doctrine/orm

13.3

Adjusted Score

13.3

Raw Score

100%

Time Factor

2026-07-13

Last Push

10.2K

Stars

PHP

Language

176.2K

Lines of Code

1.6K

Files

2.4K

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 0LOW 2363

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 2363 distinct pattern matches across 4 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers2306 hits · 2277 pts

Severity	File	Line	Snippet	Context
LOW	tests/Tests/TestUtil.php	168	private static function getPrivilegedConnectionParameters(): array	CODE
LOW	tests/Tests/TestUtil.php	181	private static function getTestConnectionParameters(): array	CODE
LOW⚡	tests/Tests/OrmTestCase.php	79	protected function createTestEntityManagerWithConnection(Connection $connection): EntityManagerMock	CODE
LOW⚡	tests/Tests/OrmTestCase.php	84	protected function createTestEntityManagerWithPlatform(AbstractPlatform $platform): EntityManagerMock	CODE
LOW⚡	tests/Tests/OrmTestCase.php	91	private function buildTestEntityManagerWithPlatform(Connection $connection): EntityManagerMock	CODE
LOW	tests/Tests/OrmTestCase.php	125	private static function getSharedMetadataCacheImpl(): CacheItemPoolInterface	CODE
LOW	tests/Tests/OrmTestCase.php	137	protected function getSharedSecondLevelCache(): CacheItemPoolInterface	CODE
LOW	tests/Tests/OrmFunctionalTestCase.php	503	final protected function getUpdateSchemaSqlForModels(string ...$models): array	CODE
LOW	tests/Tests/Mocks/ArrayResultFactory.php	20	public static function createDriverResultFromArray(array $resultSet): ArrayResult	CODE
LOW	tests/Tests/Mocks/ArrayResultFactory.php	35	public static function createWrapperResultFromArray(array $resultSet, Connection\|null $connection = null): Result	CODE
LOW	tests/Tests/Mocks/EntityPersisterMock.php	107	public function countOfExecuteInsertCalls(): int	CODE
LOW	tests/Tests/DbalTypes/UpperCaseStringType.php	22	public function convertToDatabaseValueSQL($sqlExpr, AbstractPlatform $platform): string	CODE
LOW	tests/Tests/DbalTypes/NegativeToPositiveType.php	30	public function convertToDatabaseValueSQL($sqlExpr, AbstractPlatform $platform): string	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	66	public function setUpPersistentCollection(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	74	public function testCanBePutInLazyLoadingMode(): void	CODE
LOW⚡	tests/Tests/ORM/PersistentCollectionTest.php	85	public function testCurrentInitializesCollection(): void	CODE
LOW⚡	tests/Tests/ORM/PersistentCollectionTest.php	94	public function testKeyInitializesCollection(): void	CODE
LOW⚡	tests/Tests/ORM/PersistentCollectionTest.php	103	public function testNextInitializesCollection(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	130	public function testRemovingElementsAlsoRemovesKeys(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	142	public function testClearWillAlsoClearKeys(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	150	public function testClearWillAlsoResetKeyPositions(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	164	public function testWillKeepNewItemsInDirtyCollectionAfterInitialization(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	197	public function testWillDeDuplicateNewItemsThatWerePreviouslyPersistedInDirtyCollectionAfterInitialization(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	239	public function testWillNotMarkCollectionAsDirtyAfterInitializationIfNoElementsWereAdded(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	276	public function testModifyUOWForDeferredImplicitOwnerOnClear(): void	CODE
LOW	tests/Tests/ORM/PersistentCollectionTest.php	285	public function testItCanBeSerializedAndUnserializedBack(): void	CODE
LOW	tests/Tests/ORM/AbstractQueryTest.php	17	public function testItMakesHydrationCacheProfilesAwareOfTheResultCache(): void	CODE
LOW	tests/Tests/ORM/AbstractQueryTest.php	32	public function testItMakesResultCacheProfilesAwareOfTheResultCache(): void	CODE
LOW	tests/Tests/ORM/AbstractQueryTest.php	46	public function testSettingTheResultCacheIsPossibleWithoutCallingDeprecatedMethods(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	76	public function testDeleteWithLimitNotSupported(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	86	public function testUpdateWithLimitNotSupported(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	131	public function testSimpleSelectWithFromIndexBy(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	140	public function testSimpleSelectWithIndexBy(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	182	public function testComplexInnerJoinWithComparisonCondition(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	196	public function testComplexInnerJoinWithCompositeCondition(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	213	public function testComplexInnerJoinWithFuncCondition(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	230	public function testComplexInnerJoinWithIndexBy(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	273	public function testMultipleFromWithIndexBy(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	295	public function testMultipleFromWithMultipleJoin(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	318	public function testWhereWithUnexpectedNamedArguments(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	363	public function testComplexAndWhereOrWhereNesting(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	478	public function testOrderByWithExpression(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	499	public function testAddOrderByWithExpression(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	525	public function testAddMultipleSameCriteriaWhere(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	544	public function testAddCriteriaWhereWithMultipleParametersWithSameField(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	561	public function testAddCriteriaWhereWithMultipleParametersWithDifferentFields(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	578	public function testAddCriteriaWhereWithMultipleParametersWithSubpathsAndDifferentProperties(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	595	public function testAddCriteriaWhereWithMultipleParametersWithSubpathsAndSameProperty(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	627	public function testAddCriteriaOrderOnJoinAlias(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	659	public function testAddCriteriaUndefinedLimit(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	791	public function testWhereInWithStringLiterals(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	805	public function testWhereInWithObjectLiterals(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	847	public function testMultipleIsolatedQueryConstruction(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	879	public function testSelectWithFuncExpression(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	951	public function testAddCriteriaWhereWithJoinAlias(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	969	public function testAddCriteriaWhereWithDefaultAndJoinAlias(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	987	public function testAddCriteriaWhereOnJoinAliasWithDuplicateFields(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	1048	public function testGetSeveralRootAliases(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	1060	public function testBCAddJoinWithoutRootAlias(): void	CODE
LOW	tests/Tests/ORM/QueryBuilderTest.php	1139	public function testSecondLevelCacheQueryBuilderOptions(): void	CODE
2246 more matches not shown…

Fake / Example Data46 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	24	$reflection->setValue($author, 'John Doe');	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	26	self::assertSame('John Doe', $wrappedReflection->getValue($author));	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	27	self::assertSame('John Doe', $reflection->getValue($author));	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	29	$reflection->setValue($author, 'John Doe');	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	31	self::assertSame('John Doe', $wrappedReflection->getValue($author));	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	32	self::assertSame('John Doe', $reflection->getValue($author));	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	42	$reflection->setValue($author, 'John Doe');	CODE
LOW⚡	…s/Tests/ORM/Mapping/ReflectionReadonlyPropertyTest.php	46	$reflection->setValue($author, 'Jane Doe');	CODE
LOW⚡	…ORM/Tools/Pagination/LimitSubqueryOutputWalkerTest.php	21	$query->setHint('dummy-hint', 'dummy-value');	CODE
LOW⚡	…ORM/Tools/Pagination/LimitSubqueryOutputWalkerTest.php	28	self::assertSame('dummy-value', $walker->getQuery()->getHint('dummy-hint'));	CODE
LOW	…s/Tests/ORM/Functional/StandardEntityPersisterTest.php	34	$customer->setName('John Doe');	CODE
LOW	tests/Tests/ORM/Functional/QueryParameterTest.php	26	$user->name = 'John Doe';	CODE
LOW	tests/Tests/ORM/Functional/QueryParameterTest.php	29	$user2->name = 'Jane Doe';	CODE
LOW	tests/Tests/ORM/Functional/QueryParameterTest.php	55	self::assertSame([['name' => 'John Doe']], $result);	CODE
LOW⚡	tests/Tests/ORM/Functional/QueryParameterTest.php	68	self::assertSame([['name' => 'John Doe']], $result);	CODE
LOW⚡	tests/Tests/ORM/Functional/QueryParameterTest.php	81	self::assertSame([['name' => 'John Doe']], $result);	CODE
LOW⚡	tests/Tests/ORM/Functional/QueryParameterTest.php	94	self::assertSame([['name' => 'John Doe']], $result);	CODE
LOW⚡	tests/Tests/ORM/Functional/QueryParameterTest.php	108	self::assertSame([['name' => 'Jane Doe'], ['name' => 'John Doe']], $result);	CODE
LOW⚡	tests/Tests/ORM/Functional/QueryParameterTest.php	108	self::assertSame([['name' => 'Jane Doe'], ['name' => 'John Doe']], $result);	CODE
LOW	tests/Tests/ORM/Functional/QueryParameterTest.php	122	self::assertSame([['name' => 'Jane Doe'], ['name' => 'John Doe']], $result);	CODE
LOW	tests/Tests/ORM/Functional/QueryParameterTest.php	122	self::assertSame([['name' => 'Jane Doe'], ['name' => 'John Doe']], $result);	CODE
LOW⚡	tests/Tests/ORM/Functional/BasicFunctionalTest.php	667	self::assertEquals('Lorem ipsum dolor sunt.', $articleNew->text);	CODE
LOW⚡	tests/Tests/ORM/Functional/BasicFunctionalTest.php	671	$articleNew->text = 'Lorem ipsum dolor sunt. And stuff!';	CODE
LOW⚡	tests/Tests/ORM/Functional/BasicFunctionalTest.php	677	self::assertEquals('Lorem ipsum dolor sunt. And stuff!', $articleNew->text);	CODE
LOW	tests/Tests/ORM/Functional/BasicFunctionalTest.php	654	$article->text = 'Lorem ipsum dolor sunt.';	CODE
LOW	tests/Tests/ORM/Functional/BasicFunctionalTest.php	697	$article->text = 'Lorem ipsum dolor sunt.';	CODE
LOW	tests/Tests/ORM/Functional/PropertyHooksTest.php	37	$user->fullName = 'John Doe';	CODE
LOW	tests/Tests/ORM/Functional/PropertyHooksTest.php	48	self::assertEquals('John Doe', $user->fullName);	CODE
LOW⚡	…RM/Functional/OneToOneBidirectionalAssociationTest.php	28	$this->customer->setName('John Doe');	CODE
LOW	tests/Tests/ORM/Functional/Ticket/GH5762Test.php	83	$driver = new GH5762Driver(1, 'John Doe');	CODE
LOW	tests/Tests/ORM/Functional/Ticket/DDC211Test.php	32	$user->setName('John Doe');	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/GH6937Test.php	32	$manager->phoneNumber = '555-5555';	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/GH6937Test.php	42	self::assertSame('555-5555', $persistedManager->phoneNumber);	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/GH6937Test.php	50	$manager->phoneNumber = '555-5555';	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/GH6937Test.php	65	self::assertSame('555-5555', $persistedManager->phoneNumber);	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/GH6937Test.php	73	$manager->phoneNumber = '555-5555';	CODE
LOW	tests/Tests/ORM/Functional/Ticket/GH6937Test.php	88	self::assertSame('555-5555', $persistedManager->phoneNumber);	CODE
LOW	tests/Tests/ORM/Functional/Ticket/GH7012Test.php	32	$user->name = 'John Doe';	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/DDC3303Test.php	36	'John Doe',	CODE
LOW⚡	tests/Tests/ORM/Functional/Ticket/DDC3303Test.php	45	self::assertEquals($employee, $this->_em->find(DDC3303Employee::class, 'John Doe'));	CODE
LOW	tests/Tests/ORM/Functional/Ticket/DDC1884Test.php	96	$john->setName('John Doe');	CODE
LOW	tests/Tests/ORM/Functional/Ticket/DDC1884Test.php	120	->setParameter(1, 'John Doe')	CODE
LOW	tests/Tests/ORM/Functional/Ticket/DDC1884Test.php	142	->setParameter(1, 'John Doe')	CODE
LOW	tests/Tests/ORM/Functional/Ticket/DDC1884Test.php	162	->setParameter(1, 'John Doe')	CODE
LOW⚡	…ts/Tests/ORM/Functional/Ticket/GH11386/GH11386Test.php	27	$customer->setName('John Doe')	CODE
LOW⚡	…ts/Tests/ORM/Functional/Ticket/GH11386/GH11386Test.php	37	self::assertEquals('John Doe', $customer->getName());	CODE

Over-Commented Block8 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/Tests/Models/Cache/Attraction.php	21	#[Table('cache_attraction')]	COMMENT
LOW	tests/Tests/Models/DDC117/DDC117Editor.php	21	{	COMMENT
LOW	tests/Tests/Models/Company/CompanyContract.php	21	#[ORM\InheritanceType('SINGLE_TABLE')]	COMMENT
LOW	tests/Tests/ORM/Mapping/MappingDriverTestCase.php	961	}	COMMENT
LOW	tests/Tests/ORM/Functional/Ticket/GH10531Test.php	121	#[ORM\Table(name: 'gh10531_a')]	COMMENT
LOW	…ts/ORM/Functional/Ticket/GH12225/AbstractDirectory.php	21		COMMENT
LOW	src/UnitOfWork.php	1241	}	COMMENT
LOW	src/Persisters/Entity/BasicEntityPersister.php	641	if ($newVal !== null) {	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/Mapping/Driver/DatabaseDriver.php	503	// Here we need to check if $fkColumns are the same as $primaryKeys	COMMENT
LOW	src/Query/Parser.php	1433	// We need to check if we are in a IdentificationVariable or SingleValuedPathExpression	COMMENT
LOW	src/Query/Parser.php	3236	// We need to check if we are in a IdentificationVariable or SingleValuedPathExpression	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings