万字codex使用安装教程全攻略：看这一篇就够了

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文件夹"}]},{"type":"paragraph","attrs":{"id":"91685017-d020-47eb-aea4-4fcaa9882bdb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"Setup Scripts"},{"type":"text","text":"（初始化脚本）： 创建新 worktree 时自动运行。"}]},{"type":"codeBlock","attrs":{"id":"d8b10fc8-44c0-4750-bcde-674fc000ac27","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# .codex/local-env.toml\n[setup]\ncommands = [\n \"npm install\",\n \"npm run build\"\n]\n\n# 平台特定覆盖\n[setup.macos]\ncommands = [\"brew install ffmpeg\"]\n\n[setup.linux]\ncommands = [\"apt-get install ffmpeg\"]"}]},{"type":"paragraph","attrs":{"id":"28677488-4bec-4e0e-b3d0-d64e0a48bd03","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"Actions"},{"type":"text","text":"（快捷操作）： 在 Codex App 顶部栏显示为快捷按钮。"}]},{"type":"codeBlock","attrs":{"id":"15d38698-770d-4943-8968-2e4689713f23","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"[actions]\nrun = \"npm start\"\ntest = \"npm test\"\nlint = \"npm run lint\"\n\n# 带图标的动作\n[actions.deploy]\ncommand = \"npm run deploy\"\nicon = \"rocket\""}]},{"type":"paragraph","attrs":{"id":"861c86aa-7563-4ce5-a250-693805e23517","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"可提交的模板"},{"type":"text","text":"： 将 "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":".codex/local-env.toml"},{"type":"text","text":" 提交到 Git，团队成员共享相同配置。"}]},{"type":"heading","attrs":{"id":"bea28806-06a9-4071-8843-40a512145b98","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.3 CLI（命令行工具）—— 最灵活的形态"}]},{"type":"paragraph","attrs":{"id":"1a19f2d8-cbe0-4e44-8a13-d4d505aff5a3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Codex CLI 是开源的 Rust 程序，功能最完整，适合终端操作和自动化集成。"}]},{"type":"heading","attrs":{"id":"32b2ec6c-a321-4a82-b48c-a47711ae5f84","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.3.1 安装"}]},{"type":"codeBlock","attrs":{"id":"a10f3d0a-6243-4834-bb3e-313ee3d39e6c","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# npm 安装\nnpm install -g @openai/codex\n\n# 升级\nnpm install -g @openai/codex@latest\n\n# 登录\ncodex login\n# 或指定方式\ncodex login --with-api-key"}]},{"type":"paragraph","attrs":{"id":"33b31ecc-ed38-4cd5-a514-77184f75a50c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"平台支持"},{"type":"text","text":"：macOS、Linux、Windows 全平台支持"}]},{"type":"heading","attrs":{"id":"8bc64760-532c-41bf-bd5e-a567db8790ce","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.3.2 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bug\""}]},{"type":"paragraph","attrs":{"id":"ab0915c8-281a-42dd-9f25-4d8d82898640","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"非交互模式（脚本化）"}]},{"type":"codeBlock","attrs":{"id":"db3b7501-0c27-4b2a-a395-34dbe82faaeb","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 执行单个命令，输出 JSON\ncodex exec --json \"分析这个文件\" > result.json\n\n# 输出最后消息到文件\ncodex exec --output-last-message result.txt \"生成报告\"\n\n# 不保存会话（一次性）\ncodex exec --ephemeral \"临时任务\""}]},{"type":"paragraph","attrs":{"id":"aea67615-8415-46de-8767-70a55055b0c6","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"恢复会话"}]},{"type":"codeBlock","attrs":{"id":"677aa649-f992-4561-9bcf-5f52fc1107e9","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 列出所有会话\ncodex resume --all\n\n# 恢复最后一个\ncodex resume --last\n\n# 恢复指定会话\ncodex resume <SESSION_ID>\n\n# Fork 会话到新线程\ncodex fork --last"}]},{"type":"heading","attrs":{"id":"0ee6dbbd-2436-4823-91e3-db91d24ea3e6","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.3.3 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gpt-5-codex"}]},{"type":"paragraph","attrs":{"id":"59c1f95b-b32b-4f3f-ad79-b0dcf3070326","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"推理强度调整"}]},{"type":"codeBlock","attrs":{"id":"66427839-90cf-456a-b702-b674ca803804","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 低强度（快速）\ncodex --config model_reasoning_effort=low \"简单任务\"\n\n# 高强度（深度思考）\ncodex --config model_reasoning_effort=high \"复杂架构设计\""}]},{"type":"paragraph","attrs":{"id":"9f26ef45-d4f8-4cb7-86e0-faf670883bdb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"图片输入"}]},{"type":"codeBlock","attrs":{"id":"07495e7c-5f5a-45d3-acd0-11d364ca36ea","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 单张图片\ncodex -i screenshot.png \"把这个 UI 实现出来\"\n\n# 多张图片\ncodex --image design1.png,design2.png \"对比这两个设计\""}]},{"type":"paragraph","attrs":{"id":"1f3d1092-9243-4785-b0b9-4db4ace7ca51","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"代码审查"}]},{"type":"codeBlock","attrs":{"id":"5efc6f27-fc9c-4b96-bb87-4c2d720922cd","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 交互模式内执行\n/review\n\n# 审查特定提交\n/review against main\n\n# 审查未提交的更改\n/review uncommitted"}]},{"type":"paragraph","attrs":{"id":"6b5fc246-8daa-44eb-9486-e209df78c7d8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"网页搜索"}]},{"type":"codeBlock","attrs":{"id":"cb51f8c4-934a-424b-9ea7-d7f15248925e","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 实时搜索（需要 full access）\ncodex --search \"查找最新的 React 19 文档\"\n\n# 或通过配置\ncodex --config web_search=live \"搜索最新信息\""}]},{"type":"paragraph","attrs":{"id":"e30c40db-f04b-4769-8f58-e7c1cc58988e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"多智能体（实验性）"}]},{"type":"codeBlock","attrs":{"id":"977abfa1-4b18-4f06-aba9-8e3104ded34d","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 启用多智能体\ncodex --enable multi_agent \"并行处理这个大型项目\""}]},{"type":"paragraph","attrs":{"id":"e62bf2e2-471f-41b6-a48b-bc55bd5e6c04","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"MCP 管理"}]},{"type":"codeBlock","attrs":{"id":"b2810610-6944-4251-9dcf-29206a8de31c","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 添加 MCP 服务器\ncodex mcp add context7 -- npx -y @upstash/context7-mcp\n\n# 列出所有 MCP\ncodex mcp list\n\n# 移除 MCP\ncodex mcp remove context7"}]},{"type":"heading","attrs":{"id":"4389bf2b-008f-4c97-afa9-9f383f6f30a1","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.3.4 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| low | medium | high | xhigh\nmodel_reasoning_effort = \"high\"\n\n# 推理摘要详细程度：auto | concise | detailed | none\nmodel_reasoning_summary = \"detailed\"\n\n# 输出详细程度：low | medium | high\nmodel_verbosity = \"medium\"\n\n# 自动压缩上下文阈值（token 数）\nmodel_auto_compact_token_limit = 32000"}]},{"type":"paragraph","attrs":{"id":"898dc804-e5ad-4e7e-9f9e-4fbda9d8554a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"审批与沙盒"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"b177ec45-ebff-4a56-8749-d0bfda344646","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 审批策略：untrusted | on-request | never\n# untrusted: 需要确认所有操作\n# on-request: 需要确认外部/网络访问\n# never: 全自动（谨慎使用）\napproval_policy = \"on-request\"\n\n# 沙盒模式：read-only | workspace-write | danger-full-access\nsandbox_mode = \"workspace-write\"\n\n# workspace-write 的额外配置\n[sandbox_workspace_write]\nwritable_roots = [\"/tmp\", \"/var/log\"]\nnetwork_access = true"}]},{"type":"paragraph","attrs":{"id":"037a7b15-f752-4c27-8e1e-f5cd5b07d3a5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"网页搜索"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"8d2b7fd6-fc47-4ee0-8dfa-423dd0a30192","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 搜索模式：disabled | cached | live\nweb_search = \"cached\"\n\n# cached: 使用缓存结果（默认，速度快）\n# live: 实时搜索（需要更多权限）\n# disabled: 关闭搜索"}]},{"type":"paragraph","attrs":{"id":"ebe1a2f6-3be3-4df7-a711-4e9dcc9ead68","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"通知设置"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"3b78ef75-ea9b-4dde-9899-863da6e7293d","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 通知方式\nnotify = [\"osx\", \"slack\"]\n\n# TUI 通知配置\n[tui]\nnotifications = true\nnotification_method = \"osc9\" # osc9 | bel | 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服务器"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"3f8bc43b-a3d1-4550-bb8f-c588729c8411","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"[mcp_servers.context7]\ncommand = \"npx\"\nargs = [\"-y\", \"@upstash/context7-mcp\"]\n\n[mcp_servers.figma]\nurl = \"https://mcp.figma.com/mcp\"\nbearer_token_env_var = \"FIGMA_OAUTH_TOKEN\"\n\n# MCP 详细配置\n[mcp_servers.github]\ncommand = \"npx\"\nargs = [\"-y\", \"@github/mcp-server\"]\nenabled = true\nrequired = false # 启动失败不阻断\nstartup_timeout_sec = 30\ntool_timeout_sec = 120\nenv = { GITHUB_TOKEN = \"${GITHUB_TOKEN}\" 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\"implementer.toml\""}]},{"type":"paragraph","attrs":{"id":"4ddeed2c-5380-4190-a328-06d58c19e5de","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"Skills"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"e557e4e1-6004-48ed-826e-d64f05388e5d","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"[skills.config]\npath = \"/path/to/custom-skill\"\nenabled = true"}]},{"type":"paragraph","attrs":{"id":"97983de6-c67d-4d97-b907-9b47a3245191","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"Profile 配置"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"070a7d84-fdcf-469c-a75e-6e8309c83db0","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 默认使用的 profile\nprofile = \"work\"\n\n[profiles.work]\nmodel = \"gpt-5-codex\"\nmodel_reasoning_effort = \"high\"\nweb_search = \"live\"\n\n[profiles.personal]\nmodel = \"gpt-5.3-codex\"\nmodel_reasoning_effort = \"medium\"\napproval_policy = \"never\""}]},{"type":"heading","attrs":{"id":"fb79a1ce-1dbd-4ac3-9694-65216add9342","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.6.3 项目级配置"}]},{"type":"paragraph","attrs":{"id":"adf459eb-5a4b-44b5-be3f-a129663012ac","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"在项目根目录创建 "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":".codex/config.toml"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"39a01e4a-d241-4104-8a77-7a6fd79faf3a","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 项目特定配置\nmodel = \"gpt-5.3-codex\"\napproval_policy = \"on-request\"\n\n# 项目特定说明（注入到每次会话）\ndeveloper_instructions = \"\"\"\n这是一个 Python 项目，使用 FastAPI 框架。\n请始终使用 async/await 模式。\n测试使用 pytest。\n\"\"\""}]},{"type":"paragraph","attrs":{"id":"9975074f-729e-4922-82e1-8b5611cd88b4","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"AGENTS.md 支持"},{"type":"text","text":"： 在项目根目录创建 "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":"AGENTS.md"},{"type":"text","text":"，Codex 会自动读取作为项目说明："}]},{"type":"codeBlock","attrs":{"id":"2f56d385-1fa9-4fe8-ac41-7f44c680e13d","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 项目说明\n\n## 架构\n- 使用 Clean Architecture\n- 领域层在 src/domain/\n- 应用层在 src/application/\n\n## 编码规范\n- 所有函数必须有类型注解\n- 使用 black 格式化\n- 提交前运行 pre-commit\n\n## 测试\n- 单元测试：pytest tests/unit/\n- 集成测试：pytest tests/integration/"}]},{"type":"heading","attrs":{"id":"9779fafa-1728-4ba7-a994-28bbbaf32c21","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.6.4 管理员配置（requirements.toml）"}]},{"type":"paragraph","attrs":{"id":"2ab61d4f-9727-42fa-ad81-1e7eac8ee707","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"企业环境可创建 "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":"requirements.toml"},{"type":"text","text":" 强制执行安全策略："}]},{"type":"codeBlock","attrs":{"id":"3d4a9def-6d0e-489f-9d49-aa7efce16186","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 允许的审批策略\nallowed_approval_policies = [\"on-request\", \"never\"]\n\n# 允许的最大沙盒权限\nallowed_sandbox_modes = [\"read-only\", \"workspace-write\"]\n\n# 允许的网页搜索模式\nallowed_web_search_modes = [\"disabled\", \"cached\"]\n\n# 允许的 MCP 服务器白名单\n[mcp_servers.allowed]\ncontext7 = { identity = { command = \"npx -y @upstash/context7-mcp\" } }\n\n# 命令规则\n[rules]\nprefix_rules = [\n {\n pattern = [{ token = \"rm\" }, { token = \"-rf\" }],\n decision = \"forbidden\",\n justification = \"禁止强制删除文件\"\n }\n]"}]},{"type":"heading","attrs":{"id":"82722207-c855-43f5-8408-05a3190249aa","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.6.5 完整配置示例"}]},{"type":"codeBlock","attrs":{"id":"0c26b0d5-795b-4094-87be-1dd693841b94","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"#:schema https://developers.openai.com/codex/config-schema.json\n\n# === 基础配置 ===\nmodel = \"gpt-5.3-codex\"\nmodel_reasoning_effort = \"high\"\nmodel_verbosity = \"medium\"\n\n# === 安全设置 ===\napproval_policy = \"on-request\"\nsandbox_mode = \"workspace-write\"\n\n# === 功能配置 ===\nweb_search = \"cached\"\n\n[features]\nmulti_agent = false\nshell_tool = true\n\n# === MCP 服务器 ===\n[mcp_servers.context7]\ncommand = \"npx\"\nargs = [\"-y\", \"@upstash/context7-mcp\"]\n\n[mcp_servers.playwright]\ncommand = \"npx\"\nargs = [\"-y\", \"@executeautomation/playwright-mcp-server\"]\n\n# === 通知 ===\n[tui]\nnotifications = true\nanimations = true\n\n# === 历史记录 ===\n[history]\npersistence = \"save-all\"\nmax_bytes = 104857600\n\n# === Profile ===\n[profiles.fast]\nmodel = \"gpt-5-codex\"\nmodel_reasoning_effort = \"low\"\n\n[profiles.deep]\nmodel = \"gpt-5.3-codex\"\nmodel_reasoning_effort = \"xhigh\"\napproval_policy = \"on-request\""}]},{"type":"heading","attrs":{"id":"3c592e2e-632c-45c0-9f0f-2bf9b1a417b3","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"2.7 如何选择合适的形态"}]},{"type":"paragraph","attrs":{"id":"a6e84f85-8113-4484-930e-21001baead06","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"决策树"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"b88b460c-c8e0-44a1-9629-e2805391bc60","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"你是 macOS (Apple Silicon) 用户？\n├── 是 → 需要并行处理多个任务？\n│ ├── 是 → 使用 Codex App\n│ └── 否 → 喜欢终端操作？\n│ ├── 是 → 使用 CLI\n│ └── 否 → 使用 Codex App\n└── 否 → 使用 VS Code/Cursor？\n ├── 是 → 使用 IDE 扩展\n └── 否 → 需要脚本化/CI 集成？\n ├── 是 → 使用 CLI\n └── 否 → 使用 Web 版或 CLI"}]},{"type":"paragraph","attrs":{"id":"007c3378-f31f-4c60-8812-66dd8f34fa72","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"组合使用建议"},{"type":"text","text":"："}]},{"type":"paragraph","attrs":{"id":"1f51ae35-26be-468b-ac92-edb2a4103df0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"table","attrs":{"id":"d7752a1b-28ff-4434-9500-1ede828e0fb1","isHoverDragHandle":false},"content":[{"type":"tableRow","content":[{"type":"tableHeader","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px; background: var(--GBK09A); color: var(--GBK02A);"},"content":[{"type":"paragraph","attrs":{"id":"40166145-464e-45ea-a1a6-f3b3c58f1993","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"场景"}]}]},{"type":"tableHeader","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px; background: var(--GBK09A); color: var(--GBK02A);"},"content":[{"type":"paragraph","attrs":{"id":"cd87ac4c-183c-41a3-88a7-e68affa48083","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"推荐组合"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"ca969d6a-264a-40a7-9de3-51e38864a610","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"主力开发"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"a5d4b85f-8115-42fd-bfb8-144b01e8d979","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"App（主力）+ IDE 扩展（快速编辑）"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"90ae0811-b12a-4e1b-a12f-2a7ab5bc4105","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"团队协作"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"6fc71be9-7adc-4e6f-b293-d6355eed6708","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Cloud（后台任务）+ App（代码审查）"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"bd73e606-10f9-41f3-b812-b54fac43c78c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"CI/CD 集成"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"9e5823a2-18fd-4d9e-8394-c819b8afeaa1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"CLI（自动化脚本）+ Cloud（并行测试）"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"7c325623-b162-4cdc-9b14-077379c571b7","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"快速原型"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"48ec25df-c47a-4ae4-8208-b4c5a187da9c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"IDE 扩展（实时迭代）"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"288bf18e-6678-45e5-93c9-9771d7e905e5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"大型重构"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":"border: 1px solid var(--GBK08A); height: 24px; padding: 0px;"},"content":[{"type":"paragraph","attrs":{"id":"14aaccdd-634d-4b93-9f9c-2f5837bf90f4","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"App（Worktree 隔离）+ Cloud（长时间运行）"}]}]}]}]},{"type":"paragraph","attrs":{"id":"c2b5e921-f2be-4660-a695-b758eb1412de","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"horizontalRule","attrs":{"id":"6d4b60f0-5130-4bc4-909f-ac0543f3e653","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"32f84a07-9e1e-454f-8703-42c17a06afa4","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第三章：提示词工程——如何让 Codex 听懂你的需求"}]},{"type":"heading","attrs":{"id":"caff8562-845d-4983-b2d5-99b3d58c7c23","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"3.1 好提示词 vs 烂提示词"}]},{"type":"paragraph","attrs":{"id":"69507325-5446-4428-b706-ebcc4101db68","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"烂提示词"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"f8375ea4-a2ed-47ec-9747-299aef69e633","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"帮我写个程序"}]},{"type":"paragraph","attrs":{"id":"6809bc6e-1305-4dd6-acf2-4c3aad4014c2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"好提示词"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"b5c9b754-4837-4161-8ea6-6d21b98335fd","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"用 Python 写一个异步 HTTP 客户端，支持：\n1. GET/POST/PUT/DELETE 方法\n2. 超时控制（默认 30 秒）\n3. 自动重试（最多 3 次，指数退避）\n4. 请求/响应日志\n5. 使用 aiohttp 库，不要用 requests"}]},{"type":"heading","attrs":{"id":"ff0f22e2-6b7f-479f-b87d-c1bb5b28040c","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"3.2 提示词公式"}]},{"type":"blockquote","attrs":{"id":"9d65c6c3-b185-430e-98d6-2a9a2886dca1","textAlign":"inherit","isHoverDragHandle":false},"content":[{"type":"paragraph","attrs":{"id":"1a06517e-0da6-4bc3-a777-28be950ebfd8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"},{"type":"italic"}],"text":"目标 + 技术栈 + 输入输出 + 约束条件 + 质量要求 = 完美提示词"}]}]},{"type":"paragraph","attrs":{"id":"4932f66a-f254-4ecd-9d82-0dac572cf536","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"拆解示例"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"673fea24-2656-4f96-9ec7-835275d9d7e3","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"【目标】写一个批量处理 Excel 文件的工具\n【技术栈】Python + pandas + openpyxl\n【输入】./input 目录下的所有 .xlsx 文件\n【输出】汇总到 summary.xlsx，生成 report.txt\n【约束】\n - 只读取每个文件的 B 列\n - 跳过空文件并记录日志\n - 处理大文件时分块读取\n【质量要求】\n - 添加类型注解\n - 每个函数有文档字符串\n - 异常处理要具体\n\n"}]},{"type":"heading","attrs":{"id":"2557fa43-62ed-479f-b2ce-3f7a41dbfdb3","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"3.3 迭代式提问"}]},{"type":"paragraph","attrs":{"id":"3a79b03e-7ec5-423c-a9d4-4252571608f5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Codex 支持多轮对话，善用追问："}]},{"type":"paragraph","attrs":{"id":"27a3f081-22cd-4f8a-9005-df98683ef3cf","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第一轮"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"7738c867-b82f-4a26-a50a-538fd509fd6a","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"写一个 FastAPI 用户认证接口"}]},{"type":"paragraph","attrs":{"id":"b55dc3dc-d62a-4149-ad74-63a449955e4b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第二轮"},{"type":"text","text":"（发现缺少 JWT）："}]},{"type":"codeBlock","attrs":{"id":"ef3374e4-457c-427d-a2ef-8c01f587811e","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"加上 JWT token 生成和验证，用 HS256 算法"}]},{"type":"paragraph","attrs":{"id":"4fba30f2-afd2-4a4c-a0be-455fd273ad41","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第三轮"},{"type":"text","text":"（添加刷新机制）："}]},{"type":"codeBlock","attrs":{"id":"2d1d390c-b53c-4a94-a23b-63cf05b7fcae","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"再添加 refresh token 机制，access token 15 分钟过期，refresh token 7 天"}]},{"type":"paragraph","attrs":{"id":"9eda4159-8640-40ff-ad6a-f8f72b56644d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第四轮"},{"type":"text","text":"（添加速率限制）："}]},{"type":"codeBlock","attrs":{"id":"806f880f-2265-45d1-9530-a2fd1bf9d84c","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"登录接口需要速率限制，每分钟最多 10 次请求"}]},{"type":"heading","attrs":{"id":"0325d727-7af1-4e6b-9676-b9b2098ed5b7","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"3.4 让 Codex 解释代码"}]},{"type":"paragraph","attrs":{"id":"dab54d19-8066-4a2e-8430-387bbada8ff2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"遇到看不懂的代码，直接问："}]},{"type":"codeBlock","attrs":{"id":"83d55ea0-0009-4f51-a4b5-0175eed49a8a","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"请逐行解释这段代码的逻辑，特别是：\n1. 这个装饰器的作用是什么\n2. 为什么这里要用异步\n3. 异常处理的覆盖范围"}]},{"type":"heading","attrs":{"id":"f5129582-2d34-40ce-b31d-fd16ec2bdb02","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"3.5 调试技巧"}]},{"type":"paragraph","attrs":{"id":"f0e6a349-a97d-48f3-8233-c88aaca9d62e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"代码报错了？直接复制错误信息："}]},{"type":"codeBlock","attrs":{"id":"625b5fe5-bfb3-4c1d-b9d2-0d5f3157568a","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"代码运行报错：\n\n```\nTraceback (most recent call last):\n File \"main.py\", line 42, in <module>\n result = process_data(data)\n File \"main.py\", line 28, in process_data\n return data.groupby('category').sum()\n File \"/venv/lib/python3.10/site-packages/pandas/core/groupby/groupby.py\", line 1234, in sum\n return self._agg_general()\nValueError: No numeric types to aggregate\n```\n\n数据文件格式：\n```csv\nid,category,value\n1,A,100\n2,B,200\n```\n\n帮我分析问题原因并修复"}]},{"type":"horizontalRule","attrs":{"id":"d0f9f253-2099-410e-b18a-fb7aa5f47c79","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"45dc5eb3-d861-4c2c-9187-a938ca6cf88d","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第四章：实战——用 Codex 构建生产级工具"}]},{"type":"heading","attrs":{"id":"131a2664-eb77-426c-a383-a2b1b8ea70b5","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"4.1 项目一：API 监控服务"}]},{"type":"paragraph","attrs":{"id":"94ee2205-6818-4608-bdba-e30699a1ad3d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"需求"},{"type":"text","text":"："}]},{"type":"bulletList","attrs":{"id":"85e0f638-a6d1-4ea7-82b1-d0859cb98f76","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"43235cf0-aefb-4a99-aad1-958561b13b5f"},"content":[{"type":"paragraph","attrs":{"id":"347bcdfc-e544-4591-986e-db1045b9c11f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 监控 50+ API 端点的可用性"}]}]},{"type":"listItem","attrs":{"id":"7a7cf720-2dba-4b9b-8ab6-e068c31d7229"},"content":[{"type":"paragraph","attrs":{"id":"7e238ca3-8e7e-4983-a3c0-bf19016bc986","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 每 5 分钟检查一次"}]}]},{"type":"listItem","attrs":{"id":"4dbdd3a5-2555-4529-bc13-32288a05fb81"},"content":[{"type":"paragraph","attrs":{"id":"de7dc713-08e4-43c4-a0c0-19f265c2ad64","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 异常时发送 Slack 通知"}]}]},{"type":"listItem","attrs":{"id":"e4f18539-b0fd-4454-ae27-2fed161c8f87"},"content":[{"type":"paragraph","attrs":{"id":"665f0c64-f953-41f4-8528-a9be17327969","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 历史数据存入 PostgreSQL"}]}]},{"type":"listItem","attrs":{"id":"64ea7278-1357-4603-bddf-f2b316f34989"},"content":[{"type":"paragraph","attrs":{"id":"116a513b-0d64-4dec-87c9-ac51e44f88c6","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 提供 Web 仪表板查看状态"}]}]}]},{"type":"paragraph","attrs":{"id":"094f1846-86bb-4c9e-86d7-c1ef631a5839","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"提示词"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"5c33cd8f-c95b-4c69-94e2-2f528264bfe9","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"设计一个 API 监控系统，技术栈：\n- Python + FastAPI（后端）\n- PostgreSQL（数据存储）\n- React + Recharts（前端仪表板）\n- APScheduler（定时任务）\n- Slack SDK（通知）\n\n功能需求：\n1. API 端点管理（CRUD）\n2. 定时健康检查（HTTP GET，记录响应时间和状态码）\n3. 异常告警（连续 3 次失败发送 Slack）\n4. 历史数据查询接口\n5. Web 仪表板（显示当前状态、响应时间图表、告警历史）\n\n请先给出：\n1. 项目结构设计\n2. 数据库 schema\n3. 核心模块代码框架"}]},{"type":"paragraph","attrs":{"id":"d9bf66d6-71df-4f9a-84d4-0ff1f50f4d6e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"Codex 会输出"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"de0d8b97-f1de-4aba-8a92-09981ea1f581","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"project/\n├── app/\n│ ├── main.py # FastAPI 入口\n│ ├── models.py # SQLAlchemy 模型\n│ ├── schemas.py # Pydantic 模型\n│ ├── api/ # API 路由\n│ │ ├── endpoints.py\n│ │ └── deps.py\n│ ├── services/ # 业务逻辑\n│ │ ├── monitor.py # 监控服务\n│ │ └── notifier.py # 通知服务\n│ └── db/ # 数据库配置\n├── frontend/ # React 前端\n├── scheduler.py # 定时任务\n├── config.py # 配置管理\n└── requirements.txt"}]},{"type":"paragraph","attrs":{"id":"3fe1ab25-df78-4302-b6b3-4b93f28e65c2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"然后逐步实现每个模块。"}]},{"type":"heading","attrs":{"id":"9289f49f-f49a-4c8e-95fe-4dfb54843fe0","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"4.2 项目二：数据管道自动化"}]},{"type":"paragraph","attrs":{"id":"caf30fd4-ddcb-4e07-81c6-766bca76eb15","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"需求"},{"type":"text","text":"："}]},{"type":"bulletList","attrs":{"id":"146ad45f-59ea-4dd5-8a46-3a550fc3409d","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"f00501d8-9b12-4156-9e67-c184952c0cbc"},"content":[{"type":"paragraph","attrs":{"id":"c8a2f98e-03e8-4416-af2e-cc33e8fc7331","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 每天从 S3 拉取原始数据"}]}]},{"type":"listItem","attrs":{"id":"94310bf8-a297-4591-b4e1-e41fc6c65a0c"},"content":[{"type":"paragraph","attrs":{"id":"d8b70c42-6680-40a5-861e-0efbaf69cc4e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 执行数据清洗和转换"}]}]},{"type":"listItem","attrs":{"id":"e4c08785-a2ae-4bdf-8701-e0f4907145ee"},"content":[{"type":"paragraph","attrs":{"id":"c486d2df-b19a-49a8-bbac-d47c772e0527","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 加载到数据仓库"}]}]},{"type":"listItem","attrs":{"id":"48af27fa-63e7-49ba-8421-d5379885d1a4"},"content":[{"type":"paragraph","attrs":{"id":"26def93a-dca3-40e1-810a-005c3ef1563e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 生成质量报告"}]}]},{"type":"listItem","attrs":{"id":"944ebd0f-33d9-434d-a96c-448a53154788"},"content":[{"type":"paragraph","attrs":{"id":"e6dc5c74-5019-4d3a-9f05-4c406db99283","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 失败时重试并通知"}]}]}]},{"type":"paragraph","attrs":{"id":"0afd2f86-2a27-43ef-aa81-797459bbd0b0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"提示词框架"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"32d5464e-e0c7-4a34-a387-311f092c8e82","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"构建一个 ETL 数据管道，使用：\n- Python + Apache Airflow（编排）\n- boto3（S3 访问）\n- pandas（数据处理）\n- SQLAlchemy（数据加载）\n\n数据流：\nS3 (raw) → 清洗 → 转换 → PostgreSQL (analytics)\n\n请实现：\n1. Airflow DAG 定义\n2. 数据处理任务\n3. 错误处理和重试机制\n4. 数据质量检查"}]},{"type":"heading","attrs":{"id":"600ff062-412c-4a4e-aef0-3f7fef53b6ef","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"4.3 项目三：CLI 工具开发"}]},{"type":"paragraph","attrs":{"id":"345a4066-f26a-4970-98f4-f06af72c11b3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"需求"},{"type":"text","text":"："}]},{"type":"bulletList","attrs":{"id":"cc661518-80c0-4a05-a4ef-b300ca51c49f","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"e90cf4aa-342d-43cc-bd90-12e10d9be697"},"content":[{"type":"paragraph","attrs":{"id":"3278b0ec-7953-411f-8dea-0b6365130625","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 内部使用的命令行工具"}]}]},{"type":"listItem","attrs":{"id":"869a06da-da45-47a6-95b0-3f8002735dc1"},"content":[{"type":"paragraph","attrs":{"id":"9b4b3b89-979f-4e61-8556-af36ed69cd7f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 支持多个子命令"}]}]},{"type":"listItem","attrs":{"id":"e08c769b-b0d4-46de-94d2-357663641c8c"},"content":[{"type":"paragraph","attrs":{"id":"3318285f-2a6b-4003-9c45-c8b48b7d4592","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 配置文件管理"}]}]},{"type":"listItem","attrs":{"id":"d1a99859-91b8-4a8c-8e5f-57527f10f1b7"},"content":[{"type":"paragraph","attrs":{"id":"9aba3105-3560-4406-8e64-2e94cdc5eb23","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 进度条和日志"}]}]}]},{"type":"paragraph","attrs":{"id":"692b16dd-ebf1-4c9b-8c68-ed8ff8d64296","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"提示词示例"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"e39a8e9a-f6cf-4b4f-b8eb-9a322ac4d9a4","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"用 Python 的 Click 库写一个 CLI 工具，包含以下命令：\n\ndeploy:\n - 从配置读取部署目标\n - 打包项目\n - SCP 上传到服务器\n - 执行远程部署脚本\n\nconfig:\n - 初始化配置文件\n - 编辑配置\n - 验证配置\n\nlogs:\n - 拉取远程日志\n - 支持 grep 过滤\n - 实时 tail 模式\n\n要求：\n- 使用 rich 库美化输出\n- 添加 --dry-run 选项\n- 支持 verbose 模式\n\n"}]},{"type":"horizontalRule","attrs":{"id":"9b9df970-f622-486c-9b54-dd311bd0e39f","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"9a9d18e8-0ee5-4865-b8ad-d7e72b82f566","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"第五章：进阶技巧"}]},{"type":"heading","attrs":{"id":"49eb103b-53e8-41d8-94d1-62300b7e8f46","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"5.1 自定义 Rules"}]},{"type":"paragraph","attrs":{"id":"b2f6eddf-d9d2-4689-a72f-79abdec651e5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Codex 支持自定义规则，让它遵循特定的编码规范。"}]},{"type":"paragraph","attrs":{"id":"18bc79e9-1d85-47cc-b64e-ae50bfc98da3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"创建规则文件"},{"type":"text","text":"："},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":"~/.codex/rules/default.rules"}]},{"type":"codeBlock","attrs":{"id":"01c29b90-a9f7-4768-92bb-d60632e7ec59","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"# 规则示例：始终使用 async/await\n\nrule async_first:\n when: \"用户请求编写 I/O 相关代码\"\n then: \"优先使用异步实现\"\n priority: high\n\n# 规则示例：添加类型注解\n\nrule type_annotations:\n when: \"生成 Python 代码\"\n then: \"所有函数必须有类型注解\"\n priority: medium\n\n# 规则示例：添加错误处理\n\nrule error_handling:\n when: \"生成可能失败的代码\"\n then: \"必须包含 try-except 和具体错误处理\"\n priority: high"}]},{"type":"heading","attrs":{"id":"77430e0f-c37d-43be-869a-343a80a9411a","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"5.2 使用 Skills 扩展能力"}]},{"type":"paragraph","attrs":{"id":"ac935384-1620-4315-b917-3698e10b3f0e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Skills 是 Codex 的插件系统，可以封装特定的工作流程。"}]},{"type":"paragraph","attrs":{"id":"9f6d5fe4-934e-42ed-8c4a-f42211bdb41a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"内置 Skills"},{"type":"text","text":"："}]},{"type":"bulletList","attrs":{"id":"c464922c-e021-4b4b-b05e-014eff9dc97c","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"e156f46d-9eda-4e08-bb36-6df44eb72f2f"},"content":[{"type":"paragraph","attrs":{"id":"ee78a758-f33a-46d6-8e53-ae9d79956486","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":"skill-creator"},{"type":"text","text":" - 帮助创建新 skill"}]}]},{"type":"listItem","attrs":{"id":"dc9fcbd8-6e6f-4735-942f-b9d84027a5fb"},"content":[{"type":"paragraph","attrs":{"id":"50df29af-46e5-4079-9314-70af5c548352","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":"plan"},{"type":"text","text":" - 项目规划"}]}]}]},{"type":"paragraph","attrs":{"id":"1e6785ba-5fb5-4b14-a58d-277be6de6a4d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"安装更多 Skills"},{"type":"text","text":"："}]},{"type":"codeBlock","attrs":{"id":"844c9849-fdb2-45de-8d52-74a57c708dbb","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"$skill-installer install <skill-name>"}]},{"type":"paragraph","attrs":{"id":"9442e98a-3cb5-496a-9f03-6f33be283ecd","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}},{"type":"bold"}],"text":"调用方式"},{"type":"text","text":"："}]},{"type":"bulletList","attrs":{"id":"25b7e252-beac-4a8e-95a9-76ed5539b1b4","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"c46f1127-7e30-4fa7-91c2-b6a4d577dc41"},"content":[{"type":"paragraph","attrs":{"id":"3ccb97af-15bc-43dd-a30c-3fff6e3828d2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"• 显式："},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"","background":""}}],"text":"/skills <skill-name>"},{"type":"text","text":" 或 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