AI Slop Code Risk Monitor

akaunting/akaunting

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

Online Accounting Software

1.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for akaunting/akaunting, a PHP project with 10,260 GitHub stars. SynthScan examined 332,625 lines of code across 4020 source files, recording 522 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.7 (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.

1.7
Adjusted Signal
1.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
10.3K
Stars
PHP
Language
332.6K
Lines of Code
4.0K
Files
522
Pattern Hits
2026-10-31
Scan Date
0.00
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 7.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 458 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 61 finding(s).

Agent Over-Engineering Ratio 7.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 454 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 522 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 4LOW 518

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 522 distinct pattern matches across 6 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 Identifiers451 hits · 495 pts
SeverityFileLineSnippetContext
LOW…/livewire/Mechanisms/HandleRequests/HandleRequests.php35 function skipRequestPayloadTamperingMiddleware()CODE
LOWapp/Traits/DateTime.php183 protected function getFinancialPeriodsOfYear(CODE
LOWapp/Traits/Transactions.php43 public function isNotRecurringTransaction(): boolCODE
LOWapp/Traits/Transactions.php176 public function storeTransactionPdfAndGetPath(Transaction $transaction): stringCODE
LOWapp/Traits/Transactions.php198 public function getTranslationsForConnect(string $type = Transaction::INCOME_TYPE): arrayCODE
LOWapp/Traits/Transactions.php225 public function getTransactionFormRoutesOfType(string $type): arrayCODE
LOW⚡app/Traits/Transactions.php249 public function getTypeRecurringTransaction(string $type = Transaction::INCOME_RECURRING_TYPE): stringCODE
LOW⚡app/Traits/Transactions.php258 public function getRealTypeOfRecurringTransaction(string $recurring_type): stringCODE
LOW⚡app/Traits/Transactions.php263 public function getRealTypeOfTransferTransaction(string $transfer_type): stringCODE
LOW⚡app/Traits/Transactions.php268 public function getRealTypeOfSplitTransaction(string $transfer_type): stringCODE
LOW⚡app/Traits/Transactions.php278 public function increaseNextTransactionNumber(string $type = 'income', string $suffix = ''): voidCODE
LOWapp/Traits/Currencies.php56 public function getAmountConvertedToDefault($format = false, $with_tax = true)CODE
LOWapp/Traits/Currencies.php61 public function getAmountConvertedFromDefault($format = false, $with_tax = true)CODE
LOWapp/Traits/Tailwind.php9 public function getHexCodeOfTailwindClass($class)CODE
LOWapp/Traits/Permissions.php28 public function attachPermissionsByRoleNames($roles)CODE
LOW⚡app/Traits/Permissions.php39 public function attachPermissionsToAdminRoles($permissions)CODE
LOW⚡app/Traits/Permissions.php44 public function attachPermissionsToPortalRoles($permissions)CODE
LOW⚡app/Traits/Permissions.php49 public function attachPermissionsToAllRoles($permissions, $require = 'read-admin-panel')CODE
LOW⚡app/Traits/Permissions.php54 public function detachPermissionsByRoleNames($roles)CODE
LOW⚡app/Traits/Permissions.php63 public function detachPermissionsFromAdminRoles($permissions)CODE
LOW⚡app/Traits/Permissions.php68 public function detachPermissionsFromPortalRoles($permissions)CODE
LOW⚡app/Traits/Permissions.php73 public function detachPermissionsFromAllRoles($permissions, $require = 'read-admin-panel')CODE
LOWapp/Traits/Permissions.php121 public function attachDefaultModulePermissions($module, $require = null)CODE
LOWapp/Traits/Permissions.php130 public function attachModuleReportPermissions($module, $require = null)CODE
LOWapp/Traits/Permissions.php155 public function attachModuleWidgetPermissions($module, $require = null)CODE
LOWapp/Traits/Permissions.php180 public function attachModuleSettingPermissions($module, $require = null)CODE
LOWapp/Traits/Permissions.php200 public function createModuleReportPermission($module, $class)CODE
LOWapp/Traits/Permissions.php216 public function createModuleWidgetPermission($module, $class)CODE
LOWapp/Traits/Permissions.php232 public function createModuleSettingPermission($module, $action)CODE
LOWapp/Traits/Permissions.php237 public function createModuleControllerPermission($module, $action, $controller)CODE
LOWapp/Traits/Permissions.php349 public function attachPermissionsByAction($role, $page, $action_list)CODE
LOWapp/Traits/Permissions.php354 public function detachPermissionsByAction($role, $page, $action_list)CODE
LOWapp/Traits/Permissions.php425 public function assignPermissionsToController()CODE
LOWapp/Traits/Permissions.php492 public function getControllerPermissionName(string $uses): stringCODE
LOWapp/Traits/Charts.php205 public function getLocaleTranslationOfChart(?string $locale = null): arrayCODE
LOWapp/Traits/Documents.php34 public function getRecurringDocumentTypes() : arrayCODE
LOWapp/Traits/Documents.php64 public function increaseNextDocumentNumber(string $type): voidCODE
LOWapp/Traits/Documents.php109 public function getDocumentStatusesForFuture()CODE
LOWapp/Traits/Documents.php179 public function storeDocumentPdfAndGetPath($document)CODE
LOWapp/Traits/Documents.php199 public function getTotalsForFutureDocuments($type = 'invoice', $documents = null)CODE
LOWapp/Traits/Documents.php242 public function canNotifyTheContactOfDocument(Document $document): boolCODE
LOWapp/Traits/Documents.php278 public function getRealTypeOfRecurringDocument(string $recurring_type): stringCODE
LOWapp/Traits/SearchString.php139 public function stripUnknownSearchStringTokens(CODE
LOW⚡app/Traits/Recurring.php128 public function getRecurringRuleStartDate()CODE
LOW⚡app/Traits/Recurring.php133 public function getRecurringRuleUntilDate()CODE
LOW⚡app/Traits/Recurring.php138 public function getRecurringRuleTodayDate()CODE
LOW⚡app/Traits/Recurring.php143 public function getRecurringRuleTomorrowDate()CODE
LOWapp/Traits/Recurring.php163 public function getRecurringRuleFrequency()CODE
LOWapp/Traits/Modules.php438 public function getModulesLimitOfSubscription()CODE
LOWapp/Traits/Modules.php479 public function getModuleLimitOfSubscription($alias, $version = null)CODE
LOWapp/Traits/ViewComponents.php525 protected function getBulkActionRouteParameters($type, $bulkActionRouteParameters)CODE
LOWapp/Traits/ViewComponents.php614 protected function getTextSectionDescription($type, $key, $default_key = '')CODE
LOWapp/Traits/Categories.php81 public function getDirectCostCategoryTypes(string $return = 'array'): string|arrayCODE
LOWapp/Traits/Categories.php86 public function getExpenseAndDirectCostCategoryTypes(string $return = 'array'): string|arrayCODE
LOWapp/Traits/Categories.php120 public function addDirectCostCategoryType(string $new_type): voidCODE
LOWapp/Traits/Categories.php301 public function getCategoryWithoutChildren(int $id): mixedCODE
LOWapp/Providers/App.php65 protected function reportUnsafeUploadProgress()CODE
LOWapp/Models/Auth/User.php176 public function sendPasswordResetNotification($token)CODE
LOWapp/Models/Document/Document.php520 public function getRecurringStatusLabelAttribute()CODE
LOWapp/Models/Document/Document.php534 public function getAmountWithoutTaxAttribute()CODE
391 more matches not shown…
Fake / Example Data61 hits · 61 pts
SeverityFileLineSnippetContext
LOWresources/lang/tr-TR/general.php300 'placeholder' => [CODE
LOWresources/lang/sq-AL/general.php203 'placeholder' => [CODE
LOWresources/lang/fr-FR/general.php301 'placeholder' => [CODE
LOWresources/lang/de-DE/general.php300 'placeholder' => [CODE
LOWresources/lang/pl-PL/general.php300 'placeholder' => [CODE
LOWresources/lang/da-DK/general.php278 'placeholder' => [CODE
LOWresources/lang/el-GR/general.php300 'placeholder' => [CODE
LOWresources/lang/es-ES/general.php301 'placeholder' => [CODE
LOWresources/lang/ru-RU/general.php300 'placeholder' => [CODE
LOWresources/lang/ca-ES/general.php295 'placeholder' => [CODE
LOWresources/lang/lv-LV/general.php273 'placeholder' => [CODE
LOWresources/lang/es-MX/general.php300 'placeholder' => [CODE
LOWresources/lang/et-EE/general.php203 'placeholder' => [CODE
LOWresources/lang/en-AU/general.php300 'placeholder' => [CODE
LOWresources/lang/ar-SA/general.php300 'placeholder' => [CODE
LOWresources/lang/en-GB/general.php300 'placeholder' => [CODE
LOWresources/lang/bs-BA/general.php272 'placeholder' => [CODE
LOWresources/lang/nl-NL/general.php300 'placeholder' => [CODE
LOWresources/lang/ms-MY/general.php300 'placeholder' => [CODE
LOWresources/lang/mk-MK/general.php299 'placeholder' => [CODE
LOWresources/lang/zh-CN/general.php300 'placeholder' => [CODE
LOWresources/lang/ro-RO/general.php272 'placeholder' => [CODE
LOWresources/lang/hi-IN/general.php300 'placeholder' => [CODE
LOWresources/lang/sl-SI/general.php290 'placeholder' => [CODE
LOWresources/lang/cs-CZ/general.php289 'placeholder' => [CODE
LOWresources/lang/zh-TW/general.php202 'placeholder' => [CODE
LOWresources/lang/nb-NO/general.php210 'placeholder' => [CODE
LOWresources/lang/pt-BR/general.php300 'placeholder' => [CODE
LOWresources/lang/it-IT/general.php300 'placeholder' => [CODE
LOWresources/lang/id-ID/general.php300 'placeholder' => [CODE
LOWresources/lang/az-AZ/general.php202 'placeholder' => [CODE
LOWresources/lang/sv-SE/general.php273 'placeholder' => [CODE
LOWresources/lang/en-US/general.php300 'placeholder' => [CODE
LOWresources/lang/ne-NP/general.php210 'placeholder' => [CODE
LOWresources/lang/fi-FI/general.php202 'placeholder' => [CODE
LOWresources/lang/bg-BG/general.php300 'placeholder' => [CODE
LOWresources/lang/fa-IR/general.php199 'placeholder' => [CODE
LOWresources/views/components/form/input/text.blade.php16 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message']) }}CODE
LOW…sources/views/components/form/input/password.blade.php23 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message']) }}CODE
LOWresources/views/components/form/input/input.blade.php17 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message']) }}CODE
LOWresources/views/components/form/input/email.blade.php18 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message']) }}CODE
LOWresources/views/components/form/input/radio.blade.php22 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message', 'optionCODE
LOWresources/views/components/form/input/number.blade.php18 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message']) }}CODE
LOWresources/views/components/form/input/color.blade.php31 @if (isset($attributes['placeholder']))CODE
LOWresources/views/components/form/input/color.blade.php32 placeholder="{{ $attributes['placeholder'] }}"CODE
LOWresources/views/components/form/input/hidden.blade.php15 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message']) }}CODE
LOW…sources/views/components/form/input/textarea.blade.php25 {{ $attributes->except(['rows', 'placeholder', 'disabled', 'required', 'readonly']) }}CODE
LOW…sources/views/components/form/input/checkbox.blade.php20 {{ $attributes->except(['placeholder', 'disabled', 'required', 'readonly', 'v-error', 'v-error-message', 'option', 'CODE
LOW…ces/views/components/form/group/payment_term.blade.php57 @if (isset($attributes['placeholder']))CODE
LOW…ces/views/components/form/group/payment_term.blade.php58 placeholder="{{ $attributes['placeholder'] }}"CODE
LOW…ces/views/components/form/group/invoice_text.blade.php50 @if (isset($attributes['placeholder']))CODE
LOW…ces/views/components/form/group/invoice_text.blade.php51 placeholder="{{ $attributes['placeholder'] }}"CODE
LOWresources/views/components/form/group/color.blade.php31 @if (isset($attributes['placeholder']))CODE
LOWresources/views/components/form/group/color.blade.php32 placeholder="{{ $attributes['placeholder'] }}"CODE
LOWresources/assets/js/components/AkauntingContactCard.vue28 :placeholder="placeholder"CODE
LOWresources/assets/js/components/AkauntingMoney.vue17 <money :name="name" @input="input" :placeholder="placeholder" v-bind="money" :value="model" :disabled="disabCODE
LOWresources/assets/js/components/AkauntingMoney.vue37 <money :name="name" @input="input" :placeholder="placeholder" v-bind="money" :value="model" :disabled="disabCODE
LOWresources/assets/js/components/AkauntingMoney.vue40 <money v-else :name="name" @input="input" :placeholder="placeholder" v-bind="money" :value="model" :disabled="diCODE
LOWresources/assets/js/components/AkauntingDate.vue25 :placeholder="placeholder"CODE
LOWresources/assets/js/components/AkauntingItemButton.vue18 :placeholder="placeholder"CODE
1 more matches not shown…
Decorative Section Separators3 hits · 14 pts
SeverityFileLineSnippetContext
MEDIUM⚡app/Http/Middleware/AuthenticateOnceWithDynamicApi.php59 // ── Bearer token → delegate to OAuth middleware ───────────────────────COMMENT
MEDIUM⚡app/Http/Middleware/AuthenticateOnceWithDynamicApi.php68 // ── Basic credentials → delegate to Basic Auth middleware ─────────────COMMENT
MEDIUM⚡app/Http/Middleware/AuthenticateOnceWithDynamicApi.php77 // ── No Authorization header → 401 ─────────────────────────────────────COMMENT
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWapp/Http/Controllers/Common/BulkActions.php41 $file_name = !empty($tmp[1]) ? Str::studly($tmp[0]) . '\\' . Str::studly($tmp[1]) : Str::studly($tmp[0]);COMMENT
LOWresources/assets/js/bootstrap.js61// import Echo from 'laravel-echo'COMMENT
LOWresources/assets/js/exceptions/trackers/bugsnag.js1// Will added as soon as possibleCOMMENT
LOWresources/assets/js/components/AkauntingSelect.vue1261 if (is_string) {COMMENT
LOW…sources/assets/js/components/AkauntingSelectRemote.vue1601 // } else {COMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMconfig/charts.php10 | any chart in the command line. Feel free to modify it or set it upCODE
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWapp/Imports/Settings/Taxes.php43 // TODO: Add exception errorCOMMENT