AI Slop Code Risk Monitor

thomaspark/bootswatch

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

Themes for Bootstrap

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for thomaspark/bootswatch, a JavaScript project with 14,748 GitHub stars. SynthScan examined 1,568,745 lines of code across 1778 source files, recording 965 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
2026-06-06
Last Push
14.7K
Stars
JavaScript
Language
1.6M
Lines of Code
1.8K
Files
965
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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 209 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 756 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 965 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 5HIGH 0MEDIUM 79LOW 881

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 965 distinct pattern matches across 9 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 Data751 hits · 883 pts
SeverityFileLineSnippetContext
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691 more matches not shown…
Self-Referential Comments75 hits · 224 pts
SeverityFileLineSnippetContext
MEDIUMdocs/3/journal/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/journal/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/journal/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/journal/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/paper/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/paper/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/paper/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/paper/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/united/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/united/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/united/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/united/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/bower_components/bootstrap/less/variables.less285//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/bower_components/bootstrap/less/variables.less339//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUM…onents/bootstrap/grunt/bs-glyphicons-data-generator.js20 var glyphiconsData = '# This file is generated via Grunt task. **Do not edit directly.**\n' +CODE
MEDIUM…-official/assets/stylesheets/bootstrap/_variables.scss288//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUM…-official/assets/stylesheets/bootstrap/_variables.scss342//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUM…trap-sass/assets/stylesheets/bootstrap/_variables.scss288//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUM…trap-sass/assets/stylesheets/bootstrap/_variables.scss342//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/cerulean/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/cerulean/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/cerulean/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/cerulean/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/sandstone/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/sandstone/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/sandstone/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/sandstone/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/slate/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/slate/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/slate/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/slate/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/simplex/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/simplex/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/simplex/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/simplex/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/lumen/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/lumen/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/lumen/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/lumen/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/readable/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/readable/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/readable/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/readable/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/flatly/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/flatly/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/flatly/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/flatly/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/cosmo/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/cosmo/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/cosmo/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/cosmo/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/superhero/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/superhero/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/superhero/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/superhero/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/cyborg/_variables.scss284//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/cyborg/_variables.scss338//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/cyborg/variables.less283//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
MEDIUMdocs/3/cyborg/variables.less337//## Define the maximum width of `.container` for different screen sizes.COMMENT
MEDIUMdocs/3/custom/_variables.scss289//## Define the breakpoints at which your layout will change, adapting to different screen sizes.COMMENT
15 more matches not shown…
Over-Commented Block120 hits · 120 pts
SeverityFileLineSnippetContext
LOWdocs/3/journal/_variables.scss181//COMMENT
LOWdocs/3/journal/_variables.scss321//== Grid systemCOMMENT
LOWdocs/3/journal/variables.less281//== Media queries breakpointsCOMMENT
LOWdocs/3/journal/variables.less321//COMMENT
LOWdocs/3/paper/_variables.scss181//COMMENT
LOWdocs/3/paper/_variables.scss321//== Grid systemCOMMENT
LOWdocs/3/paper/variables.less281//== Media queries breakpointsCOMMENT
LOWdocs/3/paper/variables.less321//COMMENT
LOWdocs/3/united/_variables.scss181//COMMENT
LOWdocs/3/united/_variables.scss321//== Grid systemCOMMENT
LOWdocs/3/united/variables.less281//== Media queries breakpointsCOMMENT
LOWdocs/3/united/variables.less321//COMMENT
LOWdocs/3/bower_components/bootstrap/less/forms.less41COMMENT
LOWdocs/3/bower_components/bootstrap/less/forms.less121// input[type="password"]COMMENT
LOW…er_components/bootstrap/less/responsive-utilities.less1// stylelint-disable declaration-no-important, at-rule-no-vendor-prefixCOMMENT
LOW…s/3/bower_components/bootstrap/less/button-groups.less221}COMMENT
LOWdocs/3/bower_components/bootstrap/less/variables.less181//== FormsCOMMENT
LOWdocs/3/bower_components/bootstrap/less/variables.less321COMMENT
LOWdocs/3/bower_components/bootstrap/less/normalize.less241COMMENT
LOWdocs/3/bower_components/bootstrap/less/normalize.less321COMMENT
LOW…cs/3/bower_components/bootstrap/less/mixins/forms.less41COMMENT
LOW…3/bower_components/bootstrap/less/mixins/clearfix.less1// ClearfixCOMMENT
LOW…_components/bootstrap/less/mixins/vendor-prefixes.less1// stylelint-disable indentation, property-no-vendor-prefix, selector-no-vendor-prefixCOMMENT
LOWdocs/3/bower_components/jquery/src/exports/amd.js1define( [COMMENT
LOWdocs/3/bower_components/jquery/src/data/Data.js81 // 1. No key was specifiedCOMMENT
LOW…ass-official/assets/javascripts/bootstrap-sprockets.js1//= require ./bootstrap/affixCOMMENT
LOW…icial/assets/stylesheets/bootstrap/_button-groups.scss221COMMENT
LOW…ssets/stylesheets/bootstrap/_responsive-utilities.scss1//COMMENT
LOW…sass-official/assets/stylesheets/bootstrap/_forms.scss41//COMMENT
LOW…sass-official/assets/stylesheets/bootstrap/_forms.scss101// Adjust output elementCOMMENT
LOW…sass-official/assets/stylesheets/bootstrap/_forms.scss121// input[type="datetime-local"]COMMENT
LOW…sass-official/assets/stylesheets/bootstrap/_forms.scss441// below a form control. Use for general help, formatting, or instructional text.COMMENT
LOW…-official/assets/stylesheets/bootstrap/_normalize.scss241// ==========================================================================COMMENT
LOW…ficial/assets/stylesheets/bootstrap/mixins/_forms.scss41COMMENT
LOW…ets/stylesheets/bootstrap/mixins/_vendor-prefixes.scss1// Vendor PrefixesCOMMENT
LOW…ial/assets/stylesheets/bootstrap/mixins/_clearfix.scss1// ClearfixCOMMENT
LOW…otstrap-sass/assets/javascripts/bootstrap-sprockets.js1//= require ./bootstrap/affixCOMMENT
LOW…-sass/assets/stylesheets/bootstrap/_button-groups.scss221COMMENT
LOW…ssets/stylesheets/bootstrap/_responsive-utilities.scss1//COMMENT
LOW…ootstrap-sass/assets/stylesheets/bootstrap/_forms.scss41//COMMENT
LOW…ootstrap-sass/assets/stylesheets/bootstrap/_forms.scss101// Adjust output elementCOMMENT
LOW…ootstrap-sass/assets/stylesheets/bootstrap/_forms.scss121// input[type="datetime-local"]COMMENT
LOW…ootstrap-sass/assets/stylesheets/bootstrap/_forms.scss441// below a form control. Use for general help, formatting, or instructional text.COMMENT
LOW…trap-sass/assets/stylesheets/bootstrap/_normalize.scss241// ==========================================================================COMMENT
LOW…p-sass/assets/stylesheets/bootstrap/mixins/_forms.scss41COMMENT
LOW…ets/stylesheets/bootstrap/mixins/_vendor-prefixes.scss1// Vendor PrefixesCOMMENT
LOW…ass/assets/stylesheets/bootstrap/mixins/_clearfix.scss1// ClearfixCOMMENT
LOWdocs/3/bower_components/font-awesome/less/extras.less1// ExtrasCOMMENT
LOW…ont-awesome/src/assets/less/bootstrap-3.0.0/forms.less101// textareaCOMMENT
LOW…/assets/less/bootstrap-3.0.0/responsive-utilities.less1//COMMENT
LOW…nt-awesome/src/assets/less/bootstrap-3.0.0/mixins.less1//COMMENT
LOW…nt-awesome/src/assets/less/bootstrap-3.0.0/mixins.less681//COMMENT
LOW…components/font-awesome/src/assets/js/jquery-1.10.2.js1081 characterEncoding = "(?:\\\\.|[\\w-]|[^\\x00-\\xa0])+",COMMENT
LOW…components/font-awesome/src/assets/js/jquery-1.10.2.js1581COMMENT
LOW…/3/bower_components/font-awesome/src/assets/js/site.js21// // inject twitter & github countsCOMMENT
LOW…omponents/font-awesome/src/3.2.1/assets/less/site.less41COMMENT
LOW…ome/src/3.2.1/assets/less/bootstrap-2.3.2/sprites.less1//COMMENT
LOW…er_components/font-awesome/src/3.2.1/assets/js/site.js21// // inject twitter & github countsCOMMENT
LOWdocs/3/cerulean/_variables.scss181//COMMENT
LOWdocs/3/cerulean/_variables.scss321//== Grid systemCOMMENT
60 more matches not shown…
Hallucination Indicators5 hits · 50 pts
SeverityFileLineSnippetContext
CRITICALdocs/3/bower_components/jquery/src/attributes/attr.js120jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( i, name ) {CODE
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CRITICALdocs/2/bower_components/jquery/jquery.js4232jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( i, name ) {CODE
AI Slop Vocabulary3 hits · 9 pts
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MEDIUMdocs/3/bower_components/jquery/src/exports/amd.js9// understands anonymous AMD modules. A named AMD is safest and most robustCOMMENT
MEDIUM…components/font-awesome/src/assets/js/jquery-1.10.2.js9779 // understands anonymous AMD modules. A named AMD is safest and most robustCOMMENT
MEDIUMdocs/2/bower_components/jquery/jquery.js8813 // understands anonymous AMD modules. A named AMD is safest and most robustCOMMENT
Hyper-Verbose Identifiers8 hits · 8 pts
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LOWdocs/_assets/js/custom.js30 function addNavbarTransparentClass() {CODE
LOWdocs/_vendor/prismjs/prism.js1183 function highlightAutomaticallyCallback() {CODE
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LOW…components/font-awesome/src/assets/js/jquery-1.10.2.js7674function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {CODE
LOWdocs/2/bower_components/jquery/jquery.js6809function addToPrefiltersOrTransports( structure ) {CODE
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Modern AI Meta-Vocabulary1 hit · 2 pts
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MEDIUMdocs/2/bower_components/bootstrap/docs/components.html1394 <strong>Heads up!</strong> The responsive navbar requires the <a href="./javascript.html#collapse">collapse CODE
Overly Generic Function Names1 hit · 1 pts
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LOWdocs/3/bower_components/jquery/src/data.js24function getData( data ) {CODE
Slop Phrases1 hit · 1 pts
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LOW…_components/font-awesome/src/3.2.1/examples/index.html420 <div class="alert alert-info"><i class="icon-info-sign"></i> Don't forget to add the appropriate JavaScript to enaCODE