1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

21.8K

Stars

JavaScript

Language

207.4K

Lines of Code

739

Files

100

Pattern Hits

2026-10-31

Scan Date

0.03

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 5.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 100 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 25MEDIUM 39LOW 36

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 100 distinct pattern matches across 7 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.

Synthetic Comment Markers19 hits · 98 pts

Severity	File	Line	Snippet	Context
HIGH	translations/en/Vibe Coding 零基础教程/40 编程学习/07 程序员简历模板.md	242	> More than 90% of the code in the project was generated by AI, greatly improving development efficiency	CODE
HIGH	translations/en/Vibe Coding 零基础教程/40 编程学习/07 程序员简历模板.md	244	Some students may hesitate: if I write "the code was generated by AI," won’t that hurt me? Quite the opposite! In 2026,	CODE
HIGH	translations/en/Vibe Coding 零基础教程/40 编程学习/05 AI 绘图指南.md	125	The SVG code generated by AI can be saved directly as an SVG file and opened in a browser.	CODE
HIGH	…slations/en/Vibe Coding 零基础教程/10 编程工具/05 AI 命令行编程工具.md	99	For example, you can create a `Company Code Specification Skill`, writing in code style, naming rules, comment requireme	CODE
HIGH	…en/Vibe Coding 零基础教程/10 编程工具/工具实战/Superpowers：核心技能库.md	96	Review the implementation plan document generated by AI. Each task includes:	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/11 Vibe Coding 团队协作技巧.md	13	Actually, no. Team collaboration involves many issues that need to be addressed, such as inconsistencies in code generat	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/11 Vibe Coding 团队协作技巧.md	149	This way, the code style generated by AI will be more consistent across different team members.	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/06 Vibe Coding 代码质量保障.md	9	Many students have concerns when using AI for development: Is the code generated by AI reliable? Could there be hidden b	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/06 Vibe Coding 代码质量保障.md	109	// AI-generated code	COMMENT
HIGH	…nslations/en/Vibe Coding 零基础教程/30 经验技巧/鱼皮的 AI 工作流分享.md	49	For knowledge-explanation content, I ask AI to split the article into sections and generate AI image prompts for each se	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/02 Vibe Coding 对话工程技巧.md	186	This way, the code generated by AI will align with your project.	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md	234	Claude’s official Cookbook has an article [Frontend Aesthetics](https://platform.claude.com/cookbook/coding-prompting-fo	CODE
HIGH	…/en/Vibe Coding 零基础教程/30 经验技巧/08 Vibe Coding 性能优化技巧.md	7	In Vibe Coding, you might have encountered situations where the application generated by AI functions correctly but is a	CODE
HIGH	…/Vibe Coding 零基础教程/15 模型动态/小米 MiMo 编程能力实测 - 4 个项目案例.md	192	Frontend Design is Anthropic’s official front-end beautification skill. It can make the pages generated by AI feel much	CODE
HIGH	…ations/en/Vibe Coding 零基础教程/70 AI 编程概念大全/AI 动态工作流详解.md	35	The whole orchestration plan is generated by AI in real time based on your specific task. It is not a predefined templat	CODE
HIGH	…oding 零基础教程/20 项目实战/鱼皮的原创项目/Kimi K2 - AI 文档阅读助手项目实战.md	61	The effect generated by AI is quite good, with both text and images, helping you understand complex documents faster.	CODE
HIGH	…/20 项目实战/AI 跨端应用/Cursor + Cordova - 表情包生成器 APP 项目实战.md	267	The website files generated by AI will be placed in the `www` directory. After the code is generated, the AI may automat	CODE
HIGH	…项目实战/AI 创意应用/Cursor + Claude Opus 5 - 以撒的结合肉鸽游戏项目实战.md	93	Alright, let me show you the full prompt. It’s long and messy, but most of it was actually generated by AI. The original	CODE
HIGH	… 零基础教程/20 项目实战/AI 创意应用/DeepSeek + 火山 - AI 海龟汤游戏项目实战.md	104	The full livestream replay of this project has already been released in episodes on the [Programming Navigation website]	CODE

Modern AI Meta-Vocabulary39 hits · 87 pts

Severity	File	Line	Snippet	Context
MEDIUM	Vibe Coding 零基础教程/65 鱼皮的 AI 编程实战视频课.md	113	5）[AI 闯关学习小程序](https://mp.weixin.qq.com/s?__biz=MzI1NDczNTAwMA==&mid=2247586748&idx=1&sn=847a521830b1063b4c201d53c060286	CODE
MEDIUM	Vibe Coding 零基础教程/40 编程学习/04 AI 编程技术.md	160	### RAG 知识库	COMMENT
MEDIUM	Vibe Coding 零基础教程/40 编程学习/AI 编程技术栈速查.md	271	## 八、向量数据库和 RAG	COMMENT
MEDIUM	Vibe Coding 零基础教程/10 编程工具/工具实战/Dify：零代码 AI 应用开发平台.md	112	### 5、添加知识库（RAG）	COMMENT
MEDIUM	Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	315	![](https://pic.yupi.icu/1/agentic%20engineering.jpeg)	CODE
MEDIUM	Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	991	### RAG 检索增强生成	COMMENT
MEDIUM	Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	1026	### Agentic RAG 智能体检索增强生成	COMMENT
MEDIUM	…础教程/20 项目实战/AI 跨端应用/GitHub Copilot - AI 闯关学习小程序项目实战.md	242	### 知识库 RAG 出题流程	COMMENT
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	577	### 检索增强生成 - RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	593	#### 极简版 RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	624	#### 标准版 RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	772	#### 进阶版 RAG	STRING
MEDIUM	AI/关于DeepSeek/什么是 DeepSeek.md	36	#### 3. 知识问答与搜索增强（RAG）	COMMENT
MEDIUM	AI/AI行业资讯/2025-05/炸裂！Spring AI 1.0 正式发布，让 Java 再次伟大！.md	325	### 4、RAG 检索增强生成	COMMENT
MEDIUM	AI/鱼皮的 AI 指南/鱼皮的 AI 指南 - 4、AI 编程技术.md	76	#### RAG 知识库	COMMENT
MEDIUM	…nslations/zh-TW/Vibe Coding 零基础教程/65 鱼皮的 AI 编程实战视频课.md	113	5）[AI 闖關學習小程式](https://mp.weixin.qq.com/s?__biz=MzI1NDczNTAwMA==&mid=2247586748&idx=1&sn=847a521830b1063b4c201d53c060286	CODE
MEDIUM	…slations/zh-TW/Vibe Coding 零基础教程/40 编程学习/04 AI 编程技术.md	160	### RAG 知識庫	COMMENT
MEDIUM	…slations/zh-TW/Vibe Coding 零基础教程/40 编程学习/AI 编程技术栈速查.md	271	## 八、向量資料庫和 RAG	COMMENT
MEDIUM	…W/Vibe Coding 零基础教程/10 编程工具/工具实战/Dify：零代码 AI 应用开发平台.md	112	### 5、添加知識庫（RAG）	COMMENT
MEDIUM	…/Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	311	![](https://pic.yupi.icu/1/agentic%20engineering.jpeg)	CODE
MEDIUM	…/Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	975	### RAG 檢索增強生成	COMMENT
MEDIUM	…/Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	1010	### Agentic RAG 智慧體檢索增強生成	COMMENT
MEDIUM	…础教程/20 项目实战/AI 跨端应用/GitHub Copilot - AI 闯关学习小程序项目实战.md	242	### 知識庫 RAG 出題流程	COMMENT
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	577	### 檢索增強生成 - RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	593	#### 極簡版 RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	624	#### 標準版 RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	772	#### 進階版 RAG	STRING
MEDIUM	translations/en/Vibe Coding 零基础教程/65 鱼皮的 AI 编程实战视频课.md	113	5) [AI Gamified Learning Mini Program](https://mp.weixin.qq.com/s?__biz=MzI1NDczNTAwMA==&mid=2247586748&idx=1&sn=847a521	CODE
MEDIUM	translations/en/Vibe Coding 零基础教程/40 编程学习/04 AI 编程技术.md	140	### RAG Knowledge Base	COMMENT
MEDIUM	translations/en/Vibe Coding 零基础教程/40 编程学习/AI 编程技术栈速查.md	271	## 8. Vector Databases and RAG	COMMENT
MEDIUM	…n/Vibe Coding 零基础教程/10 编程工具/工具实战/Dify：零代码 AI 应用开发平台.md	96	### 5. Add a Knowledge Base (RAG)	COMMENT
MEDIUM	…/Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	310	![](https://pic.yupi.icu/1/agentic%20engineering.jpeg)	CODE
MEDIUM	…/Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	973	### RAG	COMMENT
MEDIUM	…/Vibe Coding 零基础教程/70 AI 编程概念大全/00 Vibe Coding 概念大全.md	1008	### Agentic RAG	COMMENT
MEDIUM	…础教程/20 项目实战/AI 跨端应用/GitHub Copilot - AI 闯关学习小程序项目实战.md	212	### Knowledge Base RAG Question Generation Flow	COMMENT
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	554	### Retrieval-Augmented Generation - RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	570	#### Ultra-Simple RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	601	#### Standard RAG	STRING
MEDIUM	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	747	#### Advanced RAG	STRING

Structural Annotation Overuse31 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	…/Vibe Coding 零基础教程/10 编程工具/Codex/Codex：AI 桌面应用保姆级教程.md	189	### Step 1: Planning Mode — Discuss Before Building	COMMENT
LOW	…/Vibe Coding 零基础教程/10 编程工具/Codex/Codex：AI 桌面应用保姆级教程.md	228	### Step 2: Watch the Agent Work Autonomously	COMMENT
LOW	…/Vibe Coding 零基础教程/10 编程工具/Codex/Codex：AI 桌面应用保姆级教程.md	262	### Step 3: Check the Result + Iterate	COMMENT
LOW	…ng 零基础教程/10 编程工具/Codex/Codex Record & Replay：录制功能教程.md	57	### Step 1: Enter the Prompt	COMMENT
LOW	…ng 零基础教程/10 编程工具/Codex/Codex Record & Replay：录制功能教程.md	73	### Step 2: Demonstrate the Operation	COMMENT
LOW	…ng 零基础教程/10 编程工具/Codex/Codex Record & Replay：录制功能教程.md	85	### Step 3: Stop Recording and Generate the Skill	COMMENT
LOW	…ng 零基础教程/10 编程工具/Codex/Codex Record & Replay：录制功能教程.md	97	### Step 4: Replay	COMMENT
LOW	…en/Vibe Coding 零基础教程/30 经验技巧/03 Vibe Coding 上下文管理技巧.md	435	### Step 1: Create README.md	COMMENT
LOW	…en/Vibe Coding 零基础教程/30 经验技巧/03 Vibe Coding 上下文管理技巧.md	482	### Step 2: Create TODO.md	COMMENT
LOW	…en/Vibe Coding 零基础教程/30 经验技巧/03 Vibe Coding 上下文管理技巧.md	515	### Step 3: Create Rules File	COMMENT
LOW	…en/Vibe Coding 零基础教程/30 经验技巧/03 Vibe Coding 上下文管理技巧.md	550	### Step 4: Add Context Comments in Code	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/07 Vibe Coding 代码重构技巧.md	421	#### Step 1: Extract Custom Hooks	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/07 Vibe Coding 代码重构技巧.md	443	#### Step 2: Split Components	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/07 Vibe Coding 代码重构技巧.md	480	#### Step 3: Reassemble the Main Component	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/09 Vibe Coding 安全防护技巧.md	75	#### Step 1: Create a .env File	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/09 Vibe Coding 安全防护技巧.md	88	#### Step 2: Use Them in Code	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/09 Vibe Coding 安全防护技巧.md	105	#### Step 3: Add to .gitignore	COMMENT
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/09 Vibe Coding 安全防护技巧.md	118	#### Step 4: Create .env.example	COMMENT
LOW	…/en/Vibe Coding 零基础教程/20 项目实战/01 Vibe Coding 项目开发流程.md	57	## Step 1: Research	COMMENT
LOW	…/en/Vibe Coding 零基础教程/20 项目实战/01 Vibe Coding 项目开发流程.md	111	## Step 2: Product Requirements Document (PRD)	COMMENT
LOW	…/en/Vibe Coding 零基础教程/20 项目实战/01 Vibe Coding 项目开发流程.md	207	## Step 3: Technical Design Document (Tech Design)	COMMENT
LOW	…/en/Vibe Coding 零基础教程/20 项目实战/01 Vibe Coding 项目开发流程.md	262	## Step 4: AI Agent Instructions (AGENTS.md)	COMMENT
LOW	…/en/Vibe Coding 零基础教程/20 项目实战/01 Vibe Coding 项目开发流程.md	311	## Step 5: Implementation and Iteration (Build)	COMMENT
LOW	…ding 零基础教程/20 项目实战/AI 创意应用/AI 创意应用 - 蒸馏自己成 Skill 项目.md	57	## Step 1: Collect Raw Materials	COMMENT
LOW	…ding 零基础教程/20 项目实战/AI 创意应用/AI 创意应用 - 蒸馏自己成 Skill 项目.md	140	## Step 2: Analyze the Materials and Generate a Profile	COMMENT
LOW	…ding 零基础教程/20 项目实战/AI 创意应用/AI 创意应用 - 蒸馏自己成 Skill 项目.md	180	## Step 3: Let AI Ask Follow-Up Questions to Dig Out Deep Thinking	COMMENT
LOW	…ding 零基础教程/20 项目实战/AI 创意应用/AI 创意应用 - 蒸馏自己成 Skill 项目.md	231	## Step 4: Add Capabilities (Optional)	COMMENT
LOW	…ding 零基础教程/20 项目实战/AI 创意应用/AI 创意应用 - 蒸馏自己成 Skill 项目.md	269	## Step 5: Start Distilling	COMMENT
LOW	…础教程/20 项目实战/AI 创意应用/GitHub Copilot - AI 塔罗牌占卜网站项目实战.md	53	### Step 1: Use Plan to Make a Proposal	COMMENT
LOW	…础教程/20 项目实战/AI 创意应用/GitHub Copilot - AI 塔罗牌占卜网站项目实战.md	99	### Step 2: Use Agent to Execute the Plan	COMMENT
LOW	…础教程/20 项目实战/AI 创意应用/GitHub Copilot - AI 塔罗牌占卜网站项目实战.md	119	### Step 3: Check the Result	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	Vibe Coding 零基础教程/10 编程工具/08 AI 辅助工具集.md	478	DATABASE_URL=your_database_url	CODE
HIGH	…lations/zh-TW/Vibe Coding 零基础教程/10 编程工具/08 AI 辅助工具集.md	478	DATABASE_URL=your_database_url	CODE
HIGH	…anslations/en/Vibe Coding 零基础教程/10 编程工具/08 AI 辅助工具集.md	421	DATABASE_URL=your_database_url	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	retrieves relevant interview questions from mianshiya.com based on a keyword. use this tool when the user asks for inter	STRING
HIGH	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	retrieves relevant interview questions from mianshiya.com based on a keyword. use this tool when the user asks for inter	STRING
HIGH	…0 项目实战/AI 智能体和平台/Cursor + LangChain4j - AI 编程助手项目实战.md	retrieves relevant interview questions from mianshiya.com based on a keyword. use this tool when the user asks for inter	STRING

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md	379	- Lorem Ipsum 占位文本	CODE
LOW	…-TW/Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md	379	- Lorem Ipsum 佔位文字	CODE
LOW	…/en/Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md	344	- Lorem Ipsum placeholder text	CODE
LOW	.vuepress/theme/components/AlgoliaSearchBox.vue	10	:placeholder="placeholder"	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/deploy.yml	61	# secret_id: ${{ secrets.TENCENT_SECRET_ID }}	COMMENT

liyupi/ai-guide

Open-Source Code Quality, Security and Technical Debt Review