AI Slop Code Risk Monitor

ant-design/ant-design-pro

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

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0.6 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-pro, a TypeScript project with 38,917 GitHub stars. SynthScan examined 75,417 lines of code across 319 source files, recording 20 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6
Adjusted Signal
0.6
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
38.9K
Stars
TypeScript
Language
75.4K
Lines of Code
319
Files
20
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? 10 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 2.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 20 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 1MEDIUM 10LOW 9

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 20 distinct pattern matches across 5 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.

Decorative Section Separators10 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUMscripts/i18n-remove.js34// ─── 工具函数 ───────────────────────────────────────────COMMENT
MEDIUMscripts/i18n-remove.js101// ─── Step 1: 构建 zh-CN 翻译映射 ────────────────────────COMMENT
MEDIUMscripts/i18n-remove.js135// ─── Step 2: 获取 menu 映射 ─────────────────────────────COMMENT
MEDIUMscripts/i18n-remove.js147// ─── Step 3: 替换路由文件中的 name ──────────────────────COMMENT
MEDIUMscripts/i18n-remove.js185// ─── Step 4: 从 config/config.ts 移除 locale 配置 ────────COMMENT
MEDIUMscripts/i18n-remove.js217// ─── Step 5: 替换源文件中的 i18n 调用 ──────────────────COMMENT
MEDIUMscripts/i18n-remove.js494// ─── Step 6: 删除 locales 目录 ─────────────────────────COMMENT
MEDIUMscripts/i18n-remove.js502// ─── 残留检查 ────────────────────────────────────────────COMMENT
MEDIUMscripts/i18n-remove.js545// ─── Step 7: 从 package.json 移除 i18n-remove 脚本 ──────COMMENT
MEDIUMscripts/i18n-remove.js558// ─── 主函数 ─────────────────────────────────────────────COMMENT
Structural Annotation Overuse4 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡.claude/skills/antd/SKILL.md163# Step 0: Collect environment info for reference (optional)COMMENT
LOW⚡.claude/skills/antd/SKILL.md166# Step 1: Preview for user reviewCOMMENT
LOW⚡.claude/skills/antd/SKILL.md174# Step 2: Show to user, ask for confirmationCOMMENT
LOW⚡.claude/skills/antd/SKILL.md176# Step 3: Submit after user confirmsCOMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHdocs/cheatsheet.en-US.md616- **`src/services/ant-design-pro/`** is auto-generated code. Do NOT edit manually. Modify `config/oneapi.json` and run `CODE
Hyper-Verbose Identifiers3 hits · 3 pts
SeverityFileLineSnippetContext
LOWcloudflare-worker/src/data/dashboard.ts1function generateAnalysisChartData() {CODE
LOWscripts/i18n-remove.js378function replaceFormatMessageCalls(content, localeMap) {CODE
LOWscripts/i18n-remove.js433function replaceFormattedMessageComponents(content, localeMap) {CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWdocs/cheatsheet.zh-CN.md521COMMENT
LOWdocs/cheatsheet.en-US.md521COMMENT