AI Slop Code Risk Monitor

ibelick/ui-skills

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

Skills for Design Engineers

2.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ibelick/ui-skills, a TypeScript project with 10,422 GitHub stars. SynthScan examined 53,077 lines of code across 226 source files, recording 74 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.4 (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.

2.4
Adjusted Signal
2.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
10.4K
Stars
TypeScript
Language
53.1K
Lines of Code
226
Files
74
Pattern Hits
2026-10-31
Scan Date
0.01
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 2.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 8.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 36 finding(s).

PR Review Velocity Impact 13.1/100 · LOW

Which changes need focused human review? 74 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 3MEDIUM 30LOW 41

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 74 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.

Decorative Section Separators28 hits · 81 pts
SeverityFileLineSnippetContext
MEDIUM⚡src/content/design-md/dsfr.md1621 # ┌─ __brand ──────────────────── __tools ──────┐COMMENT
MEDIUM⚡src/content/design-md/dsfr.md1624 # ├───────────── fr-nav ─────────────────────────┤COMMENT
MEDIUM⚡src/content/design-md/dsfr.md1626 # └──────────────────────────────────────────────┘COMMENT
MEDIUM⚡src/content/design-md/dsfr.md1666 # ┌─ __body ──────────────────────────────────────────┐COMMENT
MEDIUM⚡src/content/design-md/dsfr.md1668 # ├─ __bottom ────────────────────────────────────────┤COMMENT
MEDIUM⚡src/content/design-md/dsfr.md1671 # └───────────────────────────────────────────────────┘COMMENT
MEDIUMsrc/content/design-md/dsfr.md13 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md15 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md448 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md450 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md639 # ===========================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md645 # ===========================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md752 # ===========================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md758 # ===========================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md828 # ===========================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md846 # ===========================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md892 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md910 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1008 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1010 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1203 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1205 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1343 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1345 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1465 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1467 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1529 # ============================================================COMMENT
MEDIUMsrc/content/design-md/dsfr.md1531 # ============================================================COMMENT
Cross-Language Confusion (JS/TS)3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHbin/ui-skills.ts143 print(filtered.map(formatSkill).join("\n"));CODE
HIGHbin/ui-skills.ts178 print(HELP);CODE
HIGHbin/ui-skills.ts206 print(topics.map(formatTopic).join("\n"));CODE
Over-Commented Block21 hits · 10 pts
SeverityFileLineSnippetContext
LOWsrc/content/design-md/dsfr.md101 grey-200-850-active: "#777777"COMMENT
LOWsrc/content/design-md/dsfr.md161 error-975-75: "#fff4f4"COMMENT
LOWsrc/content/design-md/dsfr.md181 # - `-975-75` lightest / pale tint. Has hover/active.COMMENT
LOWsrc/content/design-md/dsfr.md441 beige-gris-galet-950-100-hover: "#e1d0b5"COMMENT
LOWsrc/content/design-md/dsfr.md461 # values resolve through the consumer's theme system. We don'tCOMMENT
LOWsrc/content/design-md/dsfr.md821 # - `sm` is used only for the search input's top cornersCOMMENT
LOWsrc/content/design-md/dsfr.md881 32v: 8rem # 128px (16W)COMMENT
LOWsrc/content/design-md/dsfr.md901 #COMMENT
LOWsrc/content/design-md/dsfr.md1001 height: 32pxCOMMENT
LOWsrc/content/design-md/dsfr.md1041 input-disabled:COMMENT
LOWsrc/content/design-md/dsfr.md1161 # 1 px blue-france border) — NOT a filled grey track. BothCOMMENT
LOWsrc/content/design-md/dsfr.md1201 typography: "{typography.body-xs}"COMMENT
LOWsrc/content/design-md/dsfr.md1281 # • A 4 px coloured rule on the bottom edge — drawn viaCOMMENT
LOWsrc/content/design-md/dsfr.md1341 textColor: "{colors.text-action-high-blue-france}"COMMENT
LOWsrc/content/design-md/dsfr.md1361 #COMMENT
LOWsrc/content/design-md/dsfr.md1421COMMENT
LOWsrc/content/design-md/dsfr.md1461 badge-group:COMMENT
LOWsrc/content/design-md/dsfr.md1561 # ---- Callout (`fr-callout`) — Mise en avantCOMMENT
LOWsrc/content/design-md/dsfr.md1601 # The 4 px coloured rule on the left edge — drawn viaCOMMENT
LOWsrc/content/design-md/dsfr.md1621 # ┌─ __brand ──────────────────── __tools ──────┐COMMENT
LOWsrc/content/design-md/dsfr.md1661 # a content description, mandatory government links, and legal notices.COMMENT
Fake / Example Data12 hits · 10 pts
SeverityFileLineSnippetContext
LOWsrc/content/design-md/dsfr.md2546 <p class="fr-callout__text">Lorem ipsum dolor sit amet, consectetur adipiscing.</p>CODE
LOWsrc/content/design-md/dsfr.md2546 <p class="fr-callout__text">Lorem ipsum dolor sit amet, consectetur adipiscing.</p>CODE
LOWsrc/content/design-md/dsfr.md2676 Libellé très long qui sera tronqué lorem ipsum dolor sit amet consectetur adipiscing…CODE
LOWsrc/content/design-md/dsfr.md2676 Libellé très long qui sera tronqué lorem ipsum dolor sit amet consectetur adipiscing…CODE
LOWsrc/content/design-md/dsfr.md2771 <p>Lorem ipsum…</p>CODE
LOWsrc/content/design-md/dsfr.md2781 <div class="fr-modal__body"><p>Lorem ipsum…</p></div>CODE
LOWsrc/content/design-md/dsfr.md2899 <p class="fr-footer__content-desc">Lorem ipsum dolor sit amet…</p>CODE
LOWsrc/content/design-md/dsfr.md2899 <p class="fr-footer__content-desc">Lorem ipsum dolor sit amet…</p>CODE
LOWsrc/lib/ui-skills-cli.ts4type CliPlaceholder = { kind: "placeholder"; name: string };CODE
LOW⚡src/lib/ui-skills-cli.ts20 { kind: "placeholder", name: "category" },CODE
LOW⚡src/lib/ui-skills-cli.ts25 args: [{ kind: "placeholder", name: "skill" }],CODE
LOW⚡src/lib/ui-skills-cli.ts30 return arg.kind === "placeholder" ? `<${arg.name}>` : arg.value;CODE
Hyper-Verbose Identifiers8 hits · 8 pts
SeverityFileLineSnippetContext
LOWsrc/ui/component-library-directory.tsx37export default function ComponentLibraryDirectory({CODE
LOWsrc/ui/playbook/interruptible-transition-demo.tsx51export default function InterruptibleTransitionDemo() {CODE
LOWsrc/lib/oauth-discovery.ts12export function buildProtectedResourceMetadata(origin: string) {CODE
LOWsrc/lib/oauth-discovery.ts23export function buildAuthorizationServerMetadata(origin: string) {CODE
LOWsrc/lib/agent-skills-discovery.ts92export function getRegistrySkillByDiscoveryName(CODE
LOWsrc/lib/ui-skills-cli.ts42export function formatUiSkillsAgentStartCopy(): string {CODE
LOWsrc/lib/ui-skills-cli.ts50export function buildSkillsInstallCommand(CODE
LOWsrc/lib/library-client.ts107export function removeSkillFromCollection(id: string, skillPath: string) {CODE
Modern AI Meta-Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMsrc/data/registry.ts3969 "https://raw.githubusercontent.com/humanlayer/skills/main/plugins/build-iterated-agentic-loop/skills/build-iterateCODE
MEDIUMsrc/data/registry.ts3971 "https://github.com/humanlayer/skills/blob/main/plugins/build-iterated-agentic-loop/skills/build-iterated-agentic-CODE