AI Slop Code RIsk Monitor

markmead/hyperui

Free Tailwind CSS v4 components for your next project, designed to enhance your web development with the latest features and styles 🚀

7.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for markmead/hyperui, a Astro project with 12,255 GitHub stars. SynthScan examined 72,686 lines of code across 609 source files, recording 492 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 7.5 (Moderate 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.

7.5
Adjusted Signal
7.5
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
12.3K
Stars
Astro
Language
72.7K
Lines of Code
609
Files
492
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 5 finding(s).

Hallucinated Dependency & Supply Chain Risk 30.8/100 · MEDIUM

Are imports declared and package/API names verified? 485 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

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

PR Review Velocity Impact 28.9/100 · MEDIUM

Which changes need focused human review? 492 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 2LOW 490

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 492 distinct pattern matches across 3 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 Data485 hits · 536 pts
SeverityFileLineSnippetContext
LOW⚡public/examples/marketing/ctas/4.html16 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/4.html20 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellusCODE
LOW⚡public/examples/marketing/ctas/4.html20 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellusCODE
LOW⚡public/examples/marketing/ctas/3.html14 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/3.html18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/3.html18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/1-dark.html14 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/1-dark.html18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/1-dark.html18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/2.html14 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/2.html18 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Quae dolor officia blanditiisCODE
LOW⚡public/examples/marketing/ctas/2.html18 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Quae dolor officia blanditiisCODE
LOW⚡public/examples/marketing/ctas/4-dark.html16 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/4-dark.html20 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellusCODE
LOW⚡public/examples/marketing/ctas/4-dark.html20 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellusCODE
LOW⚡public/examples/marketing/ctas/1.html14 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/1.html18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/1.html18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/2-dark.html14 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/2-dark.html18 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Quae dolor officia blanditiisCODE
LOW⚡public/examples/marketing/ctas/2-dark.html18 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Quae dolor officia blanditiisCODE
LOW⚡public/examples/marketing/ctas/3-dark.html16 Lorem, ipsum dolor sit amet consectetur adipisicing elitCODE
LOW⚡public/examples/marketing/ctas/3-dark.html20 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOW⚡public/examples/marketing/ctas/3-dark.html20 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Et, egestas tempus tellus etiamCODE
LOWpublic/examples/marketing/blog-cards/6-dark.html43 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/6-dark.html43 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/5.html37 Lorem ipsum dolor sit, amet consectetur adipisicing elit.CODE
LOW⚡public/examples/marketing/blog-cards/5.html42 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/5.html42 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/3.html20 Lorem ipsum dolor sit amet consectetur adipisicing elit.CODE
LOW⚡public/examples/marketing/blog-cards/3.html20 Lorem ipsum dolor sit amet consectetur adipisicing elit.CODE
LOW⚡public/examples/marketing/blog-cards/3.html25 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/3.html25 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/1-dark.html31 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/1-dark.html31 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/2.html23 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/2.html23 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/1.html27 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/1.html27 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/2-dark.html25 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/2-dark.html25 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/5-dark.html37 Lorem ipsum dolor sit, amet consectetur adipisicing elit.CODE
LOW⚡public/examples/marketing/blog-cards/5-dark.html42 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/5-dark.html42 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/7.html26 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/7.html26 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/6.html39 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/blog-cards/6.html39 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/3-dark.html22 Lorem ipsum dolor sit amet consectetur adipisicing elit.CODE
LOW⚡public/examples/marketing/blog-cards/3-dark.html22 Lorem ipsum dolor sit amet consectetur adipisicing elit.CODE
LOW⚡public/examples/marketing/blog-cards/3-dark.html27 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOW⚡public/examples/marketing/blog-cards/3-dark.html27 Lorem ipsum dolor sit amet, consectetur adipisicing elit. Recusandae dolores, possimusCODE
LOWpublic/examples/marketing/feature-grids/4.html35 Lorem ipsum dolor sit amet consectetur adipisicing elit. Aut accusamus consecteturCODE
LOWpublic/examples/marketing/feature-grids/4.html35 Lorem ipsum dolor sit amet consectetur adipisicing elit. Aut accusamus consecteturCODE
LOWpublic/examples/marketing/feature-grids/4.html64 Lorem ipsum dolor sit amet consectetur adipisicing elit. Est optio fugit eos quiaCODE
LOWpublic/examples/marketing/feature-grids/4.html64 Lorem ipsum dolor sit amet consectetur adipisicing elit. Est optio fugit eos quiaCODE
LOWpublic/examples/marketing/feature-grids/4.html93 Lorem ipsum dolor sit amet consectetur adipisicing elit. Omnis ea cum harum corporisCODE
LOWpublic/examples/marketing/feature-grids/4.html93 Lorem ipsum dolor sit amet consectetur adipisicing elit. Omnis ea cum harum corporisCODE
LOWpublic/examples/marketing/feature-grids/4.html122 Lorem ipsum dolor sit amet consectetur adipisicing elit. Omnis ea cum harum corporisCODE
LOWpublic/examples/marketing/feature-grids/4.html122 Lorem ipsum dolor sit amet consectetur adipisicing elit. Omnis ea cum harum corporisCODE
425 more matches not shown…
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMworker-configuration.d.ts10798// ── Error types ──────────────────────────────────────────────────────────────COMMENT
MEDIUMworker-configuration.d.ts10819// ── Binding ──────────────────────────────────────────────────────────────────COMMENT
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWworker-configuration.d.ts13701// The message includes metadata about the broker, the client, and the payloadCOMMENT
LOWworker-configuration.d.ts13821 type MaybeProvider<T> = T extends object ? Provider<T> : unknown;COMMENT
LOWworker-configuration.d.ts13841 // Base type for all other types providing RPC-like interfaces.COMMENT
LOWworker-configuration.d.ts13861 //COMMENT
LOWworker-configuration.d.ts15021 interface Attributes {COMMENT