AI Slop Code RIsk Monitor

uikit/uikit

A lightweight and modular front-end framework for developing fast and powerful web interfaces

22.7 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for uikit/uikit, a HTML project with 18,532 GitHub stars. SynthScan examined 91,810 lines of code across 449 source files, recording 2064 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 22.7 (Elevated 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.

22.7
Adjusted Signal
22.7
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
18.5K
Stars
HTML
Language
91.8K
Lines of Code
449
Files
2.1K
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 9.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 183 finding(s).

Hallucinated Dependency & Supply Chain Risk 64.5/100 · HIGH

Are imports declared and package/API names verified? 1881 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 67.5/100 · HIGH

Which changes need focused human review? 2064 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 2064

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 2064 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 Data1881 hits · 1902 pts
SeverityFileLineSnippetContext
LOWtests/dropnav.html106 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html106 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html148 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html148 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html190 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html190 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html270 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html270 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html312 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html312 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html354 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html354 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html443 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html443 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html485 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html485 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html527 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html527 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html607 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html607 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html649 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html649 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html691 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOWtests/dropnav.html691 <div>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor inciCODE
LOW⚡tests/sticky-parallax.html178 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusCODE
LOW⚡tests/sticky-parallax.html178 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusCODE
LOW⚡tests/sticky-parallax.html188 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusCODE
LOW⚡tests/sticky-parallax.html188 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusCODE
LOW⚡tests/sticky-parallax.html198 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusCODE
LOW⚡tests/sticky-parallax.html198 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusCODE
LOW⚡tests/sticky-parallax.html237 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do CODE
LOW⚡tests/sticky-parallax.html237 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do CODE
LOW⚡tests/sticky-parallax.html244 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do CODE
LOW⚡tests/sticky-parallax.html244 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do CODE
LOW⚡tests/sticky-parallax.html251 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do CODE
LOW⚡tests/sticky-parallax.html251 <p class="uk-visible@s">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do CODE
LOW⚡tests/offcanvas.html67 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html67 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html69 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html69 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html71 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html71 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html73 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html73 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html75 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html75 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html77 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html77 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html79 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html79 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html81 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html81 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html83 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOW⚡tests/offcanvas.html83 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore eCODE
LOWtests/offcanvas.html539 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut laboCODE
LOWtests/offcanvas.html539 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut laboCODE
LOWtests/offcanvas.html567 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut laboCODE
LOWtests/offcanvas.html567 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut laboCODE
LOWtests/offcanvas.html595 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut laboCODE
LOWtests/offcanvas.html595 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut laboCODE
1821 more matches not shown…
Over-Commented Block181 hits · 181 pts
SeverityFileLineSnippetContext
LOWsrc/less/components/visibility.less1// Name: VisibilityCOMMENT
LOWsrc/less/components/article.less1// Name: ArticleCOMMENT
LOWsrc/less/components/lightbox.less1// Name: LightboxCOMMENT
LOWsrc/less/components/table.less1// Name: TableCOMMENT
LOWsrc/less/components/dotnav.less1// Name: DotnavCOMMENT
LOWsrc/less/components/notification.less1// Name: NotificationCOMMENT
LOWsrc/less/components/list.less1// Name: ListCOMMENT
LOWsrc/less/components/accordion.less1// Name: AccordionCOMMENT
LOWsrc/less/components/icon.less1// Name: IconCOMMENT
LOWsrc/less/components/container.less1// Name: ContainerCOMMENT
LOWsrc/less/components/card.less1// Name: CardCOMMENT
LOWsrc/less/components/grid.less1// Name: GridCOMMENT
LOWsrc/less/components/subnav.less1// Name: SubnavCOMMENT
LOWsrc/less/components/button.less1// Name: ButtonCOMMENT
LOWsrc/less/components/navbar.less1// Name: NavbarCOMMENT
LOWsrc/less/components/navbar.less21// `uk-navbar-toggle-icon`COMMENT
LOWsrc/less/components/form.less1// Name: FormCOMMENT
LOWsrc/less/components/form.less21// Modifiers: `uk-form-small`COMMENT
LOWsrc/less/components/transition.less1// Name: TransitionCOMMENT
LOWsrc/less/components/offcanvas.less1// Name: Off-canvasCOMMENT
LOWsrc/less/components/variables.less1//COMMENT
LOWsrc/less/components/slidenav.less1// Name: SlidenavCOMMENT
LOWsrc/less/components/tile.less1// Name: TileCOMMENT
LOWsrc/less/components/drop.less1// Name: DropCOMMENT
LOWsrc/less/components/link.less1// Name: LinkCOMMENT
LOWsrc/less/components/label.less1// Name: LabelCOMMENT
LOWsrc/less/components/pagination.less1// Name: PaginationCOMMENT
LOWsrc/less/components/heading.less1// Name: HeadingCOMMENT
LOWsrc/less/components/thumbnav.less1// Name: ThumbnavCOMMENT
LOWsrc/less/components/iconnav.less1// Name: IconnavCOMMENT
LOWsrc/less/components/search.less1// Name: SearchCOMMENT
LOWsrc/less/components/utility.less1// Name: UtilityCOMMENT
LOWsrc/less/components/overlay.less1// Name: OverlayCOMMENT
LOWsrc/less/components/sortable.less1// Name: SortableCOMMENT
LOWsrc/less/components/modal.less1// Name: ModalCOMMENT
LOWsrc/less/components/tab.less1// Name: TabCOMMENT
LOWsrc/less/components/nav.less1// Name: NavCOMMENT
LOWsrc/less/components/alert.less1// Name: AlertCOMMENT
LOWsrc/less/components/margin.less1// Name: MarginCOMMENT
LOWsrc/less/components/dropbar.less1// Name: DropbarCOMMENT
LOWsrc/less/components/column.less1// Name: ColumnCOMMENT
LOWsrc/less/components/countdown.less1// Name: CountdownCOMMENT
LOWsrc/less/components/animation.less1// Name: AnimationCOMMENT
LOWsrc/less/components/position.less1// Name: PositionCOMMENT
LOWsrc/less/components/dropdown.less1// Name: DropdownCOMMENT
LOWsrc/less/components/sticky.less1// Name: StickyCOMMENT
LOWsrc/less/components/slider.less1// Name: SliderCOMMENT
LOWsrc/less/components/tooltip.less1// Name: TooltipCOMMENT
LOWsrc/less/components/section.less1// Name: SectionCOMMENT
LOWsrc/less/components/comment.less1// Name: CommentCOMMENT
LOWsrc/less/theme/inverse.less1//COMMENT
LOWsrc/less/theme/article.less1//COMMENT
LOWsrc/less/theme/list.less1//COMMENT
LOWsrc/less/theme/accordion.less1//COMMENT
LOWsrc/less/theme/icon.less1//COMMENT
LOWsrc/less/theme/container.less1//COMMENT
LOWsrc/less/theme/subnav.less1//COMMENT
LOWsrc/less/theme/transition.less1//COMMENT
LOWsrc/less/theme/variables.less1//COMMENT
LOWsrc/less/theme/variables.less21COMMENT
121 more matches not shown…
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/js/core/dropnav.js424function preventInitialPointerEnter(el) {CODE
LOWsrc/js/mixin/parallax.js276function getBackgroundImageDimensions(el) {CODE