[{"data":1,"prerenderedAt":1684},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-aider-vs-cline":9,"compare-a-aider":10,"compare-b-cline":1101},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":9,"body":17,"category":1041,"chinese_friendly":189,"cover":1042,"description":1043,"domestic":1044,"extension":1045,"faq":9,"free":1044,"github":511,"languages":1046,"lastVerified":9,"meta":1049,"models":9,"navigation":360,"notSuitable":9,"opensource":360,"path":1050,"pillar":1051,"platforms":1052,"priceTable":1056,"pricing":1067,"published":1068,"relatedPlaybooks":9,"relatedReviews":1069,"score":1075,"self_host":360,"seo":1076,"seoTitle":9,"slug":1077,"sources":1078,"stem":1091,"suitable":9,"tagline":1092,"tags":1093,"updated":1098,"verdict":1099,"website":971,"__hash__":1100},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md","Aider",[14,15,16],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Fcline",{"type":18,"value":19,"toc":1024},"minimark",[20,25,58,64,67,72,75,114,118,128,148,151,207,212,215,223,305,308,312,315,319,498,501,548,560,563,602,605,742,747,769,772,870,874,877,903,906,920,923,961,964,1012,1020],[21,22,24],"h2",{"id":23},"tldr","TL;DR",[26,27,32,45],"div",{"className":28},[29,30,31],"card","p-5","my-4",[33,34,35,39,40,44],"p",{},[36,37,38],"strong",{},"一句话："," 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 ",[41,42,43],"code",{},"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。",[33,46,47,48,51,52,57],{},"代价是",[36,49,50],{},"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 ",[53,54,56],"a",{"href":55},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code"," 用户都觉得\"为啥不直接 aider\"。",[59,60,61],"blockquote",{},[33,62,63],{},"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。",[21,65,66],{"id":66},"核心特性",[68,69,71],"h3",{"id":70},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[33,73,74],{},"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：",[76,77,78,90,100,111],"ul",{},[79,80,81,82,85,86,89],"li",{},"每次对话改完代码，自动 ",[41,83,84],{},"git add"," + ",[41,87,88],{},"git commit","，commit message 由 weak-model 生成",[79,91,92,93,96,97],{},"想撤回上一步：",[41,94,95],{},"\u002Fundo"," 或者直接 ",[41,98,99],{},"git reset",[79,101,102,103,106,107,110],{},"改坏了想从分叉点重来：",[41,104,105],{},"git checkout \u003Chash>"," 后继续 ",[41,108,109],{},"aider","，对话上下文还在",[79,112,113],{},"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",[68,115,117],{"id":116},"architect-模式两个模型分工","Architect 模式：两个模型分工",[33,119,120,121,127],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[53,122,126],{"href":123,"rel":124},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[125],"nofollow","官方 modes 文档","：",[76,129,130,136,142],{},[79,131,132,135],{},[41,133,134],{},"--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",[79,137,138,141],{},[41,139,140],{},"--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",[79,143,144,147],{},[41,145,146],{},"--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",[33,149,150],{},"启动示例：",[152,153,158],"pre",{"className":154,"code":155,"language":156,"meta":157,"style":157},"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","",[41,159,160,175,187,198],{"__ignoreMap":157},[161,162,165,168,172],"span",{"class":163,"line":164},"line",1,[161,166,109],{"class":167},"sScJk",[161,169,171],{"class":170},"sj4cs"," --architect",[161,173,174],{"class":170}," \\\n",[161,176,178,181,185],{"class":163,"line":177},2,[161,179,180],{"class":170},"  --model",[161,182,184],{"class":183},"sZZnC"," deepseek\u002Fdeepseek-reasoner",[161,186,174],{"class":170},[161,188,190,193,196],{"class":163,"line":189},3,[161,191,192],{"class":170},"  --editor-model",[161,194,195],{"class":183}," claude-3-5-sonnet-20241022",[161,197,174],{"class":170},[161,199,201,204],{"class":163,"line":200},4,[161,202,203],{"class":170},"  --weak-model",[161,205,206],{"class":183}," gpt-4o-mini\n",[59,208,209],{},[33,210,211],{},"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。",[68,213,214],{"id":214},"几乎能接所有模型",[33,216,217,222],{},[53,218,221],{"href":219,"rel":220},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[125],"Aider 官方推荐"," 的\"最佳模型清单\"：",[224,225,226,242],"table",{},[227,228,229],"thead",{},[230,231,232,236,239],"tr",{},[233,234,235],"th",{},"厂商",[233,237,238],{},"推荐模型",[233,240,241],{},"备注",[243,244,245,257,268,279,294],"tbody",{},[230,246,247,251,254],{},[248,249,250],"td",{},"Anthropic",[248,252,253],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[248,255,256],{},"编辑能力最稳",[230,258,259,262,265],{},[248,260,261],{},"Google",[248,263,264],{},"Gemini 2.5 Pro",[248,266,267],{},"超长上下文",[230,269,270,273,276],{},[248,271,272],{},"DeepSeek",[248,274,275],{},"R1 + V3",[248,277,278],{},"性价比之王",[230,280,281,284,291],{},[248,282,283],{},"OpenAI",[248,285,286,287],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[53,288,290],{"href":289},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[248,292,293],{},"reasoning 路径",[230,295,296,299,302],{},[248,297,298],{},"本地",[248,300,301],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[248,303,304],{},"完全离线",[33,306,307],{},"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。",[68,309,311],{"id":310},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[33,313,314],{},"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。",[21,316,318],{"id":317},"上手-5-分钟","上手 5 分钟",[152,320,322],{"className":154,"code":321,"language":156,"meta":157,"style":157},"# 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",[41,323,324,330,356,362,367,376,381,387,404,417,429,434,440,446,451,457,468,478,483,489],{"__ignoreMap":157},[161,325,326],{"class":163,"line":164},[161,327,329],{"class":328},"sJ8bj","# 1. 安装（要 Python 3.9+）\n",[161,331,332,335,338,341,344,347,350,353],{"class":163,"line":177},[161,333,334],{"class":167},"python",[161,336,337],{"class":170}," -m",[161,339,340],{"class":183}," pip",[161,342,343],{"class":183}," install",[161,345,346],{"class":170}," -U",[161,348,349],{"class":170}," --upgrade-strategy",[161,351,352],{"class":183}," only-if-needed",[161,354,355],{"class":183}," aider-chat\n",[161,357,358],{"class":163,"line":189},[161,359,361],{"emptyLinePlaceholder":360},true,"\n",[161,363,364],{"class":163,"line":200},[161,365,366],{"class":328},"# 2. 进入 git 仓库\n",[161,368,370,373],{"class":163,"line":369},5,[161,371,372],{"class":170},"cd",[161,374,375],{"class":183}," your-project\n",[161,377,379],{"class":163,"line":378},6,[161,380,361],{"emptyLinePlaceholder":360},[161,382,384],{"class":163,"line":383},7,[161,385,386],{"class":328},"# 3. 设置 API key（任选其一）\n",[161,388,390,394,398,401],{"class":163,"line":389},8,[161,391,393],{"class":392},"szBVR","export",[161,395,397],{"class":396},"sVt8B"," ANTHROPIC_API_KEY",[161,399,400],{"class":392},"=",[161,402,403],{"class":396},"sk-ant-...\n",[161,405,407,409,412,414],{"class":163,"line":406},9,[161,408,393],{"class":392},[161,410,411],{"class":396}," DEEPSEEK_API_KEY",[161,413,400],{"class":392},[161,415,416],{"class":396},"sk-...\n",[161,418,420,422,425,427],{"class":163,"line":419},10,[161,421,393],{"class":392},[161,423,424],{"class":396}," OPENAI_API_KEY",[161,426,400],{"class":392},[161,428,416],{"class":396},[161,430,432],{"class":163,"line":431},11,[161,433,361],{"emptyLinePlaceholder":360},[161,435,437],{"class":163,"line":436},12,[161,438,439],{"class":328},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[161,441,443],{"class":163,"line":442},13,[161,444,445],{"class":167},"aider\n",[161,447,449],{"class":163,"line":448},14,[161,450,361],{"emptyLinePlaceholder":360},[161,452,454],{"class":163,"line":453},15,[161,455,456],{"class":328},"# 或指定模型\n",[161,458,460,462,465],{"class":163,"line":459},16,[161,461,109],{"class":167},[161,463,464],{"class":170}," --model",[161,466,467],{"class":183}," deepseek\u002Fdeepseek-chat\n",[161,469,471,473,475],{"class":163,"line":470},17,[161,472,109],{"class":167},[161,474,464],{"class":170},[161,476,477],{"class":183}," claude-3-5-sonnet-20241022\n",[161,479,481],{"class":163,"line":480},18,[161,482,361],{"emptyLinePlaceholder":360},[161,484,486],{"class":163,"line":485},19,[161,487,488],{"class":328},"# 5. 在 aider 里直接用自然语言下指令\n",[161,490,492,495],{"class":163,"line":491},20,[161,493,494],{"class":392},">",[161,496,497],{"class":396}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[21,499,500],{"id":500},"价格与运行成本",[76,502,503,515,531],{},[79,504,505,508,509,514],{},[36,506,507],{},"Aider 本体","：开源免费（",[53,510,513],{"href":511,"rel":512},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[125],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[79,516,517,520,521,525,526,530],{},[36,518,519],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[53,522,524],{"href":523},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor"," \u002F ",[53,527,529],{"href":528},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf"," 最大的商业模式差异",[79,532,533,534],{},"单次会话典型消耗：\n",[76,535,536,539,542],{},[79,537,538],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[79,540,541],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[79,543,544,545,547],{},"用 ",[53,546,290],{"href":289}," reasoning：根据推理深度，可能到 $3-8",[33,549,550,551,85,555,559],{},"走 ",[53,552,554],{"href":553},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[53,556,558],{"href":123,"rel":557},[125],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[21,561,562],{"id":562},"国内使用注意事项",[564,565,566,575,581,596],"ol",{},[79,567,568,571,572],{},[36,569,570],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[41,573,574],{},"HTTPS_PROXY",[79,576,577,580],{},[36,578,579],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[79,582,583,586,587,590,591,595],{},[36,584,585],{},"支持自定义 base_url","：通过 ",[41,588,589],{},"OPENAI_API_BASE"," 环境变量接 ",[53,592,594],{"href":593},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[79,597,598,601],{},[36,599,600],{},"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",[21,603,604],{"id":604},"与同类怎么选",[224,606,607,632],{},[227,608,609],{},[230,610,611,614,616,620,626],{},[233,612,613],{},"维度",[233,615,12],{},[233,617,618],{},[53,619,56],{"href":55},[233,621,622],{},[53,623,625],{"href":624},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[233,627,628],{},[53,629,631],{"href":630},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline",[243,633,634,649,665,681,697,711,725],{},[230,635,636,639,642,645,647],{},[248,637,638],{},"开源",[248,640,641],{},"✅",[248,643,644],{},"❌",[248,646,644],{},[248,648,641],{},[230,650,651,654,657,660,663],{},[248,652,653],{},"模型选择",[248,655,656],{},"任意",[248,658,659],{},"仅 Anthropic",[248,661,662],{},"仅 OpenAI",[248,664,656],{},[230,666,667,670,673,676,679],{},[248,668,669],{},"自带 API key",[248,671,672],{},"✅ 必须",[248,674,675],{},"可选（订阅替代）",[248,677,678],{},"可选",[248,680,672],{},[230,682,683,686,689,692,695],{},[248,684,685],{},"Git 集成",[248,687,688],{},"★★★★★",[248,690,691],{},"★★★☆☆",[248,693,694],{},"★★☆☆☆",[248,696,691],{},[230,698,699,702,705,707,709],{},[248,700,701],{},"学习曲线",[248,703,704],{},"★★★★☆ 陡",[248,706,694],{},[248,708,694],{},[248,710,691],{},[230,712,713,716,719,721,723],{},[248,714,715],{},"Architect 双模型",[248,717,718],{},"✅ 原生",[248,720,644],{},[248,722,644],{},[248,724,644],{},[230,726,727,730,733,736,739],{},[248,728,729],{},"VS Code 集成",[248,731,732],{},"通过第三方插件",[248,734,735],{},"通过 Cursor 等",[248,737,738],{},"仅 CLI",[248,740,741],{},"★★★★★ 原生",[33,743,744,127],{},[36,745,746],{},"怎么选",[76,748,749,752,757,762],{},[79,750,751],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[79,753,754,755],{},"已经买 Claude Pro \u002F Max 订阅 → ",[53,756,56],{"href":55},[79,758,759,760],{},"已经买 ChatGPT Plus \u002F Pro → ",[53,761,625],{"href":624},[79,763,764,765,525,767],{},"习惯 VS Code 不想离开 GUI → ",[53,766,631],{"href":630},[53,768,524],{"href":523},[21,770,771],{"id":771},"避坑清单",[76,773,774,787,804,823,832,848,856],{},[79,775,776,779,780,783,784,786],{},[36,777,778],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[41,781,782],{},"git init"," 后再用，否则 ",[41,785,95],{}," 不能用，自动 commit 也无意义。",[79,788,789,795,796,799,800,803],{},[36,790,791,794],{},[41,792,793],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[41,797,798],{},"@codebase"," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[41,801,802],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[79,805,806,809,810,815,816,819,820,822],{},[36,807,808],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[53,811,814],{"href":812,"rel":813},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[125],"#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 ",[41,817,818],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[41,821,818],{}," 组合。",[79,824,825,831],{},[36,826,827,830],{},[41,828,829],{},"--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。",[79,833,834,837,838,841,842,847],{},[36,835,836],{},"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 ",[41,839,840],{},"num_ctx","（见 ",[53,843,846],{"href":844,"rel":845},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[125],"DeepSeek alternative providers 一文","）。",[79,849,850,855],{},[36,851,852,854],{},[41,853,140],{}," 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。",[79,857,858,861,862,865,866,869],{},[36,859,860],{},"中文 commit message 默认不开","：可以 ",[41,863,864],{},"aider --commit-prompt \"...中文....\""," 或 ",[41,867,868],{},".aider.conf.yml"," 配置中改。",[21,871,873],{"id":872},"适合-不适合","适合 \u002F 不适合",[33,875,876],{},"✅ 适合：",[76,878,879,882,885,888,891,894],{},[79,880,881],{},"命令行重度用户、tmux \u002F Neovim 工作流",[79,883,884],{},"多模型试用 \u002F 比价场景（一行命令切换）",[79,886,887],{},"开源项目维护者（git 工作流原生融入）",[79,889,890],{},"想要完全离线（Ollama + 本地模型）",[79,892,893],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[79,895,896,897,902],{},"跨语言项目（",[53,898,901],{"href":899,"rel":900},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[125],"官方支持 100+ 语言","）",[33,904,905],{},"❌ 不适合：",[76,907,908,911,914,917],{},[79,909,910],{},"习惯 GUI \u002F 不愿读命令行文档的人",[79,912,913],{},"想\"一键智能\"、不愿配置环境变量",[79,915,916],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[79,918,919],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[21,921,922],{"id":922},"相关阅读",[76,924,925,934,943,954],{},[79,926,927,928,525,930,525,932],{},"同类对比：",[53,929,56],{"href":55},[53,931,625],{"href":624},[53,933,631],{"href":630},[79,935,936,937,525,941],{},"推理模型选择：",[53,938,940],{"href":939},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[53,942,290],{"href":289},[79,944,945,946,525,950],{},"协议生态：",[53,947,949],{"href":948},"\u002Fwiki\u002Fmcp.html","MCP",[53,951,953],{"href":952},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[79,955,956,957],{},"工作流：",[53,958,960],{"href":959},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[21,962,963],{"id":963},"来源",[76,965,966,973,980,986,992,998,1005],{},[79,967,968,969],{},"官网：",[53,970,971],{"href":971,"rel":972},"https:\u002F\u002Faider.chat",[125],[79,974,975,976],{},"官方文档：",[53,977,978],{"href":978,"rel":979},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[125],[79,981,982,983],{},"Chat Modes 文档：",[53,984,123],{"href":123,"rel":985},[125],[79,987,988,989],{},"LLM 兼容列表：",[53,990,219],{"href":219,"rel":991},[125],[79,993,994,995],{},"GitHub：",[53,996,511],{"href":511,"rel":997},[125],[79,999,1000,1001],{},"发布历史：",[53,1002,1003],{"href":1003,"rel":1004},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[125],[79,1006,1007,1008],{},"PyPI：",[53,1009,1010],{"href":1010,"rel":1011},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[125],[33,1013,1014,1015,1019],{},"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 ",[53,1016,1018],{"href":1017},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1021,1022,1023],"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: 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双模型模式、支持模型清单、安装与配置实操。",false,"md",[1047,1048],"zh","en",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","coding",[1053,1054,1055],"windows","macos","linux",[1057,1062],{"plan":1058,"price":1059,"features":1060,"notes":1061},"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":1063,"price":1064,"features":1065,"notes":1066},"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","2026-06-18",[1070,1071,1072,1073,1074],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","cline-deep-review","codex-deep-review",{"power":200,"ux":189,"price":369,"cn_support":189,"stability":369},{"title":12,"description":1043},"coding\u002Fcli\u002Faider",[1079,1081,1083,1085,1087,1089],{"title":1080,"url":978},"Aider 官方文档",{"title":1082,"url":123},"Aider Chat Modes 文档",{"title":1084,"url":219},"Aider 支持的 LLM 列表",{"title":1086,"url":511},"Aider GitHub 仓库",{"title":1088,"url":1003},"Aider Release History",{"title":1090,"url":1010},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[1041,1094,1095,1096,1097],"agent","opensource","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。","WiGWJkVNaDQAKHAX1kFPa7u_NssJ4mSK4UPtLPgk5W4",{"id":1102,"title":631,"alternatives":1103,"api_compatible":1106,"body":1113,"category":1041,"chinese_friendly":200,"cover":1608,"description":1609,"domestic":1044,"extension":1045,"faq":1610,"free":1044,"github":1568,"languages":1626,"lastVerified":9,"meta":1627,"models":1628,"navigation":360,"notSuitable":1634,"opensource":360,"path":1638,"pillar":1051,"platforms":1639,"priceTable":1640,"pricing":1653,"published":1068,"relatedPlaybooks":1654,"relatedReviews":1657,"score":1658,"self_host":360,"seo":1659,"seoTitle":9,"slug":16,"sources":1660,"stem":1669,"suitable":1670,"tagline":1676,"tags":1677,"updated":1098,"verdict":1682,"website":1562,"__hash__":1683},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md",[1104,1077,14,1105],"coding\u002Fcli\u002Froo-code","coding\u002Fide\u002Fcursor",[1107,1108,1109,1110,1111,1112],"openai","anthropic","openrouter","bedrock","vertex","ollama",{"type":18,"value":1114,"toc":1592},[1115,1117,1132,1135,1138,1166,1169,1172,1221,1226,1237,1241,1246,1250,1284,1287,1291,1302,1306,1309,1311,1319,1322,1452,1454,1515,1517,1524,1526,1554,1556,1584],[21,1116,24],{"id":23},[26,1118,1120,1129],{"className":1119},[29,30,31],[33,1121,1122,1124,1125,1128],{},[36,1123,38],{}," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[36,1126,1127],{},"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。",[33,1130,1131],{},"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。",[21,1133,1134],{"id":1134},"它到底是个什么",[33,1136,1137],{},"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：",[76,1139,1140,1146,1152,1161],{},[79,1141,1142,1145],{},[36,1143,1144],{},"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。",[79,1147,1148,1151],{},[36,1149,1150],{},"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。",[79,1153,1154,1156,1157,1160],{},[36,1155,949],{},"：原生支持 MCP 协议，并维护一个",[36,1158,1159],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[79,1162,1163,1165],{},[36,1164,638],{},"：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[33,1167,1168],{},"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）。",[21,1170,1171],{"id":1171},"价格",[224,1173,1174,1186],{},[227,1175,1176],{},[230,1177,1178,1181,1183],{},[233,1179,1180],{},"档位",[233,1182,1171],{},[233,1184,1185],{},"说明",[243,1187,1188,1199,1210],{},[230,1189,1190,1193,1196],{},[248,1191,1192],{},"插件本体",[248,1194,1195],{},"免费",[248,1197,1198],{},"Apache-2.0 开源",[230,1200,1201,1204,1207],{},[248,1202,1203],{},"BYOK",[248,1205,1206],{},"按 API 计费",[248,1208,1209],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[230,1211,1212,1215,1218],{},[248,1213,1214],{},"Cline Teams",[248,1216,1217],{},"询价",[248,1219,1220],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[33,1222,1223],{},[36,1224,1225],{},"真实成本范例（参考）：",[76,1227,1228,1231,1234],{},[79,1229,1230],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[79,1232,1233],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[79,1235,1236],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[21,1238,1240],{"id":1239},"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）",[59,1242,1243],{},[33,1244,1245],{},"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。",[68,1247,1249],{"id":1248},"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",[564,1251,1252,1255,1271,1277],{},[79,1253,1254],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[79,1256,1257,1260,1261,85,1264,85,1267,1270],{},[36,1258,1259],{},"Plan 阶段","：Cline 先读 ",[41,1262,1263],{},"package.json",[41,1265,1266],{},"app.js",[41,1268,1269],{},"routes\u002F","，列出需要新建\u002F修改的文件",[79,1272,1273,1276],{},[36,1274,1275],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[79,1278,1279,1280,1283],{},"完成后跑 ",[41,1281,1282],{},"npm test"," 验证",[33,1285,1286],{},"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。",[68,1288,1290],{"id":1289},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[33,1292,1293,1294,1297,1298,1301],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[41,1295,1296],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[41,1299,1300],{},"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。",[68,1303,1305],{"id":1304},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[33,1307,1308],{},"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。",[21,1310,318],{"id":317},[152,1312,1317],{"className":1313,"code":1315,"language":1316,"meta":157},[1314],"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",[41,1318,1315],{"__ignoreMap":157},[21,1320,1321],{"id":1321},"同类对比",[224,1323,1324,1339],{},[227,1325,1326],{},[230,1327,1328,1330,1332,1335,1337],{},[233,1329,613],{},[233,1331,631],{},[233,1333,1334],{},"Roo Code",[233,1336,524],{},[233,1338,56],{},[243,1340,1341,1356,1370,1383,1399,1418,1435],{},[230,1342,1343,1345,1348,1350,1353],{},[248,1344,1144],{},[248,1346,1347],{},"VS Code 插件",[248,1349,1347],{},[248,1351,1352],{},"独立 IDE",[248,1354,1355],{},"终端",[230,1357,1358,1360,1363,1365,1368],{},[248,1359,638],{},[248,1361,1362],{},"Apache-2.0",[248,1364,1362],{},[248,1366,1367],{},"闭源",[248,1369,1367],{},[230,1371,1372,1374,1376,1378,1381],{},[248,1373,1203],{},[248,1375,641],{},[248,1377,641],{},[248,1379,1380],{},"部分",[248,1382,644],{},[230,1384,1385,1388,1391,1394,1397],{},[248,1386,1387],{},"默认审批",[248,1389,1390],{},"每步",[248,1392,1393],{},"可配置",[248,1395,1396],{},"Accept All",[248,1398,1393],{},[230,1400,1401,1404,1410,1413,1416],{},[248,1402,1403],{},"MCP 生态",[248,1405,1406,1409],{},[36,1407,1408],{},"最大","（Marketplace）",[248,1411,1412],{},"中",[248,1414,1415],{},"中（注册表 200+）",[248,1417,1412],{},[230,1419,1420,1423,1426,1429,1432],{},[248,1421,1422],{},"团队功能",[248,1424,1425],{},"Cline Teams（询价）",[248,1427,1428],{},"Cloud Team $99\u002F月",[248,1430,1431],{},"Teams $40\u002F用户\u002F月",[248,1433,1434],{},"Claude Team",[230,1436,1437,1440,1443,1446,1449],{},[248,1438,1439],{},"适合",[248,1441,1442],{},"谨慎派 + BYOK",[248,1444,1445],{},"Mode 切换重度 + Cloud Agent",[248,1447,1448],{},"GUI 全能",[248,1450,1451],{},"终端硬核",[21,1453,771],{"id":771},[564,1455,1456,1462,1476,1486,1492,1498],{},[79,1457,1458,1461],{},[36,1459,1460],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[79,1463,1464,1467,1468,1471,1472,1475],{},[36,1465,1466],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[41,1469,1470],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[41,1473,1474],{},"\u002Fv1"," 会 404。",[79,1477,1478,1481,1482,1485],{},[36,1479,1480],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[41,1483,1484],{},".clineignore"," 排除 node_modules \u002F dist。",[79,1487,1488,1491],{},[36,1489,1490],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[79,1493,1494,1497],{},[36,1495,1496],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[79,1499,1500,1503,1504,525,1507,1510,1511,1514],{},[36,1501,1502],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[41,1505,1506],{},"&&",[41,1508,1509],{},"$HOME"," 等可能失败，配置改 ",[41,1512,1513],{},"terminal.integrated.defaultProfile.windows","。",[21,1516,873],{"id":872},[33,1518,1519,1520,1523],{},"✅ 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。",[1521,1522],"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。",[21,1525,922],{"id":922},[76,1527,1528,1535,1542],{},[79,1529,1530,1531],{},"配套 playbook：",[53,1532,1534],{"href":1533},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[79,1536,1537,1538],{},"同分类：",[53,1539,1541],{"href":1540},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[79,1543,1544,1545,1548,1549,1548,1552],{},"替代品：",[53,1546,1334],{"href":1547},"\u002Fcoding\u002Fcli\u002Froo-code.html"," · ",[53,1550,12],{"href":1551},"\u002Fcoding\u002Fcli\u002Faider.html",[53,1553,56],{"href":55},[21,1555,963],{"id":963},[76,1557,1558,1564,1570,1577],{},[79,1559,968,1560],{},[53,1561,1562],{"href":1562,"rel":1563},"https:\u002F\u002Fcline.bot",[125],[79,1565,994,1566],{},[53,1567,1568],{"href":1568,"rel":1569},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[125],[79,1571,1572,1573],{},"Roo Code vs Cline（Serenities AI 2026）：",[53,1574,1575],{"href":1575,"rel":1576},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[125],[79,1578,1579,1580],{},"Roo Code vs Cline（Qodo 2025-12）：",[53,1581,1582],{"href":1582,"rel":1583},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[125],[59,1585,1586],{},[33,1587,1588,1589,1591],{},"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 ",[53,1590,1018],{"href":1017}," 反馈更新。",{"title":157,"searchDepth":189,"depth":189,"links":1593},[1594,1595,1596,1597,1602,1603,1604,1605,1606,1607],{"id":23,"depth":177,"text":24},{"id":1134,"depth":177,"text":1134},{"id":1171,"depth":177,"text":1171},{"id":1239,"depth":177,"text":1240,"children":1598},[1599,1600,1601],{"id":1248,"depth":189,"text":1249},{"id":1289,"depth":189,"text":1290},{"id":1304,"depth":189,"text":1305},{"id":317,"depth":177,"text":318},{"id":1321,"depth":177,"text":1321},{"id":771,"depth":177,"text":771},{"id":872,"depth":177,"text":873},{"id":922,"depth":177,"text":922},{"id":963,"depth":177,"text":963},"\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。",[1611,1614,1617,1620,1623],{"q":1612,"a":1613},"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":1615,"a":1616},"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":1618,"a":1619},"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":1621,"a":1622},"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":1624,"a":1625},"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。",[1047,1048],{},[1629,1630,1631,1632,1633],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",[1635,1636,1637],"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",[1053,1054,1055],[1641,1645,1650],{"plan":1192,"price":1195,"limit":1642,"cn_pay":1643,"note":1644},"Apache-2.0 开源，VS Code Marketplace 安装","—","0 厂商抽成",{"plan":1646,"price":1206,"limit":1647,"cn_pay":1648,"note":1649},"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":1214,"price":1651,"limit":1220,"cn_pay":1643,"note":1652},"$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",[1655,1656],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[1071,1072,1073],{"power":200,"ux":200,"price":369,"cn_support":200,"stability":200},{"title":631,"description":1609},[1661,1663,1665,1667],{"title":1662,"url":1568},"Cline GitHub",{"title":1664,"url":1562},"Cline 官网",{"title":1666,"url":1575},"Roo Code vs Cline（Serenities AI 2026）",{"title":1668,"url":1582},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[1671,1672,1673,1674,1675],"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",[1094,1678,1095,1679,1680,1681],"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。","KXdEfWj60UYHiZ2vqbySPVtPdjM3iDBJDAjEXDDYoUE",1784565441336]