2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-25

Last Push

13.4K

Stars

JavaScript

Language

102.5K

Lines of Code

653

Files

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 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 48 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 4.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 33 finding(s).

PR Review Velocity Impact 8.9/100 · LOW

Which changes need focused human review? 93 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 47LOW 45

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 93 distinct pattern matches across 12 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 Separators24 hits · 78 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/gpt-image2-website/netlify.toml	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	website/gpt-image2-website/netlify.toml	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	website/gpt-image2-website/netlify.toml	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	website/gpt-image2-website/netlify.toml	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	2	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	20	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…deo-presentation/templates/scripts/synthesize-audio.sh	2	# ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…deo-presentation/templates/scripts/synthesize-audio.sh	41	# ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…deo-presentation/templates/scripts/synthesize-audio.sh	69	# ── Pre-flight ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…deo-presentation/templates/scripts/synthesize-audio.sh	111	# ── Main loop ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…presentation/templates/scripts/tts-providers/openai.sh	1	# ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…presentation/templates/scripts/tts-providers/openai.sh	13	# ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…resentation/templates/scripts/tts-providers/minimax.sh	1	# ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…resentation/templates/scripts/tts-providers/minimax.sh	9	# ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	skills/beautiful-article/scripts/html-to-pdf.sh	2	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	skills/beautiful-article/scripts/html-to-pdf.sh	21	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	skills/beautiful-article/scripts/html-to-pdf.sh	43	# ── 探测可用的 chromium-family 浏览器 ─────────────────────	COMMENT
MEDIUM	skills/beautiful-article/scripts/html-to-pdf.sh	74	# ── 注入 @media print 覆盖到一个临时 HTML ─────────────────	COMMENT
MEDIUM	skills/beautiful-article/scripts/html-to-pdf.sh	106	# ── 找浏览器 ──────────────────────────────────────────────	COMMENT
MEDIUM	skills/beautiful-article/scripts/html-to-pdf.sh	123	# ── 渲染 ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	2	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	21	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ful-article/assets/scaffold-template/article/Cover.tsx	67	// ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ful-article/assets/scaffold-template/article/Cover.tsx	70	// ────────────────────────────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary20 hits · 76 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	3	# scaffold.sh —— 一键脚手架，创建一个 video-presentation 项目。	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	6	# bash scripts/scaffold.sh <target-dir> [--theme=<id>]	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	7	# bash scripts/scaffold.sh --list-themes	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	10	# bash <path-to-web-video-presentation>/scripts/scaffold.sh ./presentation	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	11	# bash <path-to-web-video-presentation>/scripts/scaffold.sh ./talk --theme=paper-press	COMMENT
MEDIUM⚡	skills/web-video-presentation/scripts/scaffold.sh	12	# bash <path-to-web-video-presentation>/scripts/scaffold.sh --list-themes	COMMENT
MEDIUM	skills/web-video-presentation/templates/src/App.tsx	2	import "./styles/tokens.css"; // active theme — generated by scaffold (see THEMES.md)	CODE
MEDIUM	skills/motion-showreel/scripts/scaffold.sh	3	# sh scaffold.sh <project-dir> [--audio synth\|tone\|layer\|file\|none]	COMMENT
MEDIUM	skills/motion-showreel/assets/starter/score.tone.js	4	// You get this file from `scaffold.sh --audio tone` (or `--audio layer`); build.sh builds whichever score its AUDIO= na	COMMENT
MEDIUM	skills/motion-showreel/assets/starter/build.sh	2	# One-command rebuild of the film + its technical acceptance. SKILL and AUDIO are filled in by scaffold.sh.	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	3	# scaffold.sh —— 一键创建一个 Beautiful Article 工作区。	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	6	# bash scripts/scaffold.sh <target-dir> [--theme=<id>] [--no-cover]	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	7	# bash scripts/scaffold.sh --list-themes	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	10	# bash <path-to-beautiful-article>/scripts/scaffold.sh ./my-article --theme=tufte	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	11	# bash <path-to-beautiful-article>/scripts/scaffold.sh ./brief --theme=press --no-cover	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	12	# bash <path-to-beautiful-article>/scripts/scaffold.sh --list-themes	COMMENT
MEDIUM⚡	skills/beautiful-article/scripts/scaffold.sh	17	# 每次 fresh scaffold 都会取当下最新）。无需本地 reacticle 仓库。	COMMENT
MEDIUM	…iful-article/assets/scaffold-template/article/main.tsx	5	// __COVER_IMPORT_BEGIN__ (scaffold.sh 在 --no-cover 时剥掉这一段，连同标记)	COMMENT
MEDIUM	skills/gpt-image-2/README.md	152	<td width="50%" align="center"><a href="https://gpt-image2.mmh1.top/#/case/academic-figures%2Fmethod-pipeline-overvi	CODE
MEDIUM	skills/gpt-image-2/README.zh-CN.md	152	<td width="50%" align="center"><a href="https://gpt-image2.mmh1.top/#/case/academic-figures%2Fmethod-pipeline-overvi	CODE

Structural Annotation Overuse9 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	…design-website/src/chapters/11-skill-changes/index.tsx	415	{ n: 92, text: '### Step 4: Show a v0 Draft Early' },	CODE
LOW	skills/web-design-engineer/SKILL.md	24	### Step 0: Verify Facts Before Anything Else	COMMENT
LOW	skills/web-design-engineer/SKILL.md	39	### Step 1: Understand the Requirements (decide whether to ask based on context)	COMMENT
LOW	skills/web-design-engineer/SKILL.md	61	### Step 2: Gather Design Context (by priority)	COMMENT
LOW	skills/web-design-engineer/SKILL.md	130	### Step 3: Declare the Design System Before Writing Code	COMMENT
LOW	skills/web-design-engineer/SKILL.md	150	### Step 4: Show a v0 Draft Early	COMMENT
LOW⚡	skills/web-design-engineer/SKILL.md	162	### Step 5: Full Build	COMMENT
LOW⚡	skills/web-design-engineer/SKILL.md	168	### Step 6: Verification	COMMENT
LOW⚡	skills/web-design-engineer/SKILL.md	174	### Step 7: Critique on Request (or as Self-Check Before Delivery)	COMMENT

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…ite/public/case/ui-mockups/chat-interface-scene/1.json	100	"placeholder": "（输入框为空）",	CODE
LOW	…ite/public/case/ui-mockups/chat-interface-scene/3.json	68	"placeholder": "继续问 Claude...",	CODE
LOW	…/public/case/ui-mockups/social-interface-mockup/1.json	51	"placeholder": "回复给 Elon Musk..."	CODE
LOW	…/public/case/ui-mockups/social-interface-mockup/3.json	48	"placeholder": "Post your reply"	CODE
LOW	…e/web-design-website/src/chapters/13-closing/index.tsx	82	{ id: 'placeholder', text: '占位符 > 假图' },	CODE
LOW	skills/motion-showreel/assets/editor/index.html	35	<div id="placeholder" hidden><div class="placeholder-symbol">◫</div><h1>等待首个阶段成果</h1><p>完成的画面与声音会显示在这里</p></div>	CODE
LOW	skills/motion-showreel/assets/editor/editor.js	292	document.body.classList.add('waiting-project'); $('loading').hidden = true; $('placeholder').hidden = false;	CODE
LOW	…-image-2/references/ui-mockups/chat-interface-scene.md	131	"placeholder": "{argument name=\"input placeholder\" default=\"输入消息\"}",	CODE
LOW	…-image-2/references/ui-mockups/chat-interface-scene.md	248	"placeholder": "{argument name=\"input placeholder\" default=\"问点什么...\"}",	CODE
LOW	…age-2/references/ui-mockups/social-interface-mockup.md	110	"placeholder": "{argument name=\"reply placeholder\" default=\"回复给朱元璋...\"}"	CODE

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/release-skill.yml	1	name: Release Skill	COMMENT
LOW	skills/web-video-presentation/scripts/scaffold.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…deo-presentation/templates/scripts/synthesize-audio.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…deo-presentation/templates/scripts/synthesize-audio.sh	21	# --provider=<name> CLI flag (overrides env)	COMMENT
LOW	…presentation/templates/scripts/tts-providers/openai.sh	1	# ────────────────────────────────────────────────────────────────────	COMMENT
LOW	skills/motion-showreel/assets/starter/build.sh	1	#!/bin/sh	COMMENT
LOW	skills/motion-showreel/assets/starter/narration.js	1	// Pure narration event clock for render(t), camera moves and sound cues.	COMMENT
LOW	skills/beautiful-article/scripts/html-to-pdf.sh	1	#!/usr/bin/env bash	COMMENT
LOW	skills/beautiful-article/scripts/scaffold.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ful-article/assets/scaffold-template/article/Cover.tsx	1	// Cover.tsx —— 文章封面（独立于 Article，位于 TOC + 正文 + colophon 之上）	COMMENT

Excessive Try-Catch Wrapping9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	skills/beautiful-article/scripts/source-to-markdown.py	31	except Exception:	CODE
LOW	skills/beautiful-article/scripts/source-to-markdown.py	36	except Exception:	CODE
LOW	skills/beautiful-article/scripts/source-to-markdown.py	52	except Exception:	CODE
LOW	skills/beautiful-article/scripts/source-to-markdown.py	78	except Exception:	CODE
LOW	skills/beautiful-article/scripts/source-to-markdown.py	116	except Exception as e: # pragma: no cover	CODE
LOW	…tiful-article/scripts/source-to-markdown-markitdown.py	36	except Exception as exc:	CODE
LOW	…tiful-article/scripts/source-to-markdown-markitdown.py	81	except Exception as exc:	CODE
LOW	skills/kb-retriever/references/pdf_reading.md	292	except Exception as e:	CODE
LOW	skills/kb-retriever/references/pdf_reading.md	331	except Exception as e:	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/gpt-image2-website/src/components/hero/Hero.tsx	99	// different image so the very first crossfade is seamless.	COMMENT
MEDIUM	skills/motion-showreel/assets/starter/index.html	67	// from the gap and shrinks to nothing on the last beat = the empty first frame (seamless loop)	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	skills/web-design-engineer/README.md	13	This is a reusable Skill (structured system prompt) for AI coding agents — such as [Claude Code](https://docs.anthro	CODE

Verbosity Indicators3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…design-website/src/chapters/11-skill-changes/index.tsx	402	{ n: 79, text: <><b>### Step 3:</b> Declare the Design System <em>Before</em> Writing Code</>, hi: tru	CODE
LOW	…design-website/src/chapters/11-skill-changes/index.tsx	415	{ n: 92, text: '### Step 4: Show a v0 Draft Early' },	CODE
LOW	…design-website/src/chapters/11-skill-changes/index.tsx	483	{ n: 93, text: <><b>### Step 4:</b> Show a <em>v0 Draft</em> Early</>, hi: true },	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	skills/motion-showreel/scripts/scaffold.sh	2	# Create a showreel project from the starter.	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	skills/beautiful-article/scripts/source-to-markdown.py	16		CODE
LOW	…tiful-article/scripts/source-to-markdown-markitdown.py	13		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	skills/beautiful-article/scripts/source-to-markdown.py	75		CODE
LOW	skills/beautiful-article/scripts/source-to-markdown.py	135		CODE

ConardLi/garden-skills

Open-Source Code Quality, Security and Technical Debt Review