AI Slop Code Risk Monitor

react-bootstrap/react-bootstrap

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

Bootstrap components built with React

1.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for react-bootstrap/react-bootstrap, a TypeScript project with 22,609 GitHub stars. SynthScan examined 56,464 lines of code across 566 source files, recording 65 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 1.2 (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.

1.2
Adjusted Signal
1.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
22.6K
Stars
TypeScript
Language
56.5K
Lines of Code
566
Files
65
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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.6/100 · LOW

Are imports declared and package/API names verified? 39 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 24 finding(s).

PR Review Velocity Impact 5.6/100 · LOW

Which changes need focused human review? 65 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 65

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 65 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 Data39 hits · 41 pts
SeverityFileLineSnippetContext
LOWtest/PlaceholderButtonSpec.tsx8 expect(container.firstElementChild!.className).toContain('placeholder');CODE
LOWtest/PlaceholderSpec.tsx8 expect(container.firstElementChild!.className).toContain('placeholder');CODE
LOWtests/simple-types-test.tsx256 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWtests/simple-types-test.tsx256 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Form/GridAutoSizingColMix.js15 <Form.Control id="inlineFormInputName" placeholder="Jane Doe" />CODE
LOWwww/docs/examples/Form/GridAutoSizing.js18 placeholder="Jane Doe"CODE
LOW⚡www/docs/examples/Card/WithHeaderAndQuote.js10 Lorem ipsum dolor sit amet, consectetur adipiscing elit. IntegerCODE
LOW⚡www/docs/examples/Card/WithHeaderAndQuote.js10 Lorem ipsum dolor sit amet, consectetur adipiscing elit. IntegerCODE
LOWwww/docs/examples/Accordion/AllCollapse.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AllCollapse.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AllCollapse.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AllCollapse.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Basic.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Basic.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Basic.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Basic.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Flush.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Flush.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Flush.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/Flush.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AlwaysOpen.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AlwaysOpen.js9 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AlwaysOpen.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Accordion/AlwaysOpen.js21 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWwww/docs/examples/Carousel/DarkVariant.js25 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/DarkVariant.js25 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/Controlled.js25 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/Controlled.js25 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/CarouselFade.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/CarouselFade.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/NoTransition.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/NoTransition.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/Uncontrolled.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/Uncontrolled.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/IndividualIntervals.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWwww/docs/examples/Carousel/IndividualIntervals.js18 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>CODE
LOWsrc/usePlaceholder.ts36 bsPrefix = useBootstrapPrefix(bsPrefix, 'placeholder');CODE
LOWsrc/PlaceholderButton.tsx14 * @default 'placeholder'COMMENT
LOWsrc/Placeholder.tsx13 * @default 'placeholder'COMMENT
Hyper-Verbose Identifiers24 hits · 24 pts
SeverityFileLineSnippetContext
LOWwww/docs/examples/ListGroup/HorizontalResponsive.js3function HorizontalResponsiveExample() {CODE
LOWwww/docs/examples/Dropdown/MenuAlignResponsive.js5function MenuAlignResponsiveExample() {CODE
LOWwww/docs/examples/Form/FormFloatingSelect.js4function FormFloatingSelectExample() {CODE
LOWwww/docs/examples/Form/GridAutoSizingColMix.js7function GridAutoSizingColMixExample() {CODE
LOWwww/docs/examples/Form/ValidationInputGroup.js4function ValidationInputGroupExample() {CODE
LOWwww/docs/examples/Form/FormFloatingTextarea.js4function FormFloatingTextareaExample() {CODE
LOWwww/docs/examples/Form/FormFloatingLayout.js6function FormFloatingLayoutExample() {CODE
LOWwww/docs/examples/Form/FormControlDisabled.js3function FormControlDisabledExample() {CODE
LOWwww/docs/examples/Card/ListGroupWithHeader.js4function ListGroupWithHeaderExample() {CODE
LOW⚡www/docs/examples/Card/WithHeaderAndQuote.js3function WithHeaderAndQuoteExample() {CODE
LOWwww/docs/examples/Carousel/IndividualIntervals.js4function IndividualIntervalsExample() {CODE
LOWwww/docs/examples/Button/ToggleButtonGroupControlled.js5function ToggleButtonGroupControlled() {CODE
LOW…/docs/examples/Button/ToggleButtonGroupUncontrolled.js4function ToggleButtonGroupUncontrolled() {CODE
LOWwww/docs/examples/Table/ResponsiveBreakpoints.js3function ResponsiveBreakpointsExample() {CODE
LOWwww/docs/examples/Stack/HorizontalVerticalRules.js3function HorizontalVerticalRulesExample() {CODE
LOWwww/docs/examples/Stack/HorizontalMarginStart.js3function HorizontalMarginStartExample() {CODE
LOWwww/docs/examples/Modal/VerticallyCentered.js4function MyVerticallyCenteredModal(props) {CODE
LOW…w/docs/examples/InputGroup/SegmentedButtonDropdowns.js6function SegmentedButtonDropdownsExample() {CODE
LOWwww/docs/examples/Grid/AutoLayoutVariable.js5function AutoLayoutVariableExample() {CODE
LOWwww/docs/examples/Grid/ContainerFluidBreakpoint.js5function ContainerFluidBreakpointExample() {CODE
LOW…w/docs/examples/Grid/RowColLayoutColWidthBreakpoint.js5function RowColLayoutColWidthBreakpointExample() {CODE
LOWwww/src/theme/Admonition/index.tsx160function extractMDXAdmonitionTitle(children: ReactNode): {CODE
LOWsrc/ThemeProvider.tsx83export function useBootstrapMinBreakpoint() {CODE
LOWsrc/getTabTransitionComponent.ts6export default function getTabTransitionComponent(CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWtest/OffcanvasSpec.tsx141COMMENT
LOWwww/docusaurus.config.ts181 indexName: 'react_bootstrap_v4',COMMENT