https://cygnusyang.github.io/tags/claude-code/技术 × 产品 × 机器人Hugo 0.160.1 & FixIt v0.4.6-20260517062719-ed8ec5c2zh-CNruohuyang@163.com (Cygnus Yang)ruohuyang@163.com (Cygnus Yang)Sat, 23 May 2026 00:00:00 +0800https://cygnusyang.github.io/posts/04-%E5%85%B6%E4%BB%96/01-workshop-claude-code%E7%9F%A5%E8%AF%86%E6%8E%A2%E7%B4%A2/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/04-%E5%85%B6%E4%BB%96/01-workshop-claude-code%E7%9F%A5%E8%AF%86%E6%8E%A2%E7%B4%A2/<h1 class="heading-element" id="workshop-分享稿用-claude-code-探索机器人与智能制造行业"><span>Workshop 分享稿：用 Claude Code 探索机器人与智能制造行业</span> <a href="#workshop-%e5%88%86%e4%ba%ab%e7%a8%bf%e7%94%a8-claude-code-%e6%8e%a2%e7%b4%a2%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%b8%8e%e6%99%ba%e8%83%bd%e5%88%b6%e9%80%a0%e8%a1%8c%e4%b8%9a" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h1><h2 class="heading-element" id="分享背景"><span>分享背景</span> <a href="#%e5%88%86%e4%ba%ab%e8%83%8c%e6%99%af" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>大家好，今天我想分享一个工具和方法，帮助我们快速了解一个新领域。</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/01-what-is-claude-code/Fri, 22 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/01-what-is-claude-code/<p>Claude Code 是 <strong>Anthropic 官方推出的 agentic coding tool</strong>，可以在终端、IDE、桌面和 Web 中读取代码库、编辑文件、运行命令，并连接开发工具完成端到端任务。</p> <p>如果你想系统学习，建议直接阅读新版系列：</p> <h2 class="heading-element" id="系列目录"><span>系列目录</span> <a href="#%e7%b3%bb%e5%88%97%e7%9b%ae%e5%bd%95" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><ol> <li><a href="blog/01-intro/01-what-is-claude-code.md">Claude Code 是什么：终端里的 AI 编码伙伴</a></li> <li><a href="blog/02-setup/02-install-and-first-run.md">安装、登录与第一条有效指令</a></li> <li><a href="blog/03-core-workflow/03-core-workflow.md">日常开发工作流：读、改、测、审、交付</a></li> <li><a href="blog/04-skills/04-builtin-skills.md">Claude Code 自带的 Skills：哪些值得每天用</a></li> <li><a href="blog/04-skills/05-write-your-own-skill.md">写自己的 Skill：把重复提示词变成工程资产</a></li> <li><a href="blog/05-plugins/06-useful-skills-and-plugins.md">现在值得优先使用的 Skills 与官方插件</a></li> <li><a href="blog/06-automation/07-hooks-agents-mcp.md">Hooks、Agents、MCP：从单次对话到自动化系统</a></li> <li><a href="blog/07-expert/08-from-beginner-to-expert.md">从入门到精通：Claude Code 能力地图与训练路线</a></li> </ol> <h2 class="heading-element" id="学习顺序"><span>学习顺序</span> <a href="#%e5%ad%a6%e4%b9%a0%e9%a1%ba%e5%ba%8f" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>先掌握“目标 + 范围 + 权限边界 + 验证方式”的任务写法，再学习 <code>/code-review</code>、<code>/run</code>、<code>/verify</code> 等 bundled skills。等日常闭环稳定后，再引入 LSP、GitHub、Figma、Linear、Sentry 等插件，把 Claude Code 接入真实工程系统。</p>https://cygnusyang.github.io/posts/04-%E5%85%B6%E4%BB%96/02-claude-code%E5%9B%BD%E5%86%85%E9%85%8D%E7%BD%AE%E6%8C%87%E5%8D%97/Fri, 22 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/04-%E5%85%B6%E4%BB%96/02-claude-code%E5%9B%BD%E5%86%85%E9%85%8D%E7%BD%AE%E6%8C%87%E5%8D%97/<h1 class="heading-element" id="claude-code-国内配置指南主流-coding-plans-全览"><span>Claude Code 国内配置指南：主流 Coding Plans 全览</span> <a href="#claude-code-%e5%9b%bd%e5%86%85%e9%85%8d%e7%bd%ae%e6%8c%87%e5%8d%97%e4%b8%bb%e6%b5%81-coding-plans-%e5%85%a8%e8%a7%88" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h1><p>Claude Code 是 Anthropic 官方推出的命令行 AI 编程助手，支持代码生成、调试、重构等功能。由于网络原因，国内用户直接使用可能遇到连接问题。本文系统介绍国内主流 Coding Plan 服务，帮你选择最适合的方案。</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/02-setup/02-install-and-first-run/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/02-setup/02-install-and-first-run/<p>Claude Code 的入门门槛不在安装，而在第一次使用时能不能把它当成“会操作工具的开发者”，而不是一个聊天窗口。</p> <p>最小可用路径是：安装 CLI、进入项目、让它读懂仓库、确认权限边界、再交给它一个足够具体的小任务。</p> <h2 class="heading-element" id="安装方式"><span>安装方式</span> <a href="#%e5%ae%89%e8%a3%85%e6%96%b9%e5%bc%8f" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>官方推荐的原生安装方式会自动保持更新：</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/03-core-workflow/03-core-workflow/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/03-core-workflow/03-core-workflow/<p>Claude Code 的高频价值不在“生成一段代码”，而在把日常开发的循环压缩成更短的闭环：</p> <pre><code>flowchart LR A[理解现状] --&gt; B[制定修改计划] B --&gt; C[编辑代码] C --&gt; D[运行验证] D --&gt; E[审查 diff] E --&gt; F[提交或继续迭代] D --&gt;|失败| B</code></pre><p>这套循环越清晰，Claude Code 越可靠。</p> <h2 class="heading-element" id="读先让它建立事实"><span>读：先让它建立事实</span> <a href="#%e8%af%bb%e5%85%88%e8%ae%a9%e5%ae%83%e5%bb%ba%e7%ab%8b%e4%ba%8b%e5%ae%9e" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>任何复杂修改前，先让 Claude Code 读代码，而不是直接写代码。</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/04-skills/04-builtin-skills/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/04-skills/04-builtin-skills/<p>Claude Code 的 Skills 不是“插件商店里的小功能”，而是把一套可复用工作流封装成命令。官方文档把一部分命令标记为 bundled skills：它们和你自己写的 skill 使用同一套机制，只是随 Claude Code 一起提供。</p> <p>进入 Claude Code 后可以用：</p> <pre><code>/skills</code></pre><p>查看当前可用 skills；也可以直接输入 <code>/</code> 搜索命令。</p> <h2 class="heading-element" id="skills-和普通命令的区别"><span>Skills 和普通命令的区别</span> <a href="#skills-%e5%92%8c%e6%99%ae%e9%80%9a%e5%91%bd%e4%bb%a4%e7%9a%84%e5%8c%ba%e5%88%ab" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>普通内置命令的行为写在 CLI 里，例如 <code>/help</code>、<code>/model</code>、<code>/permissions</code>。</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/04-skills/05-write-your-own-skill/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/04-skills/05-write-your-own-skill/<p>当你第三次把同一段提示词复制给 Claude Code，就该考虑把它写成 skill。</p> <p>Skill 的本质是：把可复用的上下文、步骤、检查清单和工具约束放进一个目录，让 Claude Code 在需要时自动加载，或者由你用 <code>/skill-name</code> 主动调用。</p> <h2 class="heading-element" id="最小结构"><span>最小结构</span> <a href="#%e6%9c%80%e5%b0%8f%e7%bb%93%e6%9e%84" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>个人级 skill 放在：</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/05-plugins/06-useful-skills-and-plugins/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/05-plugins/06-useful-skills-and-plugins/<p>Claude Code 扩展生态变化很快。与其追逐“最全插件列表”，不如按工程价值排序：哪些扩展能减少误改，哪些能提高验证质量，哪些能接入真实工作系统。</p> <p>截至 2026-05-23，官方文档中最值得优先看的，是 Claude Code official marketplace、bundled skills、LSP code intelligence 插件、外部集成插件和开发工作流插件。</p> <h2 class="heading-element" id="安装插件的基本方式"><span>安装插件的基本方式</span> <a href="#%e5%ae%89%e8%a3%85%e6%8f%92%e4%bb%b6%e7%9a%84%e5%9f%ba%e6%9c%ac%e6%96%b9%e5%bc%8f" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>官方 marketplace 通常会自动可用。安装格式是：</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/06-automation/07-hooks-agents-mcp/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/06-automation/07-hooks-agents-mcp/<p>Claude Code 入门阶段靠自然语言；进阶阶段靠 skills；再往上，就是 Hooks、Agents、MCP 组成的自动化系统。</p> <p>三者解决的问题不同：</p> <table> <thead> <tr> <th>机制</th> <th>解决什么问题</th> </tr> </thead> <tbody> <tr> <td>Hooks</td> <td>在事件发生时自动执行检查或动作</td> </tr> <tr> <td>Agents</td> <td>把复杂任务拆给专门角色处理</td> </tr> <tr> <td>MCP</td> <td>连接外部系统和工具</td> </tr> </tbody> </table> <h2 class="heading-element" id="hooks把规则放进事件里"><span>Hooks：把规则放进事件里</span> <a href="#hooks%e6%8a%8a%e8%a7%84%e5%88%99%e6%94%be%e8%bf%9b%e4%ba%8b%e4%bb%b6%e9%87%8c" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>Hooks 是事件钩子。你可以在 Claude Code 调用工具前后、会话开始、会话结束、子代理完成时运行脚本。</p>https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/07-expert/08-from-beginner-to-expert/Sat, 23 May 2026 00:00:00 +0800ruohuyang@163.com (Cygnus Yang)https://cygnusyang.github.io/posts/01-ai-%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93/04-claude-code/blog/07-expert/08-from-beginner-to-expert/<p>Claude Code 的精通路线，不是背更多命令，而是逐步提高“可委托任务”的复杂度。</p> <p>可以把能力分成五层：</p> <pre><code>flowchart TB L1[第一层：会让它读代码] L2[第二层：会让它小步修改] L3[第三层：会让它验证和审查] L4[第四层：会沉淀 Skills 和项目记忆] L5[第五层：会组合 Plugins、Agents、Hooks、MCP] L1 --&gt; L2 --&gt; L3 --&gt; L4 --&gt; L5</code></pre><h2 class="heading-element" id="第一层会让它读代码"><span>第一层：会让它读代码</span> <a href="#%e7%ac%ac%e4%b8%80%e5%b1%82%e4%bc%9a%e8%ae%a9%e5%ae%83%e8%af%bb%e4%bb%a3%e7%a0%81" class="heading-mark"> <svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg> </a> </h2><p>新手最容易跳过这一层，直接要求“实现某功能”。但 Claude Code 的质量来自上下文。</p>