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AI Slop Code Risk Monitor

chakra-ui/ark

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

Unstyled, accessible UI components for your design System. Works in React, Vue, Solid, and Svelte.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for chakra-ui/ark, a TypeScript project with 5,449 GitHub stars. SynthScan examined 351,571 lines of code across 7979 source files, recording 178 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6
Adjusted Signal
0.6
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.4K
Stars
TypeScript
Language
351.6K
Lines of Code
8.0K
Files
178
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 0.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 9 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 169 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 178 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 1LOW 177

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 178 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.

Fake / Example Data169 hits · 188 pts
SeverityFileLineSnippetContext
LOWwebsite/src/content/types/svelte/pin-input.types.json124 "placeholder": {CODE
LOWwebsite/src/content/types/svelte/editable.types.json156 "placeholder": {CODE
LOWwebsite/src/content/types/svelte/date-picker.types.json271 "placeholder": {CODE
LOWwebsite/src/content/types/svelte/date-picker.types.json466 "placeholder": {CODE
LOWwebsite/src/content/types/svelte/select.types.json359 "placeholder": { "type": "string", "isRequired": false },CODE
LOWwebsite/src/content/types/svelte/tags-input.types.json228 "placeholder": { "type": "string", "isRequired": false, "description": "The placeholder text for the input" },CODE
LOWwebsite/src/content/types/svelte/listbox.types.json217 "placeholder": {CODE
LOWwebsite/src/content/types/svelte/combobox.types.json320 "placeholder": {CODE
LOWwebsite/src/content/types/vue/pin-input.types.json127 "placeholder": {CODE
LOWwebsite/src/content/types/vue/editable.types.json166 "placeholder": {CODE
LOWwebsite/src/content/types/vue/date-picker.types.json290 "placeholder": {CODE
LOWwebsite/src/content/types/vue/date-picker.types.json458 "placeholder": {CODE
LOWwebsite/src/content/types/vue/time-picker.types.json149 "placeholder": { "type": "string", "isRequired": false, "description": "The placeholder text of the input." },CODE
LOWwebsite/src/content/types/vue/select.types.json280 "placeholder": { "type": "string", "isRequired": false }CODE
LOWwebsite/src/content/types/vue/tags-input.types.json229 "placeholder": {CODE
LOWwebsite/src/content/types/vue/listbox.types.json192 "placeholder": { "type": "string", "isRequired": false }CODE
LOWwebsite/src/content/types/vue/combobox.types.json260 "placeholder": {CODE
LOWwebsite/src/content/types/solid/pin-input.types.json118 "placeholder": {CODE
LOWwebsite/src/content/types/solid/editable.types.json152 "placeholder": {CODE
LOWwebsite/src/content/types/solid/date-picker.types.json263 "placeholder": {CODE
LOWwebsite/src/content/types/solid/date-picker.types.json455 "placeholder": {CODE
LOWwebsite/src/content/types/solid/time-picker.types.json146 "placeholder": { "type": "string", "isRequired": false, "description": "The placeholder text of the input." },CODE
LOWwebsite/src/content/types/solid/select.types.json354 "placeholder": {CODE
LOWwebsite/src/content/types/solid/tags-input.types.json215 "placeholder": { "type": "string", "isRequired": false, "description": "The placeholder text for the input" },CODE
LOWwebsite/src/content/types/solid/listbox.types.json206 "placeholder": {CODE
LOWwebsite/src/content/types/solid/combobox.types.json313 "placeholder": {CODE
LOWwebsite/src/content/types/react/pin-input.types.json142 "placeholder": {CODE
LOWwebsite/src/content/types/react/editable.types.json187 "placeholder": {CODE
LOWwebsite/src/content/types/react/date-picker.types.json339 "placeholder": {CODE
LOWwebsite/src/content/types/react/date-picker.types.json591 "placeholder": {CODE
LOWwebsite/src/content/types/react/time-picker.types.json154 "placeholder": { "type": "string", "isRequired": false, "description": "The placeholder text of the input." },CODE
LOWwebsite/src/content/types/react/select.types.json443 "placeholder": {CODE
LOWwebsite/src/content/types/react/tags-input.types.json261 "placeholder": {CODE
LOWwebsite/src/content/types/react/listbox.types.json253 "placeholder": {CODE
LOWwebsite/src/content/types/react/combobox.types.json378 "placeholder": {CODE
LOWwebsite/src/components/contact-dialog.tsx79 <Input placeholder="John Doe" name="name" required />CODE
LOWwebsite/src/demos/avatar.demo.tsx4 return <Avatar src="https://i.pravatar.cc/300?u=a" name="John Doe" overflow="hidden" size="2xl" {...props} />CODE
LOWwebsite/src/demos/json-tree-view.demo.tsx7 name: 'John Doe',CODE
LOWwebsite/src/demos/json-tree-view.demo.tsx33 street: '123 Main St',CODE
LOW…velte/src/lib/components/combobox/combobox-root.svelte82 'placeholder',CODE
LOW…nents/combobox/examples/highlight-matching-text.svelte14 { label: 'Jane Doe', value: 'jane-doe' },CODE
LOW…e/src/lib/components/tags-input/tags-input-root.svelte50 'placeholder',CODE
LOW…components/json-tree-view/examples/expand-level.svelte11 name: 'John Doe',CODE
LOW…components/json-tree-view/examples/expand-level.svelte16 street: '123 Main St',CODE
LOW…components/json-tree-view/examples/render-value.svelte16 name: 'John Doe',CODE
LOW…components/json-tree-view/examples/render-value.svelte21 street: '123 Main St',CODE
LOW…omponents/json-tree-view/examples/root-provider.svelte11 name: 'John Doe',CODE
LOW…omponents/json-tree-view/examples/root-provider.svelte16 street: '123 Main St',CODE
LOW…rc/lib/components/json-tree-view/examples/basic.svelte11 name: 'John Doe',CODE
LOW…rc/lib/components/json-tree-view/examples/basic.svelte16 street: '123 Main St',CODE
LOW…src/lib/components/date-picker/date-picker-root.svelte64 'placeholder',CODE
LOW⚡…src/lib/components/scroll-area/examples/context.svelte19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et doloreCODE
LOW⚡…src/lib/components/scroll-area/examples/context.svelte19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et doloreCODE
LOW⚡…src/lib/components/scroll-area/examples/context.svelte26 eos qui ratione voluptatem sequi nesciunt. Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet,CODE
LOW⚡…src/lib/components/scroll-area/examples/context.svelte26 eos qui ratione voluptatem sequi nesciunt. Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet,CODE
LOW…components/scroll-area/examples/both-directions.svelte10 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et doloreCODE
LOW…components/scroll-area/examples/both-directions.svelte10 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et doloreCODE
LOW⚡…b/components/scroll-area/examples/root-provider.svelte19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et doloreCODE
LOW⚡…b/components/scroll-area/examples/root-provider.svelte19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et doloreCODE
LOW⚡…b/components/scroll-area/examples/root-provider.svelte26 magni dolores eos qui ratione voluptatem sequi nesciunt. Neque porro quisquam est, qui dolorem ipsum quiaCODE
109 more matches not shown…
Over-Commented Block6 hits · 6 pts
SeverityFileLineSnippetContext
LOWwebsite/next-env.d.ts1/// <reference types="next" />COMMENT
LOWpackages/vue/src/components/slider/tests/slider.test.ts41 render(ComponentUnderTest, { props: { largeStep: 5 } })COMMENT
LOWpackages/vue/src/components/slider/tests/slider.test.ts61 // const [leftThumb, rightThumb] = screen.getAllByRole('slider', { hidden: true })COMMENT
LOWpackages/vue/src/components/slider/tests/slider.test.ts81 // await user.keyboard('[ArrowUp]', { delay: 10 })COMMENT
LOWpackages/vue/src/components/slider/tests/slider.test.ts101 // expect(rightThumb).toHaveAttribute('aria-disabled', 'true')COMMENT
LOWtemplates/next-js/next-env.d.ts1/// <reference types="next" />COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpackages/solid/src/setup-test.ts18// Create a more robust requestAnimationFrame stubCOMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/src/generate-type-docs.ts40async function extractPropertiesOfTypeName(CODE
LOWpackages/svelte/src/lib/lucide-optimize.ts103function convertToIndividualImports(importNames: string, indentation: string, withSemicolon: boolean): string {CODE