AI Slop Code Risk Monitor

mayswind/ezbookkeeping

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

ezBookkeeping is an open source, powerful, self-hosted personal finance app that is easy to use.

2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mayswind/ezbookkeeping, a Go project with 5,909 GitHub stars. SynthScan examined 355,770 lines of code across 1045 source files, recording 714 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.9K
Stars
Go
Language
355.8K
Lines of Code
1.0K
Files
714
Pattern Hits
2026-10-31
Scan Date
0.02
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 10.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 701 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 9.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 674 finding(s).

PR Review Velocity Impact 11.0/100 · LOW

Which changes need focused human review? 714 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 23MEDIUM 0LOW 691

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 714 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 Identifiers674 hits · 687 pts
SeverityFileLineSnippetContext
LOW.github/scripts/update-i18n-progress.js16function discoverFrontendLanguages() {CODE
LOW.github/scripts/update-i18n-progress.js106function isFrontendAlwaysTranslatedKey(key) {CODE
LOW⚡src/locales/helpers.ts849 function getLocalizedLongDateFormat(): string {CODE
LOW⚡src/locales/helpers.ts853 function getLocalizedShortDateFormat(): string {CODE
LOW⚡src/locales/helpers.ts857 function getLocalizedLongYearFormat(): string {CODE
LOW⚡src/locales/helpers.ts861 function getLocalizedShortYearFormat(): string {CODE
LOW⚡src/locales/helpers.ts865 function getLocalizedLongYearMonthFormat(): string {CODE
LOW⚡src/locales/helpers.ts869 function getLocalizedShortYearMonthFormat(): string {CODE
LOW⚡src/locales/helpers.ts873 function getLocalizedLongMonthDayFormat(): string {CODE
LOW⚡src/locales/helpers.ts877 function getLocalizedShortMonthDayFormat(): string {CODE
LOW⚡src/locales/helpers.ts881 function getLocalizedShortDayFormat(): string {CODE
LOW⚡src/locales/helpers.ts885 function getLocalizedLongTimeFormat(): string {CODE
LOW⚡src/locales/helpers.ts889 function getLocalizedShortTimeFormat(): string {CODE
LOW⚡src/locales/helpers.ts1132 function getCurrentLanguageDisplayName(): string {CODE
LOW⚡src/locales/helpers.ts1137 function getCurrentLanguageTextDirection(): TextDirection {CODE
LOW⚡src/locales/helpers.ts1147 function getCurrentLanguageMessagesJson(): string {CODE
LOW⚡src/locales/helpers.ts2073 function getCurrentCalendarDisplayType(): CalendarDisplayType {CODE
LOW⚡src/locales/helpers.ts2077 function getCurrentDateDisplayType(): DateDisplayType {CODE
LOW⚡src/locales/helpers.ts2081 function getCurrentNumeralSystemType(): NumeralSystem {CODE
LOW⚡src/locales/helpers.ts2085 function getCurrentDecimalSeparator(): string {CODE
LOW⚡src/locales/helpers.ts2089 function getCurrentDigitGroupingSymbol(): string {CODE
LOW⚡src/locales/helpers.ts2093 function getCurrentDigitGroupingType(): DigitGroupingType {CODE
LOW⚡src/locales/helpers.ts2097 function getCurrentFiscalYearFormatType(): number {CODE
LOW⚡src/locales/helpers.ts2126 function isShortDateMonthAfterYear(): boolean {CODE
LOW⚡src/locales/helpers.ts2135 function isLongTimeMeridiemIndicatorFirst(): boolean {CODE
LOW⚡src/locales/helpers.ts2143 function isShortTimeMeridiemIndicatorFirst(): boolean {CODE
LOW⚡src/locales/helpers.ts2152 function isLongTimeMinuteTwoDigits(): boolean {CODE
LOW⚡src/locales/helpers.ts2156 function isLongTimeSecondTwoDigits(): boolean {CODE
LOW⚡src/locales/helpers.ts2160 function formatGregorianTextualMonthDayToGregorianLikeLongMonthDay(monthDay: TextualMonthDay, numeralSystem?: NumeraCODE
LOW⚡src/locales/helpers.ts2165 function formatDateTimeToGregorianLikeYearQuarter(dateTime: DateTime): string {CODE
LOW⚡src/locales/helpers.ts2173 function formatYearQuarterToGregorianLikeYearQuarter(year: number, quarter: number): string {CODE
LOW⚡src/locales/helpers.ts2181 function formatUnixTimeToGregorianLikeFiscalYear(unixTime: number): string {CODE
LOW⚡src/locales/helpers.ts2480 function getFormattedExchangeRateAmount(value: BigDecimal, numeralSystem?: NumeralSystem): string {CODE
LOW⚡src/locales/helpers.ts2490 function getAmountPrependAndAppendText(currencyCode: string, isPlural: boolean): CurrencyPrependAndAppendText | nullCODE
LOW⚡src/locales/helpers.ts2497 function getCategorizedAccountsWithDisplayBalance(allVisibleAccounts: Account[], showAccountBalance: boolean, customCODE
LOWsrc/locales/helpers.ts470 function getLanguageKeyFromLanguageAlias(alias: string): string | null {CODE
LOWsrc/locales/helpers.ts492 function getLanguageKeyFromMarcoLanguageTag(languageTag: string): string | null {CODE
LOWsrc/locales/helpers.ts543 function getLocalizedErrorParameters(parameters?: LocalizedErrorParameter[]): Record<string, string> {CODE
LOWsrc/locales/helpers.ts559 function getLocalizedErrorForParseImportTransactionsAPI(translatedMessage: string, recordId: string | undefined, oriCODE
LOWsrc/locales/helpers.ts618 function getChineseCalendarLocaleData(): ChineseCalendarLocaleData {CODE
LOWsrc/locales/helpers.ts631 function getPersianCalendarLocaleData(): PersianCalendarLocaleData {CODE
LOWsrc/locales/helpers.ts641 function getAllCurrencyDisplayTypes(numeralSystem: NumeralSystem, decimalSeparator: string): TypeAndDisplayName[] {CODE
LOWsrc/locales/helpers.ts675 function getAllLocalizedCalendarTypes(allCalendarDisplayTypeArray: CalendarDisplayType[] | DateDisplayType[], localeCODE
LOWsrc/locales/helpers.ts699 function getAllImageUploadQualityTypes(): TypeAndDisplayName[] {CODE
LOWsrc/locales/helpers.ts721 function getLocalizedDisplayNameAndType(typeAndNames: TypeAndName[] | TypeAndNameWithAlternativeName[], useAlternatiCODE
LOWsrc/locales/helpers.ts753 function getLocalizedDisplayNameAndTypeWithSystemDefault(typeAndNames: TypeAndName[], defaultValue: number, defaultTCODE
LOWsrc/locales/helpers.ts797 function getLocalizedChartDateAggregationTypeAndDisplayName(analysisType: StatisticsAnalysisType, fullName: boolean,CODE
LOWsrc/locales/helpers.ts955 function isGregorianLikeCalendarType(calendarType: CalendarType): boolean {CODE
LOWsrc/locales/helpers.ts959 function getGregorianLikeCalendarType(): CalendarType {CODE
LOWsrc/locales/helpers.ts982 function formatTimeRangeToGregorianLikeFiscalYearFormat(format: FiscalYearFormat, timeRange: FiscalYearUnixTime | UnCODE
LOWsrc/locales/helpers.ts1006 function getCurrentCurrencyDisplayType(): CurrencyDisplayType {CODE
LOWsrc/locales/helpers.ts1021 function getCalendarAlternateDisplayDate(dateTime: DateTime, dateTimeFormatOptions: DateTimeFormatOptions): CalendarCODE
LOWsrc/locales/helpers.ts1104 function getServerMultiLanguageConfigContent(multiLanguageConfig: Record<string, string>): string {CODE
LOWsrc/locales/helpers.ts1188 function getAllEnableDisableOptions(): LocalizedSwitchOption[] {CODE
LOWsrc/locales/helpers.ts1395 function getAllRecentMonthDateRanges(includeAll: boolean, includeCustom: boolean): LocalizedRecentMonthDateRange[] {CODE
LOWsrc/locales/helpers.ts1479 function getAllTimezoneTypesUsedForStatistics(currentTimezone?: string): TypeAndDisplayName[] {CODE
LOWsrc/locales/helpers.ts1588 function getAllExpenseIncomeAmountColors(categoryType: CategoryType): TypeAndDisplayName[] {CODE
LOWsrc/locales/helpers.ts1634 function getAllTransactionDefaultCategories(categoryType: 0 | CategoryType, locale: string): Record<string, LocalizeCODE
LOWsrc/locales/helpers.ts1687 function getAllDisplayExchangeRates(exchangeRatesData?: LatestExchangeRateResponse): LocalizedLatestExchangeRate[] {CODE
LOWsrc/locales/helpers.ts1728 function getAllSupportedImportFileCagtegoryAndTypes(supportAITextRecognition: boolean, supportAIImageRecognition: boCODE
614 more matches not shown…
Synthetic Comment Markers23 hits · 115 pts
SeverityFileLineSnippetContext
HIGHpkg/errs/large_language_model.go15 ErrNoAICodingResult = NewNormalError(NormalSubcategoryLargeLanguageModel, 8, http.StatusBadGateway,CODE
HIGHsrc/locales/tr.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/sl.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/nl.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/ja.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/de.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/ru.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/pl.json1325 "no code generated by AI": "AI nie wygenerowała kodu",CODE
HIGHsrc/locales/uk.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/ta.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/en.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/it.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/kn.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/fr.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/el.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/ro.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/ko.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/zh_Hans.json1325 "no code generated by AI": "AI没有生成代码",CODE
HIGHsrc/locales/vi.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/zh_Hant.json1325 "no code generated by AI": "AI沒有產生程式碼",CODE
HIGHsrc/locales/pt_BR.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/th.json1325 "no code generated by AI": "No code generated by AI",CODE
HIGHsrc/locales/es.json1325 "no code generated by AI": "No code generated by AI",CODE
Fake / Example Data13 hits · 13 pts
SeverityFileLineSnippetContext
LOW…/oauth2/provider/github/github_oauth2_provider_test.go79 "email": "foo@bar.com",CODE
LOWpkg/utils/validators_test.go30 email := "foo@bar.com"CODE
LOWpkg/validators/email_test.go15 email := "foo@bar.com"CODE
LOWsrc/components/desktop/LanguageSelect.vue10 :placeholder="placeholder"CODE
LOWsrc/components/desktop/AmountInput.vue6 :label="label" :placeholder="placeholder"CODE
LOWsrc/components/desktop/AmountInput.vue28 :label="label" :placeholder="placeholder"CODE
LOWsrc/components/desktop/AmountInput.vue57 :label="label" :placeholder="placeholder"CODE
LOWsrc/components/desktop/CurrencySelect.vue11 :placeholder="placeholder"CODE
LOWsrc/components/desktop/JsonImportDialog.vue13 <code-editor language="json" :placeholder="placeholder" v-model="json" />CODE
LOWsrc/components/desktop/NumberInput.vue4 :label="label" :placeholder="placeholder"CODE
LOWsrc/components/desktop/CodeEditor.vue12 :placeholder="placeholder"CODE
LOWsrc/components/desktop/RenameDialog.vue11 :placeholder="placeholder"CODE
LOWsrc/components/mobile/ListNumberInput.vue8 :placeholder="placeholder"CODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWconf/ezbookkeeping.ini641# Supports the following feature types:COMMENT
LOWconf/ezbookkeeping.ini701# The notification content displayed each time users open the app, it supports multi-language configurationCOMMENT
LOWconf/ezbookkeeping.ini761# For "custom" map provider only, the min zoom level (0 - 255) for custom map tile server, default is 1COMMENT
LOWconf/ezbookkeeping.ini781# "bank_of_italy": https://tassidicambio.bancaditalia.it/terzevalute-wf-ui-web/latestRatesCOMMENT