Repository Analysis

liyupi/ai-guide

程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程,分享 OpenClaw 保姆级教程、大模型玩法(DeepSeek / GPT / Gemini / Claude)、最新 AI 资讯、Prompt 提示词大全、AI 知识百科(Agent Skills / RAG / MCP / A2A)、AI 编程教程(Harness Engineering)、AI 工具用法(Cursor / Claude Code / TRAE / Codex / Copilot)、AI 开发框架教程(Spring AI / LangChain)、AI 产品变现指南,帮你快速掌握 AI 技术,走在时代前沿。本项目为开源文档,已升级为鱼皮 AI 导航网站

0.6 Likely human-written View on GitHub
0.6
Adjusted Score
0.6
Raw Score
100%
Time Factor
2026-05-25
Last Push
14,876
Stars
JavaScript
Language
119,470
Lines of Code
527
Files
16
Pattern Hits
2026-05-31
Scan Date

Score History

Severity Breakdown

CRITICAL 0HIGH 12MEDIUM 0LOW 4

Pattern Findings

16 matches across 4 categories. Click a row to expand file-level details.

Synthetic Comment Markers11 hits · 58 pts
SeverityFileLineSnippet
HIGHtranslations/en/Vibe Coding 零基础教程/40 编程学习/05 AI 绘图指南.md125The SVG code generated by AI can be saved directly as an SVG file and opened in a browser.
HIGH…slations/en/Vibe Coding 零基础教程/10 编程工具/05 AI 命令行编程工具.md67For example, you can create a `Company Code Specification Skill`, writing in code style, naming rules, comment requireme
HIGH…en/Vibe Coding 零基础教程/10 编程工具/工具实战/Superpowers:核心技能库.md96Review the implementation plan document generated by AI. Each task includes:
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/11 Vibe Coding 团队协作技巧.md13Actually, no. Team collaboration involves many issues that need to be addressed, such as inconsistencies in code generat
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/11 Vibe Coding 团队协作技巧.md149This way, the code style generated by AI will be more consistent across different team members.
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/06 Vibe Coding 代码质量保障.md9Many students have concerns when using AI for development: Is the code generated by AI reliable? Could there be hidden b
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/06 Vibe Coding 代码质量保障.md109// AI-generated code
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/02 Vibe Coding 对话工程技巧.md186This way, the code generated by AI will align with your project.
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md234Claude’s official Cookbook has an article [Frontend Aesthetics](https://platform.claude.com/cookbook/coding-prompting-fo
HIGH…/en/Vibe Coding 零基础教程/30 经验技巧/08 Vibe Coding 性能优化技巧.md7In Vibe Coding, you might have encountered situations where the application generated by AI functions correctly but is a
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.md61The effect generated by AI is quite good, with both text and images, helping you understand complex documents faster.
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippet
HIGHVibe Coding 零基础教程/10 编程工具/08 AI 辅助工具集.md478DATABASE_URL=your_database_url
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippet
LOWVibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md379- Lorem Ipsum 占位文本
LOW…/en/Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md344- Lorem Ipsum placeholder text
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippet
LOW.github/workflows/deploy.yml61 # secret_id: ${{ secrets.TENCENT_SECRET_ID }}
LOW…-TW/Vibe Coding 零基础教程/30 经验技巧/12 Vibe Coding 网站美化技巧.md361##