0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

17.5K

Stars

Language

442.0K

Lines of Code

4.4K

Files

174

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 144 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 125 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 174 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 8HIGH 2MEDIUM 2LOW 162

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 174 distinct pattern matches across 7 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 Identifiers125 hits · 125 pts

Severity	File	Line	Snippet	Context
LOW	…/Series/Search/SeasonInteractiveSearchModalContent.tsx	22	function SeasonInteractiveSearchModalContent({	CODE
LOW	…end/src/Series/Search/SeasonInteractiveSearchModal.tsx	13	function SeasonInteractiveSearchModal(	CODE
LOW	…ntend/src/Series/History/SeriesHistoryModalContent.tsx	78	function SeriesHistoryModalContent({	CODE
LOW	…ontend/src/Series/Index/Posters/SeriesIndexPosters.tsx	81	function getWindowScrollTopPosition() {	CODE
LOW	…ndex/Posters/Options/SeriesIndexPosterOptionsModal.tsx	10	function SeriesIndexPosterOptionsModal({	CODE
LOW	…sters/Options/SeriesIndexPosterOptionsModalContent.tsx	72	function SeriesIndexPosterOptionsModalContent({	CODE
LOW	…rc/Series/Index/Select/SeriesIndexSelectModeButton.tsx	12	function SeriesIndexSelectModeButton(props: SeriesIndexSelectModeButtonProps) {	CODE
LOW	…c/Series/Index/Select/SeriesIndexSelectAllMenuItem.tsx	12	function SeriesIndexSelectAllMenuItem(	CODE
LOW	…/Series/Index/Select/SeriesIndexSelectModeMenuItem.tsx	13	function SeriesIndexSelectModeMenuItem(	CODE
LOW	…src/Series/Index/Select/SeriesIndexSelectAllButton.tsx	7	function SeriesIndexSelectAllButton() {	CODE
LOW	…/Select/Delete/Files/DeleteSeriesFilesModalContent.tsx	19	function DeleteSeriesFilesModalContent({	CODE
LOW	…s/Index/Select/Organize/OrganizeSeriesModalContent.tsx	22	function OrganizeSeriesModalContent({	CODE
LOW	…dex/Select/SeasonPass/ChangeMonitoringModalContent.tsx	27	function ChangeMonitoringModalContent({	CODE
LOW	…end/src/Series/Index/Overview/SeriesIndexOverviews.tsx	55	function getWindowScrollTopPosition() {	CODE
LOW	…x/Overview/Options/SeriesIndexOverviewOptionsModal.tsx	10	function SeriesIndexOverviewOptionsModal({	CODE
LOW	…iew/Options/SeriesIndexOverviewOptionsModalContent.tsx	45	function SeriesIndexOverviewOptionsModalContent({	CODE
LOW	…es/MonitoringOptions/MonitoringOptionsModalContent.tsx	30	function MonitoringOptionsModalContent({	CODE
LOW	frontend/src/Settings/ProviderTestAllResult.ts	13	export function getProviderTestAllResults(error: ApiError \| null) {	CODE
LOW	frontend/src/Settings/ProviderTestAllResult.ts	39	export function getProviderTestStatusLabel(status: ProviderTestStatus) {	CODE
LOW	…ndexers/Indexers/Manage/ManageIndexersModalContent.tsx	103	function ManageIndexersModalContentInner(	CODE
LOW	…ndexers/Indexers/Manage/ManageIndexersModalContent.tsx	306	function ManageIndexersModalContent(props: ManageIndexersModalContentProps) {	CODE
LOW	…ndexers/Manage/Edit/ManageIndexersEditModalContent.tsx	56	function ManageIndexersEditModalContent(	CODE
LOW	…ttings/MetadataSource/MetadataSettingsModalContent.tsx	27	function MetadataSettingsModalContent({	CODE
LOW	…Formats/CustomFormats/EditCustomFormatModalContent.tsx	38	function EditCustomFormatModalContent({	CODE
LOW	…rmats/CustomFormats/ImportCustomFormatModalContent.tsx	48	function ImportCustomFormatModalContent({	CODE
LOW	…rmats/CustomFormats/ExportCustomFormatModalContent.tsx	38	function ExportCustomFormatModalContent({	CODE
LOW	…ormats/Specifications/AddSpecificationModalContent.tsx	27	function AddSpecificationModalContent({	CODE
LOW	…mats/Specifications/AddSpecificationPresetMenuItem.tsx	10	function AddSpecificationPresetMenuItem({	CODE
LOW	…rmats/Specifications/EditSpecificationModalContent.tsx	32	function EditSpecificationModalContent({	CODE
LOW	…stomFormats/Manage/ManageCustomFormatsModalContent.tsx	58	function ManageCustomFormatsModalContentInner({	CODE
LOW	…stomFormats/Manage/ManageCustomFormatsModalContent.tsx	246	function ManageCustomFormatsModalContent({	CODE
LOW	…s/CustomFormats/Manage/ManageCustomFormatsModalRow.tsx	23	function ManageCustomFormatsModalRow({	CODE
LOW	…ts/Manage/Edit/ManageCustomFormatsEditModalContent.tsx	49	function ManageCustomFormatsEditModalContent(	CODE
LOW	…omFormats/Manage/Edit/ManageCustomFormatsEditModal.tsx	12	function ManageCustomFormatsEditModal(	CODE
LOW	…nd/src/Settings/General/OidcAuthenticationSettings.tsx	22	function OidcAuthenticationSettings({	CODE
LOW	…d/src/Settings/General/FormsAuthenticationSettings.tsx	20	function FormsAuthenticationSettings({	CODE
LOW	…/src/Settings/General/AuthenticationMethodSettings.tsx	22	function AuthenticationMethodSettings({	CODE
LOW	…ntend/src/Settings/MediaManagement/MediaManagement.tsx	137	function getSeasonPackUpgradeThresholdExamples(threshold: number) {	CODE
LOW	…tings/Tags/AutoTagging/EditAutoTaggingModalContent.tsx	37	export default function EditAutoTaggingModalContent({	CODE
LOW	…agging/Specifications/AddSpecificationModalContent.tsx	27	function AddSpecificationModalContent({	CODE
LOW	…ging/Specifications/AddSpecificationPresetMenuItem.tsx	10	function AddSpecificationPresetMenuItem({	CODE
LOW	…gging/Specifications/EditSpecificationModalContent.tsx	33	function EditSpecificationModalContent({	CODE
LOW	…ListExclusions/EditImportListExclusionModalContent.tsx	28	function EditImportListExclusionModalContent({	CODE
LOW	…/ImportListExclusions/EditImportListExclusionModal.tsx	15	function EditImportListExclusionModal(	CODE
LOW	…ortLists/ImportListExclusions/ImportListExclusions.tsx	58	function ImportListExclusionsContent() {	CODE
LOW	…/ImportLists/ImportLists/AddImportListModalContent.tsx	28	function AddImportListModalContent({	CODE
LOW	…mportLists/ImportLists/AddImportListPresetMenuItem.tsx	12	function AddImportListPresetMenuItem({	CODE
LOW	…ImportLists/ImportLists/EditImportListModalContent.tsx	41	function EditImportListModalContent({	CODE
LOW	…Lists/ImportLists/Manage/ManageImportListsModalRow.tsx	30	function ManageImportListsModalRow(props: ManageImportListsModalRowProps) {	CODE
LOW	…s/ImportLists/Manage/ManageImportListsModalContent.tsx	88	function ManageImportListsModalContentInner(	CODE
LOW	…s/ImportLists/Manage/ManageImportListsModalContent.tsx	290	function ManageImportListsModalContent(	CODE
LOW	…ImportLists/Manage/Edit/ManageImportListsEditModal.tsx	12	function ManageImportListsEditModal(props: ManageImportListsEditModalProps) {	CODE
LOW	…ists/Manage/Edit/ManageImportListsEditModalContent.tsx	70	function ManageImportListsEditModalContent(	CODE
LOW	…gs/Profiles/Quality/EditQualityProfileModalContent.tsx	48	function EditQualityProfileModalContent({	CODE
LOW	…ettings/Profiles/Quality/QualityProfileFormatItems.tsx	21	function QualityProfileFormatItems({	CODE
LOW	…gs/Profiles/Release/EditReleaseProfileModalContent.tsx	29	function EditReleaseProfileModalContent({	CODE
LOW	…ttings/Profiles/Delay/EditDelayProfileModalContent.tsx	56	function EditDelayProfileModalContent({	CODE
LOW	…ents/DownloadClients/AddDownloadClientModalContent.tsx	24	function AddDownloadClientModalContent({	CODE
LOW	…ts/DownloadClients/AddDownloadClientPresetMenuItem.tsx	12	function AddDownloadClientPresetMenuItem({	CODE
LOW	…nts/DownloadClients/EditDownloadClientModalContent.tsx	34	function EditDownloadClientModalContent({	CODE
65 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	107	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Real.Should().Be(1);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	121	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Version.Should().Be(2);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	561	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Version.Should().Be(2);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	582	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Version.Should().Be(2);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	604	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Version.Should().Be(1);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	627	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Version.Should().Be(1);	CODE
CRITICAL	…cisionEngineTests/PrioritizeDownloadDecisionFixture.cs	628	qualifiedReports.First().RemoteEpisode.ParsedEpisodeInfo.Quality.Revision.Real.Should().Be(0);	CODE
CRITICAL	…bDrone.Core/Notifications/CustomScript/CustomScript.cs	80	environmentVariables.Add("Sonarr_Release_QualityVersion", remoteEpisode.ParsedEpisodeInfo.Quality.Revision.V	CODE

Fake / Example Data22 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/Series/SeriesPoster.tsx	8	extends Omit<SeriesImageProps, 'coverType' \| 'placeholder'> {	CODE
LOW	frontend/src/Series/SeriesBanner.tsx	8	extends Omit<SeriesImageProps, 'coverType' \| 'placeholder'> {	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	130	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	130	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	135	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	135	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	141	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	141	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	146	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	146	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	152	_series.Title = "Lor\u00E9m ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vi	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	158	result.Should().Be("Lor\u00E9m ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	164	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	164	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	172	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	172	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	178	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	178	_series.Title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vitae v	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	186	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW⚡	…/FileNameBuilderTests/TruncatedEpisodeTitlesFixture.cs	186	result.Should().Be("Lorem ipsum dolor sit amet, consectetur adipiscing elit Maecenas et magna sem Morbi vita	CODE
LOW	src/Sonarr.Api.V5/openapi.json	9642	"placeholder": {	CODE
LOW	src/Sonarr.Api.V3/openapi.json	9123	"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 Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	…motePathMappings/EditRemotePathMappingModalContent.tsx	61	// Object.keys(newRemotePathMapping).forEach((name) => {	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	src/NzbDrone.Core/CustomFormats/CustomFormatInput.cs	41	// Size = size;	COMMENT
LOW	src/NzbDrone.Core/Parser/Model/IndexerFlags.cs	21	DoubleUpload = 4,	COMMENT
LOW	…store/Migration/101_add_ultrahd_quality_in_profiles.cs	21	updater.Commit();	COMMENT
LOW	….Core/Datastore/Migration/Framework/TableDefinition.cs	1	// Copyright (c) 2007-2009, Sean Chambers <schambers80@gmail.com>	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	9	### When these guardrails activate	COMMENT
MEDIUM	AGENTS.md	42	### What does NOT trigger these guardrails	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/Components/Loading/LoadingMessage.tsx	15	"Don't forget to rewind your episodes",	CODE
LOW	frontend/src/Components/Loading/LoadingMessage.tsx	19	"Don't forget to tip your waitress",	CODE

Sonarr/Sonarr

Open-Source Code Quality, Security and Technical Debt Review