Repository Analysis

sebastianbergmann/php-code-coverage

Library that provides collection, processing, and rendering functionality for PHP code coverage information.

14.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of sebastianbergmann/php-code-coverage, a PHP project with 8,932 GitHub stars. SynthScan v2.0 examined 54,755 lines of code across 443 source files, recording 719 pattern matches distributed across 3 syntactic categories. The overall adjusted score of 14.7 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

14.7
Adjusted Score
14.7
Raw Score
100%
Time Factor
2026-07-10
Last Push
8.9K
Stars
PHP
Language
54.8K
Lines of Code
443
Files
719
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 1HIGH 0MEDIUM 0LOW 718

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 719 distinct pattern matches across 3 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 Identifiers717 hits · 794 pts
SeverityFileLineSnippetContext
LOWtests/tests/FilterTest.php48 public function testMultipleFilesCanBeAdded(): voidCODE
LOWtests/tests/FilterTest.php62 public function testDeterminesWhetherStringContainsNameOfRealFileThatExists(): voidCODE
LOWtests/tests/FilterTest.php75 public function testIncludedFileIsNotFiltered(): voidCODE
LOWtests/tests/FilterTest.php89 public function testNotIncludedFileIsFiltered(): voidCODE
LOWtests/tests/FilterTest.php111 public function testTryingToAddFileThatDoesNotExistDoesNotChangeFilter(): voidCODE
LOWtests/tests/FilterProcessorTest.php43 public function testApplyFilterRemovesExcludedFiles(): voidCODE
LOWtests/tests/FilterProcessorTest.php59 public function testApplyFilterKeepsIncludedFiles(): voidCODE
LOWtests/tests/FilterProcessorTest.php75 public function testApplyFilterSkipsFilteringWhenFilterIsEmpty(): voidCODE
LOWtests/tests/FilterProcessorTest.php88 public function testApplyExecutableLinesFilterKeepsOnlyExecutableLines(): voidCODE
LOWtests/tests/FilterProcessorTest.php111 public function testApplyExecutableLinesFilterSkipsNonFilterFiles(): voidCODE
LOWtests/tests/FilterProcessorTest.php132 public function testApplyIgnoredLinesFilterRemovesIgnoredLines(): voidCODE
LOWtests/tests/FilterProcessorTest.php155 public function testApplyIgnoredLinesFilterSkipsNonFilterFiles(): voidCODE
LOWtests/tests/FilterProcessorTest.php176 public function testApplyCoversAndUsesFilterClearsDataWhenLinesToBeCoveredIsFalse(): voidCODE
LOWtests/tests/FilterProcessorTest.php197 public function testApplyCoversAndUsesFilterReturnsEarlyWhenLinesToBeCoveredIsEmpty(): voidCODE
LOWtests/tests/FilterProcessorTest.php221 public function testApplyCoversAndUsesFilterKeepsOnlyCoveredLines(): voidCODE
LOWtests/tests/FilterProcessorTest.php245 public function testApplyCoversAndUsesFilterRemovesFilesNotInCoversList(): voidCODE
LOWtests/tests/FilterProcessorTest.php268 public function testApplyCoversAndUsesFilterRunsUnintentionallyCoveredCodeCheckForSmallTests(): voidCODE
LOWtests/tests/FilterProcessorTest.php289 public function testApplyCoversAndUsesFilterSkipsUnintentionallyCoveredCodeCheckForMediumTests(): voidCODE
LOWtests/tests/FilterProcessorTest.php313 public function testApplyCoversAndUsesFilterSkipsUnintentionallyCoveredCodeCheckForLargeTests(): voidCODE
LOWtests/tests/FilterProcessorTest.php337 public function testApplyCoversAndUsesFilterSkipsUnintentionallyCoveredCodeCheckWhenDisabled(): voidCODE
LOWtests/tests/FilterProcessorTest.php361 public function testUncoveredFilesFromFilterReturnsDataForUncoveredFiles(): voidCODE
LOWtests/tests/FilterProcessorTest.php377 public function testUncoveredFilesFromFilterReturnsEmptyWhenAllFilesAreCovered(): voidCODE
LOWtests/tests/FilterProcessorTest.php398 public function testUncoveredFilesFromFilterReturnsEmptyWhenFilterIsEmpty(): voidCODE
LOWtests/tests/FilterProcessorTest.php409 public function testUncoveredFilesFromFilterSkipsNonExistentFiles(): voidCODE
LOWtests/tests/FilterProcessorTest.php431 public function testUncoveredFilesFromFilterReturnsMultipleFiles(): voidCODE
LOWtests/tests/CodeCoverageTest.php91 public function testExcludeNonExecutableLines(): voidCODE
LOWtests/tests/CodeCoverageTest.php214 public function testEnableAndDisableCheckForUnintentionallyCoveredCode(): voidCODE
LOWtests/tests/CodeCoverageTest.php232 public function testIncludeAndExcludeUncoveredFiles(): voidCODE
LOWtests/tests/CodeCoverageTest.php245 public function testEnableAndDisableAnnotationsForIgnoringCode(): voidCODE
LOWtests/tests/CodeCoverageTest.php263 public function testIgnoreAndDoNotIgnoreDeprecatedCode(): voidCODE
LOWtests/tests/CodeCoverageTest.php276 public function testCacheStaticAnalysisAndDoNotCacheStaticAnalysis(): voidCODE
LOWtests/tests/CodeCoverageTest.php298 public function testCacheDirectoryReturnsCacheDirectory(): voidCODE
LOWtests/tests/CodeCoverageTest.php314 public function testCacheDirectoryThrowsWhenNotConfigured(): voidCODE
LOWtests/tests/CodeCoverageTest.php326 public function testDisableBranchAndPathCoverageAndCollectsBranchAndPathCoverage(): voidCODE
LOWtests/tests/CodeCoverageTest.php340 public function testAppendThrowsWhenIdIsNull(): voidCODE
LOWtests/tests/CodeCoverageTest.php354 public function testAppendReturnsEarlyWhenAppendIsFalse(): voidCODE
LOWtests/tests/CodeCoverageTest.php369 public function testAppendReturnsEarlyWhenLineCoverageIsEmpty(): voidCODE
LOWtests/tests/CodeCoverageTest.php380 public function testGetDataIncludesUncoveredFiles(): voidCODE
LOWtests/tests/CodeCoverageTest.php391 public function testGetDataExcludesUncoveredFilesWhenRaw(): voidCODE
LOWtests/tests/CodeCoverageTest.php405 public function testAnalyserUsesCacheWhenConfigured(): voidCODE
LOWtests/tests/CodeCoverageTest.php425 public function testDisableAnnotationsForIgnoringCodeSkipsIgnoredLinesFilter(): voidCODE
LOWtests/tests/CodeCoverageTest.php441 public function testEmptyTargetCollectionIsValidWithoutBuildingCodeUnitMap(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php35 public function testProcessWithEmptyInputReturnsEmptyArray(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php40 public function testProcessKeepsUnitWithoutDoubleColonAsIs(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php48 public function testProcessReducesUnitToClassNameByDefault(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php56 public function testProcessKeepsFullMethodNameWhenMethodLevelReportingIsEnabled(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php64 public function testProcessDeduplicatesMethodsToClassNameByDefault(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php75 public function testProcessKeepsDistinctMethodsWhenMethodLevelReportingIsEnabled(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php86 public function testProcessRemovesDuplicateInputUnits(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php97 public function testProcessSortsResultAtMethodLevel(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php108 public function testProcessSortsResultAtClassLevel(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php119 public function testProcessFiltersSubclassOfExcludedParent(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php130 public function testProcessDoesNotFilterClassThatIsNotSubclassOfExcludedParent(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php141 public function testProcessDoesNotFilterClassThatIsNotSubclassOfExcludedParentWithMethodLevelReporting(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php153 public function testProcessThrowsReflectionExceptionForNonExistentClass(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php160 public function testProcessHandlesMixedUnitsAtClassLevel(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php171 public function testProcessHandlesMixedUnitsAtMethodLevel(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php182 public function testProcessExcludedSubclassDoesNotAffectFunctionUnits(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php196 public function testGetAllowedLinesWithEmptyInputReturnsEmptyArray(): voidCODE
LOWtests/tests/UnintentionallyCoveredCodeCheckerTest.php201 public function testGetAllowedLinesWithOnlyLinesToBeCovered(): voidCODE
657 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsrc/Report/Html/Renderer/Template/js/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtests/tests/Report/XmlTest.php21use SebastianBergmann\Environment\Runtime;COMMENT