> ## Documentation Index
> Fetch the complete documentation index at: https://docs.devin.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# 使用场景

<div style={{ maxWidth: '1600px', margin: '0 auto', padding: '0 16px' }}>
  <div style={{ textAlign: 'center', padding: '48px 0 32px' }}>
    <h1 className="gallery-page-title">从你可以用 Devin 构建的项目中获取灵感</h1>
    <p className="gallery-page-subtitle">浏览覆盖各类工程工作流的实用示例。每个用例都附带可立即试用的提示词。</p>
  </div>

  <div id="category-filters" style={{ display: 'flex', flexWrap: 'wrap', gap: '8px', marginBottom: '12px', justifyContent: 'center' }}>
    <button className="gallery-chip active" data-category="全部">全部</button>
    <button className="gallery-chip" data-category="事件响应">事件响应</button>
    <button className="gallery-chip" data-category="迁移">迁移</button>
    <button className="gallery-chip" data-category="功能开发">功能开发</button>
    <button className="gallery-chip" data-category="数据与分析">数据与分析</button>
    <button className="gallery-chip" data-category="项目管理">项目管理</button>
    <button className="gallery-chip" data-category="自动化">自动化</button>
    <button className="gallery-chip" data-category="代码质量">代码质量</button>
    <button className="gallery-chip" data-category="Devin 优化">Devin 优化</button>
  </div>

  <div id="feature-filters" style={{ display: 'flex', flexWrap: 'wrap', gap: '6px', marginBottom: '24px', alignItems: 'center', justifyContent: 'center' }}>
    <span className="gallery-features-label">功能：</span>
    <button className="gallery-feature-chip" data-feature="integrations">集成</button>
    <button className="gallery-feature-chip" data-feature="api">API</button>
    <button className="gallery-feature-chip" data-feature="schedules">调度</button>
    <button className="gallery-feature-chip" data-feature="advanced">高级功能</button>
    <button className="gallery-feature-chip" data-feature="playbooks">运行手册</button>
    <button className="gallery-feature-chip" data-feature="mcp">MCP</button>
    <button className="gallery-feature-chip" data-feature="skills">技能</button>
  </div>

  <div id="gallery-grid" style={{ display: 'grid', gridTemplateColumns: 'repeat(5, 1fr)', gap: '16px', paddingBottom: '48px' }}>
    <a className="gallery-card group" href="/zh/use-cases/gallery/linear-bug-triage-automation" data-category="Project Management" data-features="integrations,playbooks" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="热门">★</span>
        <span className="gallery-card-cat" data-cat="Project Management">项目管理</span>
        <span className="gallery-card-title">通过 Linear 自动分级处理 Bug</span>
        <span className="gallery-card-desc">一旦在 Linear 中应用标签，Devin 会立即自动排查这些 Bug。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span><span className="gallery-tag">操作手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-sentry-remediation" data-category="Automations" data-features="schedules,mcp" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="热门">★</span>
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">每日修复 Sentry 错误</span>
        <span className="gallery-card-desc">周期性会话，每晚拉取新的 Sentry 错误，并在早晨打开修复 PR (拉取请求) 。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">计划任务</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/api-datadog-alert-investigation" data-category="Incident Response" data-features="api,mcp" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="热门">★</span>
        <span className="gallery-card-cat" data-cat="Incident Response">事件响应</span>
        <span className="gallery-card-title">自动调查 Datadog 告警</span>
        <span className="gallery-card-desc">将 PagerDuty 或 Datadog 告警接入 Devin，由 Devin 自动进行事件调查。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/api-pagerduty-postmortem" data-category="Incident Response" data-features="api,mcp" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="热门">★</span>
        <span className="gallery-card-cat" data-cat="Incident Response">事件响应</span>
        <span className="gallery-card-title">自动生成事故复盘报告</span>
        <span className="gallery-card-desc">当 PagerDuty 事故结束后，Devin 会起草一份结构化的复盘报告，包含时间线、根因和后续行动项。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/test-coverage-playbook" data-category="Code Quality" data-features="playbooks" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="热门">★</span>
        <span className="gallery-card-cat" data-cat="代码质量">代码质量</span>
        <span className="gallery-card-title">为你的支付服务添加单元测试</span>
        <span className="gallery-card-desc">构建一套支付处理测试编写指南，覆盖收费流程、退款和 Webhook。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">实践手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/implement-openapi-endpoints" data-category="Feature Development" data-features="" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="热门">★</span>
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">基于 OpenAPI 规范实现 Bookings API</span>
        <span className="gallery-card-desc">只需将 YAML 规范交给 Devin，就能获得完整实现的 Express 路由处理函数、Zod 验证和 Supertest 集成测试——并遵循您现有代码库的模式。</span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/api-sentry-auto-triage" data-category="Incident Response" data-features="api,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="事件响应">事件响应</span>
        <span className="gallery-card-title">自动分级处理 Sentry 错误</span>
        <span className="gallery-card-desc">将 Sentry webhook 接入 Devin API，自动分级处理每个新的生产环境错误。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/fix-bug-from-report" data-category="Incident Response" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Incident Response">事件响应</span>
        <span className="gallery-card-title">端到端调试缺陷报告</span>
        <span className="gallery-card-desc">将包含 Datadog 日志和数据库访问权限的缺陷报告交给 Devin，进行根因分析。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/parallelize-migration" data-category="Migrations" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Migrations">迁移</span>
        <span className="gallery-card-title">将 50 个文件从 REST 迁移到 GraphQL</span>
        <span className="gallery-card-desc">规划一个包含 50 个文件的 REST 到 GraphQL 迁移，将其拆分为无冲突的工作包，并行执行。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级功能</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/migration-playbook-from-docs" data-category="Migrations" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Migrations">迁移</span>
        <span className="gallery-card-title">创建从 React 18 升级到 19 的行动手册</span>
        <span className="gallery-card-desc">将官方 React 19 升级指南拆解为分阶段的行动手册，并映射到你的代码库。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级功能</span><span className="gallery-tag">行动手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/mongodb-to-postgres-migration" data-category="Migrations" data-features="playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Migrations">迁移</span>
        <span className="gallery-card-title">从 MongoDB 迁移到 Postgres</span>
        <span className="gallery-card-desc">将文档架构转换为关系表结构，重写查询、迁移数据，并完成端到端验证。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/implement-feature-from-spec" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="功能开发">功能开发</span>
        <span className="gallery-card-title">构建 Stripe Checkout 支付流程</span>
        <span className="gallery-card-desc">将结账规范交给 Devin，即可得到包含 Stripe 集成、测试和浏览器验证的完整支付流程。</span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/containerize-application" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">将 Django 应用 Docker 化并集成 Postgres 和 Redis</span>
        <span className="gallery-card-desc">Devin 为 Django、Postgres 和 Redis 编写多阶段 Dockerfile 和 docker-compose.yml 配置文件，并验证整个技术栈能够正常运行。</span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/figma-design-implementation" data-category="Feature Development" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">从 Figma 到像素级还原的代码</span>
        <span className="gallery-card-desc">接入 Figma MCP，让 Devin 从你的设计稿中构建组件。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/build-internal-tool" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">构建团队带薪休假 (PTO) 管理工具</span>
        <span className="gallery-card-desc">描述你需要的工具，Devin 会端到端地为你构建、测试并完成验证。</span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/add-i18n-support" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">为 Next.js 应用添加日语和西班牙语</span>
        <span className="gallery-card-desc">Devin 安装 next-i18next，将字符串提取到 locale 文件中，并在浏览器中验证三种语言是否正常工作。</span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/investigate-codebase-ask-devin" data-category="Feature Development" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">端到端追踪 Stripe 支付流程</span>
        <span className="gallery-card-desc">在编写代码前，使用 Ask Devin 理清 Stripe 结账流程涉及的每个文件。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/repository-skills" data-category="Feature Development" data-features="skills">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">在每个迁移 PR 中强制执行迁移检查清单</span>
        <span className="gallery-card-desc">构建一个仓库技能，用于检测破坏性操作，并在每个迁移 PR 中校验架构变更。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">技能</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/skill-local-testing" data-category="Feature Development" data-features="skills">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">功能开发</span>
        <span className="gallery-card-title">在每次 PR 之前捕捉界面视觉回归</span>
        <span className="gallery-card-desc">一个仓库技能，可在打开拉取请求 (PR) 之前，对每个受影响的页面进行截图，并标记布局问题。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">技能</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/dana-slack-data-analyst" data-category="Data & Analytics" data-features="integrations,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Data & Analytics">数据与分析</span>
        <span className="gallery-card-title">在 Slack 中执行临时数据查询</span>
        <span className="gallery-card-desc">在任意 Slack 频道中输入 /dana，用自然英文查询你的数据库。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/customer-metrics-dana" data-category="Data & Analytics" data-features="integrations,playbooks,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Data & Analytics">数据与分析</span>
        <span className="gallery-card-title">Slack 中的客户健康概览</span>
        <span className="gallery-card-desc">使用 Dana 和剧本，从您的数据库中提取客户账户指标。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span><span className="gallery-tag">剧本</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/build-usage-dashboard" data-category="Data & Analytics" data-features="api">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Data & Analytics">数据与分析</span>
        <span className="gallery-card-title">构建自定义 API 使用仪表盘</span>
        <span className="gallery-card-desc">Devin 提供了内置的仪表盘，但如果你需要自定义指标，可以让 Devin 基于 v3 API 构建一个专属仪表盘。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/prd-to-tickets" data-category="Project Management" data-features="integrations,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="项目管理">项目管理</span>
        <span className="gallery-card-title">将 PRD 转化为冲刺任务单</span>
        <span className="gallery-card-desc">让 Devin 基于 Notion 中的 PRD，为每个工作包生成范围清晰的 Linear 工单。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/bulk-plan-backlog" data-category="Project Management" data-features="integrations,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Project Management">项目管理</span>
        <span className="gallery-card-title">批量规划工单待办</span>
        <span className="gallery-card-desc">在 Linear 中多选工单，并获取带置信度评分的实施计划。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span><span className="gallery-tag">Playbook 模板</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/custom-playbook-linear-macro" data-category="Project Management" data-features="integrations,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Project Management">项目管理</span>
        <span className="gallery-card-title">从 Linear 自动生成 API 文档</span>
        <span className="gallery-card-desc">创建一个文档运行手册，将其同步为 Linear 标签，并通过给工单添加该标签来生成文档。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span><span className="gallery-tag">运行手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/api-github-actions-ci-fix" data-category="Automations" data-features="api">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">自动修复失败的 CI 流水线</span>
        <span className="gallery-card-desc">添加一个调用 Devin 的 GitHub Action，自动修复 PR 中失败的 CI。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/api-webhook-custom-ticketing" data-category="Automations" data-features="api,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">通过 Webhook 自动处理工单</span>
        <span className="gallery-card-desc">通过 webhook 与会话之间的桥接，将任意工单系统接入 Devin。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">运行手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/api-scheduled-sessions" data-category="Automations" data-features="api,schedules,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">每晚在 staging 环境运行端到端 (E2E) 测试</span>
        <span className="gallery-card-desc">安排 Devin 每晚在 staging 环境运行端到端测试套件，并为失败自动创建工单。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">计划任务</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-dependency-updates" data-category="Automations" data-features="schedules">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">每周依赖更新 PR</span>
        <span className="gallery-card-desc">安排一个每周任务，用于查找过时的包、运行测试，并创建升级 PR。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">定时任务</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-datadog-health-digest" data-category="Automations" data-features="schedules,mcp,integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">每日 Datadog 运行状况摘要</span>
        <span className="gallery-card-desc">每日定时扫描 Datadog，查找错误，并将运行状况摘要发送到 Slack。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">计划任务</span><span className="gallery-tag">MCP</span><span className="gallery-tag">集成</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-weekly-changelog" data-category="Automations" data-features="schedules,integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">PR 每周变更日志</span>
        <span className="gallery-card-desc">将合并后的 PR 整理成分类变更日志，并在每周五发布到 Slack。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">定时任务</span><span className="gallery-tag">集成</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/design-system-violation-scanner" data-category="Automations" data-features="schedules,integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化流程</span>
        <span className="gallery-card-title">每日设计系统审计</span>
        <span className="gallery-card-desc">设置 Devin 扫描已合并的 PR，并标记硬编码颜色和缺失的设计令牌。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">计划任务</span><span className="gallery-tag">集成</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-feature-flag-removal" data-category="Automations" data-features="schedules">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">在发布后清理功能开关</span>
        <span className="gallery-card-desc">安排一次性任务，在发布后移除某个功能开关及其死代码。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">计划任务</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-notion-status-updates" data-category="Automations" data-features="schedules,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">Notion 每周状态汇总</span>
        <span className="gallery-card-desc">预先设置的 Devin 每周会将最近的 PR 和提交汇总到一个 Notion 状态页面中。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">计划任务</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/granola-post-call-processing" data-category="Automations" data-features="schedules,mcp,playbooks,advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">自动化</span>
        <span className="gallery-card-title">每次通话后自动创建 PR</span>
        <span className="gallery-card-desc">Devin 每小时轮询一次 Granola，查找新会议，从转录内容中提取工程任务，并启动子会话来编写 PR。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">计划任务</span><span className="gallery-tag">MCP</span><span className="gallery-tag">Playbooks</span><span className="gallery-tag">高级功能</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/devin-review-autofix" data-category="Code Quality" data-features="integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Code Quality">代码质量</span>
        <span className="gallery-card-title">在合并前自动修复 PR 缺陷</span>
        <span className="gallery-card-desc">Devin 会审查每个拉取请求 (PR) ，并自动将缺陷修复推送到对应分支。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">集成</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/refactor-module" data-category="Code Quality" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Code Quality">代码质量</span>
        <span className="gallery-card-title">将单体式 Express 路由拆分为按领域划分的路由</span>
        <span className="gallery-card-desc">Devin 将一个 2,000 行的 Express 路由拆分为按领域划分的路由文件，并使用共享中间件。</span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/analyze-session-acu-efficiency" data-category="Devin Optimization" data-features="advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">将一个功能提示词的消耗从 42 ACU 降到 12 ACU</span>
        <span className="gallery-card-desc">逐步分析一个分页会话，其 ACU 消耗是预期的 3 倍，找出三个根本原因，并重写提示词。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级 Devin</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/batch-3-agents-best-solution" data-category="Devin Optimization" data-features="advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">用三种竞速策略优化结账延迟</span>
        <span className="gallery-card-desc">让 3 个并行会话与缓慢的结账 API 竞速——每个会话尝试一种不同的优化策略，最后将效果最佳的方案上线。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级 Devin</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/batch-test-coverage" data-category="Devin Optimization" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">一夜之内测试 8 个未测试模块</span>
        <span className="gallery-card-desc">在夜间启动 8 个并行会话，编写单元测试并在早上前提交 PR。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级 Devin</span><span className="gallery-tag">Playbooks 手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/batch-parallel-research" data-category="Devin Optimization" data-features="advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">为你的技术栈评估 30 个日志库</span>
        <span className="gallery-card-desc">分别为每个库运行一次会话，对其价格、性能和 SDK 质量打分，并生成排序对比结果。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级 Devin</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/create-playbook-from-session" data-category="Devin Optimization" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">将一次生产环境热修复沉淀为操作手册</span>
        <span className="gallery-card-desc">从一次成功的故障应对会话中提取关键步骤，整理为可复用的热修复操作手册。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Devin 高阶用法</span><span className="gallery-tag">操作手册</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/improve-playbook-from-sessions" data-category="Devin Optimization" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">修复偶发失败的数据库迁移 Playbook</span>
        <span className="gallery-card-desc">你的 db-migration Playbook 一遇到外键就报错。把会话链接喂给 Devin，让它帮你补上这些漏洞。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">高级能力</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/scheduled-knowledge-maintenance" data-category="Devin Optimization" data-features="schedules,advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">每周 Knowledge 去重与清理</span>
        <span className="gallery-card-desc">在每周一安排一次 Devin 会话，用于梳理建议、合并重复项并解析冲突。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">日程安排</span><span className="gallery-tag">高级功能</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/zh/use-cases/gallery/learn-about-devin" data-category="Devin Optimization" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin 优化</span>
        <span className="gallery-card-title">生成团队专属的 Devin 入门指南</span>
        <span className="gallery-card-desc">Devin 会阅读自身文档，并生成根据你团队的技术栈和工作流程定制的入门指南。</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>
  </div>

  <div id="gallery-empty" className="hidden" style={{ textAlign: 'center', padding: '64px 0', color: '#71717a' }}>没有符合筛选条件的用例。</div>
</div>

<script src="/gallery-filters.js" />