AI Slop Code Risk Monitor

skeletonlabs/skeleton

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

Skeleton is an adaptive design system powered by Tailwind CSS.

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for skeletonlabs/skeleton, a TypeScript project with 6,087 GitHub stars. SynthScan examined 134,832 lines of code across 1948 source files, recording 47 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
6.1K
Stars
TypeScript
Language
134.8K
Lines of Code
1.9K
Files
47
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? 14 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 2.0/100 · LOW

Which changes need focused human review? 47 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 4LOW 43

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 47 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 Data33 hits · 35 pts
SeverityFileLineSnippetContext
LOW…dev/src/content/component-types/svelte/tags-input.json312 "name": "placeholder",CODE
LOW…ev/src/content/component-types/svelte/date-picker.json373 "name": "placeholder",CODE
LOW…n.dev/src/content/component-types/svelte/combobox.json123 "name": "placeholder",CODE
LOW….dev/src/content/component-types/react/tags-input.json312 "name": "placeholder",CODE
LOW…dev/src/content/component-types/react/date-picker.json373 "name": "placeholder",CODE
LOW…on.dev/src/content/component-types/react/combobox.json123 "name": "placeholder",CODE
LOW…ples/framework-components/dialog/svelte/default.svelte24 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magnaCODE
LOW…ples/framework-components/dialog/svelte/default.svelte24 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magnaCODE
LOW…examples/framework-components/dialog/react/default.tsx24 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magCODE
LOW…examples/framework-components/dialog/react/default.tsx24 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magCODE
LOW…ts/examples/framework-components/popover/react/dir.tsx12 Lorem ipsum dolor, sit amet consectetur adipisicing elit. Sapiente magni distinctio explicabo quisquam. Rerum impCODE
LOW…nents/examples/guides/cookbook/chat/svelte/rows.svelte21 Lorem, ipsum dolor sit amet consectetur adipisicing elit. Reprehenderit dolor ullam, qui et itaque quam distinctio dCODE
LOW…ts/examples/guides/cookbook/chat/svelte/default.svelte23 'Lorem, ipsum dolor sit amet consectetur adipisicing elit. Provident blanditiis quidem dolorum ab similique. VoluptatiCODE
LOW…omponents/examples/guides/cookbook/chat/react/rows.tsx21 Lorem, ipsum dolor sit amet consectetur adipisicing elit. Reprehenderit dolor ullam, qui et itaque quam distinctioCODE
LOW…onents/examples/guides/cookbook/chat/react/default.tsx23 'Lorem, ipsum dolor sit amet consectetur adipisicing elit. Provident blanditiis quidem dolorum ab similique. VoluptatiCODE
LOWsites/plus.skeleton.dev/compose.yml36 "name": "John Doe",CODE
LOW…n.dev/src/lib/remote/templates/get-templates.remote.ts53 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna alCODE
LOW…n.dev/src/lib/remote/templates/get-templates.remote.ts53 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna alCODE
LOW…n.dev/src/lib/remote/templates/get-templates.remote.ts102 // slug: 'placeholder',COMMENT
LOW⚡…/components/generator/Preview/PreviewTypography.svelte40 <h1 class="h1">Lorem Ipsum</h1>CODE
LOW⚡…/components/generator/Preview/PreviewTypography.svelte44 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna CODE
LOW⚡…/components/generator/Preview/PreviewTypography.svelte44 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna CODE
LOW…eton-svelte/src/routes/components/popover/+page.svelte12 Lorem ipsum dolor, sit amet consectetur adipisicing elit. Sapiente magni distinctio explicabo quisquam. Rerum impedCODE
LOWpackages/docs/data/components.json1377 "name": "placeholder",CODE
LOWpackages/docs/data/components.json2387 "name": "placeholder",CODE
LOWpackages/docs/data/components.json10210 "name": "placeholder",CODE
LOWpackages/docs/data/components.json13169 "name": "placeholder",CODE
LOWpackages/docs/data/components.json14179 "name": "placeholder",CODE
LOWpackages/docs/data/components.json21902 "name": "placeholder",CODE
LOW…e/src/components/combobox/anatomy/root-provider.svelte6 export interface ComboboxRootProviderProps extends PropsWithElement<'div'>, HTMLAttributes<'div', 'id' | 'dir' | 'placeCODE
LOW…ton-svelte/src/components/combobox/anatomy/root.svelte7 extends Omit<Props, 'id'>, PropsWithElement<'div'>, HTMLAttributes<'div', 'id' | 'dir' | 'placeholder'> {}CODE
LOW…n-svelte/src/components/tags-input/anatomy/root.svelte7 extends Omit<Props, 'id'>, PropsWithElement<'div'>, HTMLAttributes<'div', 'id' | 'dir' | 'placeholder'> {}CODE
LOW…-svelte/src/components/date-picker/anatomy/root.svelte7 extends Omit<Props, 'id'>, PropsWithElement<'div'>, HTMLAttributes<'div', 'id' | 'dir' | 'placeholder'> {}CODE
Modern AI Meta-Vocabulary4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM.claude/skills/create-playground-entry/SKILL.md68## After scaffoldingCOMMENT
MEDIUM.claude/skills/create-tailwind-utility/SKILL.md46## After scaffoldingCOMMENT
MEDIUM.claude/skills/create-framework-component/SKILL.md184## After scaffoldingCOMMENT
MEDIUM.claude/skills/create-framework-component/SKILL.md234### 5. Optional docs scaffoldingCOMMENT
Hyper-Verbose Identifiers9 hits · 9 pts
SeverityFileLineSnippetContext
LOW…on.dev/scripts/generate-showcase-project-thumbnails.ts11async function generateShowcaseProjectThumbnails() {CODE
LOW…eleton.dev/src/modules/stackblitz/stackblitz-svelte.ts99export function openSvelteStackblitzProject(files: Record<string, string>) {CODE
LOW…keleton.dev/src/modules/stackblitz/stackblitz-react.ts99export function openReactStackblitzProject(files: Record<string, string>) {CODE
LOW…n.dev/src/modules/llms/process-framework-components.ts5export function processFrameworkComponents(root: Root, frameworks: CollectionEntry<'frameworks'>[]) {CODE
LOW…v/src/modules/llms/process-api-reference-components.ts59export function processApiReferenceComponents(root: Root) {CODE
LOWsites/plus.skeleton.dev/vite.config.ts11function ensureDockerContainersAreRunning(containers: string[]) {CODE
LOW…n.dev/src/lib/utils/generator/generate-font-install.ts10export function generateFontInstallCommand(): string {CODE
LOW…/components/segmented-control/anatomy/root-context.tsx10export default function SegmentedControlRootContext(props: SegmentedControlRootContextProps) {CODE
LOW…ages/cli/src/utility/sort-properties-alphabetically.ts1function sortPropertiesAlphabetically(object: Record<string, string>) {CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…n.dev/src/lib/remote/templates/get-templates.remote.ts101 // {COMMENT