AI Slop Code RIsk Monitor

alchaincyf/huashu-design

Huashu Design · HTML-native design skill for Claude Code · Claude Code 里 HTML 原生的设计 skill · 高保真原型 / 幻灯片 / 动画 + 20 设计哲学 + 5 维评审 + MP4 导出 · Agent-agnostic

9.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for alchaincyf/huashu-design, a HTML project with 24,790 GitHub stars. SynthScan examined 51,190 lines of code across 114 source files, recording 148 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 9.0 (Moderate 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.

9.0
Adjusted Signal
9.0
Raw Pattern Score
100%
Time Factor
2026-09-22
Last Push
24.8K
Stars
HTML
Language
51.2K
Lines of Code
114
Files
148
Pattern Hits
2026-10-12
Scan Date
0.18
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 24 finding(s).

Hallucinated Dependency & Supply Chain Risk 13.4/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 24.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 96 finding(s).

PR Review Velocity Impact 34.7/100 · MEDIUM

Which changes need focused human review? 148 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 20MEDIUM 94LOW 34

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 148 distinct pattern matches across 10 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 Separators94 hits · 286 pts
SeverityFileLineSnippetContext
MEDIUM⚡references/gsap-recipes.md113// ── 五段 label,比例 15 / 15 / 40 / 20 / 10 ──────────────────COMMENT
MEDIUM⚡references/gsap-recipes.md120// ── S1 触发(节奏慢:单个动作 + 大量留白)─────────────────────COMMENT
MEDIUM⚡references/gsap-recipes.md124// ── S2 生成(一个明确的惊艳点,不堆动作)─────────────────────COMMENT
MEDIUM⚡references/gsap-recipes.md132// ── S4 爆发(镜头级动作:拉远 / rotationX / 多元素涌现)───────COMMENT
MEDIUM⚡references/gsap-recipes.md136// ── S5 落幅(Logo 形变收束,见 §3.6;之后什么都不发生)────────COMMENT
MEDIUMreferences/gsap-recipes.md691// ── 平面模式(纯 zoom + pan,无旋转)──────────────────────────COMMENT
MEDIUMreferences/animation-pitfalls.md222// ━━━━━━ state ━━━━━━COMMENT
MEDIUMreferences/animation-pitfalls.md228// ━━━━━━ tick ━━━━━━COMMENT
MEDIUMreferences/animation-pitfalls.md252// ━━━━━━ boot ━━━━━━COMMENT
MEDIUMreferences/animation-pitfalls.md260// ━━━━━━ seek 接口(供 render-video 防御性矫正用)━━━━━━COMMENT
MEDIUMscripts/render-video.js100 // ── Phase 1: WARMUP (no recording, caches fonts/assets) ─────────────COMMENT
MEDIUMscripts/render-video.js113 // ── Phase 2: RECORD (fresh context, animation from t=0) ─────────────COMMENT
MEDIUMscripts/mix-voiceover.sh94# ── ffmpeg filter graph ─────────────────────────────────────COMMENT
MEDIUMscripts/render-narration.sh111# ── Step 1: 录无声 MP4 ──────────────────────COMMENT
MEDIUMscripts/render-narration.sh133# ── Step 2: 混入人声 ──────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py39# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py41# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py266 # ── 文本 ──────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py336 # ── 形状 ──────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py368 # ── 图片 ──────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py407 # ── 装配 ──────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py460# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py462# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py499# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/pptx_from_rendered.py238# ─────────────────────────────────────────────────────────────STRING
MEDIUMscripts/pptx_from_rendered.py240# ─────────────────────────────────────────────────────────────STRING
MEDIUMscripts/add-music.sh38# ── Parse args ───────────────────────────────────────────────────────COMMENT
MEDIUMscripts/add-music.sh65# ── Resolve music source: --music wins, else --mood ─────────────────COMMENT
MEDIUMscripts/add-music.sh80# ── Resolve output path ─────────────────────────────────────────────COMMENT
MEDIUMscripts/add-music.sh85# ── Measure video duration, compute fade-out start ──────────────────COMMENT
MEDIUMdemos/w1-brand-protocol.html546 // ── Auto-scale stage to viewport ─────────────────COMMENT
MEDIUMdemos/w1-brand-protocol.html557 // ── Easing functions ─────────────────COMMENT
MEDIUMdemos/w1-brand-protocol.html575 // ── Timeline (total 12s) ─────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html814 // ── Scale to viewport (1920×1080 canvas) ─────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html823 // ── Easing ───────────────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html836 // ── Elements ─────────────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html899 // ── SFX via WebAudio ─────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html947 // ── Timeline ─────────────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html975 // ── Beat 1: 0-2s ─────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html1016 // ── Beat 2: 2-8s ─────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype-en.html1050 // ── Beat 3: 8-10s ────────────────────────────────────────COMMENT
MEDIUMdemos/c5-infographic-en.html631 // ── Beat 1: 0-2s · JSON data appears, types in ─────────COMMENT
MEDIUMdemos/c5-infographic-en.html648 // ── Pipe arrow (1.8 → 2.2) ─────────────────────────────COMMENT
MEDIUMdemos/c5-infographic-en.html654 // ── Beat 2a: 2.0-3.2s · Infographic canvas arrives ─────COMMENT
MEDIUMdemos/c5-infographic-en.html667 // ── Beat 2b: 3.0-4.2s · Display headline appears ──────COMMENT
MEDIUMdemos/c5-infographic-en.html688 // ── Beat 2d: 5.2-6.4s · Comparison bars grow ─────────COMMENT
MEDIUMdemos/c5-infographic-en.html732 // ── Beat 3: 8.2-10s · Brand reveal ───────────────────COMMENT
MEDIUMdemos/c5-infographic.html628 // ── Beat 1: 0-2s · JSON data appears, types in ─────────COMMENT
MEDIUMdemos/c5-infographic.html645 // ── Pipe arrow (1.8 → 2.2) ─────────────────────────────COMMENT
MEDIUMdemos/c5-infographic.html651 // ── Beat 2a: 2.0-3.2s · Infographic canvas arrives ─────COMMENT
MEDIUMdemos/c5-infographic.html664 // ── Beat 2b: 3.0-4.2s · Display headline appears ──────COMMENT
MEDIUMdemos/c5-infographic.html685 // ── Beat 2d: 5.2-6.4s · Comparison bars grow ─────────COMMENT
MEDIUMdemos/c5-infographic.html729 // ── Beat 3: 8.2-10s · Brand reveal ───────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html811 // ── Scale to viewport (1920×1080 canvas) ─────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html820 // ── Easing ───────────────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html833 // ── Elements ─────────────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html896 // ── SFX via WebAudio ─────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html944 // ── Timeline ─────────────────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html972 // ── Beat 1: 0-2s ─────────────────────────────────────────COMMENT
MEDIUMdemos/c1-ios-prototype.html1013 // ── Beat 2: 2-8s ─────────────────────────────────────────COMMENT
34 more matches not shown…
Cross-Language Confusion19 hits · 135 pts
SeverityFileLineSnippetContext
HIGH⚡scripts/pptx_from_rendered.py68 out.push({CODE
HIGH⚡scripts/pptx_from_rendered.py78 else if (n.tagName && n.tagName.toLowerCase() === 'br') {CODE
HIGH⚡scripts/pptx_from_rendered.py79 out.push({br: true}); atLineStart = true; pendingSpace = false;CODE
HIGH⚡scripts/pptx_from_rendered.py87 return out.filter(r => r.br || r.t);CODE
HIGH⚡scripts/pptx_from_rendered.py99 .filter(q => q.width > 0.5 && q.height > 0.5)CODE
HIGH⚡scripts/pptx_from_rendered.py104 if (last && q.top < last.bottom - 2) last.bottom = Math.max(last.bottom, q.bottom);CODE
HIGH⚡scripts/pptx_from_rendered.py105 else rows.push({top: q.top, bottom: q.bottom});CODE
HIGH⚡scripts/pptx_from_rendered.py126 out.push({...base, kind: 'img', src: el.getAttribute('src'),CODE
HIGH⚡scripts/pptx_from_rendered.py131 out.push({...base, kind: 'svg', seq: svgSeq++, tagName: tag});CODE
HIGH⚡scripts/pptx_from_rendered.py135 const hasText = el.innerText && el.innerText.trim().length > 0;CODE
HIGH⚡scripts/pptx_from_rendered.py141 if (painted || bdw > 0) { // 背景/描边先出矩形,画在文字之下CODE
HIGH⚡scripts/pptx_from_rendered.py142 out.push({...base, kind: 'shape', bg, bdw, bdc: cs.borderTopColor,CODE
HIGH⚡scripts/pptx_from_rendered.py146 if (hasText && onlyInline) {CODE
HIGH⚡scripts/pptx_from_rendered.py154 if (n.nodeType === 1 && n.tagName.toLowerCase() === 'br') groups.push([]);CODE
HIGH⚡scripts/pptx_from_rendered.py154 if (n.nodeType === 1 && n.tagName.toLowerCase() === 'br') groups.push([]);CODE
HIGH⚡scripts/pptx_from_rendered.py158 const nodes = g.filter(n => n.nodeType !== 3 || n.textContent.trim());CODE
HIGHscripts/pptx_from_rendered.py170 out.push({CODE
HIGHscripts/pptx_from_rendered.py199 out.push({tag: c.tagName.toLowerCase(), cls: '', kind: 'shape',CODE
HIGHscripts/verify.py34 print("运行: pip install playwright && playwright install chromium")CODE
Over-Commented Block13 hits · 13 pts
SeverityFileLineSnippetContext
LOWscripts/mix-voiceover.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/convert-formats.sh1#!/bin/bashCOMMENT
LOWscripts/verify-video.sh1#!/bin/bashCOMMENT
LOWscripts/render-narration.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/render-narration.sh21# --keep-silent 保留中间产物(无声 MP4),便于 debugCOMMENT
LOWscripts/sfx-cues.sh1#!/bin/bashCOMMENT
LOWscripts/add-music.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/add-music.sh21#COMMENT
LOWscripts/design-gate-hook.sh1#!/bin/bashCOMMENT
LOWdemos/c6-expert-review-en.html721 pointsG.appendChild(circle);COMMENT
LOWdemos/w1-brand-protocol-en.html561 }COMMENT
LOWdemos/w2-junior-designer-en.html741 // ────────────────────────────────────COMMENT
LOWdemos/w2-junior-designer.html741 function seg(time, start, end) {COMMENT
Example Usage Blocks5 hits · 8 pts
SeverityFileLineSnippetContext
LOWscripts/mix-voiceover.sh4# Usage:COMMENT
LOWscripts/convert-formats.sh4# Usage:COMMENT
LOWscripts/verify-video.sh7# Usage:COMMENT
LOWscripts/render-narration.sh9# Usage:COMMENT
LOWscripts/add-music.sh4# Usage:COMMENT
Fake / Example Data5 hits · 5 pts
SeverityFileLineSnippetContext
LOWSKILL.md29| **文案** | 每一句话都为设计服务 | 用 Lorem ipsum 或「标题文字」占位交付 |CODE
LOWreferences/launch-film-director-notes.md144「这部片不做的事」清单(紫渐变 / emoji / Lorem ipsum / Inter display / SVG 画人物 / 圆角卡 + 左 border accent)比「这部片做的事」清单更能保护质量。CODE
LOWscripts/html2pptx.js764 if (classAttr.indexOf('placeholder') !== -1) {CODE
LOWassets/director-notes-samples/launch-film-30s-sample.md142| 不用 Lorem ipsum | 每一段假文都用真正能读的内容(含「md is the source. Anything else is product.」这种 hook) |CODE
LOWassets/director-notes-samples/launch-film-30s-sample.md804- ✅ destination card 的「On Markdown」essay 内容是真的可读的英文哲学小段,不是 Lorem ipsumCODE
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHreferences/voiceover-pipeline.md377DOUBAO_TTS_API_KEY=<your_api_key>CODE
Structural Annotation Overuse3 hits · 4 pts
SeverityFileLineSnippetContext
LOWassets/director-notes-samples/launch-film-30s-sample.md1642# Step 1: 加 BGMCOMMENT
LOWassets/director-notes-samples/launch-film-30s-sample.md1648# Step 2: 加 SFX cues (按 Part II.6 SFX 字典逐 cue 加)COMMENT
LOWassets/director-notes-samples/launch-film-30s-sample.md1659# Step 3: 验证 audio streamCOMMENT
Unused Imports3 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/pptx_from_rendered.py35CODE
LOWscripts/verify.py19CODE
LOWscripts/verify.py20CODE
Deep Nesting3 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/pptx_from_rendered.py408CODE
LOWscripts/verify.py29CODE
LOWscripts/cloud/ai-review-video.py151CODE
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/fetch_images.py45 except Exception as e:CODE
LOWscripts/fetch_images.py68 except Exception as e:CODE