AI Slop Code Risk Monitor

ant-design/ant-design

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

An enterprise-class UI design language and React UI library

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ant-design/ant-design, a TypeScript project with 100,017 GitHub stars. SynthScan examined 365,315 lines of code across 4647 source files, recording 113 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5
Adjusted Signal
0.5
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
100.0K
Stars
TypeScript
Language
365.3K
Lines of Code
4.6K
Files
113
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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 34 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 79 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 113 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 2MEDIUM 10LOW 101

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 113 distinct pattern matches across 8 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 Data79 hits · 110 pts
SeverityFileLineSnippetContext
LOWcomponents/form/demo/advanced-search.tsx34 <Input placeholder="placeholder" />CODE
LOWcomponents/transfer/__tests__/index.test.tsx1344 expect(input.getAttribute('placeholder')).toBe('Search placeholder');CODE
LOWcomponents/image/index.tsx107 extends Omit<RcImageProps, 'preview' | 'classNames' | 'styles' | 'placeholder'> {CODE
LOWcomponents/image/__tests__/index.test.tsx368 describe('placeholder', () => {CODE
LOWcomponents/date-picker/locale/example.json4 "placeholder": "Select date",CODE
LOWcomponents/date-picker/locale/example.json50 "placeholder": "Select time"CODE
LOWcomponents/date-picker/__tests__/DatePicker.test.tsx113 it('placeholder', () => {CODE
LOWcomponents/date-picker/__tests__/DatePicker.test.tsx557 'placeholder',CODE
LOWcomponents/date-picker/__tests__/RangePicker.test.tsx157 it('placeholder', () => {CODE
LOWcomponents/date-picker/__tests__/RangePicker.test.tsx278 'placeholder',CODE
LOWcomponents/table/__tests__/Table.filter.test.tsx1589 expect(container.querySelector('.ant-input')?.getAttribute('placeholder')).toBe(CODE
LOW⚡components/divider/demo/size.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx22 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/size.tsx22 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/horizontal.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/horizontal.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/horizontal.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/horizontal.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/horizontal.tsx17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/horizontal.tsx17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx26 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/variant.tsx26 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/_semantic.tsx26 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx26 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx31 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx31 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx36 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx36 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx43 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/_semantic.tsx43 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihiCODE
LOW⚡components/divider/demo/component-token.tsx23 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx23 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx28 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx28 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx33 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx33 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx38 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx38 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx45 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx45 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx52 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/component-token.tsx52 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx7 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx12 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx19 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
LOW⚡components/divider/demo/plain.tsx26 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed nonne merninisti licere mihi istaCODE
19 more matches not shown…
Modern AI Meta-Vocabulary9 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md114- [Scaffold Market](https://scaffold.ant.design)CODE
MEDIUMREADME-zh_CN.md130- [脚手架市场](https://scaffold.ant.design)CODE
MEDIUMdocs/react/introduce.en-US.md107- [Scaffold Market](https://scaffold.ant.design)CODE
MEDIUMdocs/react/getting-started.zh-CN.md109- 更多脚手架可以查看 [脚手架市场](https://scaffold.ant.design/)CODE
MEDIUMdocs/react/getting-started.zh-CN.md119目前社区也有很多基于 antd 定制的 [React 脚手架](https://scaffold.ant.design/),欢迎进行试用和贡献。CODE
MEDIUMdocs/react/introduce.zh-CN.md107- [脚手架市场](https://scaffold.ant.design)CODE
MEDIUMdocs/react/getting-started.en-US.md99- More scaffolds at [Scaffold Market](https://scaffold.ant.design/)CODE
MEDIUMdocs/react/getting-started.en-US.md109There are also some [scaffolds](https://scaffold.ant.design/) which have already been integrated into antd, so you can tCODE
MEDIUM.dumi/theme/slots/Footer/index.tsx144 url: 'https://scaffold.ant.design',CODE
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGH.dumi/theme/common/ThemeSwitch/index.tsx193 // Sync the site theme (and URL param) with the AI-generated algorithmCOMMENT
HIGH.dumi/theme/layouts/GlobalLayout.tsx238 // Ignore `algorithm` from AI-generated theme to preserve user's dark/light preferenceCOMMENT
Hyper-Verbose Identifiers12 hits · 12 pts
SeverityFileLineSnippetContext
LOWcomponents/tree/utils/dictUtil.ts91export function convertDirectoryKeysToNodes(CODE
LOWcomponents/auto-complete/AutoComplete.tsx101function isSelectOptionOrSelectOptGroup(child: any): boolean {CODE
LOWcomponents/notification/index.tsx176function setNotificationGlobalConfig(config: GlobalConfigProps) {CODE
LOWcomponents/segmented/index.tsx57function isSegmentedLabeledOptionWithIcon(CODE
LOWcomponents/transfer/Section.tsx28function isRenderResultPlainObject(result: RenderResult): result is RenderResultObject {CODE
LOWcomponents/style/compact-item-vertical.ts5function compactItemVerticalBorder(CODE
LOWcomponents/style/compact-item-vertical.ts36function compactItemBorderVerticalRadius(prefixCls: string, parentCls: string): CSSObject {CODE
LOWcomponents/button/buttonHelpers.tsx23export function isUnBorderedButtonVariant(type?: ButtonVariantType) {CODE
LOW.dumi/theme/plugins/semantic-md.ts27function extractLocaleInfoFromContent(content: string): {CODE
LOW.dumi/theme/plugins/semantic-md.ts219function extractSemanticInfoFromTemplate(CODE
LOW.dumi/theme/plugins/raw-md.ts173function replaceSemanticDomSection(md: string, context: ContentFilterContext) {CODE
LOW.dumi/theme/plugins/raw-md.ts417function replaceComponentTokenTable(md: string, context: ContentFilterContext) {CODE
Over-Commented Block8 hits · 8 pts
SeverityFileLineSnippetContext
LOWvitest.config.ts41 resolveSnapshotPath: (testPath, snapExtension) => {COMMENT
LOWtypings/index.d.ts1/// <reference path="custom-typings.d.ts" />COMMENT
LOWcomponents/segmented/style/index.ts201 lineHeight: unit(labelHeight),COMMENT
LOWcomponents/modal/__tests__/confirm.test.tsx81 // return ret;COMMENT
LOWcomponents/tag/style/index.ts141COMMENT
LOWscripts/print-changelog.ts21const QUERY_DESCRIPTION_LINES = '.comment-body table tbody tr';COMMENT
LOWscripts/visual-regression/build.ts461 // The PR's `current` side is rendered on the live merge ref (PR head mergedCOMMENT
LOW.dumi/pages/index/components/ComponentsList.tsx181 }COMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMscripts/ci-mock-project-build.sh1# Create a umi projectCOMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.github/workflows/visual-regression-diff-approver.yml28 # Check if member of repo comment `Pass Visual Diff`COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.dumi/theme/builtins/APITable/index.tsx4 // TODO: implement api table, depend on the new markdown data structure passedCOMMENT