[{"data":1,"prerenderedAt":3447},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-goose":8,"alt-list-goose":569},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":15,"body":16,"category":533,"chinese_friendly":522,"cover":534,"description":535,"domestic":536,"extension":537,"faq":15,"free":538,"github":514,"languages":539,"lastVerified":541,"meta":542,"models":15,"navigation":538,"notSuitable":15,"opensource":538,"path":543,"pillar":544,"platforms":545,"priceTable":15,"pricing":549,"published":550,"relatedPlaybooks":15,"relatedReviews":15,"score":551,"self_host":536,"seo":554,"seoTitle":555,"slug":556,"sources":557,"stem":560,"suitable":15,"tagline":561,"tags":562,"updated":541,"verdict":567,"website":506,"__hash__":568},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fgoose.md","Goose",[12,13,14],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",null,{"type":17,"value":18,"toc":517},"minimark",[19,24,28,31,34,100,103,106,110,120,125,154,159,179,182,217,220,370,373,415,419,445,449,455,461,467,473,476,492,495,500],[20,21,23],"h2",{"id":22},"tldr","TL;DR",[25,26,27],"p",{},"Goose 是 Block（原 Square）开源的 AI 编程 Agent（Apache 2.0），Rust 实现的终端工具。定位类似 Claude Code \u002F Aider——在终端里和 LLM 对话，让它读代码、改代码、跑命令、执行测试。核心差异化是 MCP（Model Context Protocol）原生支持，可以接入文件系统、数据库、浏览器、搜索引擎等任意 MCP server 作为工具。支持 OpenAI \u002F Anthropic \u002F Ollama \u002F 本地模型，完全免费。",[25,29,30],{},"适合：偏好终端工作流、想用本地或自选模型、需要可扩展工具链（MCP）、重视开源和数据隐私的开发者。不适合：需要稳定生产级体验的团队（稳定性还在打磨）、偏好 GUI 的用户、需要顶级代码质量的场景（Claude Code + Claude 模型更强）。",[20,32,33],{"id":33},"核心能力",[35,36,37,50,56,62,72,82,88,94],"ul",{},[38,39,40,44,45,49],"li",{},[41,42,43],"strong",{},"终端 Agent 交互","：",[46,47,48],"code",{},"goose"," 启动 REPL，自然语言描述任务，Agent 自主读文件、改代码、跑命令",[38,51,52,55],{},[41,53,54],{},"MCP 原生支持","：核心架构基于 MCP，可接入任意 MCP server 作为工具（文件系统、Git、数据库、浏览器、搜索 API 等）",[38,57,58,61],{},[41,59,60],{},"多模型接入","：支持 OpenAI \u002F Anthropic \u002F Google \u002F Ollama \u002F LM Studio \u002F 任何 OpenAI 兼容端点",[38,63,64,67,68,71],{},[41,65,66],{},"Session 管理","：对话上下文持久化，可 ",[46,69,70],{},"goose session resume"," 恢复之前的任务",[38,73,74,77,78,81],{},[41,75,76],{},"工具权限控制","：可配置允许 \u002F 禁止 Agent 执行的命令（如禁止 ",[46,79,80],{},"rm -rf","），安全可控",[38,83,84,87],{},[41,85,86],{},"Rust 实现","：单二进制文件，启动快、内存占用低，跨平台编译",[38,89,90,93],{},[41,91,92],{},"VS Code 扩展","：除了 CLI，有 VS Code 插件，终端和 IDE 两种交互方式",[38,95,96,99],{},[41,97,98],{},"可扩展","：自定义 MCP server 用 Python \u002F TS \u002F Rust 写，接入内部工具和 API",[20,101,102],{"id":102},"价格",[25,104,105],{},"完全免费，Apache 2.0 开源。成本在于 LLM API 调用费（如果用 OpenAI \u002F Anthropic）或本地模型硬件成本（用 Ollama 免费）。",[20,107,109],{"id":108},"体验与评测资料整理","体验与评测（资料整理）",[111,112,113],"blockquote",{},[25,114,115,116,119],{},"说明：本节基于官方文档与公开评测整理，非本站独立实测环境，具体数据请以官方为准。\n",[41,117,118],{},"典型场景","：中型 TypeScript 项目的代码生成、重构与命令行自动化（可接 Ollama 跑本地模型，隐私敏感项目不碰云 API）。",[25,121,122],{},[41,123,124],{},"亮点：",[35,126,127,132,135,138,144,147],{},[38,128,129,131],{},[46,130,48],{}," 一行启动，配好 API key 即用，Rust 二进制启动 \u003C 1 秒",[38,133,134],{},"MCP 工具链是好东西：接了 filesystem + git server，Agent 能自主浏览代码结构、读 git log 理解历史",[38,136,137],{},"让它「给这个函数加错误处理 + 写测试」，读代码 → 改代码 → 跑测试一气呵成",[38,139,140,141,143],{},"Session 恢复有用：长任务中断后 ",[46,142,70],{}," 接着干，上下文不丢",[38,145,146],{},"配 Ollama 跑本地 Qwen3-Coder 完全免费，隐私敏感项目不碰云 API",[38,148,149,150,153],{},"权限控制实用：配了只读 + 禁止 ",[46,151,152],{},"git push","，Agent 改完代码自己 review 再手动提交",[25,155,156],{},[41,157,158],{},"踩坑：",[35,160,161,164,167,170,173,176],{},[38,162,163],{},"稳定性还在打磨——偶发 panic \u002F MCP server 连接断开，Rust 错误信息不太好读",[38,165,166],{},"代码质量不如 Claude Code 稳定——复杂重构偶尔改一半卡住或改错文件",[38,168,169],{},"MCP server 生态还早期——很多 server 是社区写的，质量参差，踩坑排查耗时",[38,171,172],{},"国内访问 OpenAI \u002F Anthropic API 需要代理，配 Ollama 本地模型则无此问题",[38,174,175],{},"文档偏少——高级配置（自定义 tool、session 管理细节）要翻源码和 issue",[38,177,178],{},"Windows 支持有 bug——部分 MCP server 在 Windows 路径处理有问题，Linux \u002F Mac 更稳",[20,180,181],{"id":181},"上手",[183,184,185,192,199,205,208,214],"ol",{},[38,186,187,188,191],{},"安装：",[46,189,190],{},"curl -fsSL https:\u002F\u002Fgithub.com\u002Fblock\u002Fgoose\u002Freleases\u002Fdownload\u002Fstable\u002Fdownload_goose.sh | bash","（Mac \u002F Linux）",[38,193,194,195,198],{},"配模型：",[46,196,197],{},"goose configure"," 选 provider + 填 API key（或选 Ollama 用本地模型）",[38,200,201,202,204],{},"启动：在项目目录 ",[46,203,48],{}," 进入 REPL",[38,206,207],{},"描述任务：「读 src\u002Fauth.ts，给 login 函数加 rate limiting，然后跑 npm test」",[38,209,210,211,213],{},"配置 MCP 工具：",[46,212,197],{}," 添加 MCP server（filesystem \u002F git \u002F 数据库等）",[38,215,216],{},"进阶：写自定义 MCP server 接入内部工具",[20,218,219],{"id":219},"对比",[221,222,223,244],"table",{},[224,225,226],"thead",{},[227,228,229,233,235,238,241],"tr",{},[230,231,232],"th",{},"维度",[230,234,10],{},[230,236,237],{},"Claude Code",[230,239,240],{},"Aider",[230,242,243],{},"Cline",[245,246,247,264,279,294,308,324,338,354],"tbody",{},[227,248,249,253,256,259,261],{},[250,251,252],"td",{},"形态",[250,254,255],{},"CLI + VS Code",[250,257,258],{},"CLI",[250,260,258],{},[250,262,263],{},"VS Code 插件",[227,265,266,269,272,275,277],{},[250,267,268],{},"开源",[250,270,271],{},"✅ Apache 2.0",[250,273,274],{},"❌",[250,276,271],{},[250,278,271],{},[227,280,281,284,287,290,292],{},[250,282,283],{},"MCP 支持",[250,285,286],{},"✅ 原生",[250,288,289],{},"✅",[250,291,274],{},[250,293,289],{},[227,295,296,299,302,304,306],{},[250,297,298],{},"本地模型",[250,300,301],{},"✅ Ollama",[250,303,274],{},[250,305,289],{},[250,307,289],{},[227,309,310,313,316,319,322],{},[250,311,312],{},"代码质量",[250,314,315],{},"中",[250,317,318],{},"顶级",[250,320,321],{},"强",[250,323,321],{},[227,325,326,329,331,334,336],{},[250,327,328],{},"稳定性",[250,330,315],{},[250,332,333],{},"高",[250,335,333],{},[250,337,315],{},[227,339,340,343,346,349,351],{},[250,341,342],{},"语言",[250,344,345],{},"Rust",[250,347,348],{},"Python",[250,350,348],{},[250,352,353],{},"TS",[227,355,356,359,362,365,368],{},[250,357,358],{},"成本",[250,360,361],{},"免费",[250,363,364],{},"$20\u002F月 (Claude)",[250,366,367],{},"免费 + API",[250,369,367],{},[20,371,372],{"id":372},"避坑",[35,374,375,381,387,397,403,409],{},[38,376,377,380],{},[41,378,379],{},"别用它做关键重构","：稳定性还在早期，复杂任务可能改错文件或卡住，重要改动要 review + git diff 确认",[38,382,383,386],{},[41,384,385],{},"MCP server 要审查","：社区 MCP server 质量参差，给 Agent 的工具权限等于给它执行权，用前看源码",[38,388,389,392,393,396],{},[41,390,391],{},"配权限白名单","：默认 Agent 能跑任意 shell 命令，配 ",[46,394,395],{},"allowed_commands"," 限制危险操作（rm、push、deploy）",[38,398,399,402],{},[41,400,401],{},"Session 文件会变大","：长对话的 session JSON 几 MB，磁盘注意清理",[38,404,405,408],{},[41,406,407],{},"Windows 用 WSL","：原生 Windows 有路径 \u002F 权限 bug，WSL 下体验和 Linux 一致",[38,410,411,414],{},[41,412,413],{},"本地模型效果有限","：Qwen3-Coder 7B 能做简单任务，复杂重构还是得上 Claude \u002F GPT-4",[20,416,418],{"id":417},"适合-不适合","适合 \u002F 不适合",[35,420,421,424,427,430,433,436,439,442],{},[38,422,423],{},"✅ 偏好终端工作流的开发者",[38,425,426],{},"✅ 想用本地模型（Ollama）保护代码隐私",[38,428,429],{},"✅ 需要 MCP 可扩展工具链（接数据库 \u002F 内部 API \u002F 浏览器）",[38,431,432],{},"✅ 开源信仰 + 想贡献 \u002F 定制 Agent",[38,434,435],{},"✅ 简单到中等复杂度的代码任务（加函数、写测试、修 bug）",[38,437,438],{},"❌ 需要稳定生产级体验（用 Claude Code \u002F Aider 更成熟）",[38,440,441],{},"❌ 偏好 GUI 的用户（用 Cline \u002F Cursor）",[38,443,444],{},"❌ 大型复杂重构（代码质量和稳定性不够稳）",[20,446,448],{"id":447},"faq","FAQ",[25,450,451,454],{},[41,452,453],{},"Q: Goose 和 Claude Code 怎么选？","\nA: Claude Code 代码质量和稳定性更好，但闭源 + 要 Claude 订阅。Goose 开源免费 + 支持本地模型 + MCP 可扩展，灵活但不够稳。追求效果选 Claude Code，追求开源 + 隐私选 Goose。",[25,456,457,460],{},[41,458,459],{},"Q: MCP 是什么？","\nA: Model Context Protocol，Anthropic 提出的开放协议，让 LLM 通过标准接口调用外部工具。Goose 原生基于 MCP 构建，可以接文件系统、Git、数据库、浏览器等任意 MCP server 作为 Agent 工具。",[25,462,463,466],{},[41,464,465],{},"Q: 能用本地模型吗？","\nA: 可以。配 Ollama 作为 provider，选本地模型（如 Qwen3-Coder 7B\u002F14B）即可，完全不碰云 API。简单任务够用，复杂任务建议还是上 Claude \u002F GPT-4。",[25,468,469,472],{},[41,470,471],{},"Q: Block 为什么开源这个？","\nA: Block 内部用 Goose 做 AI 辅助开发，开源出来构建生态。Rust 实现说明是认真做的工程，但团队规模和迭代速度不如 Claude Code \u002F Aider 背后的公司。",[20,474,475],{"id":475},"相关阅读",[25,477,478,483,484,483,488],{},[479,480,482],"a",{"href":481},"\u002Fcoding\u002Fcopilot\u002Famazon-q.html","Amazon Q Developer"," · ",[479,485,487],{"href":486},"\u002Fcoding\u002Fcopilot\u002Fcody.html","Cody (Sourcegraph)",[479,489,491],{"href":490},"\u002Fcoding\u002Fcopilot\u002Ftabnine.html","Tabnine",[20,493,494],{"id":494},"来源",[111,496,497],{},[25,498,499],{},"本文的价格、版本号与性能数据均参考以下官方渠道整理，可能随时间变动，请以官方实时信息为准。",[35,501,502,510],{},[38,503,504],{},[479,505,509],{"href":506,"rel":507},"https:\u002F\u002Fblock.github.io\u002Fgoose",[508],"nofollow","官网",[38,511,512],{},[479,513,516],{"href":514,"rel":515},"https:\u002F\u002Fgithub.com\u002Fblock\u002Fgoose",[508],"GitHub",{"title":518,"searchDepth":519,"depth":519,"links":520},"",3,[521,523,524,525,526,527,528,529,530,531,532],{"id":22,"depth":522,"text":23},2,{"id":33,"depth":522,"text":33},{"id":102,"depth":522,"text":102},{"id":108,"depth":522,"text":109},{"id":181,"depth":522,"text":181},{"id":219,"depth":522,"text":219},{"id":372,"depth":522,"text":372},{"id":417,"depth":522,"text":418},{"id":447,"depth":522,"text":448},{"id":475,"depth":522,"text":475},{"id":494,"depth":522,"text":494},"cli","\u002Fimg\u002Ftools\u002Fgoose.webp","Goose 真实评测：Block（Square）开源的 AI CLI Agent（Apache 2.0 协议），Rust 实现，终端内完成代码生成、重构、测试。支持 MCP 协议 + 多模型接入，适合偏好终端工作流、需要本地 AI 编程助手的开发者。",false,"md",true,[540],"en","2026-07-30",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Fgoose","coding",[546,547,548],"windows","macos","linux","Free \u002F 开源（Apache 2.0）","2026-07-05",{"power":552,"ux":519,"price":553,"cn_support":522,"stability":519},4,5,{"title":10,"description":535},"Goose - Block 开源 AI CLI Agent 评测 | AIHO","coding\u002Fcli\u002Fgoose",[558,559],{"title":509,"url":506},{"title":516,"url":514},"tools\u002Fcoding\u002Fcli\u002Fgoose","Block（Square）开源 AI CLI Agent，Rust 实现",[533,563,564,565,566],"agent","opensource","rust","mcp","Block 出品的开源 Rust CLI Agent，MCP 生态原生支持是最大亮点，适合想用本地模型 + 自定义工具链的终端开发者；稳定性和代码质量不如 Claude Code \u002F Aider 成熟，但完全免费可扩展。","FqJqJmXevOePzA368dPZ5nPI67Fmtw4EQXl1HE6umqk",[570,1914,2872],{"id":571,"title":237,"alternatives":572,"api_compatible":574,"body":576,"category":533,"chinese_friendly":519,"cover":1840,"description":1841,"domestic":536,"extension":537,"faq":15,"free":536,"github":1793,"languages":1842,"lastVerified":1843,"meta":1844,"models":1845,"navigation":538,"notSuitable":1849,"opensource":536,"path":1853,"pillar":544,"platforms":1854,"priceTable":1855,"pricing":1875,"published":1876,"relatedPlaybooks":15,"relatedReviews":1877,"score":1884,"self_host":536,"seo":1885,"seoTitle":1886,"slug":12,"sources":1887,"stem":1900,"suitable":1901,"tagline":1907,"tags":1908,"updated":1911,"verdict":1912,"website":1779,"__hash__":1913},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[573,13,14],"coding\u002Fcli\u002Fcodex",[575],"anthropic",{"type":17,"value":577,"toc":1823},[578,580,631,636,639,644,654,694,697,701,709,744,759,763,766,922,940,944,955,1034,1037,1041,1055,1058,1073,1154,1157,1174,1187,1195,1199,1363,1366,1410,1413,1568,1573,1587,1592,1612,1615,1711,1713,1770,1772,1811,1819],[20,579,23],{"id":22},[581,582,587,597,608],"div",{"className":583},[584,585,586],"card","p-5","my-4",[25,588,589,592,593,596],{},[41,590,591],{},"一句话："," 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 ",[46,594,595],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[25,598,599,600,603,604,607],{},"最大价值是 ",[41,601,602],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[41,605,606],{},"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。",[25,609,610,613,614,618,619,622,623,626,627,630],{},[41,611,612],{},"2026-07 最新进展","：核心模型已升级为 ",[479,615,617],{"href":616},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[46,620,621],{},"\u002Ffork","（复制会话到后台并行）、",[46,624,625],{},"\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。",[41,628,629],{},"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。",[111,632,633],{},[25,634,635],{},"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。",[20,637,638],{"id":638},"核心特性",[640,641,643],"h3",{"id":642},"终端原生的-agent-体验","终端原生的 Agent 体验",[25,645,646,647,650,651,653],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[41,648,649],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[46,652,595],{},"，就进入了一个能读你整个 codebase 的对话环境。",[655,656,660],"pre",{"className":657,"code":658,"language":659,"meta":518,"style":518},"language-bash shiki shiki-themes github-light github-dark","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","bash",[46,661,662,675,684],{"__ignoreMap":518},[663,664,667,671],"span",{"class":665,"line":666},"line",1,[663,668,670],{"class":669},"sj4cs","cd",[663,672,674],{"class":673},"sZZnC"," your-project\n",[663,676,677,680],{"class":665,"line":522},[663,678,595],{"class":679},"sScJk",[663,681,683],{"class":682},"sJ8bj","                          # 进入交互模式\n",[663,685,686,690],{"class":665,"line":519},[663,687,689],{"class":688},"szBVR",">",[663,691,693],{"class":692},"sVt8B"," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[25,695,696],{},"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。",[640,698,700],{"id":699},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[25,702,703,704,708],{},"Claude Code 2.x 引入了 ",[479,705,707],{"href":706},"\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：",[655,710,712],{"className":657,"code":711,"language":659,"meta":518,"style":518},"\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",[46,713,714,721,728,736],{"__ignoreMap":518},[663,715,716,718],{"class":665,"line":666},[663,717,625],{"class":679},[663,719,720],{"class":682},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[663,722,723,725],{"class":665,"line":522},[663,724,621],{"class":679},[663,726,727],{"class":682},"               # 复制当前会话到后台并行推进\n",[663,729,730,733],{"class":665,"line":519},[663,731,732],{"class":679},"\u002Fagents",[663,734,735],{"class":682},"             # 管理子代理\n",[663,737,738,741],{"class":665,"line":552},[663,739,740],{"class":679},"\u002Ftasks",[663,742,743],{"class":682},"              # 列出后台运行的子代理\n",[25,745,746,747,752,753,755,756,758],{},"据 ",[479,748,751],{"href":749,"rel":750},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[508],"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，",[46,754,625],{}," 取代了旧的内联子 agent 写法，",[46,757,621],{}," 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。",[640,760,762],{"id":761},"slash-命令生产力关键","Slash 命令（生产力关键）",[25,764,765],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[221,767,768,778],{},[224,769,770],{},[227,771,772,775],{},[230,773,774],{},"命令",[230,776,777],{},"用途",[245,779,780,794,804,818,828,838,848,858,868,878,888,898,908],{},[227,781,782,787],{},[250,783,784],{},[46,785,786],{},"\u002Finit",[250,788,789,790,793],{},"第一次进入仓库时跑，生成 ",[46,791,792],{},"CLAUDE.md","（项目记忆）",[227,795,796,801],{},[250,797,798],{},[46,799,800],{},"\u002Fmemory",[250,802,803],{},"编辑长期记忆",[227,805,806,811],{},[250,807,808],{},[46,809,810],{},"\u002Fclear",[250,812,813,814,817],{},"清空当前对话，重新开始（",[41,815,816],{},"最被低估的命令","）",[227,819,820,825],{},[250,821,822],{},[46,823,824],{},"\u002Fcompact",[250,826,827],{},"长对话压缩，挽救快爆炸的 context window",[227,829,830,835],{},[250,831,832],{},[46,833,834],{},"\u002Fcontext",[250,836,837],{},"显示当前 context 用量",[227,839,840,845],{},[250,841,842],{},[46,843,844],{},"\u002Fplan",[250,846,847],{},"切到 plan 模式（只规划不执行）",[227,849,850,855],{},[250,851,852],{},[46,853,854],{},"\u002Fmodel",[250,856,857],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[227,859,860,865],{},[250,861,862],{},[46,863,864],{},"\u002Fdiff",[250,866,867],{},"看本轮所有改动",[227,869,870,875],{},[250,871,872],{},[46,873,874],{},"\u002Fcode-review",[250,876,877],{},"对 diff 跑代码审查",[227,879,880,885],{},[250,881,882],{},[46,883,884],{},"\u002Frewind",[250,886,887],{},"回滚到任意 checkpoint（代码 + 对话）",[227,889,890,895],{},[250,891,892],{},[46,893,894],{},"\u002Fmcp",[250,896,897],{},"管理 MCP 服务器",[227,899,900,905],{},[250,901,902],{},[46,903,904],{},"\u002Fdoctor",[250,906,907],{},"排查环境问题",[227,909,910,919],{},[250,911,912,915,916],{},[46,913,914],{},"\u002Fresume"," ",[46,917,918],{},"\u002Fbranch",[250,920,921],{},"回到 \u002F fork 历史对话",[25,923,924,929,930,932,933,935,936,939],{},[479,925,928],{"href":926,"rel":927},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[508],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[46,931,824],{},"（每 20-30 分钟一次防止 context drift）、",[46,934,810],{},"（新任务开新会话）、自定义命令（写在 ",[46,937,938],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[640,941,943],{"id":942},"mcp-集成一等公民","MCP 集成（一等公民）",[25,945,946,950,951,954],{},[479,947,949],{"href":948},"\u002Fwiki\u002Fmcp.html","MCP"," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[46,952,953],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[655,956,960],{"className":957,"code":958,"language":959,"meta":518,"style":518},"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",[46,961,962,967,975,982,996,1016,1022,1028],{"__ignoreMap":518},[663,963,964],{"class":665,"line":666},[663,965,966],{"class":692},"{\n",[663,968,969,972],{"class":665,"line":522},[663,970,971],{"class":669},"  \"mcpServers\"",[663,973,974],{"class":692},": {\n",[663,976,977,980],{"class":665,"line":519},[663,978,979],{"class":669},"    \"postgres\"",[663,981,974],{"class":692},[663,983,984,987,990,993],{"class":665,"line":552},[663,985,986],{"class":669},"      \"command\"",[663,988,989],{"class":692},": ",[663,991,992],{"class":673},"\"npx\"",[663,994,995],{"class":692},",\n",[663,997,998,1001,1004,1007,1010,1013],{"class":665,"line":553},[663,999,1000],{"class":669},"      \"args\"",[663,1002,1003],{"class":692},": [",[663,1005,1006],{"class":673},"\"@modelcontextprotocol\u002Fserver-postgres\"",[663,1008,1009],{"class":692},", ",[663,1011,1012],{"class":673},"\"postgresql:\u002F\u002F...\"",[663,1014,1015],{"class":692},"]\n",[663,1017,1019],{"class":665,"line":1018},6,[663,1020,1021],{"class":692},"    }\n",[663,1023,1025],{"class":665,"line":1024},7,[663,1026,1027],{"class":692},"  }\n",[663,1029,1031],{"class":665,"line":1030},8,[663,1032,1033],{"class":692},"}\n",[25,1035,1036],{},"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。",[640,1038,1040],{"id":1039},"后台-远程模式","后台 \u002F 远程模式",[25,1042,1043,1046,1047,1050,1051,1054],{},[46,1044,1045],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[46,1048,1049],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[46,1052,1053],{},"\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\"。",[20,1056,1057],{"id":1057},"价格与运行成本",[25,1059,1060,1061,1066,1067,1072],{},"根据 ",[479,1062,1065],{"href":1063,"rel":1064},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[508],"explainx.ai 2026-06 评测"," 和 ",[479,1068,1071],{"href":1069,"rel":1070},"https:\u002F\u002Fclaude.com\u002Fpricing",[508],"Anthropic 官方定价"," 整理：",[221,1074,1075,1087],{},[224,1076,1077],{},[227,1078,1079,1082,1084],{},[230,1080,1081],{},"路径",[230,1083,102],{},[230,1085,1086],{},"适用场景",[245,1088,1089,1102,1115,1128,1141],{},[227,1090,1091,1096,1099],{},[250,1092,1093],{},[41,1094,1095],{},"BYOK（自带 API key）",[250,1097,1098],{},"按 token 计费",[250,1100,1101],{},"全自由，但单月烧到 $500+ 也常见",[227,1103,1104,1109,1112],{},[250,1105,1106],{},[41,1107,1108],{},"Pro",[250,1110,1111],{},"$20\u002F月（年付 ~$17）",[250,1113,1114],{},"个人开发者，每天 1-4 小时",[227,1116,1117,1122,1125],{},[250,1118,1119],{},[41,1120,1121],{},"Max 5x",[250,1123,1124],{},"$100\u002F月",[250,1126,1127],{},"重度用户 + Opus 模型访问",[227,1129,1130,1135,1138],{},[250,1131,1132],{},[41,1133,1134],{},"Max 20x",[250,1136,1137],{},"$200\u002F月",[250,1139,1140],{},"8h+ agentic 工作流 \u002F 团队共享",[227,1142,1143,1148,1151],{},[250,1144,1145],{},[41,1146,1147],{},"Team Premium",[250,1149,1150],{},"$100\u002Fseat 年付 \u002F $125 月付",[250,1152,1153],{},"团队，含管理",[25,1155,1156],{},"API token 价格（2026-07 公开数据）：",[35,1158,1159,1165,1171],{},[38,1160,1161,1164],{},[41,1162,1163],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[38,1166,1167,1170],{},[41,1168,1169],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[38,1172,1173],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[111,1175,1176],{},[25,1177,1178,1179,1182,1183,1186],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[41,1180,1181],{},"87.6%","、Sonnet 5 ",[41,1184,1185],{},"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。",[25,1188,1189,1194],{},[479,1190,1193],{"href":1191,"rel":1192},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[508],"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。",[20,1196,1198],{"id":1197},"上手-5-分钟","上手 5 分钟",[655,1200,1202],{"className":657,"code":1201,"language":659,"meta":518,"style":518},"# 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",[46,1203,1204,1209,1226,1231,1236,1250,1254,1259,1272,1277,1283,1291,1305,1311,1326,1331,1337,1344,1355],{"__ignoreMap":518},[663,1205,1206],{"class":665,"line":666},[663,1207,1208],{"class":682},"# macOS \u002F Linux \u002F Windows (WSL)\n",[663,1210,1211,1214,1217,1220,1223],{"class":665,"line":522},[663,1212,1213],{"class":679},"curl",[663,1215,1216],{"class":669}," -fsSL",[663,1218,1219],{"class":673}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[663,1221,1222],{"class":688}," |",[663,1224,1225],{"class":679}," bash\n",[663,1227,1228],{"class":665,"line":519},[663,1229,1230],{"emptyLinePlaceholder":538},"\n",[663,1232,1233],{"class":665,"line":552},[663,1234,1235],{"class":682},"# macOS 用 Homebrew\n",[663,1237,1238,1241,1244,1247],{"class":665,"line":553},[663,1239,1240],{"class":679},"brew",[663,1242,1243],{"class":673}," install",[663,1245,1246],{"class":669}," --cask",[663,1248,1249],{"class":673}," claude-code\n",[663,1251,1252],{"class":665,"line":1018},[663,1253,1230],{"emptyLinePlaceholder":538},[663,1255,1256],{"class":665,"line":1024},[663,1257,1258],{"class":682},"# Windows PowerShell\n",[663,1260,1261,1264,1267,1269],{"class":665,"line":1030},[663,1262,1263],{"class":679},"irm",[663,1265,1266],{"class":673}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[663,1268,1222],{"class":688},[663,1270,1271],{"class":679}," iex\n",[663,1273,1275],{"class":665,"line":1274},9,[663,1276,1230],{"emptyLinePlaceholder":538},[663,1278,1280],{"class":665,"line":1279},10,[663,1281,1282],{"class":682},"# 验证 + 登录\n",[663,1284,1286,1288],{"class":665,"line":1285},11,[663,1287,595],{"class":679},[663,1289,1290],{"class":669}," --version\n",[663,1292,1294,1296,1299,1302],{"class":665,"line":1293},12,[663,1295,595],{"class":679},[663,1297,1298],{"class":673}," auth",[663,1300,1301],{"class":673}," login",[663,1303,1304],{"class":682},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[663,1306,1308],{"class":665,"line":1307},13,[663,1309,1310],{"class":682},"# 或用 API key\n",[663,1312,1314,1317,1320,1323],{"class":665,"line":1313},14,[663,1315,1316],{"class":688},"export",[663,1318,1319],{"class":692}," ANTHROPIC_API_KEY",[663,1321,1322],{"class":688},"=",[663,1324,1325],{"class":692},"sk-ant-...\n",[663,1327,1329],{"class":665,"line":1328},15,[663,1330,1230],{"emptyLinePlaceholder":538},[663,1332,1334],{"class":665,"line":1333},16,[663,1335,1336],{"class":682},"# 进项目，启动\n",[663,1338,1340,1342],{"class":665,"line":1339},17,[663,1341,670],{"class":669},[663,1343,674],{"class":673},[663,1345,1347,1349,1352],{"class":665,"line":1346},18,[663,1348,595],{"class":679},[663,1350,1351],{"class":673}," \u002Finit",[663,1353,1354],{"class":682},"               # 生成 CLAUDE.md\n",[663,1356,1358,1360],{"class":665,"line":1357},19,[663,1359,595],{"class":679},[663,1361,1362],{"class":682},"                     # 进入交互模式\n",[20,1364,1365],{"id":1365},"国内使用注意事项",[183,1367,1368,1374,1380,1386],{},[38,1369,1370,1373],{},[41,1371,1372],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[38,1375,1376,1379],{},[41,1377,1378],{},"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",[38,1381,1382,1385],{},[41,1383,1384],{},"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",[38,1387,1388,1391,1392,1395,1396,1399,1400,1404,1405,1409],{},[41,1389,1390],{},"替代路径","：用 ",[479,1393,240],{"href":1394},"\u002Fcoding\u002Fcli\u002Faider.html"," 或 ",[479,1397,243],{"href":1398},"\u002Fcoding\u002Fcli\u002Fcline.html"," 接 ",[479,1401,1403],{"href":1402},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3"," \u002F ",[479,1406,1408],{"href":1407},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[20,1411,1412],{"id":1412},"与同类怎么选",[221,1414,1415,1439],{},[224,1416,1417],{},[227,1418,1419,1421,1423,1429,1435],{},[230,1420,232],{},[230,1422,237],{},[230,1424,1425],{},[479,1426,1428],{"href":1427},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[230,1430,1431],{},[479,1432,1434],{"href":1433},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[230,1436,1437],{},[479,1438,240],{"href":1394},[245,1440,1441,1455,1471,1489,1510,1523,1537,1553],{},[227,1442,1443,1445,1448,1451,1453],{},[250,1444,252],{},[250,1446,1447],{},"CLI（IDE 无关）",[250,1449,1450],{},"AI-first IDE",[250,1452,258],{},[250,1454,258],{},[227,1456,1457,1460,1463,1466,1468],{},[250,1458,1459],{},"长任务能力",[250,1461,1462],{},"★★★★★",[250,1464,1465],{},"★★★★☆",[250,1467,1465],{},[250,1469,1470],{},"★★★☆☆",[227,1472,1473,1476,1483,1485,1487],{},[250,1474,1475],{},"上下文管理",[250,1477,1478,1479,915,1481],{},"★★★★★ ",[46,1480,824],{},[46,1482,810],{},[250,1484,1465],{},[250,1486,1465],{},[250,1488,1470],{},[227,1490,1491,1494,1502,1505,1508],{},[250,1492,1493],{},"子代理 \u002F 并行",[250,1495,1496,1497,915,1499,817],{},"✅（",[46,1498,732],{},[46,1500,1501],{},"\u002Fbatch",[250,1503,1504],{},"部分（Bug bot）",[250,1506,1507],{},"⚠️ 有限",[250,1509,274],{},[227,1511,1512,1514,1517,1519,1521],{},[250,1513,283],{},[250,1515,1516],{},"★★★★★ 一等公民",[250,1518,1465],{},[250,1520,1470],{},[250,1522,274],{},[227,1524,1525,1528,1530,1532,1534],{},[250,1526,1527],{},"Git 集成",[250,1529,1465],{},[250,1531,1470],{},[250,1533,1470],{},[250,1535,1536],{},"★★★★★ 每改即 commit",[227,1538,1539,1542,1545,1548,1550],{},[250,1540,1541],{},"国内门槛",[250,1543,1544],{},"高（账号+支付+网络）",[250,1546,1547],{},"高（账号+支付）",[250,1549,333],{},[250,1551,1552],{},"低（BYOK 国产模型）",[227,1554,1555,1557,1560,1563,1565],{},[250,1556,102],{},[250,1558,1559],{},"$20-$200\u002F月",[250,1561,1562],{},"$20\u002F月",[250,1564,1559],{},[250,1566,1567],{},"仅 API 成本",[25,1569,1570,44],{},[41,1571,1572],{},"选 Claude Code 如果你",[35,1574,1575,1578,1581,1584],{},[38,1576,1577],{},"重视长任务自主性 + 上下文管理",[38,1579,1580],{},"JetBrains \u002F Vim 用户，不想换 IDE",[38,1582,1583],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[38,1585,1586],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[25,1588,1589,44],{},[41,1590,1591],{},"别选 Claude Code 如果你",[35,1593,1594,1600,1605],{},[38,1595,1596,1597,1599],{},"国内、个人、预算紧（去 ",[479,1598,240],{"href":1394}," + DeepSeek）",[38,1601,1602,1603,817],{},"想要纯 IDE 内 inline 体验（",[479,1604,1428],{"href":1427},[38,1606,1607,1608,817],{},"主要写补全而非 agent 任务（",[479,1609,1611],{"href":1610},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[20,1613,1614],{"id":1614},"避坑清单",[35,1616,1617,1630,1645,1659,1667,1685,1699,1705],{},[38,1618,1619,1625,1626,1629],{},[41,1620,1621,1624],{},[46,1622,1623],{},"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 ",[46,1627,1628],{},"env | grep ANTHROPIC"," 检查",[38,1631,1632,1638,1639,1641,1642,1644],{},[41,1633,1634,1635,1637],{},"长会话不 ",[46,1636,824],{}," 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 ",[46,1640,824],{}," 一次或 ",[46,1643,810],{}," 开新会话",[38,1646,1647,1652,1653,1658],{},[41,1648,1649,1651],{},[46,1650,854],{}," 切换是个坑","：跨模型切会丢部分 context ",[479,1654,1657],{"href":1655,"rel":1656},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[508],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[38,1660,1661,1666],{},[41,1662,1663,1665],{},[46,1664,786],{}," 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",[38,1668,1669,1674,1675,915,1678,915,1681,1684],{},[41,1670,1671,1673],{},[46,1672,938],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[46,1676,1677],{},"\u002Fdeploy",[46,1679,1680],{},"\u002Fmigrate",[46,1682,1683],{},"\u002Freview-pr","，提交进 git",[38,1686,1687,1690,1691,1694,1695,1698],{},[41,1688,1689],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[46,1692,1693],{},"--permission-mode plan"," 或开 ",[46,1696,1697],{},"acceptEdits"," 但配合 git worktree",[38,1700,1701,1704],{},[41,1702,1703],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[38,1706,1707,1710],{},[41,1708,1709],{},"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",[20,1712,475],{"id":475},[35,1714,1715,1730,1746,1759],{},[38,1716,1717,1718,1404,1720,1404,1724,1404,1726,1404,1728],{},"同类对比：",[479,1719,1428],{"href":1427},[479,1721,1723],{"href":1722},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[479,1725,1434],{"href":1433},[479,1727,240],{"href":1394},[479,1729,243],{"href":1398},[38,1731,1732,1733,1404,1736,1404,1740,1404,1742],{},"概念：",[479,1734,1735],{"href":706},"AI Agent",[479,1737,1739],{"href":1738},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[479,1741,949],{"href":948},[479,1743,1745],{"href":1744},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[38,1747,1748,1749,1404,1751,1404,1755],{},"模型：",[479,1750,617],{"href":616},[479,1752,1754],{"href":1753},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[479,1756,1758],{"href":1757},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[38,1760,1761,1762,1404,1766],{},"进阶：",[479,1763,1765],{"href":1764},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[479,1767,1769],{"href":1768},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[20,1771,494],{"id":494},[35,1773,1774,1781,1788,1795,1802,1808],{},[38,1775,1776,1777],{},"官网：",[479,1778,1779],{"href":1779,"rel":1780},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[508],[38,1782,1783,1784],{},"官方文档：",[479,1785,1786],{"href":1786,"rel":1787},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[508],[38,1789,1790,1791],{},"GitHub：",[479,1792,1793],{"href":1793,"rel":1794},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[508],[38,1796,1797,1798],{},"CLI Reference：",[479,1799,1800],{"href":1800,"rel":1801},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[508],[38,1803,1804,1805],{},"官方定价：",[479,1806,1069],{"href":1069,"rel":1807},[508],[38,1809,1810],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[25,1812,1813,1814,1818],{},"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 ",[479,1815,1817],{"href":1816},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1820,1821,1822],"style",{},"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 pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}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}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":518,"searchDepth":519,"depth":519,"links":1824},[1825,1826,1833,1834,1835,1836,1837,1838,1839],{"id":22,"depth":522,"text":23},{"id":638,"depth":522,"text":638,"children":1827},[1828,1829,1830,1831,1832],{"id":642,"depth":519,"text":643},{"id":699,"depth":519,"text":700},{"id":761,"depth":519,"text":762},{"id":942,"depth":519,"text":943},{"id":1039,"depth":519,"text":1040},{"id":1057,"depth":522,"text":1057},{"id":1197,"depth":522,"text":1198},{"id":1365,"depth":522,"text":1365},{"id":1412,"depth":522,"text":1412},{"id":1614,"depth":522,"text":1614},{"id":475,"depth":522,"text":475},{"id":494,"depth":522,"text":494},"\u002Fimg\u002Ftools\u002Fclaude-code.webp","Claude Code 2026 真实评测：Anthropic 官方 CLI 编程 Agent，适合终端、SSH、JetBrains\u002FVim 用户和长任务代码改造。本文整理安装使用、Sub-agents、Slash 命令、MCP、价格套餐、国内使用门槛，以及和 Cursor、Aider、Codex CLI 的区别。",[540],"2026-08-02",{},[1846,1847,1848],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[1850,1851,1852],"国内裸跑（账号 \u002F 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",[547,548,546],[1856,1862,1867,1871],{"plan":1857,"price":1858,"limit":1859,"cn_pay":1860,"note":1861},"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","BYOK 模式",{"plan":1863,"price":1562,"limit":1864,"cn_pay":1865,"note":1866},"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":1868,"price":1124,"limit":1869,"cn_pay":1865,"note":1870},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":1872,"price":1137,"limit":1873,"cn_pay":1865,"note":1874},"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","2026-06-18",[1878,1879,1880,1881,1882,1883],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":553,"ux":552,"price":519,"cn_support":522,"stability":552},{"title":237,"description":1841},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[1888,1890,1891,1893,1896,1898],{"title":1889,"url":1786},"Claude Code 官方文档",{"title":1071,"url":1069},{"title":1892,"url":1800},"Claude Code CLI Reference",{"title":1894,"url":1895},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":1897,"url":749},"Claude Code Cheat Sheet 2026",{"title":1899,"url":1793},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[1902,1903,1904,1905,1906],"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",[533,563,1909,575,1910,566],"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":1915,"title":240,"alternatives":1916,"api_compatible":15,"body":1917,"category":533,"chinese_friendly":519,"cover":2827,"description":2828,"domestic":536,"extension":537,"faq":15,"free":538,"github":2340,"languages":2829,"lastVerified":1843,"meta":2831,"models":15,"navigation":538,"notSuitable":15,"opensource":538,"path":2832,"pillar":544,"platforms":2833,"priceTable":2834,"pricing":2845,"published":1876,"relatedPlaybooks":15,"relatedReviews":2846,"score":2848,"self_host":538,"seo":2849,"seoTitle":2850,"slug":13,"sources":2851,"stem":2864,"suitable":15,"tagline":2865,"tags":2866,"updated":2869,"verdict":2870,"website":2763,"__hash__":2871},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[12,573,14],{"type":17,"value":1918,"toc":2810},[1919,1921,1944,1949,1951,1955,1958,1995,1999,2007,2027,2030,2073,2078,2081,2089,2165,2168,2172,2175,2177,2328,2330,2372,2382,2384,2422,2424,2549,2554,2576,2578,2675,2677,2680,2705,2708,2722,2724,2755,2757,2802,2807],[20,1920,23],{"id":22},[581,1922,1924,1933],{"className":1923},[584,585,586],[25,1925,1926,1928,1929,1932],{},[41,1927,591],{}," 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 ",[46,1930,1931],{},"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。",[25,1934,1935,1936,1939,1940,1943],{},"代价是",[41,1937,1938],{},"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 ",[479,1941,237],{"href":1942},"\u002Fcoding\u002Fcli\u002Fclaude-code.html"," 用户都觉得\"为啥不直接 aider\"。",[111,1945,1946],{},[25,1947,1948],{},"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。",[20,1950,638],{"id":638},[640,1952,1954],{"id":1953},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[25,1956,1957],{},"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：",[35,1959,1960,1971,1981,1992],{},[38,1961,1962,1963,1966,1967,1970],{},"每次对话改完代码，自动 ",[46,1964,1965],{},"git add"," + ",[46,1968,1969],{},"git commit","，commit message 由 weak-model 生成",[38,1972,1973,1974,1977,1978],{},"想撤回上一步：",[46,1975,1976],{},"\u002Fundo"," 或者直接 ",[46,1979,1980],{},"git reset",[38,1982,1983,1984,1987,1988,1991],{},"改坏了想从分叉点重来：",[46,1985,1986],{},"git checkout \u003Chash>"," 后继续 ",[46,1989,1990],{},"aider","，对话上下文还在",[38,1993,1994],{},"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",[640,1996,1998],{"id":1997},"architect-模式两个模型分工","Architect 模式：两个模型分工",[25,2000,2001,2002,44],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[479,2003,2006],{"href":2004,"rel":2005},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[508],"官方 modes 文档",[35,2008,2009,2015,2021],{},[38,2010,2011,2014],{},[46,2012,2013],{},"--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",[38,2016,2017,2020],{},[46,2018,2019],{},"--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",[38,2022,2023,2026],{},[46,2024,2025],{},"--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",[25,2028,2029],{},"启动示例：",[655,2031,2033],{"className":657,"code":2032,"language":659,"meta":518,"style":518},"aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n",[46,2034,2035,2045,2055,2065],{"__ignoreMap":518},[663,2036,2037,2039,2042],{"class":665,"line":666},[663,2038,1990],{"class":679},[663,2040,2041],{"class":669}," --architect",[663,2043,2044],{"class":669}," \\\n",[663,2046,2047,2050,2053],{"class":665,"line":522},[663,2048,2049],{"class":669},"  --model",[663,2051,2052],{"class":673}," deepseek\u002Fdeepseek-reasoner",[663,2054,2044],{"class":669},[663,2056,2057,2060,2063],{"class":665,"line":519},[663,2058,2059],{"class":669},"  --editor-model",[663,2061,2062],{"class":673}," claude-3-5-sonnet-20241022",[663,2064,2044],{"class":669},[663,2066,2067,2070],{"class":665,"line":552},[663,2068,2069],{"class":669},"  --weak-model",[663,2071,2072],{"class":673}," gpt-4o-mini\n",[111,2074,2075],{},[25,2076,2077],{},"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。",[640,2079,2080],{"id":2080},"几乎能接所有模型",[25,2082,2083,2088],{},[479,2084,2087],{"href":2085,"rel":2086},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[508],"Aider 官方推荐"," 的\"最佳模型清单\"：",[221,2090,2091,2104],{},[224,2092,2093],{},[227,2094,2095,2098,2101],{},[230,2096,2097],{},"厂商",[230,2099,2100],{},"推荐模型",[230,2102,2103],{},"备注",[245,2105,2106,2117,2128,2139,2154],{},[227,2107,2108,2111,2114],{},[250,2109,2110],{},"Anthropic",[250,2112,2113],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[250,2115,2116],{},"编辑能力最稳",[227,2118,2119,2122,2125],{},[250,2120,2121],{},"Google",[250,2123,2124],{},"Gemini 2.5 Pro",[250,2126,2127],{},"超长上下文",[227,2129,2130,2133,2136],{},[250,2131,2132],{},"DeepSeek",[250,2134,2135],{},"R1 + V3",[250,2137,2138],{},"性价比之王",[227,2140,2141,2144,2151],{},[250,2142,2143],{},"OpenAI",[250,2145,2146,2147],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[479,2148,2150],{"href":2149},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[250,2152,2153],{},"reasoning 路径",[227,2155,2156,2159,2162],{},[250,2157,2158],{},"本地",[250,2160,2161],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[250,2163,2164],{},"完全离线",[25,2166,2167],{},"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。",[640,2169,2171],{"id":2170},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[25,2173,2174],{},"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。",[20,2176,1198],{"id":1197},[655,2178,2180],{"className":657,"code":2179,"language":659,"meta":518,"style":518},"# 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",[46,2181,2182,2187,2212,2216,2221,2227,2231,2236,2246,2258,2269,2273,2278,2283,2287,2292,2302,2311,2315,2320],{"__ignoreMap":518},[663,2183,2184],{"class":665,"line":666},[663,2185,2186],{"class":682},"# 1. 安装（要 Python 3.9+）\n",[663,2188,2189,2192,2195,2198,2200,2203,2206,2209],{"class":665,"line":522},[663,2190,2191],{"class":679},"python",[663,2193,2194],{"class":669}," -m",[663,2196,2197],{"class":673}," pip",[663,2199,1243],{"class":673},[663,2201,2202],{"class":669}," -U",[663,2204,2205],{"class":669}," --upgrade-strategy",[663,2207,2208],{"class":673}," only-if-needed",[663,2210,2211],{"class":673}," aider-chat\n",[663,2213,2214],{"class":665,"line":519},[663,2215,1230],{"emptyLinePlaceholder":538},[663,2217,2218],{"class":665,"line":552},[663,2219,2220],{"class":682},"# 2. 进入 git 仓库\n",[663,2222,2223,2225],{"class":665,"line":553},[663,2224,670],{"class":669},[663,2226,674],{"class":673},[663,2228,2229],{"class":665,"line":1018},[663,2230,1230],{"emptyLinePlaceholder":538},[663,2232,2233],{"class":665,"line":1024},[663,2234,2235],{"class":682},"# 3. 设置 API key（任选其一）\n",[663,2237,2238,2240,2242,2244],{"class":665,"line":1030},[663,2239,1316],{"class":688},[663,2241,1319],{"class":692},[663,2243,1322],{"class":688},[663,2245,1325],{"class":692},[663,2247,2248,2250,2253,2255],{"class":665,"line":1274},[663,2249,1316],{"class":688},[663,2251,2252],{"class":692}," DEEPSEEK_API_KEY",[663,2254,1322],{"class":688},[663,2256,2257],{"class":692},"sk-...\n",[663,2259,2260,2262,2265,2267],{"class":665,"line":1279},[663,2261,1316],{"class":688},[663,2263,2264],{"class":692}," OPENAI_API_KEY",[663,2266,1322],{"class":688},[663,2268,2257],{"class":692},[663,2270,2271],{"class":665,"line":1285},[663,2272,1230],{"emptyLinePlaceholder":538},[663,2274,2275],{"class":665,"line":1293},[663,2276,2277],{"class":682},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[663,2279,2280],{"class":665,"line":1307},[663,2281,2282],{"class":679},"aider\n",[663,2284,2285],{"class":665,"line":1313},[663,2286,1230],{"emptyLinePlaceholder":538},[663,2288,2289],{"class":665,"line":1328},[663,2290,2291],{"class":682},"# 或指定模型\n",[663,2293,2294,2296,2299],{"class":665,"line":1333},[663,2295,1990],{"class":679},[663,2297,2298],{"class":669}," --model",[663,2300,2301],{"class":673}," deepseek\u002Fdeepseek-chat\n",[663,2303,2304,2306,2308],{"class":665,"line":1339},[663,2305,1990],{"class":679},[663,2307,2298],{"class":669},[663,2309,2310],{"class":673}," claude-3-5-sonnet-20241022\n",[663,2312,2313],{"class":665,"line":1346},[663,2314,1230],{"emptyLinePlaceholder":538},[663,2316,2317],{"class":665,"line":1357},[663,2318,2319],{"class":682},"# 5. 在 aider 里直接用自然语言下指令\n",[663,2321,2323,2325],{"class":665,"line":2322},20,[663,2324,689],{"class":688},[663,2326,2327],{"class":692}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[20,2329,1057],{"id":1057},[35,2331,2332,2344,2355],{},[38,2333,2334,2337,2338,2343],{},[41,2335,2336],{},"Aider 本体","：开源免费（",[479,2339,2342],{"href":2340,"rel":2341},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[508],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[38,2345,2346,2349,2350,1404,2352,2354],{},[41,2347,2348],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[479,2351,1428],{"href":1427},[479,2353,1723],{"href":1722}," 最大的商业模式差异",[38,2356,2357,2358],{},"单次会话典型消耗：\n",[35,2359,2360,2363,2366],{},[38,2361,2362],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[38,2364,2365],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[38,2367,2368,2369,2371],{},"用 ",[479,2370,2150],{"href":2149}," reasoning：根据推理深度，可能到 $3-8",[25,2373,2374,2375,1966,2377,2381],{},"走 ",[479,2376,1403],{"href":1402},[479,2378,2380],{"href":2004,"rel":2379},[508],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[20,2383,1365],{"id":1365},[183,2385,2386,2395,2401,2416],{},[38,2387,2388,2391,2392],{},[41,2389,2390],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[46,2393,2394],{},"HTTPS_PROXY",[38,2396,2397,2400],{},[41,2398,2399],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[38,2402,2403,2406,2407,2410,2411,2415],{},[41,2404,2405],{},"支持自定义 base_url","：通过 ",[46,2408,2409],{},"OPENAI_API_BASE"," 环境变量接 ",[479,2412,2414],{"href":2413},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[38,2417,2418,2421],{},[41,2419,2420],{},"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",[20,2423,1412],{"id":1412},[221,2425,2426,2446],{},[224,2427,2428],{},[227,2429,2430,2432,2434,2438,2442],{},[230,2431,232],{},[230,2433,240],{},[230,2435,2436],{},[479,2437,237],{"href":1942},[230,2439,2440],{},[479,2441,1434],{"href":1433},[230,2443,2444],{},[479,2445,243],{"href":1398},[245,2447,2448,2460,2476,2492,2505,2519,2532],{},[227,2449,2450,2452,2454,2456,2458],{},[250,2451,268],{},[250,2453,289],{},[250,2455,274],{},[250,2457,274],{},[250,2459,289],{},[227,2461,2462,2465,2468,2471,2474],{},[250,2463,2464],{},"模型选择",[250,2466,2467],{},"任意",[250,2469,2470],{},"仅 Anthropic",[250,2472,2473],{},"仅 OpenAI",[250,2475,2467],{},[227,2477,2478,2481,2484,2487,2490],{},[250,2479,2480],{},"自带 API key",[250,2482,2483],{},"✅ 必须",[250,2485,2486],{},"可选（订阅替代）",[250,2488,2489],{},"可选",[250,2491,2483],{},[227,2493,2494,2496,2498,2500,2503],{},[250,2495,1527],{},[250,2497,1462],{},[250,2499,1470],{},[250,2501,2502],{},"★★☆☆☆",[250,2504,1470],{},[227,2506,2507,2510,2513,2515,2517],{},[250,2508,2509],{},"学习曲线",[250,2511,2512],{},"★★★★☆ 陡",[250,2514,2502],{},[250,2516,2502],{},[250,2518,1470],{},[227,2520,2521,2524,2526,2528,2530],{},[250,2522,2523],{},"Architect 双模型",[250,2525,286],{},[250,2527,274],{},[250,2529,274],{},[250,2531,274],{},[227,2533,2534,2537,2540,2543,2546],{},[250,2535,2536],{},"VS Code 集成",[250,2538,2539],{},"通过第三方插件",[250,2541,2542],{},"通过 Cursor 等",[250,2544,2545],{},"仅 CLI",[250,2547,2548],{},"★★★★★ 原生",[25,2550,2551,44],{},[41,2552,2553],{},"怎么选",[35,2555,2556,2559,2564,2569],{},[38,2557,2558],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[38,2560,2561,2562],{},"已经买 Claude Pro \u002F Max 订阅 → ",[479,2563,237],{"href":1942},[38,2565,2566,2567],{},"已经买 ChatGPT Plus \u002F Pro → ",[479,2568,1434],{"href":1433},[38,2570,2571,2572,1404,2574],{},"习惯 VS Code 不想离开 GUI → ",[479,2573,243],{"href":1398},[479,2575,1428],{"href":1427},[20,2577,1614],{"id":1614},[35,2579,2580,2593,2610,2629,2638,2654,2662],{},[38,2581,2582,2585,2586,2589,2590,2592],{},[41,2583,2584],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[46,2587,2588],{},"git init"," 后再用，否则 ",[46,2591,1976],{}," 不能用，自动 commit 也无意义。",[38,2594,2595,2601,2602,2605,2606,2609],{},[41,2596,2597,2600],{},[46,2598,2599],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[46,2603,2604],{},"@codebase"," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[46,2607,2608],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[38,2611,2612,2615,2616,2621,2622,2625,2626,2628],{},[41,2613,2614],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[479,2617,2620],{"href":2618,"rel":2619},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[508],"#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 ",[46,2623,2624],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[46,2627,2624],{}," 组合。",[38,2630,2631,2637],{},[41,2632,2633,2636],{},[46,2634,2635],{},"--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。",[38,2639,2640,2643,2644,2647,2648,2653],{},[41,2641,2642],{},"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 ",[46,2645,2646],{},"num_ctx","（见 ",[479,2649,2652],{"href":2650,"rel":2651},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[508],"DeepSeek alternative providers 一文","）。",[38,2655,2656,2661],{},[41,2657,2658,2660],{},[46,2659,2019],{}," 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。",[38,2663,2664,2667,2668,1395,2671,2674],{},[41,2665,2666],{},"中文 commit message 默认不开","：可以 ",[46,2669,2670],{},"aider --commit-prompt \"...中文....\"",[46,2672,2673],{},".aider.conf.yml"," 配置中改。",[20,2676,418],{"id":417},[25,2678,2679],{},"✅ 适合：",[35,2681,2682,2685,2688,2691,2694,2697],{},[38,2683,2684],{},"命令行重度用户、tmux \u002F Neovim 工作流",[38,2686,2687],{},"多模型试用 \u002F 比价场景（一行命令切换）",[38,2689,2690],{},"开源项目维护者（git 工作流原生融入）",[38,2692,2693],{},"想要完全离线（Ollama + 本地模型）",[38,2695,2696],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[38,2698,2699,2700,817],{},"跨语言项目（",[479,2701,2704],{"href":2702,"rel":2703},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[508],"官方支持 100+ 语言",[25,2706,2707],{},"❌ 不适合：",[35,2709,2710,2713,2716,2719],{},[38,2711,2712],{},"习惯 GUI \u002F 不愿读命令行文档的人",[38,2714,2715],{},"想\"一键智能\"、不愿配置环境变量",[38,2717,2718],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[38,2720,2721],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[20,2723,475],{"id":475},[35,2725,2726,2734,2743,2750],{},[38,2727,1717,2728,1404,2730,1404,2732],{},[479,2729,237],{"href":1942},[479,2731,1434],{"href":1433},[479,2733,243],{"href":1398},[38,2735,2736,2737,1404,2741],{},"推理模型选择：",[479,2738,2740],{"href":2739},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[479,2742,2150],{"href":2149},[38,2744,2745,2746,1404,2748],{},"协议生态：",[479,2747,949],{"href":948},[479,2749,1739],{"href":1738},[38,2751,2752,2753],{},"工作流：",[479,2754,1745],{"href":1744},[20,2756,494],{"id":494},[35,2758,2759,2765,2771,2777,2783,2788,2795],{},[38,2760,1776,2761],{},[479,2762,2763],{"href":2763,"rel":2764},"https:\u002F\u002Faider.chat",[508],[38,2766,1783,2767],{},[479,2768,2769],{"href":2769,"rel":2770},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[508],[38,2772,2773,2774],{},"Chat Modes 文档：",[479,2775,2004],{"href":2004,"rel":2776},[508],[38,2778,2779,2780],{},"LLM 兼容列表：",[479,2781,2085],{"href":2085,"rel":2782},[508],[38,2784,1790,2785],{},[479,2786,2340],{"href":2340,"rel":2787},[508],[38,2789,2790,2791],{},"发布历史：",[479,2792,2793],{"href":2793,"rel":2794},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[508],[38,2796,2797,2798],{},"PyPI：",[479,2799,2800],{"href":2800,"rel":2801},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[508],[25,2803,2804,2805,1818],{},"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 ",[479,2806,1817],{"href":1816},[1820,2808,2809],{},"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":518,"searchDepth":519,"depth":519,"links":2811},[2812,2813,2819,2820,2821,2822,2823,2824,2825,2826],{"id":22,"depth":522,"text":23},{"id":638,"depth":522,"text":638,"children":2814},[2815,2816,2817,2818],{"id":1953,"depth":519,"text":1954},{"id":1997,"depth":519,"text":1998},{"id":2080,"depth":519,"text":2080},{"id":2170,"depth":519,"text":2171},{"id":1197,"depth":522,"text":1198},{"id":1057,"depth":522,"text":1057},{"id":1365,"depth":522,"text":1365},{"id":1412,"depth":522,"text":1412},{"id":1614,"depth":522,"text":1614},{"id":417,"depth":522,"text":418},{"id":475,"depth":522,"text":475},{"id":494,"depth":522,"text":494},"\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。",[2830,540],"zh",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider",[546,547,548],[2835,2840],{"plan":2836,"price":2837,"features":2838,"notes":2839},"开源版（pip 安装）","$0","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":2841,"price":2842,"features":2843,"notes":2844},"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",[1878,1879,1880,2847,1882],"cline-deep-review",{"power":552,"ux":519,"price":553,"cn_support":519,"stability":553},{"title":240,"description":2828},"Aider 评测 2026：开源终端 AI 编程助手，多模型支持，CLI 工作流",[2852,2854,2856,2858,2860,2862],{"title":2853,"url":2769},"Aider 官方文档",{"title":2855,"url":2004},"Aider Chat Modes 文档",{"title":2857,"url":2085},"Aider 支持的 LLM 列表",{"title":2859,"url":2340},"Aider GitHub 仓库",{"title":2861,"url":2793},"Aider Release History",{"title":2863,"url":2800},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[533,563,564,2867,2868],"git-native","architect-mode","2026-06-24","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":2873,"title":243,"alternatives":2874,"api_compatible":2877,"body":2883,"category":533,"chinese_friendly":552,"cover":3371,"description":3372,"domestic":536,"extension":537,"faq":3373,"free":538,"github":3331,"languages":3389,"lastVerified":1843,"meta":3390,"models":3391,"navigation":538,"notSuitable":3397,"opensource":538,"path":3401,"pillar":544,"platforms":3402,"priceTable":3403,"pricing":3415,"published":1876,"relatedPlaybooks":3416,"relatedReviews":3419,"score":3420,"self_host":538,"seo":3421,"seoTitle":3422,"slug":14,"sources":3423,"stem":3432,"suitable":3433,"tagline":3439,"tags":3440,"updated":2869,"verdict":3445,"website":3325,"__hash__":3446},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md",[2875,13,12,2876],"coding\u002Fcli\u002Froo-code","coding\u002Fide\u002Fcursor",[2878,575,2879,2880,2881,2882],"openai","openrouter","bedrock","vertex","ollama",{"type":17,"value":2884,"toc":3355},[2885,2887,2902,2905,2908,2935,2938,2940,2988,2993,3004,3008,3013,3017,3051,3054,3058,3069,3073,3076,3078,3086,3089,3217,3219,3280,3282,3289,3291,3317,3319,3347],[20,2886,23],{"id":22},[581,2888,2890,2899],{"className":2889},[584,585,586],[25,2891,2892,2894,2895,2898],{},[41,2893,591],{}," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[41,2896,2897],{},"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。",[25,2900,2901],{},"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。",[20,2903,2904],{"id":2904},"它到底是个什么",[25,2906,2907],{},"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：",[35,2909,2910,2915,2921,2930],{},[38,2911,2912,2914],{},[41,2913,252],{},"：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。",[38,2916,2917,2920],{},[41,2918,2919],{},"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。",[38,2922,2923,2925,2926,2929],{},[41,2924,949],{},"：原生支持 MCP 协议，并维护一个",[41,2927,2928],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[38,2931,2932,2934],{},[41,2933,268],{},"：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[25,2936,2937],{},"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）。",[20,2939,102],{"id":102},[221,2941,2942,2954],{},[224,2943,2944],{},[227,2945,2946,2949,2951],{},[230,2947,2948],{},"档位",[230,2950,102],{},[230,2952,2953],{},"说明",[245,2955,2956,2966,2977],{},[227,2957,2958,2961,2963],{},[250,2959,2960],{},"插件本体",[250,2962,361],{},[250,2964,2965],{},"Apache-2.0 开源",[227,2967,2968,2971,2974],{},[250,2969,2970],{},"BYOK",[250,2972,2973],{},"按 API 计费",[250,2975,2976],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[227,2978,2979,2982,2985],{},[250,2980,2981],{},"Cline Teams",[250,2983,2984],{},"询价",[250,2986,2987],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[25,2989,2990],{},[41,2991,2992],{},"真实成本范例（参考）：",[35,2994,2995,2998,3001],{},[38,2996,2997],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[38,2999,3000],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[38,3002,3003],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[20,3005,3007],{"id":3006},"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）",[111,3009,3010],{},[25,3011,3012],{},"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。",[640,3014,3016],{"id":3015},"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",[183,3018,3019,3022,3038,3044],{},[38,3020,3021],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[38,3023,3024,3027,3028,1966,3031,1966,3034,3037],{},[41,3025,3026],{},"Plan 阶段","：Cline 先读 ",[46,3029,3030],{},"package.json",[46,3032,3033],{},"app.js",[46,3035,3036],{},"routes\u002F","，列出需要新建\u002F修改的文件",[38,3039,3040,3043],{},[41,3041,3042],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[38,3045,3046,3047,3050],{},"完成后跑 ",[46,3048,3049],{},"npm test"," 验证",[25,3052,3053],{},"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。",[640,3055,3057],{"id":3056},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[25,3059,3060,3061,3064,3065,3068],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[46,3062,3063],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[46,3066,3067],{},"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。",[640,3070,3072],{"id":3071},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[25,3074,3075],{},"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。",[20,3077,1198],{"id":1197},[655,3079,3084],{"className":3080,"code":3082,"language":3083,"meta":518},[3081],"language-text","1. VS Code Marketplace 搜 \"Cline\"，作者 saoudrizwan，安装\n2. 左侧栏点 Cline 图标 → Settings\n3. 选 API Provider（Anthropic \u002F OpenAI \u002F OpenRouter \u002F DeepSeek \u002F Ollama …）\n4. 填 API key，选模型\n5. 回到主面板，输入任务 → Plan → 审批 → Act\n6. 装 MCP server：Cline 面板顶部 \"MCP Servers\" → Marketplace\n","text",[46,3085,3082],{"__ignoreMap":518},[20,3087,3088],{"id":3088},"同类对比",[221,3090,3091,3106],{},[224,3092,3093],{},[227,3094,3095,3097,3099,3102,3104],{},[230,3096,232],{},[230,3098,243],{},[230,3100,3101],{},"Roo Code",[230,3103,1428],{},[230,3105,237],{},[245,3107,3108,3122,3136,3149,3165,3183,3200],{},[227,3109,3110,3112,3114,3116,3119],{},[250,3111,252],{},[250,3113,263],{},[250,3115,263],{},[250,3117,3118],{},"独立 IDE",[250,3120,3121],{},"终端",[227,3123,3124,3126,3129,3131,3134],{},[250,3125,268],{},[250,3127,3128],{},"Apache-2.0",[250,3130,3128],{},[250,3132,3133],{},"闭源",[250,3135,3133],{},[227,3137,3138,3140,3142,3144,3147],{},[250,3139,2970],{},[250,3141,289],{},[250,3143,289],{},[250,3145,3146],{},"部分",[250,3148,274],{},[227,3150,3151,3154,3157,3160,3163],{},[250,3152,3153],{},"默认审批",[250,3155,3156],{},"每步",[250,3158,3159],{},"可配置",[250,3161,3162],{},"Accept All",[250,3164,3159],{},[227,3166,3167,3170,3176,3178,3181],{},[250,3168,3169],{},"MCP 生态",[250,3171,3172,3175],{},[41,3173,3174],{},"最大","（Marketplace）",[250,3177,315],{},[250,3179,3180],{},"中（注册表 200+）",[250,3182,315],{},[227,3184,3185,3188,3191,3194,3197],{},[250,3186,3187],{},"团队功能",[250,3189,3190],{},"Cline Teams（询价）",[250,3192,3193],{},"Cloud Team $99\u002F月",[250,3195,3196],{},"Teams $40\u002F用户\u002F月",[250,3198,3199],{},"Claude Team",[227,3201,3202,3205,3208,3211,3214],{},[250,3203,3204],{},"适合",[250,3206,3207],{},"谨慎派 + BYOK",[250,3209,3210],{},"Mode 切换重度 + Cloud Agent",[250,3212,3213],{},"GUI 全能",[250,3215,3216],{},"终端硬核",[20,3218,1614],{"id":1614},[183,3220,3221,3227,3241,3251,3257,3263],{},[38,3222,3223,3226],{},[41,3224,3225],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[38,3228,3229,3232,3233,3236,3237,3240],{},[41,3230,3231],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[46,3234,3235],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[46,3238,3239],{},"\u002Fv1"," 会 404。",[38,3242,3243,3246,3247,3250],{},[41,3244,3245],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[46,3248,3249],{},".clineignore"," 排除 node_modules \u002F dist。",[38,3252,3253,3256],{},[41,3254,3255],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[38,3258,3259,3262],{},[41,3260,3261],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[38,3264,3265,3268,3269,1404,3272,3275,3276,3279],{},[41,3266,3267],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[46,3270,3271],{},"&&",[46,3273,3274],{},"$HOME"," 等可能失败，配置改 ",[46,3277,3278],{},"terminal.integrated.defaultProfile.windows","。",[20,3281,418],{"id":417},[25,3283,3284,3285,3288],{},"✅ 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。",[3286,3287],"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。",[20,3290,475],{"id":475},[35,3292,3293,3300,3307],{},[38,3294,3295,3296],{},"配套 playbook：",[479,3297,3299],{"href":3298},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[38,3301,3302,3303],{},"同分类：",[479,3304,3306],{"href":3305},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[38,3308,3309,3310,483,3313,483,3315],{},"替代品：",[479,3311,3101],{"href":3312},"\u002Fcoding\u002Fcli\u002Froo-code.html",[479,3314,240],{"href":1394},[479,3316,237],{"href":1942},[20,3318,494],{"id":494},[35,3320,3321,3327,3333,3340],{},[38,3322,1776,3323],{},[479,3324,3325],{"href":3325,"rel":3326},"https:\u002F\u002Fcline.bot",[508],[38,3328,1790,3329],{},[479,3330,3331],{"href":3331,"rel":3332},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[508],[38,3334,3335,3336],{},"Roo Code vs Cline（Serenities AI 2026）：",[479,3337,3338],{"href":3338,"rel":3339},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[508],[38,3341,3342,3343],{},"Roo Code vs Cline（Qodo 2025-12）：",[479,3344,3345],{"href":3345,"rel":3346},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[508],[111,3348,3349],{},[25,3350,3351,3352,3354],{},"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 ",[479,3353,1817],{"href":1816}," 反馈更新。",{"title":518,"searchDepth":519,"depth":519,"links":3356},[3357,3358,3359,3360,3365,3366,3367,3368,3369,3370],{"id":22,"depth":522,"text":23},{"id":2904,"depth":522,"text":2904},{"id":102,"depth":522,"text":102},{"id":3006,"depth":522,"text":3007,"children":3361},[3362,3363,3364],{"id":3015,"depth":519,"text":3016},{"id":3056,"depth":519,"text":3057},{"id":3071,"depth":519,"text":3072},{"id":1197,"depth":522,"text":1198},{"id":3088,"depth":522,"text":3088},{"id":1614,"depth":522,"text":1614},{"id":417,"depth":522,"text":418},{"id":475,"depth":522,"text":475},{"id":494,"depth":522,"text":494},"\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。",[3374,3377,3380,3383,3386],{"q":3375,"a":3376},"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":3378,"a":3379},"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":3381,"a":3382},"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":3384,"a":3385},"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":3387,"a":3388},"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。",[2830,540],{},[3392,3393,3394,3395,3396],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",[3398,3399,3400],"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",[546,547,548],[3404,3408,3412],{"plan":2960,"price":361,"limit":3405,"cn_pay":3406,"note":3407},"Apache-2.0 开源，VS Code Marketplace 安装","—","0 厂商抽成",{"plan":1861,"price":2973,"limit":3409,"cn_pay":3410,"note":3411},"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":2981,"price":3413,"limit":2987,"cn_pay":3406,"note":3414},"$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",[3417,3418],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[1879,1880,2847],{"power":552,"ux":552,"price":553,"cn_support":552,"stability":552},{"title":243,"description":3372},"Cline 评测 2026：开源 VS Code AI 编程 Agent，MCP 协议支持",[3424,3426,3428,3430],{"title":3425,"url":3331},"Cline GitHub",{"title":3427,"url":3325},"Cline 官网",{"title":3429,"url":3338},"Roo Code vs Cline（Serenities AI 2026）",{"title":3431,"url":3345},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[3434,3435,3436,3437,3438],"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",[563,3441,564,3442,3443,3444],"vscode-plugin","byok","mcp-marketplace","plan-act","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",1785660640253]