AI Slop Code Risk Monitor

grocy/grocy

SlopCodeMonitor badge for grocy/grocy Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

ERP beyond your fridge - Grocy is a web-based self-hosted groceries & household management solution for your home

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for grocy/grocy, a Blade project with 9,637 GitHub stars. SynthScan examined 54,600 lines of code across 376 source files, recording 43 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 1.3 (Low 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.

1.3
Adjusted Signal
1.3
Raw Pattern Score
100%
Time Factor
2026-09-16
Last Push
9.6K
Stars
Blade
Language
54.6K
Lines of Code
376
Files
43
Pattern Hits
2026-10-31
Scan Date
0.01
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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 6.2/100 · LOW

Which changes need focused human review? 43 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 3HIGH 0MEDIUM 0LOW 40

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 43 distinct pattern matches across 4 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 Identifiers32 hits · 32 pts
SeverityFileLineSnippetContext
LOWpublic/viewjs/quantityunitpluraltesting.js16function RefreshQuPluralTestingResult()CODE
LOWpublic/js/grocy.js605function RefreshLocaleNumberDisplay(rootSelector = "#page-content")CODE
LOWcontrollers/StockController.php330 public function QuantityUnitConversionEditForm(Request $request, Response $response, array $args)CODE
LOWcontrollers/StockController.php395 public function QuantityUnitPluralFormTesting(Request $request, Response $response, array $args)CODE
LOWcontrollers/StockController.php629 public function QuantityUnitConversionsResolved(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/RecipesApiController.php14 public function AddNotFulfilledProductsToShoppingList(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/StockApiController.php15 public function AddMissingProductsToShoppingList(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/StockApiController.php39 public function AddOverdueProductsToShoppingList(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/StockApiController.php62 public function AddExpiredProductsToShoppingList(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/StockApiController.php527 public function InventoryProductByBarcode(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/StockApiController.php733 public function RemoveProductFromShoppingList(Request $request, Response $response, array $args)CODE
LOWcontrollers/Api/BaseApiController.php158 protected function GetParsedAndFilteredRequestBody($request)CODE
LOWcontrollers/Api/GenericEntityApiController.php301 private function IsEntityWithEditRequiresAdmin($entity)CODE
LOWcontrollers/Api/ChoresApiController.php14 public function CalculateNextExecutionAssignments(Request $request, Response $response, array $args)CODE
LOWhelpers/ConfigurationValidator.php72 private function CheckMealplanFirstDayOfWeek()CODE
LOWhelpers/extensions.php3function FindObjectInArrayByPropertyValue($array, $propertyName, $propertyValue)CODE
LOWhelpers/extensions.php16function FindAllObjectsInArrayByPropertyValue($array, $propertyName, $propertyValue, $operator = '==')CODE
LOWhelpers/extensions.php48function FindAllItemsInArrayByValue($array, $value, $operator = '==')CODE
LOWservices/RecipesService.php14 public function AddNotFulfilledProductsToShoppingList($recipeId, $excludedProductIds = null)CODE
LOWservices/StockService.php21 public function AddMissingProductsToShoppingList($listId = 1)CODE
LOWservices/StockService.php60 public function AddOverdueProductsToShoppingList($listId = 1)CODE
LOWservices/StockService.php86 public function AddExpiredProductsToShoppingList($listId = 1)CODE
LOWservices/StockService.php601 public function GetExternalBarcodeLookupPluginName()CODE
LOWservices/StockService.php707 public function GetCurrentStockLocationContent($includeOutOfStockProductsAtTheDefaultLocation = false)CODE
LOWservices/StockService.php1163 public function RemoveProductFromShoppingList($productId, $amount = 1, $listId = 1)CODE
LOWservices/StockService.php1189 public function GetShoppinglistInPrintableStrings($listId = 1): arrayCODE
LOWservices/StockService.php1828 private function LoadExternalBarcodeLookupPlugin()CODE
LOWservices/ChoresService.php19 public function CalculateNextExecutionAssignment($choreId)CODE
LOWservices/DemoDataGeneratorService.php432 private function DownloadFileIfNotAlreadyExists($sourceUrl, $destinationPath)CODE
LOWservices/LocalizationService.php28 public function CheckAndAddMissingTranslationToPot($text)CODE
LOWservices/DatabaseMigrationService.php45 private function ExecutePhpMigrationWhenNeeded(int $migrationId, string $phpFile, int &$migrationCounter)CODE
LOWservices/DatabaseMigrationService.php60 private function ExecuteSqlMigrationWhenNeeded(int $migrationId, string $sql, int &$migrationCounter)CODE
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALpublic/viewjs/components/camerabarcodescanner.js10 var track = Grocy.Components.CameraBarcodeScanner.Scanner.stream.getVideoTracks()[0];CODE
CRITICALpublic/viewjs/components/camerabarcodescanner.js99 Grocy.Components.CameraBarcodeScanner.TorchToggle(Grocy.Components.CameraBarcodeScanner.Scanner.stream.getVideoTracCODE
CRITICALpublic/viewjs/components/camerabarcodescanner.js169 Grocy.Components.CameraBarcodeScanner.TorchToggle(Grocy.Components.CameraBarcodeScanner.Scanner.stream.getVideoTraCODE
Fake / Example Data4 hits · 6 pts
SeverityFileLineSnippetContext
LOW⚡services/DemoDataGeneratorService.php22 $loremIpsum = 'Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labCODE
LOW⚡services/DemoDataGeneratorService.php22 $loremIpsum = 'Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labCODE
LOW⚡services/DemoDataGeneratorService.php23 $loremIpsumWithHtmlFormattings = "<h1>Lorem ipsum</h1><p>Lorem ipsum <b>dolor sit</b> amet, consetetur sadipscing eliCODE
LOW⚡services/DemoDataGeneratorService.php23 $loremIpsumWithHtmlFormattings = "<h1>Lorem ipsum</h1><p>Lorem ipsum <b>dolor sit</b> amet, consetetur sadipscing eliCODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWconfig-dist.php1<?phpCOMMENT
LOWconfig-dist.php21COMMENT
LOWconfig-dist.php41// Can also be set to -1 to dynamically start the meal plan week on "today"COMMENT
LOWconfig-dist.php61// Root URL = https://example.com/grocy/public/index.php/COMMENT