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Claude-Code-Workflow/ccw/docs-site/build/zh/faq.html
catlog22 6a5c17e42e feat: add Chinese localization and new assets for CCW documentation 
- Created LICENSE.txt for JavaScript assets including NProgress and React libraries.
- Added runtime JavaScript file for main functionality.
- Introduced new favicon and logo SVG assets for branding.
- Added comprehensive FAQ section in Chinese, covering CCW features, installation, workflows, AI model support, and troubleshooting.
2026-02-06 21:56:02 +08:00

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title="/memory:docs-full-cli" class="linkLabel_PuAu">/memory:docs-full-cli</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/commands/memory/memory-docs-related-cli"><span title="/memory:docs-related-cli" class="linkLabel_PuAu">/memory:docs-related-cli</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/commands/memory/memory-compact"><span title="/memory:compact" class="linkLabel_PuAu">/memory:compact</span></a></li></ul></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="categoryLink_d9ci menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/docs/zh/workflows/introduction"><span title="工作流" class="categoryLinkLabel_Oe72">工作流</span></a></div><ul class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/workflows/introduction"><span title="介绍" class="linkLabel_PuAu">介绍</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/workflows/level-1-ultra-lightweight"><span title="级别 1：超轻量" class="linkLabel_PuAu">级别 1：超轻量</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/workflows/level-2-rapid"><span title="级别 2：快速" class="linkLabel_PuAu">级别 2：快速</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/workflows/level-3-standard"><span title="级别 3：标准" class="linkLabel_PuAu">级别 3：标准</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/workflows/level-4-brainstorm"><span title="级别 4：头脑风暴" class="linkLabel_PuAu">级别 4：头脑风暴</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/zh/workflows/level-5-intelligent"><span title="级别 5：智能" class="linkLabel_PuAu">级别 5：智能</span></a></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" href="/docs/zh/faq"><span title="常见问题" class="linkLabel_PuAu">常见问题</span></a></li></ul></nav></div></div></aside><main class="docMainContainer_namt"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_YAwJ"><div class="docItemContainer_Rv5Z"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_zCmv" aria-label="页面路径"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="主页面" class="breadcrumbs__link" href="/docs/zh/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_JFrk"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">常见问题</span></li></ul></nav><div class="tocCollapsible_O_Qc theme-doc-toc-mobile tocMobile_tjDr"><button type="button" class="clean-btn tocCollapsibleButton_htYj">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>常见问题（FAQ）</h1></header>
<p>关于 CCW、工作流、命令与排错的常见问题汇总。</p>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="通用问题">通用问题<a href="#通用问题" class="hash-link" aria-label="通用问题的直接链接" title="通用问题的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="ccw-是什么">CCW 是什么？<a href="#ccw-是什么" class="hash-link" aria-label="CCW 是什么？的直接链接" title="CCW 是什么？的直接链接" translate="no">​</a></h3>
<p>CCW（Claude Code Workflows）是一套面向工程实践的工作流自动化平台：将 AI 能力与结构化开发流程结合，提供 40+ 命令与 15 个集成工作流，帮助你更快、更稳地完成开发，同时保持质量标准。</p>
<p><strong>核心特性：</strong></p>
<ul>
<li class="">AI 驱动的代码分析 / 生成 / Review</li>
<li class="">15 个工作流级别：从快速执行到智能编排</li>
<li class="">Session 管理：完整状态持久化，可暂停/恢复</li>
<li class="">多 Agent 并行协作：支持并行任务与依赖分析</li>
<li class="">内置测试、验证与代码审查</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="系统要求是什么">系统要求是什么？<a href="#系统要求是什么" class="hash-link" aria-label="系统要求是什么？的直接链接" title="系统要求是什么？的直接链接" translate="no">​</a></h3>
<p><strong>最低要求：</strong></p>
<ul>
<li class="">Node.js 16.x 或更高</li>
<li class="">Git 2.x 或更高</li>
<li class="">可用内存 4GB</li>
<li class="">磁盘空间 500MB</li>
</ul>
<p><strong>推荐配置：</strong></p>
<ul>
<li class="">Node.js 18.x LTS</li>
<li class="">可用内存 8GB</li>
<li class="">磁盘空间 2GB（用于 artifacts 与 sessions）</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何安装-ccw">如何安装 CCW？<a href="#如何安装-ccw" class="hash-link" aria-label="如何安装 CCW？的直接链接" title="如何安装 CCW？的直接链接" translate="no">​</a></h3>
<div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># npm 全局安装</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">npm</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">-g</span><span class="token plain"> @ccw/cli</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 或使用 npx（无需安装）</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">npx @ccw/cli init</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 在项目中初始化</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw init</span><br></span></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="ccw-是否免费">CCW 是否免费？<a href="#ccw-是否免费" class="hash-link" aria-label="CCW 是否免费？的直接链接" title="CCW 是否免费？的直接链接" translate="no">​</a></h3>
<p>是的，CCW 开源且免费使用。但 CCW 会集成第三方 AI 服务（Gemini、Codex、Claude、Qwen 等），这些服务可能有各自的计费方式。你需要为所使用的 AI 服务配置对应的 API Key。</p>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="支持哪些编程语言">支持哪些编程语言？<a href="#支持哪些编程语言" class="hash-link" aria-label="支持哪些编程语言？的直接链接" title="支持哪些编程语言？的直接链接" translate="no">​</a></h3>
<p>CCW 支持所有编程语言。AI 模型可以分析与生成任意语言代码，例如：</p>
<ul>
<li class=""><strong>Web</strong>：JavaScript、TypeScript、Python、PHP、Ruby</li>
<li class=""><strong>Mobile</strong>：Swift、Kotlin、React Native、Flutter</li>
<li class=""><strong>Systems</strong>：Rust、Go、C、C++</li>
<li class=""><strong>Data</strong>：Python、R、SQL</li>
<li class=""><strong>Enterprise</strong>：Java、C#、.NET</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="工作流选择">工作流选择<a href="#工作流选择" class="hash-link" aria-label="工作流选择的直接链接" title="工作流选择的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何选择合适的工作流">如何选择合适的工作流？<a href="#如何选择合适的工作流" class="hash-link" aria-label="如何选择合适的工作流？的直接链接" title="如何选择合适的工作流？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>决策框架</summary><p>可以用下面这棵“快速决策树”：</p><ol>
<li class=""><strong>是开发后期维护（合并后修复/增强）？</strong> → 使用 <a class="" href="/docs/zh/workflows/faq#what-is-the-difference-between-main-workflow-and-issue-workflow">Issue Workflow</a></li>
<li class=""><strong>不确定该用哪些命令？</strong> → 用 <code>ccw-coordinator</code>（Level 5）</li>
<li class=""><strong>需求不清晰/要探索方案？</strong> → 用 <code>brainstorm:auto-parallel</code>（Level 4）</li>
<li class=""><strong>需要可恢复的持久 session？</strong>
<ul>
<li class="">标准开发 → <code>plan</code> → <code>execute</code>（Level 3）</li>
<li class="">TDD → <code>tdd-plan</code> → <code>execute</code>（Level 3）</li>
<li class="">修复测试 → <code>test-fix-gen</code> → <code>test-cycle-execute</code>（Level 3）</li>
</ul>
</li>
<li class=""><strong>需要多视角对比分析？</strong> → 用 <code>multi-cli-plan</code>（Level 2）</li>
<li class=""><strong>要修 Bug？</strong> → 用 <code>lite-fix</code>（Level 2）</li>
<li class=""><strong>需要简单规划？</strong> → 用 <code>lite-plan</code> → <code>lite-execute</code>（Level 2）</li>
<li class=""><strong>只是很快的小任务？</strong> → 用 <code>lite-lite-lite</code>（Level 1）</li>
</ol></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="main-workflow-与-issue-workflow-有什么区别">Main Workflow 与 Issue Workflow 有什么区别？<a href="#main-workflow-与-issue-workflow-有什么区别" class="hash-link" aria-label="Main Workflow 与 Issue Workflow 有什么区别？的直接链接" title="Main Workflow 与 Issue Workflow 有什么区别？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>对比说明</summary><p><strong>Main Workflow</strong> 用于主开发流程：</p><ul>
<li class="">功能开发（Levels 1-5）</li>
<li class="">处于活跃开发阶段</li>
<li class="">基于依赖的并行</li>
<li class="">在当前分支工作</li>
</ul><p><strong>Issue Workflow</strong> 用于开发后期维护：</p><ul>
<li class="">合并后的 bug 修复与增强</li>
<li class="">主工作流完成之后</li>
<li class="">可选 worktree 隔离</li>
<li class="">保持主分支稳定</li>
</ul><table><thead><tr><th>维度</th><th>Main Workflow</th><th>Issue Workflow</th></tr></thead><tbody><tr><td><strong>目的</strong></td><td>功能开发</td><td>开发后修复</td></tr><tr><td><strong>时机</strong></td><td>开发阶段</td><td>主工作流完成之后</td></tr><tr><td><strong>范围</strong></td><td>完整功能实现</td><td>定点修复/增强</td></tr><tr><td><strong>并行策略</strong></td><td>依赖分析</td><td>worktree 隔离（可选）</td></tr><tr><td><strong>分支模型</strong></td><td>当前分支开发</td><td>可使用隔离 worktree</td></tr></tbody></table></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="什么是最小执行单元minimum-execution-units">什么是“最小执行单元”（Minimum Execution Units）？<a href="#什么是最小执行单元minimum-execution-units" class="hash-link" aria-label="什么是“最小执行单元”（Minimum Execution Units）？的直接链接" title="什么是“最小执行单元”（Minimum Execution Units）？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>解释</summary><p><strong>最小执行单元</strong> 指的是必须作为一个原子组一起执行的一组命令，用来达成“有意义的里程碑”。如果把这些命令拆开执行，逻辑链条会被打断，容易产生不完整状态。</p><p><strong>常见最小执行单元：</strong></p><table><thead><tr><th>单元</th><th>命令</th><th>目的</th></tr></thead><tbody><tr><td>快速实现</td><td><code>lite-plan</code> → <code>lite-execute</code></td><td>轻量规划 + 执行</td></tr><tr><td>多 CLI 规划</td><td><code>multi-cli-plan</code> → <code>lite-execute</code></td><td>多视角分析 + 执行</td></tr><tr><td>Bug 修复</td><td><code>lite-fix</code> → <code>lite-execute</code></td><td>诊断 + 修复执行</td></tr><tr><td>可验证规划</td><td><code>plan</code> → <code>plan-verify</code> → <code>execute</code></td><td>规划 + 验证 + 执行</td></tr><tr><td>TDD 规划</td><td><code>tdd-plan</code> → <code>execute</code></td><td>测试驱动的规划与执行</td></tr><tr><td>测试修复循环</td><td><code>test-fix-gen</code> → <code>test-cycle-execute</code></td><td>生成测试任务 + 执行修复循环</td></tr></tbody></table><p><strong>示例</strong>：<code>lite-plan → lite-execute</code> 必须配套完成。如果只做到 <code>lite-plan</code> 就停下，会得到一个计划但没有实现。</p></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="各个工作流级别分别适用于什么场景">各个工作流级别分别适用于什么场景？<a href="#各个工作流级别分别适用于什么场景" class="hash-link" aria-label="各个工作流级别分别适用于什么场景？的直接链接" title="各个工作流级别分别适用于什么场景？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>级别选择指南</summary><p><strong>Level 1（lite-lite-lite）：</strong></p><ul>
<li class="">快速修补（拼写、轻微调整）</li>
<li class="">简单功能（单函数、小工具）</li>
<li class="">配置修改（环境变量、超时）</li>
<li class="">文档更新</li>
</ul><p><strong>Level 2（lite-plan、lite-fix、multi-cli-plan）：</strong></p><ul>
<li class="">单模块功能</li>
<li class="">Bug 诊断与修复</li>
<li class="">技术选型决策</li>
<li class="">方案对比</li>
</ul><p><strong>Level 3（plan、tdd-plan、test-fix-gen）：</strong></p><ul>
<li class="">多模块变更</li>
<li class="">重构</li>
<li class="">TDD</li>
<li class="">测试失败修复</li>
</ul><p><strong>Level 4（brainstorm<!-- -->:auto-parallel<!-- -->）：</strong></p><ul>
<li class="">新功能设计</li>
<li class="">系统架构重构</li>
<li class="">探索性需求</li>
<li class="">多维权衡</li>
</ul><p><strong>Level 5（ccw-coordinator）：</strong></p><ul>
<li class="">复杂多步工作流</li>
<li class="">不确定使用哪些命令</li>
<li class="">端到端自动化</li>
<li class="">团队协作</li>
</ul><p><strong>Issue Workflow：</strong></p><ul>
<li class="">开发后期的 Issue 修复</li>
<li class="">维护主分支稳定性</li>
</ul></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="命令使用">命令使用<a href="#命令使用" class="hash-link" aria-label="命令使用的直接链接" title="命令使用的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="工作流命令怎么用">工作流命令怎么用？<a href="#工作流命令怎么用" class="hash-link" aria-label="工作流命令怎么用？的直接链接" title="工作流命令怎么用？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>常见命令模式</summary><p><strong>基本格式：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw </span><span class="token operator" style="color:rgb(137, 221, 255)">&amp;</span><span class="token plain">lt</span><span class="token punctuation" style="color:rgb(199, 146, 234)">;</span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">command</span><span class="token operator" style="color:rgb(137, 221, 255)">&amp;</span><span class="token plain">gt</span><span class="token punctuation" style="color:rgb(199, 146, 234)">;</span><span class="token plain"> </span><span class="token operator" style="color:rgb(137, 221, 255)">&amp;</span><span class="token plain">lt</span><span class="token punctuation" style="color:rgb(199, 146, 234)">;</span><span class="token plain">arguments</span><span class="token operator" style="color:rgb(137, 221, 255)">&amp;</span><span class="token plain">gt</span><span class="token punctuation" style="color:rgb(199, 146, 234)">;</span><br></span></code></pre></div></div><p><strong>示例：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Level 1 - 直接执行</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw lite-lite-lite </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Fix login button&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Level 2 - 轻量规划</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw lite-plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add user profile page&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw lite-execute --in-memory</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Level 3 - 完整工作流</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Implement OAuth2&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:execute </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--session</span><span class="token plain"> WFS-oauth-auth</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Level 4 - 头脑风暴</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw brainstorm:auto-parallel </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Design notification system&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Level 5 - 智能编排</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw ccw-coordinator </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Refactor API layer&quot;</span><br></span></code></pre></div></div></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="lite-execute-与-execute-有什么区别">lite-execute 与 execute 有什么区别？<a href="#lite-execute-与-execute-有什么区别" class="hash-link" aria-label="lite-execute 与 execute 有什么区别？的直接链接" title="lite-execute 与 execute 有什么区别？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>对比</summary><p><strong>lite-execute（Level 2）：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw lite-execute --in-memory</span><br></span></code></pre></div></div><ul>
<li class="">面向 Level 2 工作流</li>
<li class="">内存规划（不生成 session 文件）</li>
<li class="">可对独立任务并行执行</li>
<li class="">可选代码审查</li>
</ul><p><strong>execute（Level 3）：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:execute </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--session</span><span class="token plain"> WFS-</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">session-id</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><br></span></code></pre></div></div><ul>
<li class="">面向 Level 3 工作流</li>
<li class="">基于 session 的执行</li>
<li class="">依赖分析</li>
<li class="">完整状态跟踪，可暂停/恢复</li>
<li class="">任务完成总结</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何使用-hotfix-模式">如何使用 hotfix 模式？<a href="#如何使用-hotfix-模式" class="hash-link" aria-label="如何使用 hotfix 模式？的直接链接" title="如何使用 hotfix 模式？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>Hotfix 用法</summary><p><strong>Hotfix 模式</strong> 用于生产环境紧急修复：</p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw lite-fix </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--hotfix</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Production database connection failing&quot;</span><br></span></code></pre></div></div><p><strong>它会做什么：</strong></p><ul>
<li class="">跳过大多数诊断阶段</li>
<li class="">最小化规划（更偏向直接执行）</li>
<li class="">自动生成后续任务，用于完整修复与复盘（post-mortem）</li>
</ul><p><strong>何时使用：</strong></p><ul>
<li class="">生产事故</li>
<li class="">需要立刻修复的严重 bug</li>
<li class="">宕机与服务中断</li>
</ul><p><strong>修复之后：</strong>
CCW 会自动生成后续任务，包括：</p><ul>
<li class="">完整根因分析</li>
<li class="">全面修复</li>
<li class="">复盘文档</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何恢复resume一个暂停的-session">如何恢复（resume）一个暂停的 session？<a href="#如何恢复resume一个暂停的-session" class="hash-link" aria-label="如何恢复（resume）一个暂停的 session？的直接链接" title="如何恢复（resume）一个暂停的 session？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>Session 恢复</summary><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 恢复最近的 session</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:session:resume</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 恢复指定 session</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:session:resume WFS-user-auth-v2</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 列出全部 session</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:session:list</span><br></span></code></pre></div></div><p><strong>Session 状态：</strong></p><ul>
<li class=""><strong>active</strong>：正在运行</li>
<li class=""><strong>paused</strong>：暂停，可恢复</li>
<li class=""><strong>completed</strong>：已完成并归档</li>
</ul></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="ai-模型">AI 模型<a href="#ai-模型" class="hash-link" aria-label="AI 模型的直接链接" title="AI 模型的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="ccw-支持哪些-ai-模型">CCW 支持哪些 AI 模型？<a href="#ccw-支持哪些-ai-模型" class="hash-link" aria-label="CCW 支持哪些 AI 模型？的直接链接" title="CCW 支持哪些 AI 模型？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>支持的模型</summary><p>CCW 通过 CLI 端点支持多个模型：</p><table><thead><tr><th>模型</th><th>能力</th><th>最适合</th></tr></thead><tbody><tr><td><strong>Gemini</strong></td><td>Analysis + Write</td><td>Code review、调试、重构</td></tr><tr><td><strong>Codex</strong></td><td>Analysis + Write + Review</td><td>Git-aware review、实现</td></tr><tr><td><strong>Claude</strong></td><td>Analysis + Write</td><td>复杂推理、文档</td></tr><tr><td><strong>Qwen</strong></td><td>Analysis + Write</td><td>代码生成、模式匹配</td></tr></tbody></table><p>可在 <code>~/.claude/cli-tools.json</code> 中配置模型端点。</p></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何配置-api-key">如何配置 API Key？<a href="#如何配置-api-key" class="hash-link" aria-label="如何配置 API Key？的直接链接" title="如何配置 API Key？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>API Key 配置</summary><p><strong>使用环境变量：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Gemini</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(191, 199, 213)">GEMINI_API_KEY</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token string" style="color:rgb(195, 232, 141)">&quot;your-key-here&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># OpenAI (Codex)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(191, 199, 213)">OPENAI_API_KEY</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token string" style="color:rgb(195, 232, 141)">&quot;your-key-here&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Anthropic (Claude)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(191, 199, 213)">ANTHROPIC_API_KEY</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token string" style="color:rgb(195, 232, 141)">&quot;your-key-here&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Qwen</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(191, 199, 213)">DASHSCOPE_API_KEY</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token string" style="color:rgb(195, 232, 141)">&quot;your-key-here&quot;</span><br></span></code></pre></div></div><p><strong>或在 <code>.env</code> 文件中配置：</strong></p><div class="language-env codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-env codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">GEMINI_API_KEY=your-key-here</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">OPENAI_API_KEY=your-key-here</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ANTHROPIC_API_KEY=your-key-here</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">DASHSCOPE_API_KEY=your-key-here</span><br></span></code></pre></div></div></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="什么是-multi-cli-协作">什么是 multi-CLI 协作？<a href="#什么是-multi-cli-协作" class="hash-link" aria-label="什么是 multi-CLI 协作？的直接链接" title="什么是 multi-CLI 协作？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>multi-CLI 说明</summary><p><strong>multi-CLI 协作</strong> 会让多个 AI 模型从不同视角并行分析同一个问题：</p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw multi-cli-plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Compare Redis vs RabbitMQ for message queuing&quot;</span><br></span></code></pre></div></div><p><strong>工作方式：</strong></p><ol>
<li class="">多个模型独立分析</li>
<li class="">各自给出洞察与建议</li>
<li class="">汇总为更完整的分析结论</li>
<li class="">在决策前获得更多视角</li>
</ol><p><strong>适用场景：</strong></p><ul>
<li class="">技术选型</li>
<li class="">架构决策</li>
<li class="">方案对比</li>
<li class="">权衡分析</li>
</ul></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="测试">测试<a href="#测试" class="hash-link" aria-label="测试的直接链接" title="测试的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何为存量代码补充测试">如何为存量代码补充测试？<a href="#如何为存量代码补充测试" class="hash-link" aria-label="如何为存量代码补充测试？的直接链接" title="如何为存量代码补充测试？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>生成测试</summary><p><strong>Session 模式（基于已有 session）：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw test-fix-gen WFS-user-auth-v2</span><br></span></code></pre></div></div><p><strong>Prompt 模式（直接描述需求）：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw test-fix-gen </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add unit tests for the auth API&quot;</span><br></span></code></pre></div></div><p><strong>CCW 会：</strong></p><ol>
<li class="">分析代码结构</li>
<li class="">生成合适的测试用例</li>
<li class="">按项目模式创建测试文件</li>
<li class="">编写断言并实现测试</li>
</ol></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何修复失败的测试">如何修复失败的测试？<a href="#如何修复失败的测试" class="hash-link" aria-label="如何修复失败的测试？的直接链接" title="如何修复失败的测试？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>测试修复流程</summary><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 生成测试修复任务</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw test-fix-gen </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Tests failing for user registration&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 执行 test-fix 循环</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw test-cycle-execute</span><br></span></code></pre></div></div><p><strong>流程：</strong></p><ol>
<li class="">分析测试失败原因</li>
<li class="">定位根因</li>
<li class="">迭代修复</li>
<li class="">验证通过率 &gt;= 95%</li>
<li class="">通过则停止，否则在达到最大迭代次数后停止</li>
</ol></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="什么是-tdd测试驱动开发">什么是 TDD（测试驱动开发）？<a href="#什么是-tdd测试驱动开发" class="hash-link" aria-label="什么是 TDD（测试驱动开发）？的直接链接" title="什么是 TDD（测试驱动开发）？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>TDD 说明</summary><p><strong>TDD</strong> 遵循“Red-Green-Refactor”循环：</p><ol>
<li class=""><strong>Red</strong>：先写一个失败的测试</li>
<li class=""><strong>Green</strong>：写最少的代码让测试通过</li>
<li class=""><strong>Refactor</strong>：在保持测试通过的前提下改进代码</li>
</ol><p><strong>铁律：</strong></p><div class="language-text codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-text codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">NO PRODUCTION CODE WITHOUT A FAILING TEST FIRST</span><br></span></code></pre></div></div><p><strong>为什么要先写测试？</strong></p><table><thead><tr><th>维度</th><th>Test-First</th><th>Test-After</th></tr></thead><tbody><tr><td><strong>证据</strong></td><td>先失败再实现（能证明实现有效）</td><td>立即通过（证明不了什么）</td></tr><tr><td><strong>发现</strong></td><td>编码前发现边界条件</td><td>编码后才发现边界条件</td></tr><tr><td><strong>验证</strong></td><td>验证需求</td><td>验证实现</td></tr></tbody></table></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="故障排查">故障排查<a href="#故障排查" class="hash-link" aria-label="故障排查的直接链接" title="故障排查的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="我的工作流失败了该怎么办">我的工作流失败了，该怎么办？<a href="#我的工作流失败了该怎么办" class="hash-link" aria-label="我的工作流失败了，该怎么办？的直接链接" title="我的工作流失败了，该怎么办？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>排查步骤</summary><ol>
<li class=""><strong>查看报错信息</strong> - 识别根因线索</li>
<li class=""><strong>检查 session 状态</strong> - 查看 <code>.workflow/.ccw-coordinator/{session}/state.json</code></li>
<li class=""><strong>恢复 session</strong> - 使用 <code>ccw workflow:session:resume</code> 继续</li>
<li class=""><strong>调整后重试</strong> - 根据错误调整方案</li>
</ol><p><strong>常见修复：</strong></p><ul>
<li class=""><strong>API key 错误</strong>：确认环境变量已设置</li>
<li class=""><strong>Module not found</strong>：运行 <code>npm install</code> 或 <code>pip install</code></li>
<li class=""><strong>Git 错误</strong>：确保 git 状态干净（<code>git status</code>）</li>
<li class=""><strong>超时错误</strong>：在任务 JSON 中增加超时时间</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何跳过一个失败的任务">如何跳过一个失败的任务？<a href="#如何跳过一个失败的任务" class="hash-link" aria-label="如何跳过一个失败的任务？的直接链接" title="如何跳过一个失败的任务？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>跳过任务</summary><p>编辑任务 JSON，把 status 设置为 <code>&quot;completed&quot;</code>：</p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">jq </span><span class="token string" style="color:rgb(195, 232, 141)">&#x27;.status = &quot;completed&quot;&#x27;</span><span class="token plain"> .workflow/active/WFS-</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain">/.task/IMPL-001.json</span><br></span></code></pre></div></div><p><strong>谨慎使用</strong>：跳过任务可能导致工作流处于不完整状态。</p></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何清理旧的-sessions">如何清理旧的 sessions？<a href="#如何清理旧的-sessions" class="hash-link" aria-label="如何清理旧的 sessions？的直接链接" title="如何清理旧的 sessions？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>清理命令</summary><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 列出 sessions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:session:list</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 删除指定 session</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">rm</span><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">-rf</span><span class="token plain"> .workflow/active/WFS-</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">session-id</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 清理所有已完成 sessions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:clean</span><br></span></code></pre></div></div><p><strong>自动清理：</strong></p><ul>
<li class="">已完成 sessions 会归档到 <code>.workflow/completed/</code></li>
<li class="">旧 sessions（&gt; 30 天）通常可安全删除</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="为什么我的工作流很慢">为什么我的工作流很慢？<a href="#为什么我的工作流很慢" class="hash-link" aria-label="为什么我的工作流很慢？的直接链接" title="为什么我的工作流很慢？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>性能建议</summary><p><strong>可能原因：</strong></p><ol>
<li class="">
<p><strong>代码库很大</strong>：CCW 会分析整个项目</p>
<ul>
<li class=""><strong>建议</strong>：使用 <code>--focus-paths</code> 限制分析范围</li>
</ul>
</li>
<li class="">
<p><strong>依赖很多</strong>：AI 响应慢</p>
<ul>
<li class=""><strong>建议</strong>：用更快的模型（如 Gemini Flash）先做初步分析</li>
</ul>
</li>
<li class="">
<p><strong>任务串行</strong>：在等依赖任务完成</p>
<ul>
<li class=""><strong>建议</strong>：在 <code>plan-verify</code> 中检查依赖关系</li>
</ul>
</li>
<li class="">
<p><strong>网络问题</strong>：访问 AI 服务的 API 慢</p>
<ul>
<li class=""><strong>建议</strong>：检查网络与服务状态</li>
</ul>
</li>
</ol><p><strong>优化示例：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 限制分析范围</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add login&quot;</span><span class="token plain"> --focus-paths src/auth</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 先用更快的模型</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw cli </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">-p</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Quick analysis&quot;</span><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--model</span><span class="token plain"> gemini-2.0-flash </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--mode</span><span class="token plain"> analysis</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 尽量并行</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:execute </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--parallel</span><span class="token plain"> </span><span class="token number" style="color:rgb(247, 140, 108)">4</span><br></span></code></pre></div></div></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何调试工作流问题">如何调试工作流问题？<a href="#如何调试工作流问题" class="hash-link" aria-label="如何调试工作流问题？的直接链接" title="如何调试工作流问题？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>调试工作流</summary><p><strong>开启 debug 日志：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token assign-left variable" style="color:rgb(191, 199, 213)">DEBUG</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">ccw:* ccw workflow:plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;My feature&quot;</span><br></span></code></pre></div></div><p><strong>查看 session 日志：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 查看 session 状态</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">cat</span><span class="token plain"> .workflow/active/WFS-</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain">/workflow-session.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 查看任务进度</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">cat</span><span class="token plain"> .workflow/active/WFS-</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain">/TODO_LIST.md</span><br></span></code></pre></div></div><p><strong>使用 debug 工作流：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw workflow:debug-with-file </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Debug memory leak in connection handler&quot;</span><br></span></code></pre></div></div><p>该工作流会以“假设驱动”的方式调试，并把探索过程文档化。</p></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="集成">集成<a href="#集成" class="hash-link" aria-label="集成的直接链接" title="集成的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="ccw-能否集成到现有的-cicd">CCW 能否集成到现有的 CI/CD？<a href="#ccw-能否集成到现有的-cicd" class="hash-link" aria-label="CCW 能否集成到现有的 CI/CD？的直接链接" title="CCW 能否集成到现有的 CI/CD？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>CI/CD 集成</summary><p>可以。CCW 可用于 CI/CD 流程，例如：</p><p><strong>GitHub Actions 示例：</strong></p><div class="language-yaml codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-yaml codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token punctuation" style="color:rgb(199, 146, 234)">-</span><span class="token plain"> </span><span class="token key atrule">name</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> Run CCW Workflow</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">run</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">|</span><span class="token scalar string" style="color:rgb(195, 232, 141)"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token scalar string" style="color:rgb(195, 232, 141)"> ccw workflow:plan &quot;Implement feature&quot;</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token scalar string" style="color:rgb(195, 232, 141)"> ccw workflow:execute --session WFS-feature</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">env</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">GEMINI_API_KEY</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> $</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"> secrets.GEMINI_API_KEY </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><br></span></code></pre></div></div><p><strong>最佳实践：</strong></p><ul>
<li class="">在 CI 中用 <code>--mode analysis</code> 做代码审查</li>
<li class="">API key 存放在 secrets 管理中</li>
<li class="">在隔离环境中运行工作流</li>
<li class="">归档 sessions 便于审计追踪</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="ccw-支持-monorepo-吗">CCW 支持 monorepo 吗？<a href="#ccw-支持-monorepo-吗" class="hash-link" aria-label="CCW 支持 monorepo 吗？的直接链接" title="CCW 支持 monorepo 吗？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>Monorepo 支持</summary><p>支持。</p><p><strong>面向 workspace 的执行：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 在指定 package 中执行</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add auth to frontend&quot;</span><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--cd</span><span class="token plain"> packages/frontend</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 跨多个 package 执行</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Update API contracts&quot;</span><span class="token plain"> --include-dir packages/api,packages/shared</span><br></span></code></pre></div></div><p><strong>好处：</strong></p><ul>
<li class="">依赖感知的任务分发</li>
<li class="">跨包并行执行</li>
<li class="">共享 session 状态</li>
<li class="">跨 workspace 协同变更</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何从其他工具迁移">如何从其他工具迁移？<a href="#如何从其他工具迁移" class="hash-link" aria-label="如何从其他工具迁移？的直接链接" title="如何从其他工具迁移？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>迁移指南</summary><p><strong>从基础 Git 工作流迁移：</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 之前：手工规划</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">git</span><span class="token plain"> checkout </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">-b</span><span class="token plain"> feature</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># ... manual planning ...</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 之后：用 CCW 做规划</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add feature&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw execute </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--session</span><span class="token plain"> WFS-feature</span><br></span></code></pre></div></div><p><strong>从其他 AI 工具迁移：</strong></p><ul>
<li class="">CCW 提供结构化工作流（而非零散提示）</li>
<li class="">Session 管理（而非依赖聊天记录）</li>
<li class="">多 Agent 协作（而非单一 AI）</li>
<li class="">持久化产物（而非一次性输出）</li>
</ul><p><strong>迁移步骤：</strong></p><ol>
<li class="">安装 CCW：<code>npm install -g @ccw/cli</code></li>
<li class="">初始化：<code>ccw init</code></li>
<li class="">从 Level 2 工作流开始熟悉</li>
<li class="">逐步在更复杂任务中采用更高等级</li>
</ol></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="最佳实践">最佳实践<a href="#最佳实践" class="hash-link" aria-label="最佳实践的直接链接" title="最佳实践的直接链接" translate="no">​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="工作流最佳实践有哪些">工作流最佳实践有哪些？<a href="#工作流最佳实践有哪些" class="hash-link" aria-label="工作流最佳实践有哪些？的直接链接" title="工作流最佳实践有哪些？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>最佳实践</summary><p><strong>1. 先从简单开始</strong></p><ul>
<li class="">使用能满足需求的最低工作流级别</li>
<li class="">不要为简单任务过度工程化</li>
<li class="">随着复杂度增加再升级工作流</li>
</ul><p><strong>2. 先规划再执行</strong></p><ul>
<li class="">有验证步骤就尽量使用</li>
<li class="">执行前先 review 生成的计划</li>
<li class="">根据项目上下文调整任务</li>
</ul><p><strong>3. 持续测试</strong></p><ul>
<li class="">将测试融入工作流</li>
<li class="">关键功能使用 TDD</li>
<li class="">每次迭代后运行测试</li>
</ul><p><strong>4. Review 代码</strong></p><ul>
<li class="">使用内置 review 工作流</li>
<li class="">利用 multi-CLI 获得多视角反馈</li>
<li class="">迭代式合并 review 建议</li>
</ul><p><strong>5. 记录关键决策</strong></p><ul>
<li class="">复杂决策用 brainstorm 工作流</li>
<li class="">保留 session artifacts 便于复盘</li>
<li class="">归档已完成 sessions</li>
</ul><p><strong>6. 维护 session 卫生</strong></p><ul>
<li class="">结束后及时 complete session</li>
<li class="">定期清理旧 sessions</li>
<li class="">归档重要 sessions</li>
</ul></div></div></details>
<h3 class="anchor anchorTargetStickyNavbar_SAay" id="如何最大化-ai-辅助收益">如何最大化 AI 辅助收益？<a href="#如何最大化-ai-辅助收益" class="hash-link" aria-label="如何最大化 AI 辅助收益？的直接链接" title="如何最大化 AI 辅助收益？的直接链接" translate="no">​</a></h3>
<details class="details_B4FW alert alert--info details_SZgV" data-collapsed="true"><summary>Details</summary><div><div class="collapsibleContent_VYua"><summary>AI 最佳实践</summary><p><strong>1. 提示要具体</strong></p><div class="language-text codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-text codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">Bad: &quot;Fix the bug&quot;</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">Good: &quot;Fix the 500 error when users update their profile picture&quot;</span><br></span></code></pre></div></div><p><strong>2. 提供上下文</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add OAuth2&quot;</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--context</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Using Express.js, MongoDB, Passport.js&quot;</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--reference</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Similar to existing Google OAuth implementation&quot;</span><br></span></code></pre></div></div><p><strong>3. 使用 multi-CLI 协作</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 获取多个视角</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw multi-cli-plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Architecture decision&quot;</span><br></span></code></pre></div></div><p><strong>4. 利用 memory</strong></p><div class="language-bash codeBlockContainer_ZGJx theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_kX1v"><pre tabindex="0" class="prism-code language-bash codeBlock_TAPP thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_AdAo"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 基于已有工作继续推进</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">ccw plan </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Continue auth refactor&quot;</span><span class="token plain"> </span><span class="token parameter variable" style="color:rgb(191, 199, 213)">--memory</span><span class="token plain"> WFS-auth-v1</span><br></span></code></pre></div></div><p><strong>5. 选择合适模型</strong></p><ul>
<li class=""><strong>Gemini Flash</strong>：快，适合初步分析</li>
<li class=""><strong>Gemini Pro</strong>：深度推理，适合复杂任务</li>
<li class=""><strong>Codex</strong>：代码 review 与实现（git-aware）</li>
<li class=""><strong>Claude</strong>：文档与复杂推理</li>
</ul></div></div></details>
<h2 class="anchor anchorTargetStickyNavbar_SAay" id="相关文档">相关文档<a href="#相关文档" class="hash-link" aria-label="相关文档的直接链接" title="相关文档的直接链接" translate="no">​</a></h2>
<ul>
<li class=""><a class="" href="/docs/zh/workflows/introduction">工作流介绍</a> - 完整工作流指南</li>
<li class=""><a class="" href="/docs/zh/workflows/faq">工作流 FAQ</a> - 工作流相关问题</li>
<li class=""><a class="" href="/docs/zh/commands/general/ccw">命令参考</a> - 全部命令</li>
</ul>
<hr>
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pagination-nav__link--prev" href="/docs/zh/workflows/level-5-intelligent"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">Level 5: Intelligent</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_TN1Q thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#通用问题" class="table-of-contents__link toc-highlight">通用问题</a><ul><li><a href="#ccw-是什么" class="table-of-contents__link toc-highlight">CCW 是什么？</a></li><li><a href="#系统要求是什么" class="table-of-contents__link toc-highlight">系统要求是什么？</a></li><li><a href="#如何安装-ccw" class="table-of-contents__link toc-highlight">如何安装 CCW？</a></li><li><a href="#ccw-是否免费" class="table-of-contents__link toc-highlight">CCW 是否免费？</a></li><li><a href="#支持哪些编程语言" class="table-of-contents__link toc-highlight">支持哪些编程语言？</a></li></ul></li><li><a href="#工作流选择" class="table-of-contents__link toc-highlight">工作流选择</a><ul><li><a href="#如何选择合适的工作流" class="table-of-contents__link toc-highlight">如何选择合适的工作流？</a></li><li><a href="#main-workflow-与-issue-workflow-有什么区别" class="table-of-contents__link toc-highlight">Main Workflow 与 Issue Workflow 有什么区别？</a></li><li><a href="#什么是最小执行单元minimum-execution-units" class="table-of-contents__link toc-highlight">什么是“最小执行单元”（Minimum Execution Units）？</a></li><li><a href="#各个工作流级别分别适用于什么场景" class="table-of-contents__link toc-highlight">各个工作流级别分别适用于什么场景？</a></li></ul></li><li><a href="#命令使用" class="table-of-contents__link toc-highlight">命令使用</a><ul><li><a href="#工作流命令怎么用" class="table-of-contents__link toc-highlight">工作流命令怎么用？</a></li><li><a href="#lite-execute-与-execute-有什么区别" class="table-of-contents__link toc-highlight">lite-execute 与 execute 有什么区别？</a></li><li><a href="#如何使用-hotfix-模式" class="table-of-contents__link toc-highlight">如何使用 hotfix 模式？</a></li><li><a href="#如何恢复resume一个暂停的-session" class="table-of-contents__link toc-highlight">如何恢复（resume）一个暂停的 session？</a></li></ul></li><li><a href="#ai-模型" class="table-of-contents__link toc-highlight">AI 模型</a><ul><li><a href="#ccw-支持哪些-ai-模型" class="table-of-contents__link toc-highlight">CCW 支持哪些 AI 模型？</a></li><li><a href="#如何配置-api-key" class="table-of-contents__link toc-highlight">如何配置 API Key？</a></li><li><a href="#什么是-multi-cli-协作" class="table-of-contents__link toc-highlight">什么是 multi-CLI 协作？</a></li></ul></li><li><a href="#测试" class="table-of-contents__link toc-highlight">测试</a><ul><li><a href="#如何为存量代码补充测试" class="table-of-contents__link toc-highlight">如何为存量代码补充测试？</a></li><li><a href="#如何修复失败的测试" class="table-of-contents__link toc-highlight">如何修复失败的测试？</a></li><li><a href="#什么是-tdd测试驱动开发" class="table-of-contents__link toc-highlight">什么是 TDD（测试驱动开发）？</a></li></ul></li><li><a href="#故障排查" class="table-of-contents__link toc-highlight">故障排查</a><ul><li><a href="#我的工作流失败了该怎么办" class="table-of-contents__link toc-highlight">我的工作流失败了，该怎么办？</a></li><li><a href="#如何跳过一个失败的任务" class="table-of-contents__link toc-highlight">如何跳过一个失败的任务？</a></li><li><a href="#如何清理旧的-sessions" class="table-of-contents__link toc-highlight">如何清理旧的 sessions？</a></li><li><a href="#为什么我的工作流很慢" class="table-of-contents__link toc-highlight">为什么我的工作流很慢？</a></li><li><a href="#如何调试工作流问题" class="table-of-contents__link toc-highlight">如何调试工作流问题？</a></li></ul></li><li><a href="#集成" class="table-of-contents__link toc-highlight">集成</a><ul><li><a href="#ccw-能否集成到现有的-cicd" class="table-of-contents__link toc-highlight">CCW 能否集成到现有的 CI/CD？</a></li><li><a href="#ccw-支持-monorepo-吗" class="table-of-contents__link toc-highlight">CCW 支持 monorepo 吗？</a></li><li><a href="#如何从其他工具迁移" class="table-of-contents__link toc-highlight">如何从其他工具迁移？</a></li></ul></li><li><a href="#最佳实践" class="table-of-contents__link toc-highlight">最佳实践</a><ul><li><a href="#工作流最佳实践有哪些" class="table-of-contents__link toc-highlight">工作流最佳实践有哪些？</a></li><li><a href="#如何最大化-ai-辅助收益" class="table-of-contents__link toc-highlight">如何最大化 AI 辅助收益？</a></li></ul></li><li><a href="#相关文档" class="table-of-contents__link toc-highlight">相关文档</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">版权 © 2026 CCW。使用 Docusaurus 构建。</div></div></div></footer></div>
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