js	5	export default function AddSpecificationPresetMenuItem(props) {	CODE
LOW	…Tagging/Specifications/AddSpecificationModalContent.js	20	export default function AddSpecificationModalContent(props) {	CODE
LOW	…ttings/Tags/Details/TagDetailsModalContentConnector.js	12	function createUnorderedMatchingArtistSelector() {	CODE
LOW	…ttings/Tags/Details/TagDetailsModalContentConnector.js	20	function createMatchingArtistSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	40	function createMatchingDelayProfilesSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	48	function createMatchingImportListsSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	56	function createMatchingNotificationsSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	64	function createMatchingReleaseProfilesSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	72	function createMatchingIndexersSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	80	function createMatchingDownloadClientsSelector() {	CODE
LOW⚡	…ttings/Tags/Details/TagDetailsModalContentConnector.js	88	function createMatchingAutoTagsSelector() {	CODE
LOW	…tListExclusions/EditImportListExclusionModalContent.js	19	function EditImportListExclusionModalContent(props) {	CODE
LOW	…usions/EditImportListExclusionModalContentConnector.js	15	function createImportListExclusionSelector() {	CODE
LOW	…s/ImportListExclusions/EditImportListExclusionModal.js	7	function EditImportListExclusionModal({ isOpen, onModalClose, ...otherProps }) {	CODE
LOW	…/ImportLists/ImportLists/EditImportListModalContent.js	28	function ImportListMonitoringOptionsPopoverContent() {	CODE
LOW	…/ImportLists/ImportLists/EditImportListModalContent.js	49	function EditImportListModalContent(props) {	CODE
LOW	…Lists/ImportLists/Manage/ManageImportListsModalRow.tsx	26	function ManageImportListsModalRow(props: ManageImportListsModalRowProps) {	CODE
LOW	…s/ImportLists/Manage/ManageImportListsModalContent.tsx	79	function ManageImportListsModalContent(	CODE
LOW	…ImportLists/Manage/Edit/ManageImportListsEditModal.tsx	12	function ManageImportListsEditModal(props: ManageImportListsEditModalProps) {	CODE
LOW	…ists/Manage/Edit/ManageImportListsEditModalContent.tsx	50	function ManageImportListsEditModalContent(	CODE
LOW	…ttings/Profiles/Quality/QualityProfileNameConnector.js	18	function QualityProfileNameConnector({ name, ...otherProps }) {	CODE
LOW	…ngs/Profiles/Release/EditReleaseProfileModalContent.js	19	function EditReleaseProfileModalContent(props) {	CODE
LOW	…ettings/Profiles/Delay/EditDelayProfileModalContent.js	21	function EditDelayProfileModalContent(props) {	CODE
LOW	…s/Metadata/EditMetadataProfileModalContentConnector.js	11	function createPrimaryAlbumTypesSelector() {	CODE
LOW	…s/Metadata/EditMetadataProfileModalContentConnector.js	34	function createSecondaryAlbumTypesSelector() {	CODE
LOW	…s/Metadata/EditMetadataProfileModalContentConnector.js	57	function createReleaseStatusesSelector() {	CODE
LOW	…s/Profiles/Metadata/EditMetadataProfileModalContent.js	21	function EditMetadataProfileModalContent(props) {	CODE
LOW	…/DownloadClients/Manage/ManageDownloadClientsModal.tsx	10	function ManageDownloadClientsModal(props: ManageDownloadClientsModalProps) {	CODE
LOW	…adClients/Manage/ManageDownloadClientsModalContent.tsx	87	function ManageDownloadClientsModalContent(	CODE
LOW	…wnloadClients/Manage/ManageDownloadClientsModalRow.tsx	27	function ManageDownloadClientsModalRow(	CODE
LOW	…/Manage/Edit/ManageDownloadClientsEditModalContent.tsx	51	function ManageDownloadClientsEditModalContent(	CODE
LOW	…Clients/Manage/Edit/ManageDownloadClientsEditModal.tsx	12	function ManageDownloadClientsEditModal(	CODE
LOW	…ients/RemotePathMappings/EditRemotePathMappingModal.js	7	function EditRemotePathMappingModal({ isOpen, onModalClose, ...otherProps }) {	CODE
LOW	…Mappings/EditRemotePathMappingModalContentConnector.js	43	function createRemotePathMappingSelector() {	CODE
LOW	…emotePathMappings/EditRemotePathMappingModalContent.js	19	function EditRemotePathMappingModalContent(props) {	CODE
LOW	…ications/Notifications/EditNotificationModalContent.js	22	function EditNotificationModalContent(props) {	CODE
LOW	frontend/src/Calendar/CalendarFilterModal.tsx	17	function createFilterBuilderPropsSelector() {	CODE
LOW	frontend/src/Calendar/CalendarPageConnector.js	17	function createMissingAlbumIdsSelector() {	CODE
LOW	frontend/src/Calendar/CalendarPageConnector.js	43	function createIsSearchingSelector() {	CODE
LOW	…ntend/src/Calendar/Events/CalendarEventQueueDetails.js	7	function CalendarEventQueueDetails(props) {	CODE
LOW	frontend/src/Calendar/Day/CalendarDayConnector.js	9	function createCalendarEventsConnector() {	CODE
LOW	frontend/src/FirstRun/AuthenticationRequiredModal.tsx	14	export default function AuthenticationRequiredModal({	CODE
LOW	…nd/src/FirstRun/AuthenticationRequiredModalContent.tsx	39	export default function AuthenticationRequiredModalContent() {	CODE
LOW	…rt/Interactive/InteractiveImportRowCellPlaceholder.tsx	9	function InteractiveImportRowCellPlaceholder(	CODE
LOW	frontend/src/Activity/History/HistoryFilterModal.tsx	17	function createFilterBuilderPropsSelector() {	CODE
LOW	frontend/src/Activity/Queue/QueueFilterModal.tsx	17	function createFilterBuilderPropsSelector() {	CODE
LOW	…omponents/Page/Toolbar/PageToolbarOverflowMenuItem.tsx	18	function PageToolbarOverflowMenuItem(props: PageToolbarOverflowMenuItemProps) {	CODE
LOW	…c/Components/Page/Header/ArtistSearchInputConnector.js	9	function createCleanArtistSelector() {	CODE
93 more matches not shown…

Hallucination Indicators13 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	104	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Real.Should().Be(1);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	118	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Version.Should().Be(2);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	506	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Version.Should().Be(2);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	527	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Version.Should().Be(2);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	549	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Version.Should().Be(1);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	572	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Version.Should().Be(1);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	573	qualifiedReports.First().RemoteAlbum.ParsedAlbumInfo.Quality.Revision.Real.Should().Be(0);	CODE
CRITICAL	…one.Core.Test/MediaFiles/MediaFileRepositoryFixture.cs	216	file.Artist.Value.Metadata.IsLoaded.Should().BeTrue();	CODE
CRITICAL	…one.Core.Test/MediaFiles/MediaFileRepositoryFixture.cs	217	file.Artist.Value.Metadata.Value.Should().NotBeNull();	CODE
CRITICAL	…c/NzbDrone.Core/ArtistStats/ArtistStatisticsService.cs	145	_cache.Remove(message.TrackFile.Artist.Value.Id.ToString());	CODE
CRITICAL	…/TrackImport/Specifications/MoreTracksSpecification.cs	20	var existingRelease = item.AlbumRelease.Album.Value.AlbumReleases.Value.Single(x => x.Monitored);	CODE
CRITICAL	…rackImport/Specifications/AlbumUpgradeSpecification.cs	22	var currentRelease = item.AlbumRelease.Album.Value.AlbumReleases.Value.Single(x => x.Monitored);	CODE
CRITICAL	…bDrone.Core/Notifications/CustomScript/CustomScript.cs	76	environmentVariables.Add("Lidarr_Release_QualityVersion", remoteAlbum.ParsedAlbumInfo.Quality.Revision.Versi	CODE

Fake / Example Data20 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	…teractive/InteractiveImportRowCellPlaceholder.css.d.ts	5	'placeholder': string;	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	141	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	141	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	145	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	145	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	152	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	152	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	156	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	156	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	163	_artist.Name = "Lor\u00E9m ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vit	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	169	result.Should().Be("Lor\u00E9m ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	175	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	175	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	183	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	183	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	189	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	189	_artist.Name = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae vo	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	197	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…ts/FileNameBuilderTests/TruncatedTrackTitlesFixture.cs	197	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW	src/Lidarr.Api.V1/openapi.json	9767	"placeholder": {	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…mon/EnsureThat/Resources/ExceptionMessages.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	src/NzbDrone/Properties/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/Components/Page/Sidebar/PageSidebar.js	361		COMMENT
LOW	distribution/debian/install.sh	1	#!/bin/bash	COMMENT
LOW	src/NzbDrone.Common/OAuth/OAuthTools.cs	41	_random = new Random(BitConverter.ToInt32(bytes, 0));	COMMENT
LOW	src/NzbDrone.Common/OAuth/OAuthTools.cs	221	return copy;	COMMENT
LOW	src/NzbDrone.Common/OAuth/OAuthTools.cs	261		COMMENT
LOW	src/NzbDrone.Common/OAuth/OAuthTools.cs	321		COMMENT
LOW	…mon/EnsureThat/Resources/ExceptionMessages.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
LOW	src/NzbDrone/Properties/Resources.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
LOW	src/NzbDrone.Core/CustomFormats/CustomFormatInput.cs	21	// {	COMMENT
LOW	…c/NzbDrone.Core/Organizer/FileNameValidationService.cs	21	// if (parsedEpisodeInfo == null)	COMMENT
LOW	….Core/Datastore/Migration/Framework/TableDefinition.cs	1	// Copyright (c) 2007-2009, Sean Chambers <schambers80@gmail.com>	COMMENT
LOW	src/Lidarr.Api.V1/Artist/ArtistController.cs	241	resource.Statistics = artistStatistics.ToResource();	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…es/TrackImport/Identification/IdentificationService.cs	67	Artist = artist?.Metadata.Value.ForeignArtistId ?? "expected-artist-id (dev: don't forget to add	CODE

Lidarr/Lidarr

Open-Source Code Quality, Security and Technical Debt Review