[{"data":1,"prerenderedAt":4177},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-cline":8,"alt-list-cline":667},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":16,"body":23,"category":569,"chinese_friendly":570,"cover":571,"description":572,"domestic":573,"extension":574,"faq":575,"free":591,"github":525,"languages":592,"lastVerified":595,"meta":596,"models":597,"navigation":591,"notSuitable":603,"opensource":591,"path":607,"pillar":608,"platforms":609,"priceTable":613,"pricing":626,"published":627,"relatedPlaybooks":628,"relatedReviews":631,"score":635,"self_host":591,"seo":637,"seoTitle":638,"slug":639,"sources":640,"stem":649,"suitable":650,"tagline":656,"tags":657,"updated":664,"verdict":665,"website":517,"__hash__":666},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md","Cline",[12,13,14,15],"coding\u002Fcli\u002Froo-code","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fclaude-code","coding\u002Fide\u002Fcursor",[17,18,19,20,21,22],"openai","anthropic","openrouter","bedrock","vertex","ollama",{"type":24,"value":25,"toc":551},"minimark",[26,31,53,56,59,91,94,97,152,157,168,172,178,183,220,223,227,238,242,245,249,259,262,397,400,462,466,473,476,507,510,541],[27,28,30],"h2",{"id":29},"tldr","TL;DR",[32,33,38,50],"div",{"className":34},[35,36,37],"card","p-5","my-4",[39,40,41,45,46,49],"p",{},[42,43,44],"strong",{},"一句话："," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[42,47,48],{},"BYOK 模式 + Plan-then-Act 工作流 + 每步审批 + 最大 MCP 生态","，定位为「谨慎派」的标杆。",[39,51,52],{},"不订阅、不抽成，你直接付 API 钱；成本敏感的人可以接 DeepSeek V4 Pro（输入 $0.435 \u002F 1M token），把月费压到 Cursor 的几分之一。",[27,54,55],{"id":55},"它到底是个什么",[39,57,58],{},"Cline（原名 Claude Dev）是 VS Code 扩展商店里的开源 AI Agent。和 Cursor \u002F Trae 这种独立 IDE 不同，它就是个插件，你装上就用：",[60,61,62,69,75,85],"ul",{},[63,64,65,68],"li",{},[42,66,67],{},"形态","：VS Code 右侧栏开一个 Cline 面板，输入任务 → Plan → Act → 每步审批 → 直到完成。",[63,70,71,74],{},[42,72,73],{},"模型","：完全 BYOK（Bring Your Own Key）。OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek \u002F Qwen 全支持。",[63,76,77,80,81,84],{},[42,78,79],{},"MCP","：原生支持 MCP 协议，并维护一个",[42,82,83],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[63,86,87,90],{},[42,88,89],{},"开源","：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[39,92,93],{},"它和 Roo Code 共享同一个祖宗（Claude Dev），2024 分叉之后各走各路。Cline 更社区驱动（MCP Marketplace 是社区维护，Star 数高），Roo Code 更产品驱动（自带 Cloud Agents、Team Policy）。",[27,95,96],{"id":96},"价格",[98,99,100,115],"table",{},[101,102,103],"thead",{},[104,105,106,110,112],"tr",{},[107,108,109],"th",{},"档位",[107,111,96],{},[107,113,114],{},"说明",[116,117,118,130,141],"tbody",{},[104,119,120,124,127],{},[121,122,123],"td",{},"插件本体",[121,125,126],{},"免费",[121,128,129],{},"Apache-2.0 开源",[104,131,132,135,138],{},[121,133,134],{},"BYOK",[121,136,137],{},"按 API 计费",[121,139,140],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[104,142,143,146,149],{},[121,144,145],{},"Cline Teams",[121,147,148],{},"询价",[121,150,151],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[39,153,154],{},[42,155,156],{},"真实成本范例（参考）：",[60,158,159,162,165],{},[63,160,161],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[63,163,164],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[63,166,167],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[27,169,171],{"id":170},"真实任务实测基于公开素材归纳","真实任务实测（基于公开素材归纳）",[173,174,175],"blockquote",{},[39,176,177],{},"来源说明：以下场景为 Cline GitHub 文档与 Qodo \u002F Serenities AI 评测的工作流归纳。",[179,180,182],"h3",{"id":181},"任务-1让-cline-在陌生代码库里加-feature","任务 1：让 Cline 在陌生代码库里加 feature",[184,185,186,189,207,213],"ol",{},[63,187,188],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[63,190,191,194,195,199,200,199,203,206],{},[42,192,193],{},"Plan 阶段","：Cline 先读 ",[196,197,198],"code",{},"package.json"," + ",[196,201,202],{},"app.js",[196,204,205],{},"routes\u002F","，列出需要新建\u002F修改的文件",[63,208,209,212],{},[42,210,211],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[63,214,215,216,219],{},"完成后跑 ",[196,217,218],{},"npm test"," 验证",[39,221,222],{},"第一次用会觉得\"怎么这么多次点击\"，但在不熟悉的代码库里这就是安全网。",[179,224,226],{"id":225},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[39,228,229,230,233,234,237],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[196,231,232],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[196,235,236],{},"deepseek-coder","。同样任务从月费 $50 降到 $10 量级。质量略低于 Claude Sonnet 4.6，但对常规改动够用。",[179,239,241],{"id":240},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[39,243,244],{},"Cline 面板 → MCP Marketplace → 装 Postgres MCP server → 配 connection string → 让 AI 直接查表、改 schema、跑 migration。这是 Cursor 也能做但生态没这么丰富的部分。",[27,246,248],{"id":247},"上手-5-分钟","上手 5 分钟",[250,251,257],"pre",{"className":252,"code":254,"language":255,"meta":256},[253],"language-text","1. 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IDE",[121,297,298],{},"终端",[104,300,301,303,306,308,311],{},[121,302,89],{},[121,304,305],{},"Apache-2.0",[121,307,305],{},[121,309,310],{},"闭源",[121,312,310],{},[104,314,315,317,320,322,325],{},[121,316,134],{},[121,318,319],{},"✅",[121,321,319],{},[121,323,324],{},"部分",[121,326,327],{},"❌",[104,329,330,333,336,339,342],{},[121,331,332],{},"默认审批",[121,334,335],{},"每步",[121,337,338],{},"可配置",[121,340,341],{},"Accept All",[121,343,338],{},[104,345,346,349,355,358,361],{},[121,347,348],{},"MCP 生态",[121,350,351,354],{},[42,352,353],{},"最大","（Marketplace）",[121,356,357],{},"中",[121,359,360],{},"中（注册表 200+）",[121,362,357],{},[104,364,365,368,371,374,377],{},[121,366,367],{},"团队功能",[121,369,370],{},"Cline Teams（询价）",[121,372,373],{},"Cloud Team $99\u002F月",[121,375,376],{},"Teams $40\u002F用户\u002F月",[121,378,379],{},"Claude Team",[104,381,382,385,388,391,394],{},[121,383,384],{},"适合",[121,386,387],{},"谨慎派 + BYOK",[121,389,390],{},"Mode 切换重度 + Cloud Agent",[121,392,393],{},"GUI 全能",[121,395,396],{},"终端硬核",[27,398,399],{"id":399},"避坑清单",[184,401,402,408,422,432,438,444],{},[63,403,404,407],{},[42,405,406],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[63,409,410,413,414,417,418,421],{},[42,411,412],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[196,415,416],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[196,419,420],{},"\u002Fv1"," 会 404。",[63,423,424,427,428,431],{},[42,425,426],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[196,429,430],{},".clineignore"," 排除 node_modules \u002F dist。",[63,433,434,437],{},[42,435,436],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[63,439,440,443],{},[42,441,442],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[63,445,446,449,450,453,454,457,458,461],{},[42,447,448],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[196,451,452],{},"&&"," \u002F ",[196,455,456],{},"$HOME"," 等可能失败，配置改 ",[196,459,460],{},"terminal.integrated.defaultProfile.windows","。",[27,463,465],{"id":464},"适合-不适合","适合 \u002F 不适合",[39,467,468,469,472],{},"✅ BYOK 派（用 DeepSeek \u002F Qwen \u002F Ollama 压成本）；对 AI 自主性谨慎的人；需要大 MCP 生态；VS Code 用户；企业合规场景。",[470,471],"br",{},"\n❌ 嫌弃配置的人；需要 GUI Composer 体验；想要订阅制固定月费的人。",[27,474,475],{"id":475},"相关阅读",[60,477,478,486,493],{},[63,479,480,481],{},"配套 playbook：",[482,483,485],"a",{"href":484},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[63,487,488,489],{},"同分类：",[482,490,492],{"href":491},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[63,494,495,496,499,500,499,504],{},"替代品：",[482,497,275],{"href":498},"\u002Fcoding\u002Fcli\u002Froo-code.html"," · ",[482,501,503],{"href":502},"\u002Fcoding\u002Fcli\u002Faider.html","Aider",[482,505,281],{"href":506},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[27,508,509],{"id":509},"来源",[60,511,512,520,527,534],{},[63,513,514,515],{},"官网：",[482,516,517],{"href":517,"rel":518},"https:\u002F\u002Fcline.bot",[519],"nofollow",[63,521,522,523],{},"GitHub：",[482,524,525],{"href":525,"rel":526},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[519],[63,528,529,530],{},"Roo Code vs Cline（Serenities AI 2026）：",[482,531,532],{"href":532,"rel":533},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[519],[63,535,536,537],{},"Roo Code vs Cline（Qodo 2025-12）：",[482,538,539],{"href":539,"rel":540},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[519],[173,542,543],{},[39,544,545,546,550],{},"本卡片由 AIHO 编辑部根据以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[482,547,549],{"href":548},"mailto:hello@aiho.net","反馈邮箱"," 反馈更新。",{"title":256,"searchDepth":552,"depth":552,"links":553},3,[554,556,557,558,563,564,565,566,567,568],{"id":29,"depth":555,"text":30},2,{"id":55,"depth":555,"text":55},{"id":96,"depth":555,"text":96},{"id":170,"depth":555,"text":171,"children":559},[560,561,562],{"id":181,"depth":552,"text":182},{"id":225,"depth":552,"text":226},{"id":240,"depth":552,"text":241},{"id":247,"depth":555,"text":248},{"id":261,"depth":555,"text":261},{"id":399,"depth":555,"text":399},{"id":464,"depth":555,"text":465},{"id":475,"depth":555,"text":475},{"id":509,"depth":555,"text":509},"cli",4,"\u002Fimg\u002Ftools\u002Fcline.webp","Cline 真实评测：原名 Claude Dev，Apache-2.0 开源 VS Code 扩展，58k+ stars，社区驱动的 MCP Marketplace；BYOK 模式接任意 LLM，Plan-then-Act 工作流 + 每步审批，安全感是最大卖点。",false,"md",[576,579,582,585,588],{"q":577,"a":578},"Cline 和 Roo Code 什么关系？","Roo Code 是 Cline 的 fork。两者共享祖宗 Claude Dev，2024 年分叉后各走各路：Cline 更社区驱动（MCP Marketplace 是社区维护），Roo Code 更产品驱动（自带 Cloud Agents、团队 Policy）。两个都 Apache-2.0，可同时装。",{"q":580,"a":581},"Cline 必须用 Claude 吗？","不必。BYOK 设计，OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek API 都能配。默认推荐 Claude Sonnet 4.6（autonomous coding 准确率最高），成本敏感场景上 DeepSeek V4 Pro（输入 $0.435 \u002F 输出 $0.87 per 1M token）。",{"q":583,"a":584},"Plan-then-Act 是什么？","Cline 接到任务后先 plan（列出要改的文件 + 命令 + 浏览器操作），再 act（每步执行前要你点 approve）。和 Cursor Composer 的 Accept All 不同——Cline 默认更谨慎，更适合不熟悉的代码库。",{"q":586,"a":587},"MCP Marketplace 是什么？","Cline 自带的 MCP server 市集，社区维护。装 server 后 AI 就能调那个外部工具（比如 Postgres \u002F Notion \u002F Stripe \u002F 自建 API）。截至 2026 已有数百个 MCP server。",{"q":589,"a":590},"国内能用吗？","插件本身没限制。模型 API 走国内厂商（DeepSeek \u002F Qwen \u002F Doubao）直连无需代理，走 Claude \u002F OpenAI 需稳定代理。",true,[593,594],"zh","en","2026-08-02",{},[598,599,600,601,602],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",[604,605,606],"嫌弃配置的人（API key、模型、参数都要自己设）","需要 GUI 多文件 Composer 体验的人（Cline 更线性）","想要订阅制（每月固定成本）的人","\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","coding",[610,611,612],"windows","macos","linux",[614,618,623],{"plan":123,"price":126,"limit":615,"cn_pay":616,"note":617},"Apache-2.0 开源，VS Code Marketplace 安装","—","0 厂商抽成",{"plan":619,"price":137,"limit":620,"cn_pay":621,"note":622},"BYOK 模式","接 OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek 等","看 API 厂商","完全自主成本",{"plan":145,"price":624,"limit":151,"cn_pay":616,"note":625},"$30\u002F用户\u002F月起（询价）","企业合规档","插件免费 \u002F BYOK 按 API 计费 \u002F Cline Teams 含 SSO+RBAC","2026-06-18",[629,630],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[632,633,634],"aider-deep-review","claude-code-deep-review","cline-deep-review",{"power":570,"ux":570,"price":636,"cn_support":570,"stability":570},5,{"title":10,"description":572},"Cline 评测 2026：开源 VS Code AI 编程 Agent，MCP 协议支持","coding\u002Fcli\u002Fcline",[641,643,645,647],{"title":642,"url":525},"Cline GitHub",{"title":644,"url":517},"Cline 官网",{"title":646,"url":532},"Roo Code vs Cline（Serenities AI 2026）",{"title":648,"url":539},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[651,652,653,654,655],"BYOK 派（用 DeepSeek \u002F Qwen \u002F 自部署模型压成本）","对 AI 自主性紧张的人（每步审批模式可见性强）","需要 MCP 生态扩展（GitHub \u002F Database \u002F Slack 等）","VS Code 用户（不想换编辑器）","企业合规场景（开源 + 可审计）","VS Code 里的开源 AI Agent 插件，BYOK + MCP Marketplace",[658,659,660,661,662,663],"agent","vscode-plugin","opensource","byok","mcp-marketplace","plan-act","2026-06-24","BYOK 派的标杆。装在 VS Code 里、连任意 API、每步审批、行为可控、MCP 生态最大；适合谨慎派、企业合规场景，以及想用 DeepSeek \u002F Qwen 压成本的人。","oRJIQhZKuMOf86j1KCHDCs2OqsiBhupeoW_gtFbOYyo",[668,1304,2315,3573],{"id":669,"title":275,"alternatives":670,"api_compatible":673,"body":677,"category":569,"chinese_friendly":552,"cover":1235,"description":1236,"domestic":573,"extension":574,"faq":1237,"free":591,"github":1250,"languages":1251,"lastVerified":595,"meta":1252,"models":1253,"navigation":591,"notSuitable":1253,"opensource":591,"path":1254,"pillar":608,"platforms":1255,"priceTable":1258,"pricing":1276,"published":1277,"relatedPlaybooks":1278,"relatedReviews":1253,"score":1280,"self_host":591,"seo":1281,"seoTitle":1282,"slug":12,"sources":1283,"stem":1294,"suitable":1253,"tagline":1295,"tags":1296,"updated":664,"verdict":1301,"website":1302,"__hash__":1303},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code.md",[639,671,672,15],"coding\u002Fagent\u002Fcontinue","coding\u002Fagent\u002Fopenhands",[674,675,676],"Anthropic","OpenAI","Google",{"type":24,"value":678,"toc":1223},[679,681,684,687,690,759,761,787,792,796,801,824,829,852,855,884,887,1072,1075,1128,1130,1159,1161,1186,1188],[27,680,30],{"id":29},[39,682,683],{},"Roo Code 是 Cline 早期 fork 出来走 power-user 路线的 VS Code 智能体——Apache 2.0 + BYOK + 每周多次发布 + 多模式（Code \u002F Architect \u002F Ask \u002F Debug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes + Auto-Approve。GitHub 23.8K Star、1.55M VS Code 安装、300+ 活跃贡献者。OSS 完全免费（你自付 LLM tokens），Cloud Team $99\u002F月 加团队策略 + remote agents。",[39,685,686],{},"适合：想要 Cursor-style 自治 + 完全透明 + 无供应商锁定的 solo \u002F 小团队；多步重构 \u002F 多文件改动用 Boomerang Tasks 混合模型省 token；偏好开源 + 本地 Ollama 隐私。不适合：要严格 human-in-the-loop（Cline 的 Plan\u002FAct 更稳）；要 JetBrains 原生（Cline 有，Roo 只有实验桥接）；不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot 更省心）。",[27,688,689],{"id":689},"核心能力",[60,691,692,698,704,710,716,722,727,733,739,747,753],{},[63,693,694,697],{},[42,695,696],{},"Agentic Loop","：Thought → Plan → Act → Observe 递归循环，错了自动读 stderr + 重试",[63,699,700,703],{},[42,701,702],{},"多模式","：Code（写代码）\u002F Architect（设计）\u002F Ask（解释）\u002F Debug（修问题），可在 sub-task 切换",[63,705,706,709],{},[42,707,708],{},"Boomerang Tasks","：主任务派发 sub-task 到不同 mode + 不同模型，并行 \u002F 串行混合",[63,711,712,715],{},[42,713,714],{},"Custom Modes","：自定义 system prompt + 工具集 + 模型，团队级共享",[63,717,718,721],{},[42,719,720],{},"Auto-Approve","：连续执行不打断（高风险 → 配白名单）",[63,723,724,726],{},[42,725,134],{},"：Anthropic \u002F OpenAI \u002F Google \u002F DeepSeek \u002F xAI \u002F Mistral \u002F OpenRouter \u002F Ollama 本地",[63,728,729,732],{},[42,730,731],{},"完整透明","：每步 prompt \u002F cost \u002F context usage 可见",[63,734,735,738],{},[42,736,737],{},"MCP 支持","：继承 Cline MCP 协议，工具 \u002F 数据源 \u002F 自定义服务器",[63,740,741,746],{},[42,742,743],{},[196,744,745],{},".rooignore","：限制 AI 可见文件，敏感目录可排除",[63,748,749,752],{},[42,750,751],{},"本地优先","：Ollama \u002F vLLM 局域网模型，air-gapped 可用",[63,754,755,758],{},[42,756,757],{},"Cloud","：task 存储 + 协作 + remote agent + 团队策略",[27,760,96],{"id":96},[60,762,763,769,775,781],{},[63,764,765,768],{},[42,766,767],{},"OSS","：$0（Apache 2.0）；你自付 LLM API",[63,770,771,774],{},[42,772,773],{},"Cloud Free","：$0 + 云端基础",[63,776,777,780],{},[42,778,779],{},"Cloud Team","：$99\u002F月 + remote agents + 团队治理",[63,782,783,786],{},[42,784,785],{},"Enterprise","：Custom + SSO + 审计 + 私有部署",[173,788,789],{},[39,790,791],{},"实际成本 = 0（OSS）+ LLM 调用费。Boomerang 混合模型策略下，月度账单可比单跑 Claude Opus 省 50–70%。",[27,793,795],{"id":794},"实测solo-5-人小团队-typescript-全栈","实测（solo + 5 人小团队 \u002F TypeScript 全栈）",[39,797,798],{},[42,799,800],{},"亮点：",[60,802,803,806,809,812,818,821],{},[63,804,805],{},"每周多次发布，新特性来得快，社区驱动感强",[63,807,808],{},"Boomerang Tasks 重构整目录时效率拉满：Architect Opus 出方案 → Code DeepSeek 实现 → Debug Sonnet 验",[63,810,811],{},"自定义 Modes 把团队风格固化，新人接手新仓库 30 分钟上手",[63,813,814,815,817],{},"Auto-Approve + ",[196,816,745],{}," 配好后 80% 任务零打断",[63,819,820],{},"BYOK 透明度极高：每个 prompt \u002F cost \u002F context 都可看，比 Cursor 黑盒强",[63,822,823],{},"Ollama + Qwen2.5 Coder 本地跑离线场景 OK",[39,825,826],{},[42,827,828],{},"踩坑：",[60,830,831,834,837,840,843,846,849],{},[63,832,833],{},"每周快速发布 = 偶发回归，生产仓库别盲跟 latest",[63,835,836],{},"Auto-Approve 不配白名单可能误删 \u002F 误覆盖（必须先 commit）",[63,838,839],{},"多模式切换初学者会 confused，文档要花时间读",[63,841,842],{},"JetBrains 只有实验桥接（要 JetBrains 原生用 Cline）",[63,844,845],{},"模型 BYOK 配置门槛比 Cursor 高",[63,847,848],{},"Boomerang 并行多 sub-agent 时 token 烧得快，要监控",[63,850,851],{},"中文 prompt 表现尚可但 system prompt 仍英文最佳",[27,853,854],{"id":854},"上手",[184,856,857,863,866,869,875,881],{},[63,858,859,860,862],{},"VS Code → Extensions → 搜 ",[196,861,275],{}," 安装",[63,864,865],{},"设置 → Provider → 添加 Anthropic \u002F OpenAI \u002F Google \u002F OpenRouter \u002F Ollama API Key",[63,867,868],{},"选默认 Mode（Code）→ 在侧边栏对话框写需求",[63,870,871,872,874],{},"启用 Auto-Approve（先 commit！）+ 配 ",[196,873,745],{}," 限制范围",[63,876,877,878],{},"多步任务用 Boomerang：在 prompt 写 ",[196,879,880],{},"start a subtask in architect mode to plan, then code mode to implement",[63,882,883],{},"团队：上 Cloud Team → 共享 Custom Modes + remote agents",[27,885,886],{"id":886},"对比",[98,888,889,904],{},[101,890,891],{},[104,892,893,895,897,899,901],{},[107,894,270],{},[107,896,275],{},[107,898,10],{},[107,900,278],{},[107,902,903],{},"Continue",[116,905,906,921,938,954,971,986,1001,1016,1032,1045,1058],{},[104,907,908,911,914,916,919],{},[121,909,910],{},"协议",[121,912,913],{},"Apache 2.0",[121,915,913],{},[121,917,918],{},"商业",[121,920,913],{},[104,922,923,926,929,932,935],{},[121,924,925],{},"GitHub Star",[121,927,928],{},"23.8K",[121,930,931],{},"57.9K",[121,933,934],{},"–",[121,936,937],{},"19K+",[104,939,940,943,946,949,951],{},[121,941,942],{},"安装量",[121,944,945],{},"1.55M VS Code",[121,947,948],{},"4M+ VS+JB",[121,950,934],{},[121,952,953],{},"高",[104,955,956,959,962,965,968],{},[121,957,958],{},"架构",[121,960,961],{},"多模式 + Boomerang",[121,963,964],{},"Plan\u002FAct 两阶段",[121,966,967],{},"内置 IDE",[121,969,970],{},"Chat + Edit",[104,972,973,976,979,981,984],{},[121,974,975],{},"多 agent",[121,977,978],{},"✅ Boomerang",[121,980,327],{},[121,982,983],{},"✅ Composer",[121,985,327],{},[104,987,988,991,993,995,998],{},[121,989,990],{},"自定义 Modes",[121,992,319],{},[121,994,327],{},[121,996,997],{},"Cursor Rules",[121,999,1000],{},"Slash Commands",[104,1002,1003,1006,1009,1012,1014],{},[121,1004,1005],{},"JetBrains",[121,1007,1008],{},"实验桥接",[121,1010,1011],{},"✅ 原生",[121,1013,327],{},[121,1015,319],{},[104,1017,1018,1021,1024,1027,1030],{},[121,1019,1020],{},"发布节奏",[121,1022,1023],{},"每周多次",[121,1025,1026],{},"月级稳定",[121,1028,1029],{},"月级",[121,1031,1029],{},[104,1033,1034,1036,1038,1041,1043],{},[121,1035,720],{},[121,1037,319],{},[121,1039,1040],{},"可选",[121,1042,319],{},[121,1044,934],{},[104,1046,1047,1049,1052,1054,1056],{},[121,1048,134],{},[121,1050,1051],{},"✅ 完全",[121,1053,1051],{},[121,1055,324],{},[121,1057,319],{},[104,1059,1060,1062,1065,1068,1070],{},[121,1061,79],{},[121,1063,1064],{},"✅ 继承",[121,1066,1067],{},"✅ 一等",[121,1069,319],{},[121,1071,319],{},[27,1073,1074],{"id":1074},"避坑",[60,1076,1077,1083,1092,1098,1104,1110,1116,1122],{},[63,1078,1079,1082],{},[42,1080,1081],{},"快速发布回归风险","：生产仓库别用 latest，pin 一个稳定版本季度升级",[63,1084,1085,1088,1089,1091],{},[42,1086,1087],{},"Auto-Approve 必白名单","：",[196,1090,745],{}," + git clean 状态 + commit 习惯 = 三道防线",[63,1093,1094,1097],{},[42,1095,1096],{},"Boomerang token 失控","：sub-agent 并行烧得快，月预算告警",[63,1099,1100,1103],{},[42,1101,1102],{},"多模式学习成本","：先用 Code 一种跑顺再加 Architect\u002FDebug",[63,1105,1106,1109],{},[42,1107,1108],{},"MCP 服务器质量参差","：装第三方 server 看 review + 沙盒",[63,1111,1112,1115],{},[42,1113,1114],{},"shell 工具权限","：危险命令（rm -rf \u002F dd）要在 settings 里拉黑",[63,1117,1118,1121],{},[42,1119,1120],{},"JetBrains 用户","：要原生体验请走 Cline；实验桥接稳定性还在演进",[63,1123,1124,1127],{},[42,1125,1126],{},"中文场景","：system prompt + custom modes 用英文写效果最好",[27,1129,465],{"id":464},[60,1131,1132,1135,1138,1141,1144,1147,1150,1153,1156],{},[63,1133,1134],{},"✅ Power user \u002F 想跟最新特性的开发者",[63,1136,1137],{},"✅ solo \u002F 小团队 + 多模型混合 + 省 token",[63,1139,1140],{},"✅ 多步重构 \u002F 多文件改动（Boomerang）",[63,1142,1143],{},"✅ 完全透明 + 无供应商锁定",[63,1145,1146],{},"✅ Ollama 本地 \u002F air-gapped 场景",[63,1148,1149],{},"❌ 严格 human-in-the-loop \u002F 受监管行业（Cline）",[63,1151,1152],{},"❌ JetBrains 原生需求（Cline）",[63,1154,1155],{},"❌ 不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot）",[63,1157,1158],{},"❌ 完全稳定 LTS 需求（每周快速发布）",[27,1160,475],{"id":475},[60,1162,1163,1168,1174,1180],{},[63,1164,1165],{},[482,1166,1167],{"href":607},"Cline 评测",[63,1169,1170],{},[482,1171,1173],{"href":1172},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcontinue","Continue 评测",[63,1175,1176],{},[482,1177,1179],{"href":1178},"\u002Ftools\u002Fcoding\u002Fcli\u002Fopenhands","OpenHands 评测",[63,1181,1182],{},[482,1183,1185],{"href":1184},"\u002Ftools\u002Fcoding\u002Fide\u002Fcursor","Cursor 评测",[27,1187,509],{"id":509},[184,1189,1190,1197,1204,1210,1216],{},[63,1191,1192,1193],{},"DevRadar — Roo Code Review 2026（BYOK \u002F Agentic Loop \u002F 模型矩阵）",[482,1194,1195],{"href":1195,"rel":1196},"https:\u002F\u002Fdevradar-dev.github.io\u002Fopen-research\u002Fai-tools\u002Froo-code",[519],[63,1198,1199,1200],{},"RockB — Cline vs Roo Code 2026（Star \u002F 安装 \u002F 多模式架构）",[482,1201,1202],{"href":1202,"rel":1203},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fcline-vs-roo-code-2026",[519],[63,1205,1206,1207],{},"Serenities AI — Roo Code vs Cline 2026（社区 vs 产品路线）",[482,1208,532],{"href":532,"rel":1209},[519],[63,1211,1212,1213],{},"Qodo Blog — Roo Code vs Cline（企业治理视角）",[482,1214,539],{"href":539,"rel":1215},[519],[63,1217,1218,1219],{},"LLMReference — Roo Code Model Compatibility Matrix ",[482,1220,1221],{"href":1221,"rel":1222},"https:\u002F\u002Fwww.llmreference.com\u002Fagents\u002Froo-code",[519],{"title":256,"searchDepth":552,"depth":552,"links":1224},[1225,1226,1227,1228,1229,1230,1231,1232,1233,1234],{"id":29,"depth":555,"text":30},{"id":689,"depth":555,"text":689},{"id":96,"depth":555,"text":96},{"id":794,"depth":555,"text":795},{"id":854,"depth":555,"text":854},{"id":886,"depth":555,"text":886},{"id":1074,"depth":555,"text":1074},{"id":464,"depth":555,"text":465},{"id":475,"depth":555,"text":475},{"id":509,"depth":555,"text":509},"\u002Fimg\u002Ftools\u002Froo-code.webp","Roo Code 真实评测：从 Cline fork 出来的 power-user 路线 VS Code AI 智能体（Apache 2.0、TypeScript）。多模式（Code\u002FArchitect\u002FAsk\u002FDebug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes + Auto-Approve + BYOK（Claude \u002F GPT \u002F Gemini \u002F DeepSeek \u002F Ollama）。GitHub 23.8K Star、1.55M VS Code 安装，2026-03 300+ active 贡献者。Cloud Free \u002F Team $99\u002F月 加云端 + 团队策略。",[1238,1241,1244,1247],{"q":1239,"a":1240},"Roo Code 和 Cline 的核心区别？","都是 Apache 2.0 BYOK VS Code 智能体，Roo Code 是 Cline 早期 fork。Cline 走 Plan\u002FAct 两阶段 + step-by-step approval，规模 57.9K Star \u002F 4M+ 安装（含 JetBrains 原生）。Roo Code 走多模式（Code\u002FArchitect\u002FAsk\u002FDebug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes，每周多次发布，规模 23.8K Star \u002F 1.55M VS Code 安装、JetBrains 实验桥接。受监管 \u002F 强人审批用 Cline；solo \u002F 小团队 + 想跑并行多步走 Roo。",{"q":1242,"a":1243},"Boomerang Tasks 是什么？","Roo Code 的多 agent orchestration：主任务可派发 sub-task 到不同 mode（如 Architect 设计 → Code 实现 → Debug 验证），每个 sub-task 用不同模型（贵模型规划 + 便宜模型实现），结果回传主任务。在重构 \u002F 多文件改动里能把 Claude Opus + DeepSeek 混搭省 60% token 成本。",{"q":1245,"a":1246},"BYOK 支持哪些模型？","Anthropic（Claude Sonnet\u002FOpus 4.6，1M context via Vertex）、OpenAI（GPT-5.4 \u002F o1 \u002F Codex Max）、Google（Gemini 2.5 Pro \u002F Flash，2M context）、DeepSeek（V4 Pro \u002F R1，1M context）、本地 Ollama（Llama 3 \u002F Qwen 2.5）、xAI \u002F Mistral \u002F Groq \u002F OpenRouter 聚合。完全 BYOK，零供应商锁定。",{"q":1248,"a":1249},"Auto-Approve 安全吗？","Auto-Approve 让 Roo 不停人手批准连续执行——效率高但有 prompt injection \u002F 误删风险。建议：(1) 只在 git 工作区干净时开；(2) 限制文件 \u002F 命令白名单（`.rooignore` + Auto-Approve 规则）；(3) 不要给 shell 全自动权限；(4) 用前先 commit。受监管 \u002F 生产代码强烈建议保持手动审批。","https:\u002F\u002Fgithub.com\u002FRooCodeInc\u002FRoo-Code",[594,593],{},null,"\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code",[1256,1257],"vscode","cloud",[1259,1264,1268,1272],{"plan":1260,"price":1261,"features":1262,"notes":1263},"Roo Code OSS","$0（Apache 2.0）","VS Code 扩展 + 多模式 + 自定义 Modes + Boomerang Tasks + Auto-Approve + BYOK + Ollama 本地","你自付 LLM API tokens",{"plan":773,"price":1265,"features":1266,"notes":1267},"$0","云端 task 存储 + 协作基础 + remote agent 入门","试水云端能力",{"plan":779,"price":1269,"features":1270,"notes":1271},"$99\u002F月","团队策略 + remote agents + 跨成员共享 modes + 治理","5+ 人小团队",{"plan":785,"price":1273,"features":1274,"notes":1275},"Custom","SSO\u002FSAML + 审计 + 私有部署 + SLA","联系销售","Apache 2.0 OSS 免费（自付 LLM tokens）+ Cloud Free \u002F Team $99\u002F月 \u002F Enterprise 定制","2026-06-19",[1279],"onboarding\u002Fcline-getting-started",{"power":636,"ux":570,"price":636,"cn_support":552,"stability":570},{"title":275,"description":1236},"Roo Code 评测 2026：开源 VS Code AI Agent，Cline 分支扩展",[1284,1286,1288,1290,1292],{"name":1285,"url":1195,"accessed":664},"DevRadar — Roo Code Review 2026 (BYOK \u002F Agentic Loop)",{"name":1287,"url":1202,"accessed":664},"RockB — Cline vs Roo Code 2026 (架构 \u002F Stars \u002F 多模式)",{"name":1289,"url":532,"accessed":664},"Serenities AI — Roo Code vs Cline 2026",{"name":1291,"url":539,"accessed":664},"Qodo Blog — Roo Code vs Cline (企业治理对比)",{"name":1293,"url":1221,"accessed":664},"LLMReference — Roo Code Model Compatibility","tools\u002Fcoding\u002Fcli\u002Froo-code","Cline fork 的 power user VS Code 智能体——多模式 + Boomerang Tasks + BYOK，每周多次发布",[1256,658,661,660,1297,1298,1299,1300],"apache2","mcp","multi-agent","fork","想要 Cline 的开源透明 + 更激进新特性的 power user 首选。要严格 human-in-the-loop + JetBrains 走 Cline；要团队策略 + 云端协作走 Roo Cloud Team；要纯 IDE 集成 + 不折腾走 Cursor \u002F Copilot。","https:\u002F\u002Froocode.com","1h66B1Fz58S9Vl6X3CHh_BDE6_3hGtOz_yHwVXHYok8",{"id":1305,"title":503,"alternatives":1306,"api_compatible":1253,"body":1308,"category":569,"chinese_friendly":552,"cover":2272,"description":2273,"domestic":573,"extension":574,"faq":1253,"free":591,"github":1762,"languages":2274,"lastVerified":595,"meta":2275,"models":1253,"navigation":591,"notSuitable":1253,"opensource":591,"path":2276,"pillar":608,"platforms":2277,"priceTable":2278,"pricing":2288,"published":627,"relatedPlaybooks":1253,"relatedReviews":2289,"score":2292,"self_host":591,"seo":2293,"seoTitle":2294,"slug":13,"sources":2295,"stem":2308,"suitable":1253,"tagline":2309,"tags":2310,"updated":664,"verdict":2313,"website":2205,"__hash__":2314},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[14,1307,639],"coding\u002Fcli\u002Fcodex",{"type":24,"value":1309,"toc":2255},[1310,1312,1334,1339,1342,1346,1349,1385,1389,1397,1417,1420,1471,1476,1479,1487,1560,1563,1567,1570,1572,1749,1752,1797,1809,1812,1850,1853,1983,1988,2010,2012,2110,2112,2115,2141,2144,2158,2160,2197,2199,2245,2251],[27,1311,30],{"id":29},[32,1313,1315,1324],{"className":1314},[35,36,37],[39,1316,1317,1319,1320,1323],{},[42,1318,44],{}," Aider 把 \"AI 编辑代码\" 这件事拆成了 git 操作——每次对话结束自动 commit，回滚一行 ",[196,1321,1322],{},"git reset --hard HEAD~1"," 就行。没有 GUI、没有 IDE 插件、没有 Composer 那种漂亮 diff 面板，但你能拿到对开源项目最友好的工作流：bring your own key、bring your own model、bring your own editor。",[39,1325,1326,1327,1330,1331,1333],{},"代价是",[42,1328,1329],{},"学习曲线最陡","。第一次跑起来要花 10 分钟读文档，但跑顺了之后 ",[482,1332,281],{"href":506}," 用户都觉得\"为啥不直接 aider\"。",[173,1335,1336],{},[39,1337,1338],{},"来源说明：本文事实点基于 aider.chat 官方文档（modes.html \u002F llms.html \u002F HISTORY.html）和 GitHub 仓库归纳，命令、参数、模型列表以官方为准。",[27,1340,1341],{"id":1341},"核心特性",[179,1343,1345],{"id":1344},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[39,1347,1348],{},"这是 Aider 与所有竞品的最大区别。其他 AI 编程工具改完文件丢给你看 diff，让你手动 stage \u002F commit；Aider 把 git 集成到工作流里：",[60,1350,1351,1361,1371,1382],{},[63,1352,1353,1354,199,1357,1360],{},"每次对话改完代码，自动 ",[196,1355,1356],{},"git add",[196,1358,1359],{},"git commit","，commit message 由 weak-model 生成",[63,1362,1363,1364,1367,1368],{},"想撤回上一步：",[196,1365,1366],{},"\u002Fundo"," 或者直接 ",[196,1369,1370],{},"git reset",[63,1372,1373,1374,1377,1378,1381],{},"改坏了想从分叉点重来：",[196,1375,1376],{},"git checkout \u003Chash>"," 后继续 ",[196,1379,1380],{},"aider","，对话上下文还在",[63,1383,1384],{},"这也是为什么官方推荐 Aider 用在 git 仓库里——非 git 目录功能受限",[179,1386,1388],{"id":1387},"architect-模式两个模型分工","Architect 模式：两个模型分工",[39,1390,1391,1392,1088],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[482,1393,1396],{"href":1394,"rel":1395},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[519],"官方 modes 文档",[60,1398,1399,1405,1411],{},[63,1400,1401,1404],{},[196,1402,1403],{},"--model","（architect）：负责高层方案推理。适合 o1 \u002F o3 \u002F DeepSeek R1 \u002F Claude Opus 这类强推理模型",[63,1406,1407,1410],{},[196,1408,1409],{},"--editor-model","：负责把方案落地成具体文件 diff。适合 GPT-4o \u002F Claude Sonnet 这类编辑能力强但推理一般的模型",[63,1412,1413,1416],{},[196,1414,1415],{},"--weak-model","（可选）：用来生成 commit message \u002F 简单重构。可以指定便宜模型省钱",[39,1418,1419],{},"启动示例：",[250,1421,1425],{"className":1422,"code":1423,"language":1424,"meta":256,"style":256},"language-bash shiki shiki-themes github-light github-dark","aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n","bash",[196,1426,1427,1442,1453,1463],{"__ignoreMap":256},[1428,1429,1432,1435,1439],"span",{"class":1430,"line":1431},"line",1,[1428,1433,1380],{"class":1434},"sScJk",[1428,1436,1438],{"class":1437},"sj4cs"," --architect",[1428,1440,1441],{"class":1437}," \\\n",[1428,1443,1444,1447,1451],{"class":1430,"line":555},[1428,1445,1446],{"class":1437},"  --model",[1428,1448,1450],{"class":1449},"sZZnC"," deepseek\u002Fdeepseek-reasoner",[1428,1452,1441],{"class":1437},[1428,1454,1455,1458,1461],{"class":1430,"line":552},[1428,1456,1457],{"class":1437},"  --editor-model",[1428,1459,1460],{"class":1449}," claude-3-5-sonnet-20241022",[1428,1462,1441],{"class":1437},[1428,1464,1465,1468],{"class":1430,"line":570},[1428,1466,1467],{"class":1437},"  --weak-model",[1428,1469,1470],{"class":1449}," gpt-4o-mini\n",[173,1472,1473],{},[39,1474,1475],{},"据 Aider 官方 benchmark，DeepSeek R1（架构师）+ Claude 3.5 Sonnet（编辑器）的 Architect 组合，比任一模型单跑高约 10%。本数据来自 aider.chat\u002FHISTORY.html 与 pixelsham.com 的 2025-07 评测笔记。",[179,1477,1478],{"id":1478},"几乎能接所有模型",[39,1480,1481,1486],{},[482,1482,1485],{"href":1483,"rel":1484},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[519],"Aider 官方推荐"," 的\"最佳模型清单\"：",[98,1488,1489,1502],{},[101,1490,1491],{},[104,1492,1493,1496,1499],{},[107,1494,1495],{},"厂商",[107,1497,1498],{},"推荐模型",[107,1500,1501],{},"备注",[116,1503,1504,1514,1524,1535,1549],{},[104,1505,1506,1508,1511],{},[121,1507,674],{},[121,1509,1510],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[121,1512,1513],{},"编辑能力最稳",[104,1515,1516,1518,1521],{},[121,1517,676],{},[121,1519,1520],{},"Gemini 2.5 Pro",[121,1522,1523],{},"超长上下文",[104,1525,1526,1529,1532],{},[121,1527,1528],{},"DeepSeek",[121,1530,1531],{},"R1 + V3",[121,1533,1534],{},"性价比之王",[104,1536,1537,1539,1546],{},[121,1538,675],{},[121,1540,1541,1542],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[482,1543,1545],{"href":1544},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[121,1547,1548],{},"reasoning 路径",[104,1550,1551,1554,1557],{},[121,1552,1553],{},"本地",[121,1555,1556],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[121,1558,1559],{},"完全离线",[39,1561,1562],{},"接入方式靠 LiteLLM 适配层，OpenRouter \u002F Bedrock \u002F Vertex \u002F xAI \u002F Groq \u002F Cohere \u002F Azure \u002F 私有 OpenAI 兼容端点 都支持——你能想到的 base_url，基本都行。",[179,1564,1566],{"id":1565},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[39,1568,1569],{},"Aider 用 tree-sitter 解析整个 git 仓库，生成一份压缩版的 \"repo map\"——把符号定义、函数签名、类层级提取出来塞进 prompt。模型不需要看到所有源代码就能理解项目结构。这是 Aider 在 polyglot benchmark 上能打过很多带 Composer 的工具的关键原因。",[27,1571,248],{"id":247},[250,1573,1575],{"className":1422,"code":1574,"language":1424,"meta":256,"style":256},"# 1. 安装（要 Python 3.9+）\npython -m pip install -U --upgrade-strategy only-if-needed aider-chat\n\n# 2. 进入 git 仓库\ncd your-project\n\n# 3. 设置 API key（任选其一）\nexport ANTHROPIC_API_KEY=sk-ant-...\nexport DEEPSEEK_API_KEY=sk-...\nexport OPENAI_API_KEY=sk-...\n\n# 4. 启动（默认会用环境变量里第一个能识别的 key）\naider\n\n# 或指定模型\naider --model deepseek\u002Fdeepseek-chat\naider --model claude-3-5-sonnet-20241022\n\n# 5. 在 aider 里直接用自然语言下指令\n> 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[196,1576,1577,1583,1609,1614,1619,1627,1632,1638,1655,1668,1680,1685,1691,1697,1702,1708,1719,1729,1734,1740],{"__ignoreMap":256},[1428,1578,1579],{"class":1430,"line":1431},[1428,1580,1582],{"class":1581},"sJ8bj","# 1. 安装（要 Python 3.9+）\n",[1428,1584,1585,1588,1591,1594,1597,1600,1603,1606],{"class":1430,"line":555},[1428,1586,1587],{"class":1434},"python",[1428,1589,1590],{"class":1437}," -m",[1428,1592,1593],{"class":1449}," pip",[1428,1595,1596],{"class":1449}," install",[1428,1598,1599],{"class":1437}," -U",[1428,1601,1602],{"class":1437}," --upgrade-strategy",[1428,1604,1605],{"class":1449}," only-if-needed",[1428,1607,1608],{"class":1449}," aider-chat\n",[1428,1610,1611],{"class":1430,"line":552},[1428,1612,1613],{"emptyLinePlaceholder":591},"\n",[1428,1615,1616],{"class":1430,"line":570},[1428,1617,1618],{"class":1581},"# 2. 进入 git 仓库\n",[1428,1620,1621,1624],{"class":1430,"line":636},[1428,1622,1623],{"class":1437},"cd",[1428,1625,1626],{"class":1449}," your-project\n",[1428,1628,1630],{"class":1430,"line":1629},6,[1428,1631,1613],{"emptyLinePlaceholder":591},[1428,1633,1635],{"class":1430,"line":1634},7,[1428,1636,1637],{"class":1581},"# 3. 设置 API key（任选其一）\n",[1428,1639,1641,1645,1649,1652],{"class":1430,"line":1640},8,[1428,1642,1644],{"class":1643},"szBVR","export",[1428,1646,1648],{"class":1647},"sVt8B"," ANTHROPIC_API_KEY",[1428,1650,1651],{"class":1643},"=",[1428,1653,1654],{"class":1647},"sk-ant-...\n",[1428,1656,1658,1660,1663,1665],{"class":1430,"line":1657},9,[1428,1659,1644],{"class":1643},[1428,1661,1662],{"class":1647}," DEEPSEEK_API_KEY",[1428,1664,1651],{"class":1643},[1428,1666,1667],{"class":1647},"sk-...\n",[1428,1669,1671,1673,1676,1678],{"class":1430,"line":1670},10,[1428,1672,1644],{"class":1643},[1428,1674,1675],{"class":1647}," OPENAI_API_KEY",[1428,1677,1651],{"class":1643},[1428,1679,1667],{"class":1647},[1428,1681,1683],{"class":1430,"line":1682},11,[1428,1684,1613],{"emptyLinePlaceholder":591},[1428,1686,1688],{"class":1430,"line":1687},12,[1428,1689,1690],{"class":1581},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[1428,1692,1694],{"class":1430,"line":1693},13,[1428,1695,1696],{"class":1434},"aider\n",[1428,1698,1700],{"class":1430,"line":1699},14,[1428,1701,1613],{"emptyLinePlaceholder":591},[1428,1703,1705],{"class":1430,"line":1704},15,[1428,1706,1707],{"class":1581},"# 或指定模型\n",[1428,1709,1711,1713,1716],{"class":1430,"line":1710},16,[1428,1712,1380],{"class":1434},[1428,1714,1715],{"class":1437}," --model",[1428,1717,1718],{"class":1449}," deepseek\u002Fdeepseek-chat\n",[1428,1720,1722,1724,1726],{"class":1430,"line":1721},17,[1428,1723,1380],{"class":1434},[1428,1725,1715],{"class":1437},[1428,1727,1728],{"class":1449}," claude-3-5-sonnet-20241022\n",[1428,1730,1732],{"class":1430,"line":1731},18,[1428,1733,1613],{"emptyLinePlaceholder":591},[1428,1735,1737],{"class":1430,"line":1736},19,[1428,1738,1739],{"class":1581},"# 5. 在 aider 里直接用自然语言下指令\n",[1428,1741,1743,1746],{"class":1430,"line":1742},20,[1428,1744,1745],{"class":1643},">",[1428,1747,1748],{"class":1647}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[27,1750,1751],{"id":1751},"价格与运行成本",[60,1753,1754,1766,1780],{},[63,1755,1756,1759,1760,1765],{},[42,1757,1758],{},"Aider 本体","：开源免费（",[482,1761,1764],{"href":1762,"rel":1763},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[519],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[63,1767,1768,1771,1772,453,1775,1779],{},[42,1769,1770],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[482,1773,278],{"href":1774},"\u002Fcoding\u002Fide\u002Fcursor.html",[482,1776,1778],{"href":1777},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf"," 最大的商业模式差异",[63,1781,1782,1783],{},"单次会话典型消耗：\n",[60,1784,1785,1788,1791],{},[63,1786,1787],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[63,1789,1790],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[63,1792,1793,1794,1796],{},"用 ",[482,1795,1545],{"href":1544}," reasoning：根据推理深度，可能到 $3-8",[39,1798,1799,1800,199,1804,1808],{},"走 ",[482,1801,1803],{"href":1802},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[482,1805,1807],{"href":1394,"rel":1806},[519],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[27,1810,1811],{"id":1811},"国内使用注意事项",[184,1813,1814,1823,1829,1844],{},[63,1815,1816,1819,1820],{},[42,1817,1818],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[196,1821,1822],{},"HTTPS_PROXY",[63,1824,1825,1828],{},[42,1826,1827],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[63,1830,1831,1834,1835,1838,1839,1843],{},[42,1832,1833],{},"支持自定义 base_url","：通过 ",[196,1836,1837],{},"OPENAI_API_BASE"," 环境变量接 ",[482,1840,1842],{"href":1841},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[63,1845,1846,1849],{},[42,1847,1848],{},"Ollama 本地模型零网络依赖","——隐私场景首选，模型质量取决于本机",[27,1851,1852],{"id":1852},"与同类怎么选",[98,1854,1855,1878],{},[101,1856,1857],{},[104,1858,1859,1861,1863,1867,1873],{},[107,1860,270],{},[107,1862,503],{},[107,1864,1865],{},[482,1866,281],{"href":506},[107,1868,1869],{},[482,1870,1872],{"href":1871},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[107,1874,1875],{},[482,1876,10],{"href":1877},"\u002Fcoding\u002Fcli\u002Fcline.html",[116,1879,1880,1892,1908,1923,1939,1953,1966],{},[104,1881,1882,1884,1886,1888,1890],{},[121,1883,89],{},[121,1885,319],{},[121,1887,327],{},[121,1889,327],{},[121,1891,319],{},[104,1893,1894,1897,1900,1903,1906],{},[121,1895,1896],{},"模型选择",[121,1898,1899],{},"任意",[121,1901,1902],{},"仅 Anthropic",[121,1904,1905],{},"仅 OpenAI",[121,1907,1899],{},[104,1909,1910,1913,1916,1919,1921],{},[121,1911,1912],{},"自带 API key",[121,1914,1915],{},"✅ 必须",[121,1917,1918],{},"可选（订阅替代）",[121,1920,1040],{},[121,1922,1915],{},[104,1924,1925,1928,1931,1934,1937],{},[121,1926,1927],{},"Git 集成",[121,1929,1930],{},"★★★★★",[121,1932,1933],{},"★★★☆☆",[121,1935,1936],{},"★★☆☆☆",[121,1938,1933],{},[104,1940,1941,1944,1947,1949,1951],{},[121,1942,1943],{},"学习曲线",[121,1945,1946],{},"★★★★☆ 陡",[121,1948,1936],{},[121,1950,1936],{},[121,1952,1933],{},[104,1954,1955,1958,1960,1962,1964],{},[121,1956,1957],{},"Architect 双模型",[121,1959,1011],{},[121,1961,327],{},[121,1963,327],{},[121,1965,327],{},[104,1967,1968,1971,1974,1977,1980],{},[121,1969,1970],{},"VS Code 集成",[121,1972,1973],{},"通过第三方插件",[121,1975,1976],{},"通过 Cursor 等",[121,1978,1979],{},"仅 CLI",[121,1981,1982],{},"★★★★★ 原生",[39,1984,1985,1088],{},[42,1986,1987],{},"怎么选",[60,1989,1990,1993,1998,2003],{},[63,1991,1992],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[63,1994,1995,1996],{},"已经买 Claude Pro \u002F Max 订阅 → ",[482,1997,281],{"href":506},[63,1999,2000,2001],{},"已经买 ChatGPT Plus \u002F Pro → ",[482,2002,1872],{"href":1871},[63,2004,2005,2006,453,2008],{},"习惯 VS Code 不想离开 GUI → ",[482,2007,10],{"href":1877},[482,2009,278],{"href":1774},[27,2011,399],{"id":399},[60,2013,2014,2027,2044,2063,2072,2088,2096],{},[63,2015,2016,2019,2020,2023,2024,2026],{},[42,2017,2018],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[196,2021,2022],{},"git init"," 后再用，否则 ",[196,2025,1366],{}," 不能用，自动 commit 也无意义。",[63,2028,2029,2035,2036,2039,2040,2043],{},[42,2030,2031,2034],{},[196,2032,2033],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[196,2037,2038],{},"@codebase"," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[196,2041,2042],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[63,2045,2046,2049,2050,2055,2056,2059,2060,2062],{},[42,2047,2048],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[482,2051,2054],{"href":2052,"rel":2053},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[519],"#5058","（2026 年 4 月报告），如果让 architect 读取 untrusted 仓库（如 README 被人塞了攻击指令），可能被诱导让 editor 生成后门代码。建议：在 ",[196,2057,2058],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[196,2061,2058],{}," 组合。",[63,2064,2065,2071],{},[42,2066,2067,2070],{},[196,2068,2069],{},"--yes-always"," 太激进","：会跳过所有确认，包括\"是否要把这个文件加入 chat\"——容易让 Aider 偷偷读你不想给模型看的文件。生产环境慎用。",[63,2073,2074,2077,2078,2081,2082,2087],{},[42,2075,2076],{},"token 限制错误的判断不可靠","：Ollama 本地模型超 context 不会报错而是静默截断，会让你以为\"模型忘了我加的文件\"。明确配置 ",[196,2079,2080],{},"num_ctx","（见 ",[482,2083,2086],{"href":2084,"rel":2085},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[519],"DeepSeek alternative providers 一文","）。",[63,2089,2090,2095],{},[42,2091,2092,2094],{},[196,2093,1409],{}," 比想象重要","：架构师推理再强，editor 写不出合法 diff 一样白搭。优先选 Claude Sonnet 系列做 editor，不要让推理模型自己做 editor。",[63,2097,2098,2101,2102,2105,2106,2109],{},[42,2099,2100],{},"中文 commit message 默认不开","：可以 ",[196,2103,2104],{},"aider --commit-prompt \"...中文....\""," 或 ",[196,2107,2108],{},".aider.conf.yml"," 配置中改。",[27,2111,465],{"id":464},[39,2113,2114],{},"✅ 适合：",[60,2116,2117,2120,2123,2126,2129,2132],{},[63,2118,2119],{},"命令行重度用户、tmux \u002F Neovim 工作流",[63,2121,2122],{},"多模型试用 \u002F 比价场景（一行命令切换）",[63,2124,2125],{},"开源项目维护者（git 工作流原生融入）",[63,2127,2128],{},"想要完全离线（Ollama + 本地模型）",[63,2130,2131],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[63,2133,2134,2135,2140],{},"跨语言项目（",[482,2136,2139],{"href":2137,"rel":2138},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[519],"官方支持 100+ 语言","）",[39,2142,2143],{},"❌ 不适合：",[60,2145,2146,2149,2152,2155],{},[63,2147,2148],{},"习惯 GUI \u002F 不愿读命令行文档的人",[63,2150,2151],{},"想\"一键智能\"、不愿配置环境变量",[63,2153,2154],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[63,2156,2157],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[27,2159,475],{"id":475},[60,2161,2162,2171,2180,2190],{},[63,2163,2164,2165,453,2167,453,2169],{},"同类对比：",[482,2166,281],{"href":506},[482,2168,1872],{"href":1871},[482,2170,10],{"href":1877},[63,2172,2173,2174,453,2178],{},"推理模型选择：",[482,2175,2177],{"href":2176},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[482,2179,1545],{"href":1544},[63,2181,2182,2183,453,2186],{},"协议生态：",[482,2184,79],{"href":2185},"\u002Fwiki\u002Fmcp.html",[482,2187,2189],{"href":2188},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[63,2191,2192,2193],{},"工作流：",[482,2194,2196],{"href":2195},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[27,2198,509],{"id":509},[60,2200,2201,2207,2214,2220,2226,2231,2238],{},[63,2202,514,2203],{},[482,2204,2205],{"href":2205,"rel":2206},"https:\u002F\u002Faider.chat",[519],[63,2208,2209,2210],{},"官方文档：",[482,2211,2212],{"href":2212,"rel":2213},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[519],[63,2215,2216,2217],{},"Chat Modes 文档：",[482,2218,1394],{"href":1394,"rel":2219},[519],[63,2221,2222,2223],{},"LLM 兼容列表：",[482,2224,1483],{"href":1483,"rel":2225},[519],[63,2227,522,2228],{},[482,2229,1762],{"href":1762,"rel":2230},[519],[63,2232,2233,2234],{},"发布历史：",[482,2235,2236],{"href":2236,"rel":2237},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[519],[63,2239,2240,2241],{},"PyPI：",[482,2242,2243],{"href":2243,"rel":2244},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[519],[39,2246,2247,2248,2250],{},"本卡片由 AIHO 编辑部根据官方公开资料整理。如有更新请通过 ",[482,2249,549],{"href":548}," 反馈。",[2252,2253,2254],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":256,"searchDepth":552,"depth":552,"links":2256},[2257,2258,2264,2265,2266,2267,2268,2269,2270,2271],{"id":29,"depth":555,"text":30},{"id":1341,"depth":555,"text":1341,"children":2259},[2260,2261,2262,2263],{"id":1344,"depth":552,"text":1345},{"id":1387,"depth":552,"text":1388},{"id":1478,"depth":552,"text":1478},{"id":1565,"depth":552,"text":1566},{"id":247,"depth":555,"text":248},{"id":1751,"depth":555,"text":1751},{"id":1811,"depth":555,"text":1811},{"id":1852,"depth":555,"text":1852},{"id":399,"depth":555,"text":399},{"id":464,"depth":555,"text":465},{"id":475,"depth":555,"text":475},{"id":509,"depth":555,"text":509},"\u002Fimg\u002Ftools\u002Faider.webp","Aider 真实评测：Git 原生 AI 编程 CLI，每次改动自动 commit、回滚成本极低。AIHO 编辑部基于官方文档与社区资料整理，含 Architect 双模型模式、支持模型清单、安装与配置实操。",[593,594],{},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider",[610,611,612],[2279,2283],{"plan":2280,"price":1265,"features":2281,"notes":2282},"开源版（pip 安装）","全部功能 + Architect 双模型 + 任意 LLM（OpenAI \u002F Anthropic \u002F Gemini \u002F DeepSeek \u002F 本地）+ Git 自动 commit","Apache 2.0 \u002F 自带 API key",{"plan":2284,"price":2285,"features":2286,"notes":2287},"模型 API 调用费","按量","实际花销 = 你接的模型计费（DeepSeek 极便宜 \u002F Claude Sonnet 中等 \u002F GPT-4o 较贵）","Aider 本身不收费，只产生模型 token 费","开源免费 \u002F 自带 API key",[2290,632,633,634,2291],"ai-coding-tool-decision-tree","codex-deep-review",{"power":570,"ux":552,"price":636,"cn_support":552,"stability":636},{"title":503,"description":2273},"Aider 评测 2026：开源终端 AI 编程助手，多模型支持，CLI 工作流",[2296,2298,2300,2302,2304,2306],{"title":2297,"url":2212},"Aider 官方文档",{"title":2299,"url":1394},"Aider Chat Modes 文档",{"title":2301,"url":1483},"Aider 支持的 LLM 列表",{"title":2303,"url":1762},"Aider GitHub 仓库",{"title":2305,"url":2236},"Aider Release History",{"title":2307,"url":2243},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[569,658,660,2311,2312],"git-native","architect-mode","极客派最爱。每次改动自动 commit、回滚成本极低。学习曲线最陡。","arTAa0D5oQZdCTxj1FwsIdXZ2vTGDdBlLMrCBSNE9pA",{"id":2316,"title":281,"alternatives":2317,"api_compatible":2318,"body":2319,"category":569,"chinese_friendly":552,"cover":3506,"description":3507,"domestic":573,"extension":574,"faq":1253,"free":573,"github":3463,"languages":3508,"lastVerified":595,"meta":3509,"models":3510,"navigation":591,"notSuitable":3514,"opensource":573,"path":3518,"pillar":608,"platforms":3519,"priceTable":3520,"pricing":3539,"published":627,"relatedPlaybooks":1253,"relatedReviews":3540,"score":3543,"self_host":573,"seo":3544,"seoTitle":3545,"slug":14,"sources":3546,"stem":3559,"suitable":3560,"tagline":3566,"tags":3567,"updated":3570,"verdict":3571,"website":3451,"__hash__":3572},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[1307,13,639],[18],{"type":24,"value":2320,"toc":3489},[2321,2323,2369,2374,2376,2380,2390,2415,2418,2422,2430,2465,2480,2484,2487,2642,2660,2664,2673,2749,2752,2756,2770,2772,2787,2868,2871,2888,2901,2909,2911,3058,3060,3098,3100,3249,3254,3268,3273,3293,3295,3391,3393,3443,3445,3481,3486],[27,2322,30],{"id":29},[32,2324,2326,2335,2346],{"className":2325},[35,36,37],[39,2327,2328,2330,2331,2334],{},[42,2329,44],{}," Anthropic 官方 CLI Agent，终端原生，长任务执行能力是目前体感最稳的一档。装好后在任何项目根目录跑 ",[196,2332,2333],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[39,2336,2337,2338,2341,2342,2345],{},"最大价值是 ",[42,2339,2340],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[42,2343,2344],{},"国内三大门槛","：账号要海外手机、支付要海外卡、网络要稳定代理。",[39,2347,2348,2351,2352,2356,2357,2360,2361,2364,2365,2368],{},[42,2349,2350],{},"2026-07 最新进展","：核心模型已升级为 ",[482,2353,2355],{"href":2354},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[196,2358,2359],{},"\u002Ffork","（复制会话到后台并行）、",[196,2362,2363],{},"\u002Fsubtask","（取代内联子 agent）；会话级上限（WebSearch 200 次、子 agent 200 个）；MCP 调用超 2 分钟自动转后台。",[42,2366,2367],{},"Claude Code for Visual Studio","（7-08）成为首个正式接入调试器（断点\u002F运行时变量\u002F调用栈）的 AI 编程工具。当前版本 v2.1.201–206。Claude Code 约占 AI 编程赛道一半市场，ARR 约 $2.5B。",[173,2370,2371],{},[39,2372,2373],{},"来源说明：本文基于 code.claude.com 官方文档、Anthropic 定价页面、第三方独立评测（laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com）综合整理。Anthropic 模型版本迭代快，命令和价格请以最新官方文档为准。",[27,2375,1341],{"id":1341},[179,2377,2379],{"id":2378},"终端原生的-agent-体验","终端原生的 Agent 体验",[39,2381,2382,2383,2386,2387,2389],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[42,2384,2385],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[196,2388,2333],{},"，就进入了一个能读你整个 codebase 的对话环境。",[250,2391,2393],{"className":1422,"code":2392,"language":1424,"meta":256,"style":256},"cd your-project\nclaude                          # 进入交互模式\n> 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[196,2394,2395,2401,2408],{"__ignoreMap":256},[1428,2396,2397,2399],{"class":1430,"line":1431},[1428,2398,1623],{"class":1437},[1428,2400,1626],{"class":1449},[1428,2402,2403,2405],{"class":1430,"line":555},[1428,2404,2333],{"class":1434},[1428,2406,2407],{"class":1581},"                          # 进入交互模式\n",[1428,2409,2410,2412],{"class":1430,"line":552},[1428,2411,1745],{"class":1643},[1428,2413,2414],{"class":1647}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[39,2416,2417],{},"它会自动：列出相关文件 → 给出计划 → 等你按回车确认 → 一次改多个文件 → 跑测试 → 报告结果。整个过程你可以在另一个窗口干别的，Claude Code 不抢编辑器焦点。",[179,2419,2421],{"id":2420},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[39,2423,2424,2425,2429],{},"Claude Code 2.x 引入了 ",[482,2426,2428],{"href":2427},"\u002Fwiki\u002Fai-agent.html","子代理"," 机制：主对话可以派发独立的子任务到隔离 context 中跑，结果摘要返回主线。典型场景：",[250,2431,2433],{"className":1422,"code":2432,"language":1424,"meta":256,"style":256},"\u002Fsubtask            # 派发独立子任务（2026-07 起取代内联子 agent）\n\u002Ffork               # 复制当前会话到后台并行推进\n\u002Fagents             # 管理子代理\n\u002Ftasks              # 列出后台运行的子代理\n",[196,2434,2435,2442,2449,2457],{"__ignoreMap":256},[1428,2436,2437,2439],{"class":1430,"line":1431},[1428,2438,2363],{"class":1434},[1428,2440,2441],{"class":1581},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[1428,2443,2444,2446],{"class":1430,"line":555},[1428,2445,2359],{"class":1434},[1428,2447,2448],{"class":1581},"               # 复制当前会话到后台并行推进\n",[1428,2450,2451,2454],{"class":1430,"line":552},[1428,2452,2453],{"class":1434},"\u002Fagents",[1428,2455,2456],{"class":1581},"             # 管理子代理\n",[1428,2458,2459,2462],{"class":1430,"line":570},[1428,2460,2461],{"class":1434},"\u002Ftasks",[1428,2463,2464],{"class":1581},"              # 列出后台运行的子代理\n",[39,2466,2467,2468,2473,2474,2476,2477,2479],{},"据 ",[482,2469,2472],{"href":2470,"rel":2471},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[519],"computingforgeeks.com 2026 cheat sheet"," 整理，子代理让\"一边改前端，一边改后端\"这种并行操作不会污染主对话上下文。2026-07 更新后，",[196,2475,2363],{}," 取代了旧的内联子 agent 写法，",[196,2478,2359],{}," 则能把整个会话复制一份丢到后台继续跑；会话级新增上限（WebSearch 200 次、子 agent 200 个），MCP 调用超 2 分钟自动转后台执行。",[179,2481,2483],{"id":2482},"slash-命令生产力关键","Slash 命令（生产力关键）",[39,2485,2486],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[98,2488,2489,2499],{},[101,2490,2491],{},[104,2492,2493,2496],{},[107,2494,2495],{},"命令",[107,2497,2498],{},"用途",[116,2500,2501,2515,2525,2538,2548,2558,2568,2578,2588,2598,2608,2618,2628],{},[104,2502,2503,2508],{},[121,2504,2505],{},[196,2506,2507],{},"\u002Finit",[121,2509,2510,2511,2514],{},"第一次进入仓库时跑，生成 ",[196,2512,2513],{},"CLAUDE.md","（项目记忆）",[104,2516,2517,2522],{},[121,2518,2519],{},[196,2520,2521],{},"\u002Fmemory",[121,2523,2524],{},"编辑长期记忆",[104,2526,2527,2532],{},[121,2528,2529],{},[196,2530,2531],{},"\u002Fclear",[121,2533,2534,2535,2140],{},"清空当前对话，重新开始（",[42,2536,2537],{},"最被低估的命令",[104,2539,2540,2545],{},[121,2541,2542],{},[196,2543,2544],{},"\u002Fcompact",[121,2546,2547],{},"长对话压缩，挽救快爆炸的 context window",[104,2549,2550,2555],{},[121,2551,2552],{},[196,2553,2554],{},"\u002Fcontext",[121,2556,2557],{},"显示当前 context 用量",[104,2559,2560,2565],{},[121,2561,2562],{},[196,2563,2564],{},"\u002Fplan",[121,2566,2567],{},"切到 plan 模式（只规划不执行）",[104,2569,2570,2575],{},[121,2571,2572],{},[196,2573,2574],{},"\u002Fmodel",[121,2576,2577],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[104,2579,2580,2585],{},[121,2581,2582],{},[196,2583,2584],{},"\u002Fdiff",[121,2586,2587],{},"看本轮所有改动",[104,2589,2590,2595],{},[121,2591,2592],{},[196,2593,2594],{},"\u002Fcode-review",[121,2596,2597],{},"对 diff 跑代码审查",[104,2599,2600,2605],{},[121,2601,2602],{},[196,2603,2604],{},"\u002Frewind",[121,2606,2607],{},"回滚到任意 checkpoint（代码 + 对话）",[104,2609,2610,2615],{},[121,2611,2612],{},[196,2613,2614],{},"\u002Fmcp",[121,2616,2617],{},"管理 MCP 服务器",[104,2619,2620,2625],{},[121,2621,2622],{},[196,2623,2624],{},"\u002Fdoctor",[121,2626,2627],{},"排查环境问题",[104,2629,2630,2639],{},[121,2631,2632,2635,2636],{},[196,2633,2634],{},"\u002Fresume"," ",[196,2637,2638],{},"\u002Fbranch",[121,2640,2641],{},"回到 \u002F fork 历史对话",[39,2643,2644,2649,2650,2652,2653,2655,2656,2659],{},[482,2645,2648],{"href":2646,"rel":2647},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[519],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[196,2651,2544],{},"（每 20-30 分钟一次防止 context drift）、",[196,2654,2531],{},"（新任务开新会话）、自定义命令（写在 ",[196,2657,2658],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[179,2661,2663],{"id":2662},"mcp-集成一等公民","MCP 集成（一等公民）",[39,2665,2666,2668,2669,2672],{},[482,2667,79],{"href":2185}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[196,2670,2671],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[250,2674,2678],{"className":2675,"code":2676,"language":2677,"meta":256,"style":256},"language-json shiki shiki-themes github-light github-dark","{\n  \"mcpServers\": {\n    \"postgres\": {\n      \"command\": \"npx\",\n      \"args\": [\"@modelcontextprotocol\u002Fserver-postgres\", \"postgresql:\u002F\u002F...\"]\n    }\n  }\n}\n","json",[196,2679,2680,2685,2693,2700,2714,2734,2739,2744],{"__ignoreMap":256},[1428,2681,2682],{"class":1430,"line":1431},[1428,2683,2684],{"class":1647},"{\n",[1428,2686,2687,2690],{"class":1430,"line":555},[1428,2688,2689],{"class":1437},"  \"mcpServers\"",[1428,2691,2692],{"class":1647},": {\n",[1428,2694,2695,2698],{"class":1430,"line":552},[1428,2696,2697],{"class":1437},"    \"postgres\"",[1428,2699,2692],{"class":1647},[1428,2701,2702,2705,2708,2711],{"class":1430,"line":570},[1428,2703,2704],{"class":1437},"      \"command\"",[1428,2706,2707],{"class":1647},": ",[1428,2709,2710],{"class":1449},"\"npx\"",[1428,2712,2713],{"class":1647},",\n",[1428,2715,2716,2719,2722,2725,2728,2731],{"class":1430,"line":636},[1428,2717,2718],{"class":1437},"      \"args\"",[1428,2720,2721],{"class":1647},": [",[1428,2723,2724],{"class":1449},"\"@modelcontextprotocol\u002Fserver-postgres\"",[1428,2726,2727],{"class":1647},", ",[1428,2729,2730],{"class":1449},"\"postgresql:\u002F\u002F...\"",[1428,2732,2733],{"class":1647},"]\n",[1428,2735,2736],{"class":1430,"line":1629},[1428,2737,2738],{"class":1647},"    }\n",[1428,2740,2741],{"class":1430,"line":1634},[1428,2742,2743],{"class":1647},"  }\n",[1428,2745,2746],{"class":1430,"line":1640},[1428,2747,2748],{"class":1647},"}\n",[39,2750,2751],{},"之后你就能直接说\"查一下 users 表里最近 7 天注册的人数\"——Claude Code 自动通过 MCP 跑 SQL，结果返回对话里继续讨论。",[179,2753,2755],{"id":2754},"后台-远程模式","后台 \u002F 远程模式",[39,2757,2758,2761,2762,2765,2766,2769],{},[196,2759,2760],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[196,2763,2764],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[196,2767,2768],{},"\u002Fremote-control"," 从手机或另一台机器接管这台机器的 Claude Code 会话。这套体系是面向\"agent 长时间跑\"设计的，区别于 Cursor 的\"实时交互\"。",[27,2771,1751],{"id":1751},[39,2773,2774,2775,2780,2781,2786],{},"根据 ",[482,2776,2779],{"href":2777,"rel":2778},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[519],"explainx.ai 2026-06 评测"," 和 ",[482,2782,2785],{"href":2783,"rel":2784},"https:\u002F\u002Fclaude.com\u002Fpricing",[519],"Anthropic 官方定价"," 整理：",[98,2788,2789,2801],{},[101,2790,2791],{},[104,2792,2793,2796,2798],{},[107,2794,2795],{},"路径",[107,2797,96],{},[107,2799,2800],{},"适用场景",[116,2802,2803,2816,2829,2842,2855],{},[104,2804,2805,2810,2813],{},[121,2806,2807],{},[42,2808,2809],{},"BYOK（自带 API key）",[121,2811,2812],{},"按 token 计费",[121,2814,2815],{},"全自由，但单月烧到 $500+ 也常见",[104,2817,2818,2823,2826],{},[121,2819,2820],{},[42,2821,2822],{},"Pro",[121,2824,2825],{},"$20\u002F月（年付 ~$17）",[121,2827,2828],{},"个人开发者，每天 1-4 小时",[104,2830,2831,2836,2839],{},[121,2832,2833],{},[42,2834,2835],{},"Max 5x",[121,2837,2838],{},"$100\u002F月",[121,2840,2841],{},"重度用户 + Opus 模型访问",[104,2843,2844,2849,2852],{},[121,2845,2846],{},[42,2847,2848],{},"Max 20x",[121,2850,2851],{},"$200\u002F月",[121,2853,2854],{},"8h+ agentic 工作流 \u002F 团队共享",[104,2856,2857,2862,2865],{},[121,2858,2859],{},[42,2860,2861],{},"Team Premium",[121,2863,2864],{},"$100\u002Fseat 年付 \u002F $125 月付",[121,2866,2867],{},"团队，含管理",[39,2869,2870],{},"API token 价格（2026-07 公开数据）：",[60,2872,2873,2879,2885],{},[63,2874,2875,2878],{},[42,2876,2877],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[63,2880,2881,2884],{},[42,2882,2883],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[63,2886,2887],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[173,2889,2890],{},[39,2891,2892,2893,2896,2897,2900],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[42,2894,2895],{},"87.6%","、Sonnet 5 ",[42,2898,2899],{},"80.8%","（Claude Code 内实测），是长任务编程能力的第一梯队。注意 Sonnet 5 换了新分词器，同文本 token 数约 +30%，核算成本要按实际 token 量。",[39,2902,2903,2908],{},[482,2904,2907],{"href":2905,"rel":2906},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[519],"ksred 博客真实使用日志","：作者 8 个月用 ~100 亿 token，API 价折合 $15,000+，订阅实际只花 $800——订阅模式对重度用户极度划算，但前提是能搞定支付。",[27,2910,248],{"id":247},[250,2912,2914],{"className":1422,"code":2913,"language":1424,"meta":256,"style":256},"# macOS \u002F Linux \u002F Windows (WSL)\ncurl -fsSL https:\u002F\u002Fclaude.ai\u002Finstall.sh | bash\n\n# macOS 用 Homebrew\nbrew install --cask claude-code\n\n# Windows PowerShell\nirm https:\u002F\u002Fclaude.ai\u002Finstall.ps1 | iex\n\n# 验证 + 登录\nclaude --version\nclaude auth login          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n# 或用 API key\nexport ANTHROPIC_API_KEY=sk-ant-...\n\n# 进项目，启动\ncd your-project\nclaude \u002Finit               # 生成 CLAUDE.md\nclaude                     # 进入交互模式\n",[196,2915,2916,2921,2938,2942,2947,2960,2964,2969,2982,2986,2991,2998,3011,3016,3026,3030,3035,3041,3051],{"__ignoreMap":256},[1428,2917,2918],{"class":1430,"line":1431},[1428,2919,2920],{"class":1581},"# macOS \u002F Linux \u002F Windows (WSL)\n",[1428,2922,2923,2926,2929,2932,2935],{"class":1430,"line":555},[1428,2924,2925],{"class":1434},"curl",[1428,2927,2928],{"class":1437}," -fsSL",[1428,2930,2931],{"class":1449}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[1428,2933,2934],{"class":1643}," |",[1428,2936,2937],{"class":1434}," bash\n",[1428,2939,2940],{"class":1430,"line":552},[1428,2941,1613],{"emptyLinePlaceholder":591},[1428,2943,2944],{"class":1430,"line":570},[1428,2945,2946],{"class":1581},"# macOS 用 Homebrew\n",[1428,2948,2949,2952,2954,2957],{"class":1430,"line":636},[1428,2950,2951],{"class":1434},"brew",[1428,2953,1596],{"class":1449},[1428,2955,2956],{"class":1437}," --cask",[1428,2958,2959],{"class":1449}," claude-code\n",[1428,2961,2962],{"class":1430,"line":1629},[1428,2963,1613],{"emptyLinePlaceholder":591},[1428,2965,2966],{"class":1430,"line":1634},[1428,2967,2968],{"class":1581},"# Windows PowerShell\n",[1428,2970,2971,2974,2977,2979],{"class":1430,"line":1640},[1428,2972,2973],{"class":1434},"irm",[1428,2975,2976],{"class":1449}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[1428,2978,2934],{"class":1643},[1428,2980,2981],{"class":1434}," iex\n",[1428,2983,2984],{"class":1430,"line":1657},[1428,2985,1613],{"emptyLinePlaceholder":591},[1428,2987,2988],{"class":1430,"line":1670},[1428,2989,2990],{"class":1581},"# 验证 + 登录\n",[1428,2992,2993,2995],{"class":1430,"line":1682},[1428,2994,2333],{"class":1434},[1428,2996,2997],{"class":1437}," --version\n",[1428,2999,3000,3002,3005,3008],{"class":1430,"line":1687},[1428,3001,2333],{"class":1434},[1428,3003,3004],{"class":1449}," auth",[1428,3006,3007],{"class":1449}," login",[1428,3009,3010],{"class":1581},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[1428,3012,3013],{"class":1430,"line":1693},[1428,3014,3015],{"class":1581},"# 或用 API key\n",[1428,3017,3018,3020,3022,3024],{"class":1430,"line":1699},[1428,3019,1644],{"class":1643},[1428,3021,1648],{"class":1647},[1428,3023,1651],{"class":1643},[1428,3025,1654],{"class":1647},[1428,3027,3028],{"class":1430,"line":1704},[1428,3029,1613],{"emptyLinePlaceholder":591},[1428,3031,3032],{"class":1430,"line":1710},[1428,3033,3034],{"class":1581},"# 进项目，启动\n",[1428,3036,3037,3039],{"class":1430,"line":1721},[1428,3038,1623],{"class":1437},[1428,3040,1626],{"class":1449},[1428,3042,3043,3045,3048],{"class":1430,"line":1731},[1428,3044,2333],{"class":1434},[1428,3046,3047],{"class":1449}," \u002Finit",[1428,3049,3050],{"class":1581},"               # 生成 CLAUDE.md\n",[1428,3052,3053,3055],{"class":1430,"line":1736},[1428,3054,2333],{"class":1434},[1428,3056,3057],{"class":1581},"                     # 进入交互模式\n",[27,3059,1811],{"id":1811},[184,3061,3062,3068,3074,3080],{},[63,3063,3064,3067],{},[42,3065,3066],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[63,3069,3070,3073],{},[42,3071,3072],{},"支付","：Pro \u002F Max 订阅只收海外信用卡（MasterCard \u002F Visa）+ 海外账单地址。第三方平台（如老张 \u002F DMXAPI）可用支付宝走 API 代理，但是 BYOK 模式",[63,3075,3076,3079],{},[42,3077,3078],{},"网络","：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[63,3081,3082,3085,3086,2105,3088,3090,3091,453,3093,3097],{},[42,3083,3084],{},"替代路径","：用 ",[482,3087,503],{"href":502},[482,3089,10],{"href":1877}," 接 ",[482,3092,1803],{"href":1802},[482,3094,3096],{"href":3095},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[27,3099,1852],{"id":1852},[98,3101,3102,3122],{},[101,3103,3104],{},[104,3105,3106,3108,3110,3114,3118],{},[107,3107,270],{},[107,3109,281],{},[107,3111,3112],{},[482,3113,278],{"href":1774},[107,3115,3116],{},[482,3117,1872],{"href":1871},[107,3119,3120],{},[482,3121,503],{"href":502},[116,3123,3124,3139,3153,3171,3192,3205,3218,3234],{},[104,3125,3126,3128,3131,3134,3137],{},[121,3127,67],{},[121,3129,3130],{},"CLI（IDE 无关）",[121,3132,3133],{},"AI-first IDE",[121,3135,3136],{},"CLI",[121,3138,3136],{},[104,3140,3141,3144,3146,3149,3151],{},[121,3142,3143],{},"长任务能力",[121,3145,1930],{},[121,3147,3148],{},"★★★★☆",[121,3150,3148],{},[121,3152,1933],{},[104,3154,3155,3158,3165,3167,3169],{},[121,3156,3157],{},"上下文管理",[121,3159,3160,3161,2635,3163],{},"★★★★★ ",[196,3162,2544],{},[196,3164,2531],{},[121,3166,3148],{},[121,3168,3148],{},[121,3170,1933],{},[104,3172,3173,3176,3184,3187,3190],{},[121,3174,3175],{},"子代理 \u002F 并行",[121,3177,3178,3179,2635,3181,2140],{},"✅（",[196,3180,2453],{},[196,3182,3183],{},"\u002Fbatch",[121,3185,3186],{},"部分（Bug bot）",[121,3188,3189],{},"⚠️ 有限",[121,3191,327],{},[104,3193,3194,3196,3199,3201,3203],{},[121,3195,737],{},[121,3197,3198],{},"★★★★★ 一等公民",[121,3200,3148],{},[121,3202,1933],{},[121,3204,327],{},[104,3206,3207,3209,3211,3213,3215],{},[121,3208,1927],{},[121,3210,3148],{},[121,3212,1933],{},[121,3214,1933],{},[121,3216,3217],{},"★★★★★ 每改即 commit",[104,3219,3220,3223,3226,3229,3231],{},[121,3221,3222],{},"国内门槛",[121,3224,3225],{},"高（账号+支付+网络）",[121,3227,3228],{},"高（账号+支付）",[121,3230,953],{},[121,3232,3233],{},"低（BYOK 国产模型）",[104,3235,3236,3238,3241,3244,3246],{},[121,3237,96],{},[121,3239,3240],{},"$20-$200\u002F月",[121,3242,3243],{},"$20\u002F月",[121,3245,3240],{},[121,3247,3248],{},"仅 API 成本",[39,3250,3251,1088],{},[42,3252,3253],{},"选 Claude Code 如果你",[60,3255,3256,3259,3262,3265],{},[63,3257,3258],{},"重视长任务自主性 + 上下文管理",[63,3260,3261],{},"JetBrains \u002F Vim 用户，不想换 IDE",[63,3263,3264],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[63,3266,3267],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[39,3269,3270,1088],{},[42,3271,3272],{},"别选 Claude Code 如果你",[60,3274,3275,3281,3286],{},[63,3276,3277,3278,3280],{},"国内、个人、预算紧（去 ",[482,3279,503],{"href":502}," + DeepSeek）",[63,3282,3283,3284,2140],{},"想要纯 IDE 内 inline 体验（",[482,3285,278],{"href":1774},[63,3287,3288,3289,2140],{},"主要写补全而非 agent 任务（",[482,3290,3292],{"href":3291},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[27,3294,399],{"id":399},[60,3296,3297,3310,3325,3339,3347,3365,3379,3385],{},[63,3298,3299,3305,3306,3309],{},[42,3300,3301,3304],{},[196,3302,3303],{},"ANTHROPIC_API_KEY"," 优先级最高","：你以为在用 Pro 订阅，但 env 里有 key 时实际走 API 计费——卡崩之前先 ",[196,3307,3308],{},"env | grep ANTHROPIC"," 检查",[63,3311,3312,3318,3319,3321,3322,3324],{},[42,3313,3314,3315,3317],{},"长会话不 ",[196,3316,2544],{}," 会越来越笨","：context 接近上限时，模型会开始忘记前面约定。社区共识：每 20-30 分钟 ",[196,3320,2544],{}," 一次或 ",[196,3323,2531],{}," 开新会话",[63,3326,3327,3332,3333,3338],{},[42,3328,3329,3331],{},[196,3330,2574],{}," 切换是个坑","：跨模型切会丢部分 context ",[482,3334,3337],{"href":3335,"rel":3336},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[519],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[63,3340,3341,3346],{},[42,3342,3343,3345],{},[196,3344,2507],{}," 生成的 CLAUDE.md 要 review","：自动生成的会有冗余\u002F错误，第一次进项目花 5 分钟整理",[63,3348,3349,3354,3355,2635,3358,2635,3361,3364],{},[42,3350,3351,3353],{},[196,3352,2658],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[196,3356,3357],{},"\u002Fdeploy",[196,3359,3360],{},"\u002Fmigrate",[196,3362,3363],{},"\u002Freview-pr","，提交进 git",[63,3366,3367,3370,3371,3374,3375,3378],{},[42,3368,3369],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[196,3372,3373],{},"--permission-mode plan"," 或开 ",[196,3376,3377],{},"acceptEdits"," 但配合 git worktree",[63,3380,3381,3384],{},[42,3382,3383],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[63,3386,3387,3390],{},[42,3388,3389],{},"API token 烧钱速度","：BYOK 模式下，复杂 refactor 单次任务可能消耗几百万 token",[27,3392,475],{"id":475},[60,3394,3395,3407,3419,3432],{},[63,3396,2164,3397,453,3399,453,3401,453,3403,453,3405],{},[482,3398,278],{"href":1774},[482,3400,1778],{"href":1777},[482,3402,1872],{"href":1871},[482,3404,503],{"href":502},[482,3406,10],{"href":1877},[63,3408,3409,3410,453,3413,453,3415,453,3417],{},"概念：",[482,3411,3412],{"href":2427},"AI Agent",[482,3414,2189],{"href":2188},[482,3416,79],{"href":2185},[482,3418,2196],{"href":2195},[63,3420,3421,3422,453,3424,453,3428],{},"模型：",[482,3423,2355],{"href":2354},[482,3425,3427],{"href":3426},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[482,3429,3431],{"href":3430},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[63,3433,3434,3435,453,3439],{},"进阶：",[482,3436,3438],{"href":3437},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[482,3440,3442],{"href":3441},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[27,3444,509],{"id":509},[60,3446,3447,3453,3459,3465,3472,3478],{},[63,3448,514,3449],{},[482,3450,3451],{"href":3451,"rel":3452},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[519],[63,3454,2209,3455],{},[482,3456,3457],{"href":3457,"rel":3458},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[519],[63,3460,522,3461],{},[482,3462,3463],{"href":3463,"rel":3464},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[519],[63,3466,3467,3468],{},"CLI Reference：",[482,3469,3470],{"href":3470,"rel":3471},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[519],[63,3473,3474,3475],{},"官方定价：",[482,3476,2783],{"href":2783,"rel":3477},[519],[63,3479,3480],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[39,3482,3483,3484,2250],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 命令 \u002F 功能与最新官方信息不一致，请通过 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支付 \u002F 网络三关）","预算 ¥100\u002F月以内的个人开发者","只想做基础代码补全（用 GitHub Copilot 更经济）","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",[611,612,610],[3521,3526,3531,3535],{"plan":3522,"price":3523,"limit":3524,"cn_pay":3525,"note":619},"Pay-as-go","按 API token 计费","Sonnet $3\u002F$15 per Mtok，Opus $15\u002F$75","✅ 第三方中转支持支付宝",{"plan":3527,"price":3243,"limit":3528,"cn_pay":3529,"note":3530},"Claude Pro","约 1-4 小时\u002F天活跃编码","⚠️ 需海外卡","网页 + Code 共享额度",{"plan":3532,"price":2838,"limit":3533,"cn_pay":3529,"note":3534},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":3536,"price":2851,"limit":3537,"cn_pay":3529,"note":3538},"Claude Max 20x","Pro 的 20 倍 + 优先队列","8h+\u002F天 agentic 工作流","API 按 token 计费 \u002F Pro $20 \u002F Max $100-$200 \u002F Team Premium $100-$125 seat",[2290,632,633,3541,2291,3542],"claude-skills-practice","cursor-deep-review",{"power":636,"ux":570,"price":552,"cn_support":555,"stability":570},{"title":281,"description":3507},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[3547,3549,3550,3552,3555,3557],{"title":3548,"url":3457},"Claude Code 官方文档",{"title":2785,"url":2783},{"title":3551,"url":3470},"Claude Code CLI Reference",{"title":3553,"url":3554},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":3556,"url":2470},"Claude Code Cheat Sheet 2026",{"title":3558,"url":3463},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[3561,3562,3563,3564,3565],"JetBrains \u002F Vim \u002F Emacs 用户（不想换编辑器）","需要长任务自主规划（>30min 单次任务）","服务器开发、运维脚本、CI\u002FCD 场景","需要在 SSH 远程主机上跑 AI 编程","重视稳定性 + 长上下文连贯性","Anthropic 官方终端 AI Coding Agent，长任务能力业界第一梯队",[569,658,3568,18,3569,1298],"terminal","long-task","2026-07-20","Cursor 的强力补充。终端原生、IDE 无关、长任务跑得比 Cursor 稳。但 API 计费贵且国内更难用。","0q7_OctUKQGecMZwXgjzZZKq1o_NCACWKQbqEvm25D8",{"id":3574,"title":278,"alternatives":3575,"api_compatible":3578,"body":3579,"category":4082,"chinese_friendly":570,"cover":4083,"description":4084,"domestic":573,"extension":574,"faq":4085,"free":591,"github":256,"languages":4104,"lastVerified":595,"meta":4105,"models":4106,"navigation":591,"notSuitable":4111,"opensource":573,"path":1184,"pillar":608,"platforms":4116,"priceTable":4117,"pricing":4138,"published":627,"relatedPlaybooks":4139,"relatedReviews":4143,"score":4148,"self_host":573,"seo":4149,"seoTitle":4150,"slug":15,"sources":4151,"stem":4161,"suitable":4162,"tagline":4167,"tags":4168,"updated":3570,"verdict":4174,"website":4175,"__hash__":4176},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[3576,3577,14,1307],"coding\u002Fide\u002Ftrae","coding\u002Fide\u002Fwindsurf",[17,18],{"type":24,"value":3580,"toc":4065},[3581,3583,3625,3627,3630,3636,3678,3693,3699,3703,3706,3725,3742,3745,3749,3754,3758,3767,3771,3781,3785,3791,3793,3823,3825,3923,3928,3930,3968,3970,3976,3980,3990,3992,4027,4029,4055,4062],[27,3582,30],{"id":29},[32,3584,3586,3591,3608],{"className":3585},[35,36,37],[39,3587,3588,3590],{},[42,3589,44],{}," Cursor 是当前 AI IDE 综合体验的天花板。Composer 的多文件改写、Tab 的连续预测、@-symbol 的上下文召回三件套，加上 2026 年加上的 Cloud Agents 和 Bugbot，使「让 AI 真的写一段能跑的代码」这件事比纯插件方案高一个量级。",[39,3592,3593,3596,3597,3600,3601,3604,3605,461],{},[42,3594,3595],{},"2026 年最大变化：SpaceX 以 600 亿美元全股票收购 Cursor 母公司 Anysphere","（2026-06-16 签约，预计 Q3 交割）。收购带来 Colossus 超算算力与 xAI 联合训练——自研模型 ",[42,3598,3599],{},"Composer 2.5"," 与低价的 ",[42,3602,3603],{},"Grok 4.5","（用 Cursor 会话数据训练）先后落地，降低了对 Anthropic\u002FOpenAI 的依赖。当前版本已迭代到 ",[42,3606,3607],{},"3.11",[39,3609,3610,3611,3614,3615,3614,3618,3614,3621,3624],{},"代价是：",[42,3612,3613],{},"$20\u002F月起","、",[42,3616,3617],{},"国内访问不稳",[42,3619,3620],{},"2025-06 之后按 token 计费",[42,3622,3623],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[27,3626,55],{"id":55},[39,3628,3629],{},"Cursor 是 VS Code 的 fork（不是插件，是独立编辑器），整套 UI \u002F 快捷键 \u002F 插件生态完全继承，但把 AI 当成一等公民重写了所有交互层。如果你今天用 VS Code，切到 Cursor 5 分钟就能上手，所有 keybindings \u002F 主题 \u002F 扩展都直接迁移。",[39,3631,3632,3633,1088],{},"它的护城河不是某一个 feature，而是",[42,3634,3635],{},"三件套乘以工程化",[184,3637,3638,3651,3657],{},[63,3639,3640,3643,3644,3647,3648,3650],{},[42,3641,3642],{},"Composer","（",[196,3645,3646],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[42,3649,3599],{}," 是 Cursor 自研模型（85%+ 自主研发，以 Kimi K2.5 为底），已能在文件树尺度做重构。",[63,3652,3653,3656],{},[42,3654,3655],{},"Tab 补全"," — 不只是补当前行，而是预测你的下一步光标位置 + 多行 diff。收购 Supermaven 后补全采纳率达 72%，是 GitHub Copilot 没追上的部分。",[63,3658,3659,3662,3663,3665,3666,3669,3670,3673,3674,3677],{},[42,3660,3661],{},"@-symbol 上下文"," — ",[196,3664,2038],{}," 自动召回相关文件、",[196,3667,3668],{},"@docs"," 引外部文档、",[196,3671,3672],{},"@web"," 联网搜、",[196,3675,3676],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[39,3679,3680,3681,3684,3685,3688,3689,3692],{},"2026 年另加两件大件：",[42,3682,3683],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[196,3686,3687],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[42,3690,3691],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[39,3694,3695,3698],{},[42,3696,3697],{},"版本迭代速度极快","：3.0（4 月，Agents Window 成主界面）→ 3.5（5-20，Cloud Agents 并行）→ 3.9（6-30，团队市场加入 MCP 与组织）→ 3.10（7-10，Side Chats + 对话搜索）→ 3.11（7-17，Slack 集成改进）；iOS 版 Cursor Mobile 已于 6-29 上线。",[27,3700,3702],{"id":3701},"价格-计费重点","价格 & 计费（重点）",[39,3704,3705],{},"2025-06 起 Cursor 从「请求数」改成「按 token 配额」，引发过一轮社区反弹。当前的逻辑：",[60,3707,3708,3715,3722],{},[63,3709,3710,3711,3714],{},"每档套餐有",[42,3712,3713],{},"包含的美元额度","，按底层模型 API 价折算。",[63,3716,3717,3718,3721],{},"超出后",[42,3719,3720],{},"按需续费","（on-demand），月底结算。",[63,3723,3724],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[39,3726,3727,3730,3731,3733,3736,3737,3739,3741],{},[42,3728,3729],{},"Pro $20\u002F月","：日常 Agent 使用够；如果天天 Composer + Background Agents，月底会冲到额度上限。",[470,3732],{},[42,3734,3735],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[470,3738],{},[42,3740,376],{},"：除了用量，主要买的是团队 Rules \u002F Skills 共享、团队级 Bugbot、SSO、隐私模式。",[39,3743,3744],{},"国内付款：结账页选 Alipay，可走支付宝。",[27,3746,3748],{"id":3747},"真实任务实测基于公开示例归纳","真实任务实测（基于公开示例归纳）",[173,3750,3751],{},[39,3752,3753],{},"来源说明：以下场景为 Cursor 官方 Composer 文档与公开 YouTube 实测视频常见演示流程的整合，非 AIHO 编辑部全程亲测，仅作为「能不能干」的参考。",[179,3755,3757],{"id":3756},"任务-1重构一个-800-行的-react-组件","任务 1：重构一个 800 行的 React 组件",[39,3759,3760,3763,3764,3766],{},[196,3761,3762],{},"Cmd+I"," → \"把这个组件按业务拆 3 个子组件，提取自定义 hook\" → Composer 列出涉及文件 + 新建 hook → Accept All。",[470,3765],{},"\n经验值：90 秒级别能跑完，约 18k input \u002F 6k output token；import 路径偶尔错一两行，需手动改。",[179,3768,3770],{"id":3769},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[39,3772,3773,3775,3776,3669,3778,3780],{},[196,3774,2038],{}," 在 50k+ 行项目里召回相关文件、",[196,3777,3668],{},[196,3779,3672],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[179,3782,3784],{"id":3783},"任务-3mcp-接入","任务 3：MCP 接入",[39,3786,3787,3790],{},[196,3788,3789],{},"~\u002F.cursor\u002Fmcp.json"," 配 GitHub \u002F Linear \u002F Slack 或自建 MCP server，让 Agent 能直接调外部工具。2026-05 社区 MCP 注册表已超 200 个。",[27,3792,248],{"id":247},[250,3794,3796],{"className":1422,"code":3795,"language":1424,"meta":256,"style":256},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n# 2. 用 GitHub \u002F Google 登录\n# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n# 4. 打开任意项目 → Cmd+I 试 Composer\n# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[196,3797,3798,3803,3808,3813,3818],{"__ignoreMap":256},[1428,3799,3800],{"class":1430,"line":1431},[1428,3801,3802],{"class":1581},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[1428,3804,3805],{"class":1430,"line":555},[1428,3806,3807],{"class":1581},"# 2. 用 GitHub \u002F Google 登录\n",[1428,3809,3810],{"class":1430,"line":552},[1428,3811,3812],{"class":1581},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[1428,3814,3815],{"class":1430,"line":570},[1428,3816,3817],{"class":1581},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[1428,3819,3820],{"class":1430,"line":636},[1428,3821,3822],{"class":1581},"# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[27,3824,261],{"id":261},[98,3826,3827,3842],{},[101,3828,3829],{},[104,3830,3831,3833,3835,3837,3839],{},[107,3832,270],{},[107,3834,278],{},[107,3836,281],{},[107,3838,3292],{},[107,3840,3841],{},"Trae",[116,3843,3844,3858,3874,3890,3907],{},[104,3845,3846,3848,3851,3854,3856],{},[121,3847,67],{},[121,3849,3850],{},"VS Code fork",[121,3852,3853],{},"终端 CLI",[121,3855,290],{},[121,3857,3850],{},[104,3859,3860,3862,3865,3868,3871],{},[121,3861,96],{},[121,3863,3864],{},"$20\u002F月起 + 用量",[121,3866,3867],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[121,3869,3870],{},"$10\u002F月",[121,3872,3873],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[104,3875,3876,3879,3882,3884,3887],{},[121,3877,3878],{},"国内访问",[121,3880,3881],{},"需稳定代理",[121,3883,3881],{},[121,3885,3886],{},"需代理",[121,3888,3889],{},"国内版直连",[104,3891,3892,3895,3898,3901,3904],{},[121,3893,3894],{},"Agent 形态",[121,3896,3897],{},"Composer + Cloud Agents",[121,3899,3900],{},"全终端",[121,3902,3903],{},"Agent Mode",[121,3905,3906],{},"Builder + SOLO",[104,3908,3909,3911,3914,3917,3920],{},[121,3910,384],{},[121,3912,3913],{},"IDE-first 全栈",[121,3915,3916],{},"终端 \u002F 后端 \u002F DevOps",[121,3918,3919],{},"老 VS Code 党",[121,3921,3922],{},"国内 \u002F 中文场景",[173,3924,3925],{},[39,3926,3927],{},"一句话区分：Cursor 是「GUI 全能型」，Claude Code 是「终端硬核派」，Copilot 是「便宜稳定但天花板低」，Trae 是「国内能用的 Cursor 替代」。",[27,3929,399],{"id":399},[184,3931,3932,3938,3944,3950,3956,3962],{},[63,3933,3934,3937],{},[42,3935,3936],{},"不要在多个 IP \u002F 设备频繁切换登录","，2025 之后 Cursor 风控严，账号一冻 24 小时起。",[63,3939,3940,3943],{},[42,3941,3942],{},"检查 usage 仪表盘","，Pro 用户每周看一次额度。开 MAX 模式跑长任务前，预估 token 量。",[63,3945,3946,3949],{},[42,3947,3948],{},"Cursor Rules 写短而精","，把超过 2000 字的项目说明拆成多个 .mdc 文件，否则每轮上下文吃得太多。",[63,3951,3952,3955],{},[42,3953,3954],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[63,3957,3958,3961],{},[42,3959,3960],{},"付费别走第三方账号","，官方明确表示只通过 cursor.com 直销，第三方账号可能被封。",[63,3963,3964,3967],{},[42,3965,3966],{},"国内信用卡如果被拒","，先开支付宝、再开 Stripe 友好的虚拟卡（Wise \u002F WildCard），别反复试同一张。",[27,3969,465],{"id":464},[39,3971,3972,3973,3975],{},"✅ 全栈开发者；习惯 VS Code 的人；多文件大改 \u002F Agent 长任务；已经在用 MCP 生态。",[470,3974],{},"\n❌ 国内纯内网开发；JetBrains 重度用户；预算敏感的学生；对 usage-based 计费敏感的人。",[27,3977,3979],{"id":3978},"市场地位2026-中","市场地位（2026 中）",[39,3981,3982,3983,3986,3987,3989],{},"Cursor 6 月初年化营收约 ",[42,3984,3985],{},"$4B","，服务 60% 财富 500 强，约 700 名员工。市占率从 2025-06 的 41% 回落到 2026-05 的 26%（",[482,3988,281],{"href":506}," 约占赛道一半），但 SpaceX 收购带来的算力与自研模型资源，让它在下半年的竞争中重新握有底牌。三方估算显示，Cursor 接 Sonnet 5 后端时 SWE-bench 约 65.7%，默认配置约 51.7%。",[27,3991,475],{"id":475},[60,3993,3994,4005,4011,4017],{},[63,3995,3996,3997,499,4001],{},"最新资讯：",[482,3998,4000],{"href":3999},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor",[482,4002,4004],{"href":4003},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[63,4006,480,4007],{},[482,4008,4010],{"href":4009},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[63,4012,488,4013],{},[482,4014,4016],{"href":4015},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[63,4018,495,4019,499,4022,499,4025],{},[482,4020,3841],{"href":4021},"\u002Fcoding\u002Fide\u002Ftrae.html",[482,4023,4024],{"href":1777},"Devin Desktop（原 Windsurf）",[482,4026,281],{"href":506},[27,4028,509],{"id":509},[60,4030,4031,4038,4045,4052],{},[63,4032,4033,4034],{},"官方定价页：",[482,4035,4036],{"href":4036,"rel":4037},"https:\u002F\u002Fcursor.com\u002Fpricing",[519],[63,4039,4040,4041],{},"Composer 文档：",[482,4042,4043],{"href":4043,"rel":4044},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[519],[63,4046,4047,4048],{},"Cursor 3.5 Cloud Agents 公告：",[482,4049,4050],{"href":4050,"rel":4051},"https:\u002F\u002Fcursor.com\u002Fchangelog",[519],[63,4053,4054],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[173,4056,4057],{},[39,4058,4059,4060,550],{},"本卡片由 AIHO 编辑部基于以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[482,4061,549],{"href":548},[2252,4063,4064],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":256,"searchDepth":552,"depth":552,"links":4066},[4067,4068,4069,4070,4075,4076,4077,4078,4079,4080,4081],{"id":29,"depth":555,"text":30},{"id":55,"depth":555,"text":55},{"id":3701,"depth":555,"text":3702},{"id":3747,"depth":555,"text":3748,"children":4071},[4072,4073,4074],{"id":3756,"depth":552,"text":3757},{"id":3769,"depth":552,"text":3770},{"id":3783,"depth":552,"text":3784},{"id":247,"depth":555,"text":248},{"id":261,"depth":555,"text":261},{"id":399,"depth":555,"text":399},{"id":464,"depth":555,"text":465},{"id":3978,"depth":555,"text":3979},{"id":475,"depth":555,"text":475},{"id":509,"depth":555,"text":509},"ide","\u002Fimg\u002Ftools\u002Fcursor.webp","Cursor 2026 真实评测：SpaceX 以 600 亿美元收购后的最强 AI IDE，基于 VS Code，支持 Composer 2.5 多文件改写、Cloud Agents、MCP、Claude Sonnet 5 \u002F GPT-5.6 \u002F Grok 4.5 多模型和 Bugbot。本文整理最新版本、价格、支付宝付款、国内网络风险、封号避坑，以及和 Trae、Devin Desktop、Claude Code 的选择建议。",[4086,4089,4092,4095,4098,4101],{"q":4087,"a":4088},"Cursor 国内能用吗？","可以，但需要全程稳定的代理。直连不稳，且高频切 IP 会触发账号风控。建议：固定家庭网 + 稳定代理，避免频繁切换。",{"q":4090,"a":4091},"Cursor Pro 多少钱？怎么付款？","$20\u002F月起。Pro 之外还有 Pro+ 和 Ultra（更高用量），Teams $40\u002F用户\u002F月。支持支付宝（结账页选 Alipay），也支持 Visa\u002FMastercard 国际信用卡。开发票需 Business \u002F Teams 计划。",{"q":4093,"a":4094},"Cursor 和 VS Code 区别？","Cursor 是 VS Code 的 fork，几乎所有 VS Code 插件都兼容。最大差异是内置 Composer（多文件 Agent）、Tab 智能补全、@-symbol 上下文检索，这三个 VS Code 原生没有。",{"q":4096,"a":4097},"Cursor 支持自定义 API（DeepSeek \u002F Qwen）吗？","支持。设置里可填 OpenAI \u002F Anthropic 兼容的 base_url 和 key，但 Composer \u002F Tab 等高级功能仅在自带模型上工作最好。",{"q":4099,"a":4100},"Cursor Rules 是什么？","项目根目录下的 .cursor\u002Frules\u002F*.mdc（新版）或 .cursorrules（旧版）文件，给 AI 提供项目级上下文（编码规范、技术栈、目录结构）。每次对话都会自动注入。",{"q":4102,"a":4103},"Background Agent \u002F Bugbot 是什么？","Background Agents 在云端 VM 异步跑任务，你可以同时做别的；Bugbot 是 PR 检查器，自动扫描漏洞和给 fix 建议（2026 起进 Pro 默认按量计费）。",[593,594],{},[3511,4107,4108,4109,4110],"gpt-5.6","grok-4.5","gemini-3-pro","composer-2.5",[4112,4113,4114,4115],"国内纯内网开发（连不上）","重度 JetBrains 用户（IDEA \u002F WebStorm \u002F GoLand）","预算敏感或学生（先试 Trae \u002F 通义灵码）","对 usage-based 计费高度敏感（2025-06 之后按 token 计费，重度用户月底容易超）",[610,611,612],[4118,4122,4126,4130,4135],{"plan":4119,"price":1265,"limit":4120,"cn_pay":327,"note":4121},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":2822,"price":3243,"limit":4123,"cn_pay":4124,"note":4125},"扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝","个人主力档",{"plan":3735,"price":4127,"limit":4128,"cn_pay":319,"note":4129},"$60+ \u002F $200\u002F月","更高用量配额，Agent 重度用户","天天跑 Agent 的开发者",{"plan":4131,"price":4132,"limit":4133,"cn_pay":319,"note":4134},"Teams","$40\u002F用户\u002F月","团队计费 + SSO + 团队 Rules \u002F Skills \u002F 共享 Bugbot","团队档",{"plan":785,"price":1273,"limit":4136,"cn_pay":319,"note":4137},"Pool 用量 \u002F SCIM \u002F 审计 \u002F 仓库与模型访问控制","大型组织","Free \u002F Pro $20\u002Fmo \u002F Pro+ \u002F Ultra \u002F Teams $40\u002Fuser\u002Fmo \u002F Enterprise",[4140,4141,4142],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[2290,3542,4144,4145,4146,4147],"cursor-vs-windsurf-vs-trae","qoder-deep-review","trae-deep-review","windsurf-deep-review",{"power":636,"ux":636,"price":552,"cn_support":552,"stability":570},{"title":278,"description":4084},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[4152,4154,4156,4158],{"title":4153,"url":4036},"Cursor 官方定价页",{"title":4155,"url":4043},"Cursor Composer 官方文档",{"title":4157,"url":4050},"Cursor Changelog（3.9–3.11）",{"title":4159,"url":4160},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[4163,4164,4165,4166],"全栈开发者（前端 \u002F 后端 \u002F 全栈一把抓）","习惯 VS Code 不想换编辑器的人","需要多文件大改、Agent 长任务的人","已经在用 MCP 生态（GitHub \u002F Linear \u002F Slack 等）的团队","AI 原生代码编辑器，Composer 多文件改写一时无两（现为 SpaceX 子公司）",[4082,4169,4170,1298,4171,4172,4173],"agent-mode","composer","vscode-fork","bugbot","background-agent","SpaceX 收购后资源更足、自研模型加持；如果不在乎价格和网络，这是开发者第一选择；如果在乎，先看 Trae \u002F Claude Code。","https:\u002F\u002Fcursor.com","vww7kN49iNqNo2dyRLS1_4hVRJ2bDccVwiFMT5YtpBE",1785660640201]