AI Slop Code RIsk Monitor

barryvdh/laravel-ide-helper

IDE Helper for Laravel

12.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for barryvdh/laravel-ide-helper, a PHP project with 14,969 GitHub stars. SynthScan examined 19,793 lines of code across 277 source files, recording 197 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 12.6 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

12.6
Adjusted Signal
12.6
Raw Pattern Score
100%
Time Factor
2026-09-15
Last Push
15.0K
Stars
PHP
Language
19.8K
Lines of Code
277
Files
197
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 46.6/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 197 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 46.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 196 finding(s).

PR Review Velocity Impact 39.2/100 · MEDIUM

Which changes need focused human review? 197 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 0LOW 197

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 197 distinct pattern matches across 2 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 Identifiers196 hits · 248 pts
SeverityFileLineSnippetContext
LOWtests/AliasTest.php23 public function testDetectMethodsMacroableMacros(): voidCODE
LOWtests/AliasTest.php48 public function testDetectMethodsEloquentBuilderMacros(): voidCODE
LOWtests/AliasTest.php73 public function testNoExceptionOnRequiredFakeParameters(): voidCODE
LOWtests/AliasTest.php89 public function testTemplateNamesAreDetected(): voidCODE
LOWtests/MethodTest.php58 public function testEloquentBuilderOutput()CODE
LOWtests/MethodTest.php90 public function testEloquentBuilderNormalizedReturnType()CODE
LOWtests/MethodTest.php120 public function testQueryBuilderNormalizedReturnType()CODE
LOWtests/MethodTest.php190 public function testEloquentBuilderWithTemplates()CODE
LOWtests/MacroTest.php31 public function testInitPhpDocEloquentBuilderHasStaticInReturnType(): voidCODE
LOWtests/MacroTest.php54 public function testInitPhpDocClosureWithoutDocBlock(): voidCODE
LOWtests/MacroTest.php75 public function testInitPhpDocClosureWithArgsAndReturnType(): voidCODE
LOWtests/MacroTest.php99 public function testInitPhpDocClosureWithArgs(): voidCODE
LOWtests/MacroTest.php123 public function testInitPhpDocClosureWithReturnType(): voidCODE
LOWtests/MacroTest.php146 public function testInitPhpDocParamsAddedOnlyNotPresent(): voidCODE
LOWtests/MacroTest.php170 public function testInitPhpDocReturnAddedOnlyNotPresent(): voidCODE
LOWtests/MacroTest.php191 public function testInitPhpDocParamsWithUnionTypes(): voidCODE
LOWtests/MacroTest.php210 public function testInitPhpDocParamsWithDnfTypes(): voidCODE
LOWtests/MacroTest.php229 public function testInitPhpDocParamsWithPureIntersectionType(): voidCODE
LOWtests/MacroTest.php248 public function testInitPhpDocParamsWithMultipleIntersections(): voidCODE
LOWtests/TestCase.php58 protected function assertMatchesMockedSnapshot()CODE
LOW…ts/Console/ModelsCommand/SoftDeletesRelations/Test.php26 public function testSoftDeletesForceNullableDisabled(): voidCODE
LOW…and/SoftDeletesRelations/Models/ModelWithRelations.php30 public function softDeletableWithoutTrashed(): BelongsToCODE
LOW…ts__/Test__testSoftDeletesForceNullableDisabled__1.php49 public function softDeletableWithoutTrashed(): BelongsToCODE
LOW…d/SoftDeletesRelations/__snapshots__/Test__test__1.php49 public function softDeletableWithoutTrashed(): BelongsToCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php15 public function getAttributeWithIntReturnPhpdocAttribute()CODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php19 public function getAttributeWithIntReturnTypeAttribute(): intCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php26 public function getAttributeWithIntReturnTypeAndPhpdocAttribute(): intCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php33 public function getAttributeWithIntReturnTypeAndButPhpdocStringAttribute(): intCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php37 public function getAttributeWithoutTypeAttribute()CODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php44 public function getAttributeTakesPhpdocLiteralAttribute()CODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php48 public function getAttributeReturnTypeIntOrNullAttribute(): ?intCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php52 public function getAttributeReturnsImportedClassAttribute(): DateTimeCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php56 public function getAttributeReturnsFqnClassAttribute(): \Illuminate\Support\Facades\DateCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php60 public function getAttributeReturnsArrayAttribute(): arrayCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php64 public function getAttributeReturnsNullableArrayAttribute(): ?arrayCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php68 public function getAttributeReturnsStdClassAttribute(): \stdClassCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php72 public function getAttributeReturnsNullableStdClassAttribute(): ?\stdClassCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php76 public function getAttributeReturnsBoolAttribute(): boolCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php80 public function getAttributeReturnsNullableBoolAttribute(): ?boolCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php84 public function getAttributeReturnsFloatAttribute(): boolCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php88 public function getAttributeReturnsNullableFloatAttribute(): ?boolCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php92 public function getAttributeReturnsCallableAttribute(): callableCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php96 public function getAttributeReturnsNullableCallableAttribute(): ?callableCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php103 public function getAttributeReturnsVoidAttribute(): voidCODE
LOW⚡tests/Console/ModelsCommand/Getter/Models/Simple.php107 private function getInvalidAccessModifierAttribute()CODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php43 public function getAttributeWithIntReturnPhpdocAttribute()CODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php47 public function getAttributeWithIntReturnTypeAttribute(): intCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php54 public function getAttributeWithIntReturnTypeAndPhpdocAttribute(): intCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php61 public function getAttributeWithIntReturnTypeAndButPhpdocStringAttribute(): intCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php65 public function getAttributeWithoutTypeAttribute()CODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php72 public function getAttributeTakesPhpdocLiteralAttribute()CODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php76 public function getAttributeReturnTypeIntOrNullAttribute(): ?intCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php80 public function getAttributeReturnsImportedClassAttribute(): DateTimeCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php84 public function getAttributeReturnsFqnClassAttribute(): \Illuminate\Support\Facades\DateCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php88 public function getAttributeReturnsArrayAttribute(): arrayCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php92 public function getAttributeReturnsNullableArrayAttribute(): ?arrayCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php96 public function getAttributeReturnsStdClassAttribute(): \stdClassCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php100 public function getAttributeReturnsNullableStdClassAttribute(): ?\stdClassCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php104 public function getAttributeReturnsBoolAttribute(): boolCODE
LOW⚡…e/ModelsCommand/Getter/__snapshots__/Test__test__1.php108 public function getAttributeReturnsNullableBoolAttribute(): ?boolCODE
136 more matches not shown…
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/workflows/release-drafter.yml21 permissions:COMMENT