AI Slop Code RIsk Monitor

sebastianbergmann/environment

Provides functionality that helps writing PHP code that has runtime-specific execution paths

15.7 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for sebastianbergmann/environment, a PHP project with 6,764 GitHub stars. SynthScan examined 2,823 lines of code across 22 source files, recording 39 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 15.7 (Elevated 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.

15.7
Adjusted Signal
15.7
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
6.8K
Stars
PHP
Language
2.8K
Lines of Code
22
Files
39
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 54.3/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 39 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 54.3/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 49.9/100 · MEDIUM

Which changes need focused human review? 39 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 39

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 39 distinct pattern matches across 1 syntactic category. 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 Identifiers39 hits · 44 pts
SeverityFileLineSnippetContext
LOWtests/ConsoleTest.php29 public function testIsInteractiveReturnsFalseForPipeResource(): voidCODE
LOWtests/ConsoleTest.php51 public function testIsInteractiveReturnsFalseForRegularFileResource(): voidCODE
LOWtests/ConsoleTest.php66 public function testGetNumberOfColumnsDoesNotProduceStderrWarningsInNonTtyEnvironment(): voidCODE
LOW⚡tests/RuntimeTest.php36 public function testCannotCollectCodeCoverageWhenNeitherXdebugNorPcovAreAvailable(): voidCODE
LOW⚡tests/RuntimeTest.php45 public function testCanCollectCodeCoverageWhenXdebugCanCollectCoverage(): voidCODE
LOW⚡tests/RuntimeTest.php54 public function testCanCollectCodeCoverageWhenPcovCanCollectCoverage(): voidCODE
LOW⚡tests/RuntimeTest.php63 public function testCanCollectCodeCoverageWhenRunningOnPhpdbg(): voidCODE
LOW⚡tests/RuntimeTest.php110 public function testNameAndVersionCanBeRetrieved(): voidCODE
LOW⚡tests/RuntimeTest.php115 public function testGetNameReturnsPhpdbgWhenRunningOnPhpdbg(): voidCODE
LOW⚡tests/RuntimeTest.php122 public function testGetNameReturnsPhpdbgWhenRunningOnPhp(): voidCODE
LOW⚡tests/RuntimeTest.php129 public function testNameAndCodeCoverageDriverCanBeRetrieved(): voidCODE
LOW⚡tests/RuntimeTest.php134 public function testGetVersionReturnsPhpVersionWhenRunningPhp(): voidCODE
LOW⚡tests/RuntimeTest.php139 public function testGetVendorUrlReturnsPhpDotNetWhenRunningPhp(): voidCODE
LOW⚡tests/RuntimeTest.php144 public function testSettingsChangedViaCliDFlagAreDetected(): voidCODE
LOW⚡tests/RuntimeTest.php159 public function testGetCurrentSettingsReturnsEmptyDiffIfNoValuesArePassed(): voidCODE
LOW⚡tests/RuntimeTest.php164 public function testGetCurrentSettingsWillSkipSettingsThatIsNotSet(): voidCODE
LOW⚡tests/RuntimeTest.php169 public function testGetCurrentSettingsReturnsValuesVerbatim(): voidCODE
LOW⚡tests/RuntimeTest.php343 private function markTestSkippedWhenPcovIsLoaded(): voidCODE
LOW⚡tests/RuntimeTest.php350 private function markTestSkippedWhenPcovIsNotLoaded(): voidCODE
LOW⚡tests/RuntimeTest.php357 private function markTestSkippedWhenXdebugIsLoaded(): voidCODE
LOW⚡tests/RuntimeTest.php364 private function markTestSkippedWhenXdebugCanCollectCoverage(): voidCODE
LOW⚡tests/RuntimeTest.php394 private function markTestSkippedWhenXdebugIsNotLoaded(): voidCODE
LOW⚡tests/RuntimeTest.php401 private function markTestSkippedWhenRunningOnPhpdbg(): voidCODE
LOW⚡tests/RuntimeTest.php410 private function markTestSkippedWhenNotRunningOnPhpdbg(): voidCODE
LOWtests/RuntimeTest.php77 public function testRawBinaryCanBeRetrieved(): voidCODE
LOWtests/RuntimeTest.php82 public function testIsPhpReturnsTrueWhenRunningOnPhp(): voidCODE
LOWtests/RuntimeTest.php186 public function testGetCurrentSettingsSkipsValuesThatEqualTheCompiledInDefaultWhenNoIniFileIsLoaded(): voidCODE
LOWtests/RuntimeTest.php200 public function testGetCurrentSettingsReportsEmptyValueThatDiffersFromTheCompiledInDefault(): voidCODE
LOWtests/RuntimeTest.php215 public function testGetCurrentSettingsLeavesAloneEmptyValueAbsentFromIniFilesAndCompiledInDefaults(): voidCODE
LOWtests/RuntimeTest.php235 public function testCompiledInDefaultsAreCachedAcrossInstances(): voidCODE
LOWtests/RuntimeTest.php261 public function testCompiledInDefaultsReflectSettingsOverriddenByTheCliSapi(): voidCODE
LOWtests/RuntimeTest.php286 public function testGetCurrentSettingsReportsBuiltInDefaultValuesThatDifferFromTheDefaultsOfTheCliSapi(): voidCODE
LOWtests/RuntimeTest.php381 private function markTestSkippedWhenXdebugCannotCollectCoverage(): voidCODE
LOWsrc/Runtime.php124 public function performsJustInTimeCompilation(): boolCODE
LOWsrc/Runtime.php172 public function getNameWithVersionAndCodeCoverageDriver(): stringCODE
LOWsrc/Runtime.php332 public function getSettingsNotChangeableAtRuntime(): arrayCODE
LOWsrc/Runtime.php486 private static function compiledDefaultsViaChildProcess(): arrayCODE
LOWsrc/Console.php155 private function getNumberOfColumnsInteractive(): intCODE
LOWsrc/Console.php189 private function getNumberOfColumnsWindows(): intCODE