AI Slop Code Risk Monitor

Vendicated/Vencord

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

The cutest Discord modification

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Vendicated/Vencord, a TypeScript project with 14,377 GitHub stars. SynthScan examined 79,519 lines of code across 786 source files, recording 57 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
14.4K
Stars
TypeScript
Language
79.5K
Lines of Code
786
Files
57
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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 3.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 47 finding(s).

PR Review Velocity Impact 3.8/100 · LOW

Which changes need focused human review? 57 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 1MEDIUM 0LOW 56

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 57 distinct pattern matches across 5 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 Identifiers47 hits · 49 pts
SeverityFileLineSnippetContext
LOWsrc/plugins/messageLinkEmbeds/index.tsx292function getChannelLabelAndIconUrl(channel: Channel) {CODE
LOWsrc/plugins/messageLinkEmbeds/index.tsx298function ChannelMessageEmbedAccessory({ message, channel }: MessageEmbedProps): JSX.Element | null {CODE
LOWsrc/plugins/consoleShortcuts/native.ts9export function initDevtoolsOpenEagerLoad(e: IpcMainInvokeEvent) {CODE
LOWsrc/plugins/translate/languages.ts306export function deeplLanguageToGoogleLanguage(language: string) {CODE
LOWsrc/plugins/translate/TranslateIcon.tsx45function AutoTranslateConfirmModal(props: RenderModalProps) {CODE
LOWsrc/plugins/translate/native.ts9export async function makeDeeplTranslateRequest(_: IpcMainInvokeEvent, pro: boolean, apiKey: string, payload: string) {CODE
LOWsrc/plugins/xsOverlay/index.tsx321function shouldIgnoreForChannelType(channel: Channel) {CODE
LOWsrc/plugins/silentMessageToggle/index.tsx44function SilentMessageDisabledIcon() {CODE
LOWsrc/plugins/fixSpotifyEmbeds.desktop/native.ts13function cleanUpAndGetSpotifyFrames() {CODE
LOWsrc/plugins/showConnections/index.tsx97function CompactConnectionComponent({ connection, theme }: { connection: ConnectedAccount, theme: string; }) {CODE
LOWsrc/plugins/clientTheme/utils/styleUtils.ts17export function createOrUpdateThemeColorVars(color: string) {CODE
LOWsrc/plugins/clientTheme/utils/styleUtils.ts39function getOrCreateStyle(styleId: StyleId) {CODE
LOWsrc/plugins/expressionManager/index.tsx73function buildManageExpressionItems(id: string, type: string) {CODE
LOWsrc/plugins/fakeProfileThemes/index.tsx104function SettingsAboutComponentWrapper() {CODE
LOW…missionsViewer/components/RolesAndUsersPermissions.tsx46function RolesAndUsersPermissionsComponent({ permissions, guild, modalProps, header }: { permissions: Array<RoleOrUserPeCODE
LOW…missionsViewer/components/RolesAndUsersPermissions.tsx286export default function openRolesAndUsersPermissionsModal(permissions: Array<RoleOrUserPermission>, guild: Guild, headerCODE
LOWsrc/plugins/pinDms/data.ts56export function removeChannelFromCategory(channelId: string) {CODE
LOWsrc/plugins/pinDms/data.ts86export function getAllUncollapsedChannels() {CODE
LOWsrc/plugins/musicRichPresence/index.tsx239function CustomInstanceAboutComponent() {CODE
LOWsrc/plugins/musicRichPresence/listenbrainz.ts23export function invalidateListenBrainzCache() {CODE
LOWsrc/plugins/musicRichPresence/listenbrainz.ts30function fallbackToYoutubeThumbnail(originUrl: string | undefined): string | undefined {CODE
LOWsrc/plugins/platformIndicators/index.tsx210function CurrentUserPlatformIndicators({ small }: { small: boolean; }) {CODE
LOWsrc/plugins/platformIndicators/index.tsx215function OtherUserPlatformIndicators({ user, small = false }: { user: User; small?: boolean; }) {CODE
LOW…/decor/ui/components/DecorDecorationGridDecoration.tsx21export default function DecorDecorationGridDecoration(props: DecorDecorationGridDecorationProps) {CODE
LOWsrc/plugins/decor/lib/stores/UsersDecorationsStore.ts96export function useUserDecorAvatarDecoration(user?: User): AvatarDecoration | null | undefined {CODE
LOWsrc/plugins/decor/lib/utils/decoration.ts15export function decorationToAvatarDecoration(decoration: Decoration): AvatarDecoration {CODE
LOWsrc/plugins/betterRoleContext/index.tsx79export function buildExtraRoleContextMenuItems(role: Role, guild: Guild, popoutRef?: React.RefObject<any>) {CODE
LOWsrc/plugins/ircColors/index.ts26function calculateNameColorForUser(id?: string) {CODE
LOWsrc/utils/discord.tsx110export function insertTextIntoChatInputBox(text: string) {CODE
LOWsrc/webpack/patchWebpack.ts290function proxyFactoryAndUpdateExisting(moduleFactories: AnyWebpackRequire["m"], moduleId: PropertyKey, newFactory: AnyMoCODE
LOWsrc/webpack/webpack.ts153function makePropertyNonEnumerable(target: Record<PropertyKey, any>, key: PropertyKey) {CODE
LOW…ponents/settings/tabs/vencord/NotificationSettings.tsx38export function openNotificationSettingsModal() {CODE
LOWsrc/api/ContextMenu.ts62export function addGlobalContextMenuPatch(patch: GlobalContextMenuPatchCallback) {CODE
LOWsrc/api/ContextMenu.ts85export function removeGlobalContextMenuPatch(patch: GlobalContextMenuPatchCallback): boolean {CODE
LOWsrc/api/ContextMenu.ts95export function findGroupChildrenByChildId(id: string | string[], children: Array<ReactElement<any> | null | undefined>,CODE
LOWsrc/api/MessagePopover.tsx68export function removeMessagePopoverButton(identifier: string) {CODE
LOW⚡src/api/MessageEvents.ts94export function addMessagePreSendListener(listener: MessageSendListener) {CODE
LOW⚡src/api/MessageEvents.ts101export function addMessagePreEditListener(listener: MessageEditListener) {CODE
LOW⚡src/api/MessageEvents.ts105export function removeMessagePreSendListener(listener: MessageSendListener) {CODE
LOW⚡src/api/MessageEvents.ts108export function removeMessagePreEditListener(listener: MessageEditListener) {CODE
LOWsrc/api/MessageEvents.ts135export function removeMessageClickListener(listener: MessageClickListener) {CODE
LOWsrc/api/PluginManager.ts133export function startDependenciesRecursive(p: Plugin) {CODE
LOWsrc/api/PluginManager.ts161export function subscribePluginFluxEvents(p: Plugin, fluxDispatcher: typeof FluxDispatcher) {CODE
LOWsrc/api/PluginManager.ts183export function unsubscribePluginFluxEvents(p: Plugin, fluxDispatcher: typeof FluxDispatcher) {CODE
LOWsrc/api/PluginManager.ts194export function subscribeAllPluginsFluxEvents(fluxDispatcher: typeof FluxDispatcher) {CODE
LOWsrc/api/MemberListDecorators.tsx41export function removeMemberListDecorator(identifier: string) {CODE
LOWsrc/api/Themes.ts158export function removeThemeChangeListener(listener: () => void) {CODE
Fake / Example Data6 hits · 6 pts
SeverityFileLineSnippetContext
LOWsrc/plugins/reviewDB/components/ReviewsView.tsx119 <Paragraph className={cl("placeholder")}>CODE
LOWsrc/plugins/musicRichPresence/index.tsx216 value: "placeholder"CODE
LOWsrc/plugins/musicRichPresence/index.tsx333 if (settings.store.missingArt === "placeholder")CODE
LOWsrc/plugins/musicRichPresence/index.tsx334 return "placeholder";CODE
LOWsrc/utils/types.ts356export interface PluginSettingComponentDef extends Omit<PluginSettingDefCommon, "description" | "placeholder" | "displayCODE
LOW…components/settings/tabs/plugins/components/Common.tsx29export type ComponentSettingProps<T extends Omit<PluginSettingDefCommon, "description" | "placeholder">> = SettingBasePrCODE
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHCONTRIBUTING.md13- **AI slop will result in a block**. If code or text you submit is clearly generated by AI without human review and cleCODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWbrowser/userscript.meta.js1// ==UserScript==COMMENT
LOWbrowser/userscript.meta.js21COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…ckages/discord-types/src/common/messages/Commands.d.ts31 // TODO: implementCOMMENT