1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

4.1K

Stars

PHP

Language

278.0K

Lines of Code

2.1K

Files

335

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 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 331 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 5.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 318 finding(s).

PR Review Velocity Impact 5.9/100 · LOW

Which changes need focused human review? 335 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 334

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 335 distinct pattern matches across 9 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 Identifiers318 hits · 308 pts

Severity	File	Line	Snippet	Context
LOW	…nts/Stations/Podcasts/useHandlePodcastBatchResponse.ts	17	export default function useHandlePodcastBatchResponse() {	CODE
LOW	frontend/functions/useStationDateTimeFormatter.ts	8	export default function useStationDateTimeFormatter(	CODE
LOW	frontend/functions/objectToFormOptions.ts	14	export function objectToSimpleFormOptions(	CODE
LOW	frontend/functions/objectToFormOptions.ts	39	export function objectToNestedFormOptions(	CODE
LOW	tests/Unit/NginxConfigWriterTest.php	25	public function testRadioProxyDisablesChunkedTransferEncoding(): void	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	42	public static function lateMergedMigrationProvider(): array	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	72	public function testLateMergedMigrationsSortAfterTheirRelease(	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	100	public function testUntaggedMigrationsKeepAlphabeticalOrder(): void	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	125	public function testGetLatestStableVersion(): void	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	137	public static function migrationsToRevertProvider(): array	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	165	public function testGetMigrationsToRevert(string $release, array $expected): void	CODE
LOW	tests/Unit/StableReleaseComparatorTest.php	188	public function testMarkersAndTagsAreConsistent(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	40	public function testContainsMultipleValuesAreOred(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	57	public function testContainsKeepsUserWildcards(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	68	public function testBlankValuesAreSkipped(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	79	public function testNonScalarValueIsRejected(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	104	public function testEqualsMultipleValuesUseIn(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	119	public function testEqualsRejectsValuesOutsideTheEnum(): void	CODE
LOW	tests/Unit/CanFilterResultsTest.php	130	public function testUnknownFilterKeyIsIgnored(): void	CODE
LOW⚡	tests/Unit/DuplicatePreventionTest.php	89	public function testArtistOutsideArtistTimeRangeIsDistinct(): void	CODE
LOW⚡	tests/Unit/DuplicatePreventionTest.php	98	public function testTitleInsideTimeRangeStillBlocks(): void	CODE
LOW⚡	tests/Unit/DuplicatePreventionTest.php	106	public function testMissingArtistPlayedTracksUsesPlayedTracks(): void	CODE
LOW	tests/Unit/DuplicatePreventionTest.php	131	public function testPreventDuplicatesPicksFirstTrackPassingArtistTimeRange(): void	CODE
LOW	tests/Unit/DuplicatePreventionTest.php	153	public function testNoDistinctTrackLogsSameArtistWhenOnlyArtistsRepeat(): void	CODE
LOW	tests/Unit/DuplicatePreventionTest.php	166	public function testNoDistinctTrackLogsSameTitleWhenEveryTitleRepeats(): void	CODE
LOW	tests/Unit/DuplicatePreventionTest.php	182	private function assertNoDistinctTrackLogs(	CODE
LOW	tests/Unit/CsvTest.php	32	public function testExportWriterEscapesFormulaCells(string $cell): void	CODE
LOW	tests/Unit/CsvTest.php	40	public function testImportReaderRestoresExportedFormulaCells(string $cell): void	CODE
LOW	tests/Unit/CsvTest.php	52	public function testExportWriterKeepsNumbersAndPlainText(): void	CODE
LOW	tests/Unit/AutoDJ/QueueBuilderCasesTest.php	229	private function assertDistinctWithinCycle(	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	48	public function testMemberScheduledOutsideGroupWindowDoesNotPlayViaGroup(): void	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	61	public function testMemberScheduledInsideGroupWindowPlaysViaGroup(): void	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	74	public function testStandalonePlaylistNeverPlaysViaGroup(): void	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	87	public function testMemberOfUnscheduledGroupAlwaysPlaysViaGroup(): void	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	100	public function testDeeplyNestedMemberOutsideAncestorWindowDoesNotPlayViaGroup(): void	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	113	public function testMemberIsCoveredAtInstantInsideGroupWindow(): void	CODE
LOW	tests/Unit/AutoDJ/PlaylistGroupScheduleCoverageTest.php	126	public function testMemberIsNotCoveredAtInstantOutsideGroupWindow(): void	CODE
LOW	tests/Functional/CheckFolderPlaylistsTaskCest.php	32	public function keepFolderWhileMediaIsOnRecord(FunctionalTester $I): void	CODE
LOW	tests/Functional/CheckFolderPlaylistsTaskCest.php	92	public function keepEmptyFolderWhileStorageIsUnmounted(FunctionalTester $I): void	CODE
LOW	tests/Functional/CheckFolderPlaylistsTaskCest.php	112	public function keepFolderWhenItsCheckFails(FunctionalTester $I): void	CODE
LOW	tests/Functional/CheckFolderPlaylistsTaskCest.php	142	public function skipStationWhenItsMediaStorageFails(FunctionalTester $I): void	CODE
LOW	tests/Functional/CheckFolderPlaylistsTaskCest.php	166	public function stopListingAtFirstVisibleRootEntry(FunctionalTester $I): void	CODE
LOW	tests/Functional/CheckFolderPlaylistsTaskCest.php	190	private function syncPlaylistFoldersWithAdapter(ExtendedAdapterInterface $mediaAdapter): void	CODE
LOW	tests/Functional/Api_Stations_PlaylistsCest.php	216	public function rejectInvalidPlaylistFilters(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_PlaylistsCest.php	237	public function savePreserveQueueOnRecursiveResetOfMembers(FunctionalTester $I): void	CODE
LOW	tests/Functional/PlaylistQueueResetOnRestartCest.php	26	public function preservesSequentialByDefault(FunctionalTester $I): void	CODE
LOW	tests/Functional/PlaylistQueueResetOnRestartCest.php	49	public function playlistFlagPreservesShuffle(FunctionalTester $I): void	CODE
LOW	tests/Functional/PlaylistQueueResetOnRestartCest.php	70	public function stationFlagResetsSequentialUnlessPlaylistOptsOut(FunctionalTester $I): void	CODE
LOW	tests/Functional/PlaylistQueueResetOnRestartCest.php	247	private function assertGroupQueuePreserved(FunctionalTester $I, StationPlaylist $group): void	CODE
LOW	tests/Functional/Api_Stations_BulkMediaCest.php	25	public function downloadEscapesFormulaCells(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_BulkMediaCest.php	50	public function uploadRestoresEscapedFormulaCells(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_BulkMediaCest.php	75	private function uploadSongWithFormulaCells(CustomField $customField): StationMedia	CODE
LOW	tests/Functional/Api_Stations_FilesCest.php	19	public function editOnlyRewritesTheFileWhenFileBackedFieldsChange(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_FilesCest.php	58	public function editCustomFieldRewritesTheFile(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_FilesCest.php	69	public function editCustomFieldWithCustomTagRewritesTheFile(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_FilesCest.php	80	public function searchListsMediaWhoseFileIsMissing(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_FilesCest.php	111	public function searchShowsTheStoredMediaSize(FunctionalTester $I): void	CODE
LOW	tests/Functional/Api_Stations_FilesCest.php	140	private function assertCustomFieldEditRewritesTheFile(FunctionalTester $I, string $autoAssign): void	CODE
LOW	tests/Functional/LiquidsoapFeedbackCest.php	25	public function fallbackPlayConsumesPlaylistMedia(FunctionalTester $I): void	CODE
LOW	tests/Functional/LiquidsoapFeedbackCest.php	49	public function exhaustedPlaylistIsResetAfterFallbackPlay(FunctionalTester $I): void	CODE
258 more matches not shown…

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/Unit/UtilitiesTest.php	18	$testString = 'Lorem ipsum dolor sit amet lorem ipsum dolor sit amet lorem ipsum dolor sit amet';	CODE
LOW⚡	tests/Unit/UtilitiesTest.php	18	$testString = 'Lorem ipsum dolor sit amet lorem ipsum dolor sit amet lorem ipsum dolor sit amet';	CODE
LOW⚡	tests/Unit/UtilitiesTest.php	20	$expectedResult = 'Lorem ipsum...';	CODE
LOW	tests/Functional/MediaMetadataWriterTest.php	99	'involved_people_list' => ['producer', 'Jane Doe', 'mix', 'Søren Müller'],	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docker.sh	709	# Usage:	COMMENT
LOW	docker.sh	739	# Usage:	COMMENT
LOW	docker.sh	806	# Usage:	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/src/Controller/Frontend/SetupController.php	211	// Step 1: Register	COMMENT
LOW	backend/src/Controller/Frontend/SetupController.php	228	// Step 2: Set up Station	COMMENT
LOW	backend/src/Controller/Frontend/SetupController.php	239	// Step 3: System Settings	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/src/Controller/Frontend/SetupController.php	211	// Step 1: Register	COMMENT
LOW	backend/src/Controller/Frontend/SetupController.php	228	// Step 2: Set up Station	COMMENT
LOW	backend/src/Controller/Frontend/SetupController.php	239	// Step 3: System Settings	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker.sh	917	# Utility script to facilitate switching ports.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docker.sh	191	# Check if the reply is valid	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.sample.yml	1	#	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	web/static/js/taglib.js	1	((function(){var Module;var context={};return(function(){var Module;if(!Module)Module=(typeof Module!=="undefined"?Modul	CODE

AzuraCast/AzuraCast

Open-Source Code Quality, Security and Technical Debt Review