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chill_notes/AI工程/软件开发技能收集整理.md
2026-04-23 07:24:37 +08:00

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# 软件开发技能收集整理
> 最火爆的开发者技能集合、路线图与最佳实践
>
> 归档2026-04-23
---
## 📊 研究概览
本篇整理 GitHub 上最受欢迎的开发者技能相关资源包括路线图、AI 编程技能、最佳实践。
---
## 🏆 第一梯队:开发者路线图
### kamranahmedse/developer-roadmap
⭐ 353,403 | 🍴 43,952 | 更新2026-04-21
**描述**:交互式开发者成长路线图
**包含路线图50+**
| 类别 | 路线图 |
|------|--------|
| **前端** | Frontend / HTML / CSS / JavaScript / TypeScript / React / Vue / Angular / Next.js |
| **后端** | Backend / Node.js / Python / Go / Rust / Java / Spring Boot / PHP / Laravel / Django |
| **全栈** | Full Stack / API Design / Software Design |
| **DevOps** | DevOps / DevSecOps / Docker / Kubernetes / Terraform / AWS / Cloudflare / Linux |
| **AI/ML** | AI Engineer / Machine Learning / MLOps / AI Agents / Prompt Engineering |
| **移动端** | Android / iOS / Flutter / React Native / SwiftUI |
| **数据库** | PostgreSQL / MongoDB / Redis / ElasticSearch / SQL |
| **其他** | Computer Science / DSA / System Design / Game Dev / Cyber Security / Blockchain |
**亮点**
- 交互式可视化(点击节点查看详情)
- 提供最佳实践指南
- 提供自测题目
🔗 https://roadmap.sh
---
## 🤖 AI 编程技能Vibe Coding / Agentic Engineering
### shanraisshan/claude-code-best-practice
**47,397** | 🍴 4,662
**描述**From vibe coding to agentic engineering - practice makes claude perfect
**Topics**
- agentic-ai, agentic-coding, agentic-workflow
- claude, claude-ai, claude-code
- best-practices, commands
**内容方向**
- Claude Code 最佳实践
- Agentic 工程化流程
- 从 Vibe Coding 到 Agentic Engineering
🔗 https://github.com/shanraisshan/claude-code-best-practice
---
### addyosmani/agent-skills
**21,126**
**描述**Production-grade engineering skills for AI coding agents.
**定位**:为 AI 编程代理提供的生产级工程技能
**Topics**agent-skills, antigravity, antigravity-ide, claude-code, cursor, skills
🔗 https://github.com/addyosmani/agent-skills
---
### coreyhaines31/marketingskills
**23,101**
**描述**Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.
**内容**:营销专项技能
- CRO转化率优化
- 文案撰写
- SEO
- 分析
- 增长工程
🔗 https://github.com/coreyhaines31/marketingskills
---
### Donchitos/Claude-Code-Game-Studios
**15,409**
**描述**Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordination system mirroring real studio hierarchy
**亮点**
- 49 个 AI 子代理
- 72 个工作流技能
- 完整工作室协调系统
🔗 https://github.com/Donchitos/Claude-Code-Game-Studios
---
## 💻 Vibe Coding 资源
### coleam00/context-engineering-intro
**13,201**
**描述**Context engineering is the new vibe coding - it's the way to actually make AI coding assistants work. Claude Code is the best for this so that's what this repo is centered around.
**核心观点**
- Context Engineering > Vibe Coding
- 让 AI 编程助手真正有效的方法
- 以 Claude Code 为中心
🔗 https://github.com/coleam00/context-engineering-intro
---
### liyupi/ai-guide程序员鱼皮
**12,335**
**描述**:程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程
**内容**
- OpenClaw 保姆级教程
- 大模型玩法DeepSeek / GPT / Gemini / Claude
- AI 资讯、Prompt 提示词
- 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 / Lovable / Copilot
- AI 开发框架Spring AI / LangChain
- AI 产品变现指南
🔗 https://github.com/liyupi/ai-guide
---
### datawhalechina/easy-vibe
**6,134**
**描述**vibe coding 2026 | Your first modern programming course for beginners
**定位**:零基础入门教程
🔗 https://github.com/datawhalechina/easy-vibe
---
## 🛠️ 开发技能与最佳实践
### shanraisshan/claude-code-best-practice
⭐ 47,397 | 详见上方 AI 编程部分
---
### isocpp/CppCoreGuidelines
**44,919**
**描述**C++ 核心指南 - 经过验证的 C++ 编码规范、规则和最佳实践
**价值**C++ 开发者必读
---
### Sairyss/domain-driven-hexagon
**14,569**
**描述**Learn Domain-Driven Design, software architecture, design patterns, best practices.
**内容**
- DDD领域驱动设计
- 软件架构
- 设计模式
- 代码示例
---
### DrkSephy/es6-cheatsheet
**13,338**
**描述**ES2015 [ES6] cheatsheet 包含技巧、最佳实践和代码片段
---
### codeguy/php-the-right-way
**9,254**
**描述**PHP 最佳实践快速参考
---
### jstherightway/js-the-right-way
**8,701**
**描述**JavaScript 最佳实践快速参考
---
## 📦 AI Agent Skills 专项
### numman-ali/openskills
**9,883**
**描述**Universal skills loader for AI coding agents
**功能**:通用 AI 编程代理技能加载器
```bash
npm i -g openskills
```
🔗 https://github.com/numman-ali/openskills
---
### Orchestra-Research/AI-Research-SKILLs
**7,260**
**描述**Comprehensive open-source library of AI research and engineering skills
**功能**
- AI 研究技能库
- 适用于 Claude Code / Codex / Gemini 代理
- 将代理变成完整的研究代理
🔗 https://github.com/Orchestra-Research/AI-Research-SKILLs
---
### mukul975/Anthropic-Cybersecurity-Skills
**5,562**
**描述**754 structured cybersecurity skills for AI agents
**亮点**
- 754 个网络安全技能
- 映射 5 大框架MITRE ATT&CK、NIST CSF 2.0、MITRE ATLAS、D3FEND、NIST AI RMF
- 覆盖 26 个安全领域
- Apache 2.0 许可证
🔗 https://github.com/mukul975/Anthropic-Cybersecurity-Skills
---
## 🎮 专业领域技能
### BloopAI/vibe-kanban
**25,429**
**描述**Get 10X more out of Claude Code, Codex or any coding agent
**功能**AI 编程代理效率工具
🔗 https://github.com/BloopAI/vibe-kanban
---
### cloudflare/vibesdk
**4,969**
**描述**Open-source vibe coding platform built entirely on Cloudflare stack
**亮点**
- 基于 Cloudflare 的 Vibe Coding 平台
- 开源
🔗 https://github.com/cloudflare/vibesdk
---
## 📊 排行榜总结
### 按 Stars 排序
| 排名 | 项目 | Stars | 类型 |
|------|------|-------|------|
| 1 | kamranahmedse/developer-roadmap | 353k | 开发者路线图 |
| 2 | shanraisshan/claude-code-best-practice | 47k | Claude Code 最佳实践 |
| 3 | isocpp/CppCoreGuidelines | 45k | C++ 最佳实践 |
| 4 | coreyhaines31/marketingskills | 23k | AI 营销技能 |
| 5 | addyosmani/agent-skills | 21k | AI 工程技能 |
| 6 | BloopAI/vibe-kanban | 25k | AI 效率工具 |
| 7 | Donchitos/Claude-Code-Game-Studios | 15k | 游戏开发工作室 |
| 8 | coleam00/context-engineering-intro | 13k | Context Engineering |
| 9 | liyupi/ai-guide | 12k | AI 全栈指南 |
| 10 | numman-ali/openskills | 10k | 通用技能加载器 |
---
## 🎯 关键洞察
### 1. Vibe Coding → Agentic Engineering 演进
- **Vibe Coding**:随意对话式编程(表面)
- **Context Engineering**:让 AI 真正有效工作(实质)
- **Agentic Engineering**:系统化、工程化的 AI 代理工作流
### 2. Skills 系统成为标配
- 每个专业领域都有对应的 Skills 集合
- Skills 是可复用、可组合的
- OpenClaw、Claude Code、Cursor 等都支持 Skills
### 3. 路线图 + 实践结合
- roadmap.sh 提供交互式学习路径
- 配合最佳实践和自测题目
- 理论与实践闭环
---
## 💡 推荐学习路径
### 零基础 → AI 编程入门
1. 📖 [roadmap.sh](https://roadmap.sh) - 选一个方向Frontend/Backend
2. 📚 liyupi/ai-guide - AI 工具全景
3. 🎯 coleam00/context-engineering-intro - Context 工程化
4. ⚡ shanraisshan/claude-code-best-practice - Claude Code 最佳实践
### AI 编程进阶
1. 🔧 addyosmani/agent-skills - 生产级工程技能
2. 🛠️ numman-ali/openskills - 通用技能加载器
3. 🎮 Donchitos/Claude-Code-Game-Studios - 多代理协作
4. 🔒 mukul975/Anthropic-Cybersecurity-Skills - 安全专项
---
## 📚 相关资源
| 资源 | Stars | 链接 |
|------|-------|------|
| developer-roadmap | 353k | https://roadmap.sh |
| claude-code-best-practice | 47k | GitHub |
| agent-skills | 21k | GitHub |
| marketingskills | 23k | GitHub |
| vibe-kanban | 25k | GitHub |
| Claude-Code-Game-Studios | 15k | GitHub |
| context-engineering-intro | 13k | GitHub |
| ai-guide | 12k | GitHub |
| openskills | 10k | GitHub |
| AI-Research-SKILLs | 7k | GitHub |
| Anthropic-Cybersecurity-Skills | 5.5k | GitHub |
---
## AI工程索引
相关笔记:
- [[INDEX_AI工程]] - AI工程知识索引
- [[ClaudeCode完全研究]] - Claude Code 完整指南
---
*整理:知识库管理员 | 归档2026-04-23*