AI Slop Code Risk Monitor

pure-css/pure

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

A set of small, responsive CSS modules that you can use in every web project.

2.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for pure-css/pure, a JavaScript project with 23,713 GitHub stars. SynthScan examined 22,565 lines of code across 87 source files, recording 42 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 2.2 (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.

2.2
Adjusted Signal
2.2
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
23.7K
Stars
JavaScript
Language
22.6K
Lines of Code
87
Files
42
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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.9/100 · LOW

Are imports declared and package/API names verified? 40 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 8.9/100 · LOW

Which changes need focused human review? 42 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 0LOW 42

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 42 distinct pattern matches across 2 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 Data40 hits · 47 pts
SeverityFileLineSnippetContext
LOWsite/static/layouts/blog/index.html50 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt uCODE
LOWsite/static/layouts/blog/index.html50 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt uCODE
LOWsite/static/layouts/blog/index.html72 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt uCODE
LOWsite/static/layouts/blog/index.html72 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt uCODE
LOWsite/static/layouts/side-menu/index.html51 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOWsite/static/layouts/side-menu/index.html51 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOWsite/static/layouts/side-menu/index.html71 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOWsite/static/layouts/side-menu/index.html71 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOWsite/static/layouts/marketing/index.html31 Lorem ipsum dolor sit amet, consectetur adipisicing elit.CODE
LOWsite/static/layouts/marketing/index.html31 Lorem ipsum dolor sit amet, consectetur adipisicing elit.CODE
LOWsite/static/layouts/marketing/index.html93 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsite/static/layouts/marketing/index.html93 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOW⚡site/static/layouts/marketing/index.html127 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOW⚡site/static/layouts/marketing/index.html127 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOW⚡site/static/layouts/marketing/index.html135 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOW⚡site/static/layouts/marketing/index.html135 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOW⚡site/static/layouts/pricing/index.html107 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut laboreCODE
LOW⚡site/static/layouts/pricing/index.html107 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut laboreCODE
LOW⚡site/static/layouts/pricing/index.html116 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut laboreCODE
LOW⚡site/static/layouts/pricing/index.html116 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut laboreCODE
LOW⚡site/static/layouts/pricing/index.html126 Cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpCODE
LOW⚡site/static/layouts/pricing/index.html126 Cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpCODE
LOWsite/static/layouts/email/index.html127 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut laboreCODE
LOWsite/static/layouts/email/index.html127 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut laboreCODE
LOW⚡site/src/pages/grids/index.js624 <h3>Lorem Ipsum</h3>CODE
LOW⚡site/src/pages/grids/index.js626 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididuCODE
LOW⚡site/src/pages/grids/index.js626 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididuCODE
LOW⚡site/src/pages/grids/index.js632 <h3>Dolor Sit Amet</h3>CODE
LOWsite/src/pages/grids/index.js661 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur fermentum dui turpis.CODE
LOWsite/src/pages/grids/index.js661 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur fermentum dui turpis.CODE
LOWsrc/buttons/tests/manual/button.html131 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html131 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html144 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html144 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html157 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html157 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html170 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/buttons/tests/manual/button.html170 Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmodCODE
LOWsrc/grids/tests/manual/responsive.html449 <div class="content">1/2 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus pharetra eros et mattisCODE
LOWsrc/grids/tests/manual/responsive.html449 <div class="content">1/2 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus pharetra eros et mattisCODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.github/stale.yml41# Comment to post when closing a stale Issue or Pull Request.COMMENT
LOW.github/stale.yml61# exemptLabels:COMMENT