AI Slop Code Risk Monitor

nuxt/ui

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

The Intuitive Vue UI Library powered by Reka UI & Tailwind CSS.

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for nuxt/ui, a TypeScript project with 7,043 GitHub stars. SynthScan examined 234,318 lines of code across 1715 source files, recording 187 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.0 (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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
7.0K
Stars
TypeScript
Language
234.3K
Lines of Code
1.7K
Files
187
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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 23 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.0/100 · LOW

Are imports declared and package/API names verified? 164 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 187 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 4MEDIUM 6LOW 176

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 187 distinct pattern matches across 7 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.

Fake / Example Data160 hits · 168 pts
SeverityFileLineSnippetContext
LOWtest/components/InputMenu.spec.ts344 expect(wrapper.find('input').attributes('placeholder')).toBe('Select an item')CODE
LOWtest/components/InputMenu.spec.ts367 expect(wrapper.find('input').attributes('placeholder')).toBe('Select items')CODE
LOWtest/components/InputMenu.spec.ts375 label: 'John Doe',CODE
LOWtest/components/InputMenu.spec.ts387 expect(wrapper.find('input').element.value).toBe('John Doe')CODE
LOWtest/components/Select.spec.ts185 label: 'John Doe',CODE
LOWtest/components/Select.spec.ts197 expect(wrapper.text()).toBe('John Doe')CODE
LOWtest/components/User.spec.ts51 props: { name: 'John Doe' },CODE
LOWtest/components/User.spec.ts60 props: { name: 'John Doe', to: 'https://github.com/benjamincanac' },CODE
LOWtest/components/SelectMenu.spec.ts434 label: 'John Doe',CODE
LOWtest/components/SelectMenu.spec.ts446 expect(wrapper.text()).toBe('John Doe')CODE
LOW⚡test/components/Accordion.spec.ts11 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts11 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts16 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts16 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts20 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts20 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts24 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts24 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts28 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts28 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts33 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOW⚡test/components/Accordion.spec.ts33 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faCODE
LOWtest/components/content/ContentSearch.spec.ts240 content: 'lorem ipsum'CODE
LOWtest/components/content/ContentSearch.spec.ts288 content: 'lorem ipsum'CODE
LOW⚡docs/nuxt.config.ts398 placeholder: { name: 'placeholder', type: 'CalendarDate | CalendarDateTime | ZonedDateTime' },CODE
LOW⚡docs/nuxt.config.ts408 placeholder: { name: 'placeholder', type: 'CalendarDate | CalendarDateTime | ZonedDateTime' },CODE
LOW⚡docs/nuxt.config.ts418 placeholder: { name: 'placeholder', type: 'Time | CalendarDateTime | ZonedDateTime' },CODE
LOW…ents/content/examples/chat/ChatPromptEditorExample.vue63 :placeholder="placeholder"CODE
LOW…ntent/examples/scroll-area/ScrollAreaShadowExample.vue9 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam pulvinar risus non risus hendrerit venenatis. PeCODE
LOW…ntent/examples/scroll-area/ScrollAreaShadowExample.vue9 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam pulvinar risus non risus hendrerit venenatis. PeCODE
LOW…components/content/examples/theme/ThemeFormExample.vue14 name: 'John Doe',CODE
LOW…/examples/use-scroll-shadow/UseScrollShadowExample.vue15 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam pulvinar risus non risus hendrerit venenatis. PeCODE
LOW…/examples/use-scroll-shadow/UseScrollShadowExample.vue15 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam pulvinar risus non risus hendrerit venenatis. PeCODE
LOWdocs/content/docs/2.components/modal.md81 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/modal.md81 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/card.md87 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/card.md87 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/drawer.md80 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/drawer.md80 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/user.md23 name: 'John Doe'CODE
LOWdocs/content/docs/2.components/user.md34 name: 'John Doe'CODE
LOWdocs/content/docs/2.components/user.md50 name: 'John Doe'CODE
LOWdocs/content/docs/2.components/user.md98 name: 'John Doe'CODE
LOWdocs/content/docs/2.components/user.md134 name: 'John Doe'CODE
LOWdocs/content/docs/2.components/user.md153 name: 'John Doe'CODE
LOWdocs/content/docs/2.components/slideover.md80 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/docs/2.components/slideover.md80 description: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'CODE
LOWdocs/content/templates/dashboard.md1475 <UInput v-model="state.name" placeholder="John Doe" class="w-full" />CODE
LOWplaygrounds/repl/src/App.vue95 <UInput v-model="state.name" placeholder="John Doe" class="w-full" />CODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue5 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue5 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue10 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue10 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue14 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue14 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue18 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue18 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue23 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue23 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
LOW⚡playgrounds/nuxt/app/pages/components/accordion.vue28 content: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed neque elit, tristique placerat feugiat ac, faciCODE
100 more matches not shown…
Slop Phrases6 hits · 17 pts
SeverityFileLineSnippetContext
MEDIUM…onents/content/examples/tabs/TabsModelValueExample.vue17// Note: This is for demonstration purposes only. Don't do this at home.COMMENT
MEDIUM…tent/examples/accordion/AccordionModelValueExample.vue24// Note: This is for demonstration purposes only. Don't do this at home.COMMENT
MEDIUM…p/components/content/examples/chip/ChipShowExample.vue9// Note: This is for demonstration purposes only. Don't do this at home.COMMENT
MEDIUM…/content/examples/stepper/StepperModelValueExample.vue22// Note: This is for demonstration purposes only. Don't do this at home.COMMENT
MEDIUM…ontent/examples/timeline/TimelineModelValueExample.vue32// Note: This is for demonstration purposes only. Don't do this at home.COMMENT
MEDIUMplaygrounds/nuxt/app/pages/components/editor.vue49Here's a simple example using the \`Button\` component:CODE
Magic Placeholder Names3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHdocs/content/templates/chat.md118AI_GATEWAY_API_KEY=your-api-key-hereCODE
HIGHdocs/content/templates/editor.md1231AI_GATEWAY_API_KEY=your-api-key-hereCODE
HIGHdocs/content/templates/editor.md2255AI_GATEWAY_API_KEY=your-api-key-hereCODE
Hyper-Verbose Identifiers12 hits · 12 pts
SeverityFileLineSnippetContext
LOWtest/components/nuxt/LinkLocale.spec.ts8function createLocalePathFallbackFixture(component: typeof Link | typeof Button) {CODE
LOWdocs/app/composables/useTheme.ts362 function recomposeComponentOverrides(keys: Iterable<string>) {CODE
LOWdocs/app/composables/useNavigation.ts121function filterChildrenByFramework(item: ContentNavigationItem, framework: string, icons: ReturnType<typeof useStudioIcoCODE
LOWdocs/app/utils/theme/engine/sections.ts203function setOrDelete<T extends object, K extends keyof T>(target: T, key: K, value: T[K] | undefined) {CODE
LOWdocs/server/utils/transformMDC.ts290function generateGroupedTSInterface(CODE
LOWskills/nuxt-ui/references/guidelines/forms.md183async function validateAndSubmit() {CODE
LOWsrc/templates.ts76 function generateVariantDeclarations(variants: string[]) {CODE
LOWsrc/runtime/plugins/colors.ts47function removeTemporaryColorsStyle() {CODE
LOWsrc/runtime/utils/editor.ts470export function buildFloatingUIMiddleware(options: FloatingUIOptions): Middleware[] {CODE
LOWsrc/runtime/utils/form.ts42async function validateSuperstructSchema(state: any, schema: Struct<any, any>): Promise<ValidateReturnSchema<typeof statCODE
LOWsrc/utils/components.ts48async function buildComponentDependencyGraph(componentDir: string): Promise<Map<string, Set<string>>> {CODE
LOWsrc/utils/components.ts92function resolveComponentDependencies(CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsrc/runtime/composables/useEditorMenu.ts288 const tr = options.editor.view.state.tr.setMeta(pluginKeyInstance, { exit: true })CODE
AI Response Leakage1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHdocs/content/docs/2.components/table.md600There are different pagination approaches as explained in [Pagination Guide](https://tanstack.com/table/v8/docs/guide/paCODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWdocs/app/composables/useThemeStudioHistory.ts101 // The baseline moves NOW, not at the debounced settle, a secondCOMMENT
LOWdocs/app/composables/useTheme.ts401COMMENT
LOWdocs/app/plugins/theme.ts21 // "absent" can mean "the other tab reset it"). At boot the deferredCOMMENT
LOWdocs/app/pages/theme.vue41// The boot restore stood down for the link (plugins/theme.ts). One thatCOMMENT