AI Slop Code Risk Monitor

Molunerfinn/PicGo

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

:rocket: The Ultimate Image Uploader for Efficient Creators. Supports Obsidian, Typora, VS Code etc. and 60+ image hosting services (S3, GitHub, Cloudflare R2, Imgur, Aliyun OSS...). Paste, upload, done.

1.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Molunerfinn/PicGo, a TypeScript project with 27,446 GitHub stars. SynthScan examined 71,360 lines of code across 435 source files, recording 103 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
2026-10-20
Last Push
27.4K
Stars
TypeScript
Language
71.4K
Lines of Code
435
Files
103
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 7.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 102 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 6.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 90 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 103 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 1HIGH 0MEDIUM 0LOW 102

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 103 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 Identifiers90 hits · 96 pts
SeverityFileLineSnippetContext
LOWscripts/merge-artifacts.js143function mergeYmlFilesFromArtifacts() {CODE
LOWscripts/vite-plugin-i18n-types.ts30function buildUniversalTypeContent (keys: string[]) {CODE
LOWscripts/verify-packaged-deps.js142function isExternalPackageSpecifier (specifier) {CODE
LOWscripts/verify-packaged-deps.js248function findMissingRootDependencies (archive) {CODE
LOWsrc/renderer/queries/picgo-cloud.ts18export function usePicGoCloudUserInfoQuery () {CODE
LOW⚡src/renderer/queries/picgo-cloud.ts37export function setPicGoCloudUserInfoQueryData (userInfo: IPicGoCloudUserInfo | null | undefined) {CODE
LOW⚡src/renderer/queries/picgo-cloud.ts41export function mergePicGoCloudUserInfoQueryData (partial: Partial<IPicGoCloudUserInfo>) {CODE
LOW⚡src/renderer/queries/picgo-cloud.ts48export async function invalidatePicGoCloudUserInfoQuery () {CODE
LOWsrc/renderer/queries/picgo-cloud-album-stats.ts27export async function invalidateCloudAlbumStatsQuery () {CODE
LOW⚡src/renderer/queries/picgo-cloud-config-sync.ts11async function fetchPicGoCloudConfigSyncState (): Promise<IPicGoCloudConfigSyncState> {CODE
LOW⚡src/renderer/queries/picgo-cloud-config-sync.ts19export function useCloudConfigSyncStateQuery () {CODE
LOW⚡src/renderer/queries/picgo-cloud-config-sync.ts29export function setCloudConfigSyncStateQueryData (state: IPicGoCloudConfigSyncState) {CODE
LOW⚡src/renderer/queries/picgo-cloud-config-sync.ts33export function updateCloudConfigSyncStateQueryData (CODE
LOW⚡src/renderer/queries/picgo-cloud-billing.ts10async function fetchPicGoCloudBillingOverview (): Promise<IPicGoCloudBillingOverview | null> {CODE
LOW⚡src/renderer/queries/picgo-cloud-billing.ts18export function usePicGoCloudBillingQuery () {CODE
LOW⚡src/renderer/queries/picgo-cloud-billing.ts26export async function invalidatePicGoCloudBillingQuery () {CODE
LOWsrc/renderer/queries/picgo-cloud-usage.ts26export async function invalidatePicGoCloudUsageQuery () {CODE
LOWsrc/renderer/adapters/album.ts8function resolveAlbumItemTimestamp (item: ImgInfo) {CODE
LOWsrc/renderer/components/independent-window/utils.ts1export function resolveIndependentWindowErrorMessage(CODE
LOW…omponents/independent-window/utility-window-layout.tsx16function buildUtilityWindowLayoutStyle(CODE
LOW…nts/independent-window/tray/use-tray-uploaded-items.ts23function resolveRuntimeUploadedItem (item: ImgInfo): TrayUploadedDisplayItem {CODE
LOW…rer/components/common/floating-panel-sheet-content.tsx6export function FloatingPanelSheetContent({CODE
LOW…enderer/components/common/use-plugin-config-refresh.ts59function collectTransitiveDependents(CODE
LOW…/renderer/components/common/normalize-plugin-schema.ts69export function normalizePluginConfigField(field: unknown): ProviderPluginConfig {CODE
LOW…/renderer/components/common/normalize-plugin-schema.ts90export function normalizePluginConfigSchema(CODE
LOW…derer/components/main/settings/shortcut-key-binding.ts64function normalizeSingleCharacterToken(key: string) {CODE
LOW…derer/components/main/settings/shortcut-key-binding.ts142export function buildShortcutFromKeyboardEvent(event: KeyboardEvent) {CODE
LOW…derer/components/main/settings/shortcut-key-binding.ts178export function formatShortcutTokenForDisplay(token: string) {CODE
LOW…derer/components/main/settings/shortcut-key-binding.ts190export function formatShortcutValueForDisplay(value: string) {CODE
LOW…mponents/main/settings/settings-section-appearance.tsx27export function SettingsSectionAppearance({CODE
LOW…enderer/components/main/settings/shortcut-kbd-list.tsx5function formatDialogShortcutToken(key: string) {CODE
LOWsrc/renderer/components/main/settings/utils.ts270export function filterSettingsNavItemsBySearch(CODE
LOWsrc/renderer/components/main/settings/utils.ts448function mergeSettingsSearchKeywords(CODE
LOWsrc/renderer/components/main/settings/utils.ts712export function filterSettingsSectionsBySearch(CODE
LOWsrc/renderer/components/main/settings/utils.ts819export function buildSettingsShortcutItems(CODE
LOW⚡src/renderer/components/main/settings/utils.ts837function buildUrlRewriteDraftRuleId(CODE
LOW⚡src/renderer/components/main/settings/utils.ts844export function buildSettingsUrlRewriteDraftRules(CODE
LOW⚡src/renderer/components/main/settings/utils.ts853export function stripSettingsUrlRewriteDraftRules(CODE
LOW…nts/main/settings/settings-section-upload-workflow.tsx20export function SettingsSectionUploadWorkflow({CODE
LOW…ents/main/plugins/plugin-detail-config-tab-content.tsx24export function PluginDetailConfigTabContent({CODE
LOW…ents/main/plugins/plugin-detail-readme-tab-content.tsx47function normalizeCodeBlockFirstLineSpacing(codeText: string) {CODE
LOW…ents/main/plugins/plugin-detail-readme-tab-content.tsx75export function PluginDetailReadmeTabContent({CODE
LOWsrc/renderer/components/main/plugins/utils.ts24export function normalizePluginDisplayName(fullName: string) {CODE
LOWsrc/renderer/components/main/plugins/utils.ts180export function resolveSupportedPluginTab(CODE
LOWsrc/renderer/components/main/plugins/utils.ts290export function buildPluginDeprecationKey(fullName: string, version: string) {CODE
LOW…main/plugins/plugin-detail-transformer-tab-content.tsx24export function PluginDetailTransformerTabContent({CODE
LOW…r/components/main/layout/hooks/use-appearance-theme.ts11function resolveInitialPrefersDark() {CODE
LOWsrc/renderer/components/main/providers/provider-mock.ts609function resolveFirstAvailableUploaderId() {CODE
LOWsrc/renderer/components/main/providers/provider-mock.ts642function createDefaultConfigValues(schema: ProviderPluginConfig[]) {CODE
LOWsrc/renderer/components/main/providers/provider-mock.ts701function buildProviderAppStateSnapshot(): ProviderAppStateSnapshot {CODE
LOWsrc/renderer/components/main/providers/utils.ts127export function isRequiredFieldValueMissing(value: unknown) {CODE
LOWsrc/renderer/components/main/providers/utils.ts192export function resolveSelectableConfigId(CODE
LOWsrc/renderer/components/main/providers/utils.ts223export function resolveProviderSelectionState({CODE
LOW…nents/main/providers/provider-delete-config-dialog.tsx20export function ProviderDeleteConfigDialog({CODE
LOW…r/components/main/providers/provider-status-badges.tsx13export function ProviderActiveUploaderBadge({CODE
LOW…r/components/main/providers/provider-status-badges.tsx37export function ProviderDefaultConfigBadge({CODE
LOW…s/main/providers/provider-sidebar-uploader-section.tsx77function ProviderSidebarConfigItemRow({CODE
LOW…s/main/providers/provider-sidebar-uploader-section.tsx188export function ProviderSidebarUploaderSection({CODE
LOW…ain/providers/hooks/use-provider-config-name-dialog.ts35export function useProviderConfigNameDialog() {CODE
LOWsrc/renderer/components/main/dashboard/utils.ts35export async function buildUrlDialogInitialValue(): Promise<string> {CODE
30 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsrc/__tests__/renderer/store/providers.spec.ts202 state.appConfig.uploader.github.configList.push({CODE
Over-Commented Block7 hits · 7 pts
SeverityFileLineSnippetContext
LOW.travis.deprecated.yml41- git lfs pullCOMMENT
LOWsrc/background.ts21// app.on('ready', () => {COMMENT
LOWsrc/renderer/components/main/album/picgo-album.tsx581 }COMMENT
LOWsrc/renderer/components/main/album/picgo-album.tsx601 // prev.map((image) => {COMMENT
LOWsrc/renderer/components/main/album/album-sidebar.tsx61 onCloudRefresh?: () => Promise<void> | voidCOMMENT
LOWsrc/renderer/components/main/album/album-sidebar.tsx221 : isCloudCOMMENT
LOWsrc/main/apis/core/picgo/index.ts21}COMMENT
Verbosity Indicators2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡…sts__/renderer/components/plugin-detail-panel.spec.tsx260 // Step 1: empty starting state — no saved plugin config.COMMENT
LOW⚡…sts__/renderer/components/plugin-detail-panel.spec.tsx265 // Step 2: simulate the cascade — user changed mode to 'advanced',COMMENT
Structural Annotation Overuse2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡…sts__/renderer/components/plugin-detail-panel.spec.tsx260 // Step 1: empty starting state — no saved plugin config.COMMENT
LOW⚡…sts__/renderer/components/plugin-detail-panel.spec.tsx265 // Step 2: simulate the cascade — user changed mode to 'advanced',COMMENT
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpublic/i18n/en.yml174PICGO_SPONSOR_TEXT: PicGo is a free software, if you like it, please don't forget to buy me a cup of coffee.CODE