[{"data":1,"prerenderedAt":6858},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"playbook-buyers-guide\u002Fai-coding-tool-alternatives-guide":8,"playbook-tools-buyers-guide\u002Fai-coding-tool-alternatives-guide":596},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"body":11,"category":570,"cover":571,"description":572,"extension":573,"lastVerified":571,"meta":574,"navigation":575,"path":576,"published":577,"relatedTools":578,"seo":586,"seoTitle":587,"stem":588,"tags":589,"updated":577,"__hash__":595},"playbook\u002Fplaybook\u002Fbuyers-guide\u002Fai-coding-tool-alternatives-guide.md","AI 编程工具替代品选购指南 2026：用五维评分法挑出真正适合你的那一个",{"type":12,"value":13,"toc":556},"minimark",[14,19,23,38,42,45,133,143,147,150,178,182,185,266,270,273,311,314,318,321,455,465,468,514,518,521,526,529],[15,16,18],"h2",{"id":17},"为什么你需要一份替代品选购指南而不是又一篇横评","为什么你需要一份「替代品选购指南」，而不是又一篇横评",[20,21,22],"p",{},"搜「cursor alternatives」「claude code 替代品」时，排前面的往往是一批结构高度雷同的文章：同一套五维表格、同一个工具排第一、同样的话术。它们的排名常常和 affiliate（推广分成）挂钩，而不是和你的真实需求挂钩。",[20,24,25,26,30,31,30,34,37],{},"AIHO 的做法相反：我们用",[27,28,29],"strong",{},"统一五维标准","、",[27,32,33],{},"公开评分方法",[27,35,36],{},"标注利益关系","、并给出反面结论。本指南不替你\"选冠军\"，而是教你自己用同一把尺子，从「为什么想换」出发，系统筛出最适合你约束的那一个替代品。",[15,39,41],{"id":40},"五维评分法aiho-怎么给替代品打分","五维评分法：AIHO 怎么给替代品打分",[20,43,44],{},"每个工具的「替代品」列表，都是按下面五个维度排好序的。理解这五个维度，你就能看懂任何一张工具卡的分：",[46,47,48,64],"table",{},[49,50,51],"thead",{},[52,53,54,58,61],"tr",{},[55,56,57],"th",{},"维度",[55,59,60],{},"含义",[55,62,63],{},"怎么看分（1–5）",[65,66,67,81,94,107,120],"tbody",{},[52,68,69,75,78],{},[70,71,72],"td",{},[27,73,74],{},"能力 power",[70,76,77],{},"代码生成、多文件修改、Agent 自主任务完成度",[70,79,80],{},"越高越能打硬仗（大重构、跨文件）",[52,82,83,88,91],{},[70,84,85],{},[27,86,87],{},"易用 ux",[70,89,90],{},"上手成本、IDE\u002F终端集成、学习曲线",[70,92,93],{},"越高越开箱即用",[52,95,96,101,104],{},[70,97,98],{},[27,99,100],{},"性价比 price",[70,102,103],{},"同等能力下的价格",[70,105,106],{},"越高越值（开源\u002F免费\u002F低价档占优）",[52,108,109,114,117],{},[70,110,111],{},[27,112,113],{},"中文支持 cn_support",[70,115,116],{},"中文理解、国内可达性、合规通道",[70,118,119],{},"国内开发者最该看的一栏，海外榜单常忽略",[52,121,122,127,130],{},[70,123,124],{},[27,125,126],{},"稳定性 stability",[70,128,129],{},"服务可用性、更新节奏、大版本风险",[70,131,132],{},"越高越省心，企业场景权重高",[134,135,136],"blockquote",{},[20,137,138,139,142],{},"五个维度彼此独立：",[27,140,141],{},"最强 ≠ 最适合你","。比如一个能力 5 分但中文支持 1 分的海外工具，对个人炫技很强，对国内团队日常未必好用。",[15,144,146],{"id":145},"第一步先想清楚你为什么想换","第一步：先想清楚你「为什么想换」",[20,148,149],{},"别一上来比功能，先定位你的核心痛点，对应到维度：",[151,152,153,160,166,172],"ul",{},[154,155,156,159],"li",{},[27,157,158],{},"嫌贵 \u002F 想白嫖"," → 看「性价比」，优先考虑开源或免费档：Aider、Cline、配合本地模型（Ollama \u002F LM Studio）零成本跑。",[154,161,162,165],{},[27,163,164],{},"中文差 \u002F 国内访问卡"," → 看「中文支持」，优先考虑国产：通义灵码、Comate、MarsCode、CodeBuddy、Trae 国内版、Kimi Code、Qwen Code。",[154,167,168,171],{},[27,169,170],{},"想要更强 Agent"," → 看「能力」，考虑 Claude Code、Codex、Devin、OpenHands 这类自主任务型。",[154,173,174,177],{},[27,175,176],{},"想要顺手的 IDE 体验"," → 看「易用」，考虑 Windsurf、Zed、Cursor 同类竞品。",[15,179,181],{"id":180},"第二步按同形态找替代品别跨形态比","第二步：按「同形态」找替代品，别跨形态比",[20,183,184],{},"最容易被坑的其实是跨形态乱比：CLI 工具和 IDE 插件比\"顺手\"没有意义。先锁定你现在的形态：",[46,186,187,200],{},[49,188,189],{},[52,190,191,194,197],{},[55,192,193],{},"你现在的形态",[55,195,196],{},"该看的替代品形态",[55,198,199],{},"代表工具",[65,201,202,226,248],{},[52,203,204,207,210],{},[70,205,206],{},"IDE 插件（如 Copilot）",[70,208,209],{},"其他 IDE AI（Cursor \u002F Windsurf \u002F Zed）",[70,211,212,217,218,217,222],{},[213,214,216],"a",{"href":215},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor"," · ",[213,219,221],{"href":220},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[213,223,225],{"href":224},"\u002Fcoding\u002Fide\u002Fzed.html","Zed",[52,227,228,231,234],{},[70,229,230],{},"CLI（如 Claude Code）",[70,232,233],{},"其他 CLI（Aider \u002F Cline \u002F Codex \u002F Goose）",[70,235,236,217,240,217,244],{},[213,237,239],{"href":238},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[213,241,243],{"href":242},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex",[213,245,247],{"href":246},"\u002Fcoding\u002Fcli\u002Faider.html","Aider",[52,249,250,253,256],{},[70,251,252],{},"自主 Agent（如 Devin）",[70,254,255],{},"其他 Agent（OpenHands \u002F Jules）",[70,257,258,217,262],{},[213,259,261],{"href":260},"\u002Fcoding\u002Fagent\u002Fdevin.html","Devin",[213,263,265],{"href":264},"\u002Fcoding\u002Fagent\u002Fopenhands.html","OpenHands",[15,267,269],{"id":268},"第三步照着五维逐项核对附直达入口","第三步：照着五维逐项核对（附直达入口）",[20,271,272],{},"下面这些是搜索量最高的「X 的最佳替代品」入口。点进去就是按五维排好序的同类型工具卡，可以直接横向比对，不用自己再拼表格：",[151,274,275,281,287,293,299,305],{},[154,276,277],{},[213,278,280],{"href":279},"\u002Falternatives\u002Fcursor.html","Cursor 的最佳替代品",[154,282,283],{},[213,284,286],{"href":285},"\u002Falternatives\u002Fclaude-code.html","Claude Code 的最佳替代品",[154,288,289],{},[213,290,292],{"href":291},"\u002Falternatives\u002Fwindsurf.html","Windsurf 的最佳替代品",[154,294,295],{},[213,296,298],{"href":297},"\u002Falternatives\u002Fgithub-copilot.html","GitHub Copilot 的最佳替代品",[154,300,301],{},[213,302,304],{"href":303},"\u002Falternatives\u002Ftrae.html","Trae 的最佳替代品",[154,306,307],{},[213,308,310],{"href":309},"\u002Falternatives\u002Fcodex.html","Codex 的最佳替代品",[20,312,313],{},"每个入口里的卡片都带实时五维分、价格档（以官网为准）和国内可用性标注，比任何\"排名第一\"的榜单都更可核对。",[15,315,317],{"id":316},"国产替代清单中文优先场景","国产替代清单（中文优先场景）",[20,319,320],{},"如果你的核心约束是「中文好 + 国内能稳定访问」，直接看这组（均为国内厂商出品，中文支持维度普遍占优）：",[46,322,323,339],{},[49,324,325],{},[52,326,327,330,333,336],{},[55,328,329],{},"工具",[55,331,332],{},"厂商",[55,334,335],{},"形态",[55,337,338],{},"中文亮点",[65,340,341,358,374,391,408,423,440],{},[52,342,343,349,352,355],{},[70,344,345],{},[213,346,348],{"href":347},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码",[70,350,351],{},"阿里",[70,353,354],{},"IDE 插件",[70,356,357],{},"中文理解强，适配主流 IDE",[52,359,360,366,369,371],{},[70,361,362],{},[213,363,365],{"href":364},"\u002Fcoding\u002Fcopilot\u002Fcomate.html","Comate",[70,367,368],{},"百度",[70,370,354],{},[70,372,373],{},"中文场景打磨深",[52,375,376,382,385,388],{},[70,377,378],{},[213,379,381],{"href":380},"\u002Fcoding\u002Fcopilot\u002Fmarscode.html","MarsCode",[70,383,384],{},"字节",[70,386,387],{},"IDE \u002F 云端",[70,389,390],{},"云边协同",[52,392,393,399,402,405],{},[70,394,395],{},[213,396,398],{"href":397},"\u002Fcoding\u002Fcopilot\u002Fcodebuddy.html","CodeBuddy",[70,400,401],{},"腾讯",[70,403,404],{},"IDE",[70,406,407],{},"企业集成成熟",[52,409,410,416,418,420],{},[70,411,412],{},[213,413,415],{"href":414},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[70,417,384],{},[70,419,404],{},[70,421,422],{},"国内版可达性好",[52,424,425,431,434,437],{},[70,426,427],{},[213,428,430],{"href":429},"\u002Fcoding\u002Fcli\u002Fkimi-code.html","Kimi Code",[70,432,433],{},"月之暗面",[70,435,436],{},"CLI",[70,438,439],{},"长上下文中文",[52,441,442,448,450,452],{},[70,443,444],{},[213,445,447],{"href":446},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code",[70,449,351],{},[70,451,436],{},[70,453,454],{},"通义千问驱动",[134,456,457],{},[20,458,459,460,464],{},"完整国产清单见 ",[213,461,463],{"href":462},"\u002Fdomestic.html","国产 AI 工具合集","。",[15,466,467],{"id":467},"编辑部避坑清单",[469,470,471,477,488,494,500],"ol",{},[154,472,473,476],{},[27,474,475],{},"别信\"排名第一\"","：很多榜单按 affiliate 排，看评分方法是否公开比看排名重要。",[154,478,479,482,483,487],{},[27,480,481],{},"价格以官网为准","：订阅档和免费额度频繁调整，工具卡里的 ",[484,485,486],"code",{},"pricing"," 字段是最新整理，但仍以官网结算页为准。",[154,489,490,493],{},[27,491,492],{},"国内网络","：海外工具常需代理或合规通道，国产工具天然可达——这是「中文支持」维度高分的真实原因。",[154,495,496,499],{},[27,497,498],{},"先试用再付费","：多数工具都有免费档或试用，先用再买，别被年付折扣套牢。",[154,501,502,505,506,509,510,513],{},[27,503,504],{},"数据隐私","：企业代码别随便发给云端模型；优先选支持",[27,507,508],{},"私有部署 \u002F 本地模型","的工具（见各工具卡 ",[484,511,512],{},"self_host"," 字段）。",[15,515,517],{"id":516},"aiho-观点","AIHO 观点",[20,519,520],{},"选替代品不是选\"最强\"，是选\"最适合你约束的那一个\"。海外榜单普遍忽略「中文支持」和「性价比」——而这恰恰是国内开发者最在意的两条。我们用统一标准、公开方法、标注 affiliate、并给出反面结论，这套做法是软文矩阵永远抄不走的差异化：你可以不同意我们的分，但你能复现我们的算法。",[134,522,523],{},[20,524,525],{},"本指南为方法论 + 结构化数据导航，不接任何厂商付费内容；具体定价与版本以各工具官网为准。",[15,527,528],{"id":528},"相关阅读",[151,530,531,542,550],{},[154,532,533,217,536,217,539],{},[213,534,535],{"href":215},"Cursor 工具卡",[213,537,538],{"href":238},"Claude Code 工具卡",[213,540,541],{"href":220},"Windsurf 工具卡",[154,543,544,217,548],{},[213,545,547],{"href":546},"\u002Ffinder.html","AI 编程工具筛选器",[213,549,463],{"href":462},[154,551,552],{},[213,553,555],{"href":554},"\u002Fplaybook\u002Fonboarding\u002Fclaude-code-getting-started.html","Claude Code 从零上手",{"title":557,"searchDepth":558,"depth":558,"links":559},"",3,[560,562,563,564,565,566,567,568,569],{"id":17,"depth":561,"text":18},2,{"id":40,"depth":561,"text":41},{"id":145,"depth":561,"text":146},{"id":180,"depth":561,"text":181},{"id":268,"depth":561,"text":269},{"id":316,"depth":561,"text":317},{"id":467,"depth":561,"text":467},{"id":516,"depth":561,"text":517},{"id":528,"depth":561,"text":528},"buyers-guide",null,"不想继续用 Cursor \u002F Claude Code \u002F Copilot 了？本指南用 AIHO 统一五维评分法（能力\u002F易用\u002F性价比\u002F中文支持\u002F稳定性）教你系统评估替代品，附主流工具的「最佳替代品」直达入口与编辑部中立避坑建议。","md",{},true,"\u002Fplaybook\u002Fbuyers-guide\u002Fai-coding-tool-alternatives-guide","2026-08-02",[579,580,581,582,583,584,585],"coding\u002Fide\u002Fcursor","coding\u002Fcli\u002Fclaude-code","coding\u002Fide\u002Fwindsurf","coding\u002Fcopilot\u002Fgithub-copilot","coding\u002Fide\u002Ftrae","coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider",{"title":10,"description":572},"AI 编程工具替代品怎么选 2026：五维评分法 + 主流工具替代清单","playbook\u002Fbuyers-guide\u002Fai-coding-tool-alternatives-guide",[590,591,592,593,594],"AI 编程","替代品","选购指南","Cursor 替代品","Claude Code 替代品","lnsT7NbeS-vucD-XX7dBcTkuCqCpstRt8j4y7lK4q8E",[597,1654,2917,3676,4841,5437,6046],{"id":598,"title":247,"alternatives":599,"api_compatible":571,"body":601,"category":1595,"chinese_friendly":558,"cover":1596,"description":1597,"domestic":1598,"extension":573,"faq":571,"free":575,"github":1073,"languages":1599,"lastVerified":577,"meta":1602,"models":571,"navigation":575,"notSuitable":571,"opensource":575,"path":1603,"pillar":1604,"platforms":1605,"priceTable":1609,"pricing":1620,"published":1621,"relatedPlaybooks":571,"relatedReviews":1622,"score":1628,"self_host":575,"seo":1629,"seoTitle":1630,"slug":585,"sources":1631,"stem":1644,"suitable":571,"tagline":1645,"tags":1646,"updated":1651,"verdict":1652,"website":1525,"__hash__":1653},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[580,584,600],"coding\u002Fcli\u002Fcline",{"type":12,"value":602,"toc":1578},[603,607,634,639,642,647,650,687,691,701,721,724,777,782,785,793,868,871,875,878,882,1060,1063,1106,1118,1121,1159,1162,1297,1302,1324,1327,1425,1429,1432,1458,1461,1475,1477,1515,1518,1566,1574],[15,604,606],{"id":605},"tldr","TL;DR",[608,609,614,624],"div",{"className":610},[611,612,613],"card","p-5","my-4",[20,615,616,619,620,623],{},[27,617,618],{},"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 ",[484,621,622],{},"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。",[20,625,626,627,630,631,633],{},"代价是",[27,628,629],{},"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 ",[213,632,239],{"href":238}," 用户都觉得\"为啥不直接 aider\"。",[134,635,636],{},[20,637,638],{},"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。",[15,640,641],{"id":641},"核心特性",[643,644,646],"h3",{"id":645},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[20,648,649],{},"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：",[151,651,652,663,673,684],{},[154,653,654,655,658,659,662],{},"每次对话改完代码，自动 ",[484,656,657],{},"git add"," + ",[484,660,661],{},"git commit","，commit message 由 weak-model 生成",[154,664,665,666,669,670],{},"想撤回上一步：",[484,667,668],{},"\u002Fundo"," 或者直接 ",[484,671,672],{},"git reset",[154,674,675,676,679,680,683],{},"改坏了想从分叉点重来：",[484,677,678],{},"git checkout \u003Chash>"," 后继续 ",[484,681,682],{},"aider","，对话上下文还在",[154,685,686],{},"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",[643,688,690],{"id":689},"architect-模式两个模型分工","Architect 模式：两个模型分工",[20,692,693,694,700],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[213,695,699],{"href":696,"rel":697},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[698],"nofollow","官方 modes 文档","：",[151,702,703,709,715],{},[154,704,705,708],{},[484,706,707],{},"--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",[154,710,711,714],{},[484,712,713],{},"--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",[154,716,717,720],{},[484,718,719],{},"--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",[20,722,723],{},"启动示例：",[725,726,730],"pre",{"className":727,"code":728,"language":729,"meta":557,"style":557},"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",[484,731,732,747,758,768],{"__ignoreMap":557},[733,734,737,740,744],"span",{"class":735,"line":736},"line",1,[733,738,682],{"class":739},"sScJk",[733,741,743],{"class":742},"sj4cs"," --architect",[733,745,746],{"class":742}," \\\n",[733,748,749,752,756],{"class":735,"line":561},[733,750,751],{"class":742},"  --model",[733,753,755],{"class":754},"sZZnC"," deepseek\u002Fdeepseek-reasoner",[733,757,746],{"class":742},[733,759,760,763,766],{"class":735,"line":558},[733,761,762],{"class":742},"  --editor-model",[733,764,765],{"class":754}," claude-3-5-sonnet-20241022",[733,767,746],{"class":742},[733,769,771,774],{"class":735,"line":770},4,[733,772,773],{"class":742},"  --weak-model",[733,775,776],{"class":754}," gpt-4o-mini\n",[134,778,779],{},[20,780,781],{},"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。",[643,783,784],{"id":784},"几乎能接所有模型",[20,786,787,792],{},[213,788,791],{"href":789,"rel":790},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[698],"Aider 官方推荐"," 的\"最佳模型清单\"：",[46,794,795,807],{},[49,796,797],{},[52,798,799,801,804],{},[55,800,332],{},[55,802,803],{},"推荐模型",[55,805,806],{},"备注",[65,808,809,820,831,842,857],{},[52,810,811,814,817],{},[70,812,813],{},"Anthropic",[70,815,816],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[70,818,819],{},"编辑能力最稳",[52,821,822,825,828],{},[70,823,824],{},"Google",[70,826,827],{},"Gemini 2.5 Pro",[70,829,830],{},"超长上下文",[52,832,833,836,839],{},[70,834,835],{},"DeepSeek",[70,837,838],{},"R1 + V3",[70,840,841],{},"性价比之王",[52,843,844,847,854],{},[70,845,846],{},"OpenAI",[70,848,849,850],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[213,851,853],{"href":852},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[70,855,856],{},"reasoning 路径",[52,858,859,862,865],{},[70,860,861],{},"本地",[70,863,864],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[70,866,867],{},"完全离线",[20,869,870],{},"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。",[643,872,874],{"id":873},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[20,876,877],{},"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。",[15,879,881],{"id":880},"上手-5-分钟","上手 5 分钟",[725,883,885],{"className":727,"code":884,"language":729,"meta":557,"style":557},"# 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",[484,886,887,893,919,924,929,938,943,949,966,979,991,996,1002,1008,1013,1019,1030,1040,1045,1051],{"__ignoreMap":557},[733,888,889],{"class":735,"line":736},[733,890,892],{"class":891},"sJ8bj","# 1. 安装（要 Python 3.9+）\n",[733,894,895,898,901,904,907,910,913,916],{"class":735,"line":561},[733,896,897],{"class":739},"python",[733,899,900],{"class":742}," -m",[733,902,903],{"class":754}," pip",[733,905,906],{"class":754}," install",[733,908,909],{"class":742}," -U",[733,911,912],{"class":742}," --upgrade-strategy",[733,914,915],{"class":754}," only-if-needed",[733,917,918],{"class":754}," aider-chat\n",[733,920,921],{"class":735,"line":558},[733,922,923],{"emptyLinePlaceholder":575},"\n",[733,925,926],{"class":735,"line":770},[733,927,928],{"class":891},"# 2. 进入 git 仓库\n",[733,930,932,935],{"class":735,"line":931},5,[733,933,934],{"class":742},"cd",[733,936,937],{"class":754}," your-project\n",[733,939,941],{"class":735,"line":940},6,[733,942,923],{"emptyLinePlaceholder":575},[733,944,946],{"class":735,"line":945},7,[733,947,948],{"class":891},"# 3. 设置 API key（任选其一）\n",[733,950,952,956,960,963],{"class":735,"line":951},8,[733,953,955],{"class":954},"szBVR","export",[733,957,959],{"class":958},"sVt8B"," ANTHROPIC_API_KEY",[733,961,962],{"class":954},"=",[733,964,965],{"class":958},"sk-ant-...\n",[733,967,969,971,974,976],{"class":735,"line":968},9,[733,970,955],{"class":954},[733,972,973],{"class":958}," DEEPSEEK_API_KEY",[733,975,962],{"class":954},[733,977,978],{"class":958},"sk-...\n",[733,980,982,984,987,989],{"class":735,"line":981},10,[733,983,955],{"class":954},[733,985,986],{"class":958}," OPENAI_API_KEY",[733,988,962],{"class":954},[733,990,978],{"class":958},[733,992,994],{"class":735,"line":993},11,[733,995,923],{"emptyLinePlaceholder":575},[733,997,999],{"class":735,"line":998},12,[733,1000,1001],{"class":891},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[733,1003,1005],{"class":735,"line":1004},13,[733,1006,1007],{"class":739},"aider\n",[733,1009,1011],{"class":735,"line":1010},14,[733,1012,923],{"emptyLinePlaceholder":575},[733,1014,1016],{"class":735,"line":1015},15,[733,1017,1018],{"class":891},"# 或指定模型\n",[733,1020,1022,1024,1027],{"class":735,"line":1021},16,[733,1023,682],{"class":739},[733,1025,1026],{"class":742}," --model",[733,1028,1029],{"class":754}," deepseek\u002Fdeepseek-chat\n",[733,1031,1033,1035,1037],{"class":735,"line":1032},17,[733,1034,682],{"class":739},[733,1036,1026],{"class":742},[733,1038,1039],{"class":754}," claude-3-5-sonnet-20241022\n",[733,1041,1043],{"class":735,"line":1042},18,[733,1044,923],{"emptyLinePlaceholder":575},[733,1046,1048],{"class":735,"line":1047},19,[733,1049,1050],{"class":891},"# 5. 在 aider 里直接用自然语言下指令\n",[733,1052,1054,1057],{"class":735,"line":1053},20,[733,1055,1056],{"class":954},">",[733,1058,1059],{"class":958}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[15,1061,1062],{"id":1062},"价格与运行成本",[151,1064,1065,1077,1089],{},[154,1066,1067,1070,1071,1076],{},[27,1068,1069],{},"Aider 本体","：开源免费（",[213,1072,1075],{"href":1073,"rel":1074},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[698],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[154,1078,1079,1082,1083,1085,1086,1088],{},[27,1080,1081],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[213,1084,216],{"href":215}," \u002F ",[213,1087,221],{"href":220}," 最大的商业模式差异",[154,1090,1091,1092],{},"单次会话典型消耗：\n",[151,1093,1094,1097,1100],{},[154,1095,1096],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[154,1098,1099],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[154,1101,1102,1103,1105],{},"用 ",[213,1104,853],{"href":852}," reasoning：根据推理深度，可能到 $3-8",[20,1107,1108,1109,658,1113,1117],{},"走 ",[213,1110,1112],{"href":1111},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[213,1114,1116],{"href":696,"rel":1115},[698],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[15,1119,1120],{"id":1120},"国内使用注意事项",[469,1122,1123,1132,1138,1153],{},[154,1124,1125,1128,1129],{},[27,1126,1127],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[484,1130,1131],{},"HTTPS_PROXY",[154,1133,1134,1137],{},[27,1135,1136],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[154,1139,1140,1143,1144,1147,1148,1152],{},[27,1141,1142],{},"支持自定义 base_url","：通过 ",[484,1145,1146],{},"OPENAI_API_BASE"," 环境变量接 ",[213,1149,1151],{"href":1150},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[154,1154,1155,1158],{},[27,1156,1157],{},"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",[15,1160,1161],{"id":1161},"与同类怎么选",[46,1163,1164,1187],{},[49,1165,1166],{},[52,1167,1168,1170,1172,1176,1181],{},[55,1169,57],{},[55,1171,247],{},[55,1173,1174],{},[213,1175,239],{"href":238},[55,1177,1178],{},[213,1179,1180],{"href":242},"Codex CLI",[55,1182,1183],{},[213,1184,1186],{"href":1185},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline",[65,1188,1189,1204,1220,1236,1252,1266,1280],{},[52,1190,1191,1194,1197,1200,1202],{},[70,1192,1193],{},"开源",[70,1195,1196],{},"✅",[70,1198,1199],{},"❌",[70,1201,1199],{},[70,1203,1196],{},[52,1205,1206,1209,1212,1215,1218],{},[70,1207,1208],{},"模型选择",[70,1210,1211],{},"任意",[70,1213,1214],{},"仅 Anthropic",[70,1216,1217],{},"仅 OpenAI",[70,1219,1211],{},[52,1221,1222,1225,1228,1231,1234],{},[70,1223,1224],{},"自带 API key",[70,1226,1227],{},"✅ 必须",[70,1229,1230],{},"可选（订阅替代）",[70,1232,1233],{},"可选",[70,1235,1227],{},[52,1237,1238,1241,1244,1247,1250],{},[70,1239,1240],{},"Git 集成",[70,1242,1243],{},"★★★★★",[70,1245,1246],{},"★★★☆☆",[70,1248,1249],{},"★★☆☆☆",[70,1251,1246],{},[52,1253,1254,1257,1260,1262,1264],{},[70,1255,1256],{},"学习曲线",[70,1258,1259],{},"★★★★☆ 陡",[70,1261,1249],{},[70,1263,1249],{},[70,1265,1246],{},[52,1267,1268,1271,1274,1276,1278],{},[70,1269,1270],{},"Architect 双模型",[70,1272,1273],{},"✅ 原生",[70,1275,1199],{},[70,1277,1199],{},[70,1279,1199],{},[52,1281,1282,1285,1288,1291,1294],{},[70,1283,1284],{},"VS Code 集成",[70,1286,1287],{},"通过第三方插件",[70,1289,1290],{},"通过 Cursor 等",[70,1292,1293],{},"仅 CLI",[70,1295,1296],{},"★★★★★ 原生",[20,1298,1299,700],{},[27,1300,1301],{},"怎么选",[151,1303,1304,1307,1312,1317],{},[154,1305,1306],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[154,1308,1309,1310],{},"已经买 Claude Pro \u002F Max 订阅 → ",[213,1311,239],{"href":238},[154,1313,1314,1315],{},"已经买 ChatGPT Plus \u002F Pro → ",[213,1316,1180],{"href":242},[154,1318,1319,1320,1085,1322],{},"习惯 VS Code 不想离开 GUI → ",[213,1321,1186],{"href":1185},[213,1323,216],{"href":215},[15,1325,1326],{"id":1326},"避坑清单",[151,1328,1329,1342,1359,1378,1387,1403,1411],{},[154,1330,1331,1334,1335,1338,1339,1341],{},[27,1332,1333],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[484,1336,1337],{},"git init"," 后再用，否则 ",[484,1340,668],{}," 不能用，自动 commit 也无意义。",[154,1343,1344,1350,1351,1354,1355,1358],{},[27,1345,1346,1349],{},[484,1347,1348],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[484,1352,1353],{},"@codebase"," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[484,1356,1357],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[154,1360,1361,1364,1365,1370,1371,1374,1375,1377],{},[27,1362,1363],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[213,1366,1369],{"href":1367,"rel":1368},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[698],"#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 ",[484,1372,1373],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[484,1376,1373],{}," 组合。",[154,1379,1380,1386],{},[27,1381,1382,1385],{},[484,1383,1384],{},"--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。",[154,1388,1389,1392,1393,1396,1397,1402],{},[27,1390,1391],{},"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 ",[484,1394,1395],{},"num_ctx","（见 ",[213,1398,1401],{"href":1399,"rel":1400},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[698],"DeepSeek alternative providers 一文","）。",[154,1404,1405,1410],{},[27,1406,1407,1409],{},[484,1408,713],{}," 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。",[154,1412,1413,1416,1417,1420,1421,1424],{},[27,1414,1415],{},"中文 commit message 默认不开","：可以 ",[484,1418,1419],{},"aider --commit-prompt \"...中文....\""," 或 ",[484,1422,1423],{},".aider.conf.yml"," 配置中改。",[15,1426,1428],{"id":1427},"适合-不适合","适合 \u002F 不适合",[20,1430,1431],{},"✅ 适合：",[151,1433,1434,1437,1440,1443,1446,1449],{},[154,1435,1436],{},"命令行重度用户、tmux \u002F Neovim 工作流",[154,1438,1439],{},"多模型试用 \u002F 比价场景（一行命令切换）",[154,1441,1442],{},"开源项目维护者（git 工作流原生融入）",[154,1444,1445],{},"想要完全离线（Ollama + 本地模型）",[154,1447,1448],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[154,1450,1451,1452,1457],{},"跨语言项目（",[213,1453,1456],{"href":1454,"rel":1455},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[698],"官方支持 100+ 语言","）",[20,1459,1460],{},"❌ 不适合：",[151,1462,1463,1466,1469,1472],{},[154,1464,1465],{},"习惯 GUI \u002F 不愿读命令行文档的人",[154,1467,1468],{},"想\"一键智能\"、不愿配置环境变量",[154,1470,1471],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[154,1473,1474],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[15,1476,528],{"id":528},[151,1478,1479,1488,1497,1508],{},[154,1480,1481,1482,1085,1484,1085,1486],{},"同类对比：",[213,1483,239],{"href":238},[213,1485,1180],{"href":242},[213,1487,1186],{"href":1185},[154,1489,1490,1491,1085,1495],{},"推理模型选择：",[213,1492,1494],{"href":1493},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[213,1496,853],{"href":852},[154,1498,1499,1500,1085,1504],{},"协议生态：",[213,1501,1503],{"href":1502},"\u002Fwiki\u002Fmcp.html","MCP",[213,1505,1507],{"href":1506},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[154,1509,1510,1511],{},"工作流：",[213,1512,1514],{"href":1513},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[15,1516,1517],{"id":1517},"来源",[151,1519,1520,1527,1534,1540,1546,1552,1559],{},[154,1521,1522,1523],{},"官网：",[213,1524,1525],{"href":1525,"rel":1526},"https:\u002F\u002Faider.chat",[698],[154,1528,1529,1530],{},"官方文档：",[213,1531,1532],{"href":1532,"rel":1533},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[698],[154,1535,1536,1537],{},"Chat Modes 文档：",[213,1538,696],{"href":696,"rel":1539},[698],[154,1541,1542,1543],{},"LLM 兼容列表：",[213,1544,789],{"href":789,"rel":1545},[698],[154,1547,1548,1549],{},"GitHub：",[213,1550,1073],{"href":1073,"rel":1551},[698],[154,1553,1554,1555],{},"发布历史：",[213,1556,1557],{"href":1557,"rel":1558},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[698],[154,1560,1561,1562],{},"PyPI：",[213,1563,1564],{"href":1564,"rel":1565},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[698],[20,1567,1568,1569,1573],{},"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 ",[213,1570,1572],{"href":1571},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1575,1576,1577],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":557,"searchDepth":558,"depth":558,"links":1579},[1580,1581,1587,1588,1589,1590,1591,1592,1593,1594],{"id":605,"depth":561,"text":606},{"id":641,"depth":561,"text":641,"children":1582},[1583,1584,1585,1586],{"id":645,"depth":558,"text":646},{"id":689,"depth":558,"text":690},{"id":784,"depth":558,"text":784},{"id":873,"depth":558,"text":874},{"id":880,"depth":561,"text":881},{"id":1062,"depth":561,"text":1062},{"id":1120,"depth":561,"text":1120},{"id":1161,"depth":561,"text":1161},{"id":1326,"depth":561,"text":1326},{"id":1427,"depth":561,"text":1428},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"cli","\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。",false,[1600,1601],"zh","en",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","coding",[1606,1607,1608],"windows","macos","linux",[1610,1615],{"plan":1611,"price":1612,"features":1613,"notes":1614},"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":1616,"price":1617,"features":1618,"notes":1619},"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",[1623,1624,1625,1626,1627],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","cline-deep-review","codex-deep-review",{"power":770,"ux":558,"price":931,"cn_support":558,"stability":931},{"title":247,"description":1597},"Aider 评测 2026：开源终端 AI 编程助手，多模型支持，CLI 工作流",[1632,1634,1636,1638,1640,1642],{"title":1633,"url":1532},"Aider 官方文档",{"title":1635,"url":696},"Aider Chat Modes 文档",{"title":1637,"url":789},"Aider 支持的 LLM 列表",{"title":1639,"url":1073},"Aider GitHub 仓库",{"title":1641,"url":1557},"Aider Release History",{"title":1643,"url":1564},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[1595,1647,1648,1649,1650],"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。","arTAa0D5oQZdCTxj1FwsIdXZ2vTGDdBlLMrCBSNE9pA",{"id":1655,"title":239,"alternatives":1656,"api_compatible":1657,"body":1659,"category":1595,"chinese_friendly":558,"cover":2848,"description":2849,"domestic":1598,"extension":573,"faq":571,"free":1598,"github":2805,"languages":2850,"lastVerified":577,"meta":2851,"models":2852,"navigation":575,"notSuitable":2856,"opensource":1598,"path":2860,"pillar":1604,"platforms":2861,"priceTable":2862,"pricing":2882,"published":1621,"relatedPlaybooks":571,"relatedReviews":2883,"score":2886,"self_host":1598,"seo":2887,"seoTitle":2888,"slug":580,"sources":2889,"stem":2902,"suitable":2903,"tagline":2909,"tags":2910,"updated":2914,"verdict":2915,"website":2793,"__hash__":2916},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[584,585,600],[1658],"anthropic",{"type":12,"value":1660,"toc":2831},[1661,1663,1709,1714,1716,1720,1730,1755,1758,1762,1770,1805,1820,1824,1827,1982,2000,2004,2013,2089,2092,2096,2110,2112,2127,2209,2212,2229,2242,2250,2252,2399,2401,2439,2441,2591,2596,2610,2615,2635,2637,2733,2735,2785,2787,2823,2828],[15,1662,606],{"id":605},[608,1664,1666,1675,1686],{"className":1665},[611,612,613],[20,1667,1668,1670,1671,1674],{},[27,1669,618],{}," 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 ",[484,1672,1673],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[20,1676,1677,1678,1681,1682,1685],{},"最大价值是 ",[27,1679,1680],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[27,1683,1684],{},"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。",[20,1687,1688,1691,1692,1696,1697,1700,1701,1704,1705,1708],{},[27,1689,1690],{},"2026-07 最新进展","：核心模型已升级为 ",[213,1693,1695],{"href":1694},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[484,1698,1699],{},"\u002Ffork","（复制会话到后台并行）、",[484,1702,1703],{},"\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。",[27,1706,1707],{},"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。",[134,1710,1711],{},[20,1712,1713],{},"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。",[15,1715,641],{"id":641},[643,1717,1719],{"id":1718},"终端原生的-agent-体验","终端原生的 Agent 体验",[20,1721,1722,1723,1726,1727,1729],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[27,1724,1725],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[484,1728,1673],{},"，就进入了一个能读你整个 codebase 的对话环境。",[725,1731,1733],{"className":727,"code":1732,"language":729,"meta":557,"style":557},"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",[484,1734,1735,1741,1748],{"__ignoreMap":557},[733,1736,1737,1739],{"class":735,"line":736},[733,1738,934],{"class":742},[733,1740,937],{"class":754},[733,1742,1743,1745],{"class":735,"line":561},[733,1744,1673],{"class":739},[733,1746,1747],{"class":891},"                          # 进入交互模式\n",[733,1749,1750,1752],{"class":735,"line":558},[733,1751,1056],{"class":954},[733,1753,1754],{"class":958}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[20,1756,1757],{},"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。",[643,1759,1761],{"id":1760},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[20,1763,1764,1765,1769],{},"Claude Code 2.x 引入了 ",[213,1766,1768],{"href":1767},"\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：",[725,1771,1773],{"className":727,"code":1772,"language":729,"meta":557,"style":557},"\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",[484,1774,1775,1782,1789,1797],{"__ignoreMap":557},[733,1776,1777,1779],{"class":735,"line":736},[733,1778,1703],{"class":739},[733,1780,1781],{"class":891},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[733,1783,1784,1786],{"class":735,"line":561},[733,1785,1699],{"class":739},[733,1787,1788],{"class":891},"               # 复制当前会话到后台并行推进\n",[733,1790,1791,1794],{"class":735,"line":558},[733,1792,1793],{"class":739},"\u002Fagents",[733,1795,1796],{"class":891},"             # 管理子代理\n",[733,1798,1799,1802],{"class":735,"line":770},[733,1800,1801],{"class":739},"\u002Ftasks",[733,1803,1804],{"class":891},"              # 列出后台运行的子代理\n",[20,1806,1807,1808,1813,1814,1816,1817,1819],{},"据 ",[213,1809,1812],{"href":1810,"rel":1811},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[698],"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，",[484,1815,1703],{}," 取代了旧的内联子 agent 写法，",[484,1818,1699],{}," 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。",[643,1821,1823],{"id":1822},"slash-命令生产力关键","Slash 命令（生产力关键）",[20,1825,1826],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[46,1828,1829,1839],{},[49,1830,1831],{},[52,1832,1833,1836],{},[55,1834,1835],{},"命令",[55,1837,1838],{},"用途",[65,1840,1841,1855,1865,1878,1888,1898,1908,1918,1928,1938,1948,1958,1968],{},[52,1842,1843,1848],{},[70,1844,1845],{},[484,1846,1847],{},"\u002Finit",[70,1849,1850,1851,1854],{},"第一次进入仓库时跑，生成 ",[484,1852,1853],{},"CLAUDE.md","（项目记忆）",[52,1856,1857,1862],{},[70,1858,1859],{},[484,1860,1861],{},"\u002Fmemory",[70,1863,1864],{},"编辑长期记忆",[52,1866,1867,1872],{},[70,1868,1869],{},[484,1870,1871],{},"\u002Fclear",[70,1873,1874,1875,1457],{},"清空当前对话，重新开始（",[27,1876,1877],{},"最被低估的命令",[52,1879,1880,1885],{},[70,1881,1882],{},[484,1883,1884],{},"\u002Fcompact",[70,1886,1887],{},"长对话压缩，挽救快爆炸的 context window",[52,1889,1890,1895],{},[70,1891,1892],{},[484,1893,1894],{},"\u002Fcontext",[70,1896,1897],{},"显示当前 context 用量",[52,1899,1900,1905],{},[70,1901,1902],{},[484,1903,1904],{},"\u002Fplan",[70,1906,1907],{},"切到 plan 模式（只规划不执行）",[52,1909,1910,1915],{},[70,1911,1912],{},[484,1913,1914],{},"\u002Fmodel",[70,1916,1917],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[52,1919,1920,1925],{},[70,1921,1922],{},[484,1923,1924],{},"\u002Fdiff",[70,1926,1927],{},"看本轮所有改动",[52,1929,1930,1935],{},[70,1931,1932],{},[484,1933,1934],{},"\u002Fcode-review",[70,1936,1937],{},"对 diff 跑代码审查",[52,1939,1940,1945],{},[70,1941,1942],{},[484,1943,1944],{},"\u002Frewind",[70,1946,1947],{},"回滚到任意 checkpoint（代码 + 对话）",[52,1949,1950,1955],{},[70,1951,1952],{},[484,1953,1954],{},"\u002Fmcp",[70,1956,1957],{},"管理 MCP 服务器",[52,1959,1960,1965],{},[70,1961,1962],{},[484,1963,1964],{},"\u002Fdoctor",[70,1966,1967],{},"排查环境问题",[52,1969,1970,1979],{},[70,1971,1972,1975,1976],{},[484,1973,1974],{},"\u002Fresume"," ",[484,1977,1978],{},"\u002Fbranch",[70,1980,1981],{},"回到 \u002F fork 历史对话",[20,1983,1984,1989,1990,1992,1993,1995,1996,1999],{},[213,1985,1988],{"href":1986,"rel":1987},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[698],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[484,1991,1884],{},"（每 20-30 分钟一次防止 context drift）、",[484,1994,1871],{},"（新任务开新会话）、自定义命令（写在 ",[484,1997,1998],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[643,2001,2003],{"id":2002},"mcp-集成一等公民","MCP 集成（一等公民）",[20,2005,2006,2008,2009,2012],{},[213,2007,1503],{"href":1502}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[484,2010,2011],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[725,2014,2018],{"className":2015,"code":2016,"language":2017,"meta":557,"style":557},"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",[484,2019,2020,2025,2033,2040,2054,2074,2079,2084],{"__ignoreMap":557},[733,2021,2022],{"class":735,"line":736},[733,2023,2024],{"class":958},"{\n",[733,2026,2027,2030],{"class":735,"line":561},[733,2028,2029],{"class":742},"  \"mcpServers\"",[733,2031,2032],{"class":958},": {\n",[733,2034,2035,2038],{"class":735,"line":558},[733,2036,2037],{"class":742},"    \"postgres\"",[733,2039,2032],{"class":958},[733,2041,2042,2045,2048,2051],{"class":735,"line":770},[733,2043,2044],{"class":742},"      \"command\"",[733,2046,2047],{"class":958},": ",[733,2049,2050],{"class":754},"\"npx\"",[733,2052,2053],{"class":958},",\n",[733,2055,2056,2059,2062,2065,2068,2071],{"class":735,"line":931},[733,2057,2058],{"class":742},"      \"args\"",[733,2060,2061],{"class":958},": [",[733,2063,2064],{"class":754},"\"@modelcontextprotocol\u002Fserver-postgres\"",[733,2066,2067],{"class":958},", ",[733,2069,2070],{"class":754},"\"postgresql:\u002F\u002F...\"",[733,2072,2073],{"class":958},"]\n",[733,2075,2076],{"class":735,"line":940},[733,2077,2078],{"class":958},"    }\n",[733,2080,2081],{"class":735,"line":945},[733,2082,2083],{"class":958},"  }\n",[733,2085,2086],{"class":735,"line":951},[733,2087,2088],{"class":958},"}\n",[20,2090,2091],{},"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。",[643,2093,2095],{"id":2094},"后台-远程模式","后台 \u002F 远程模式",[20,2097,2098,2101,2102,2105,2106,2109],{},[484,2099,2100],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[484,2103,2104],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[484,2107,2108],{},"\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\"。",[15,2111,1062],{"id":1062},[20,2113,2114,2115,2120,2121,2126],{},"根据 ",[213,2116,2119],{"href":2117,"rel":2118},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[698],"explainx.ai 2026-06 评测"," 和 ",[213,2122,2125],{"href":2123,"rel":2124},"https:\u002F\u002Fclaude.com\u002Fpricing",[698],"Anthropic 官方定价"," 整理：",[46,2128,2129,2142],{},[49,2130,2131],{},[52,2132,2133,2136,2139],{},[55,2134,2135],{},"路径",[55,2137,2138],{},"价格",[55,2140,2141],{},"适用场景",[65,2143,2144,2157,2170,2183,2196],{},[52,2145,2146,2151,2154],{},[70,2147,2148],{},[27,2149,2150],{},"BYOK（自带 API key）",[70,2152,2153],{},"按 token 计费",[70,2155,2156],{},"全自由，但单月烧到 $500+ 也常见",[52,2158,2159,2164,2167],{},[70,2160,2161],{},[27,2162,2163],{},"Pro",[70,2165,2166],{},"$20\u002F月（年付 ~$17）",[70,2168,2169],{},"个人开发者，每天 1-4 小时",[52,2171,2172,2177,2180],{},[70,2173,2174],{},[27,2175,2176],{},"Max 5x",[70,2178,2179],{},"$100\u002F月",[70,2181,2182],{},"重度用户 + Opus 模型访问",[52,2184,2185,2190,2193],{},[70,2186,2187],{},[27,2188,2189],{},"Max 20x",[70,2191,2192],{},"$200\u002F月",[70,2194,2195],{},"8h+ agentic 工作流 \u002F 团队共享",[52,2197,2198,2203,2206],{},[70,2199,2200],{},[27,2201,2202],{},"Team Premium",[70,2204,2205],{},"$100\u002Fseat 年付 \u002F $125 月付",[70,2207,2208],{},"团队，含管理",[20,2210,2211],{},"API token 价格（2026-07 公开数据）：",[151,2213,2214,2220,2226],{},[154,2215,2216,2219],{},[27,2217,2218],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[154,2221,2222,2225],{},[27,2223,2224],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[154,2227,2228],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[134,2230,2231],{},[20,2232,2233,2234,2237,2238,2241],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[27,2235,2236],{},"87.6%","、Sonnet 5 ",[27,2239,2240],{},"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。",[20,2243,2244,2249],{},[213,2245,2248],{"href":2246,"rel":2247},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[698],"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。",[15,2251,881],{"id":880},[725,2253,2255],{"className":727,"code":2254,"language":729,"meta":557,"style":557},"# 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",[484,2256,2257,2262,2279,2283,2288,2301,2305,2310,2323,2327,2332,2339,2352,2357,2367,2371,2376,2382,2392],{"__ignoreMap":557},[733,2258,2259],{"class":735,"line":736},[733,2260,2261],{"class":891},"# macOS \u002F Linux \u002F Windows (WSL)\n",[733,2263,2264,2267,2270,2273,2276],{"class":735,"line":561},[733,2265,2266],{"class":739},"curl",[733,2268,2269],{"class":742}," -fsSL",[733,2271,2272],{"class":754}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[733,2274,2275],{"class":954}," |",[733,2277,2278],{"class":739}," bash\n",[733,2280,2281],{"class":735,"line":558},[733,2282,923],{"emptyLinePlaceholder":575},[733,2284,2285],{"class":735,"line":770},[733,2286,2287],{"class":891},"# macOS 用 Homebrew\n",[733,2289,2290,2293,2295,2298],{"class":735,"line":931},[733,2291,2292],{"class":739},"brew",[733,2294,906],{"class":754},[733,2296,2297],{"class":742}," --cask",[733,2299,2300],{"class":754}," claude-code\n",[733,2302,2303],{"class":735,"line":940},[733,2304,923],{"emptyLinePlaceholder":575},[733,2306,2307],{"class":735,"line":945},[733,2308,2309],{"class":891},"# Windows PowerShell\n",[733,2311,2312,2315,2318,2320],{"class":735,"line":951},[733,2313,2314],{"class":739},"irm",[733,2316,2317],{"class":754}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[733,2319,2275],{"class":954},[733,2321,2322],{"class":739}," iex\n",[733,2324,2325],{"class":735,"line":968},[733,2326,923],{"emptyLinePlaceholder":575},[733,2328,2329],{"class":735,"line":981},[733,2330,2331],{"class":891},"# 验证 + 登录\n",[733,2333,2334,2336],{"class":735,"line":993},[733,2335,1673],{"class":739},[733,2337,2338],{"class":742}," --version\n",[733,2340,2341,2343,2346,2349],{"class":735,"line":998},[733,2342,1673],{"class":739},[733,2344,2345],{"class":754}," auth",[733,2347,2348],{"class":754}," login",[733,2350,2351],{"class":891},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[733,2353,2354],{"class":735,"line":1004},[733,2355,2356],{"class":891},"# 或用 API key\n",[733,2358,2359,2361,2363,2365],{"class":735,"line":1010},[733,2360,955],{"class":954},[733,2362,959],{"class":958},[733,2364,962],{"class":954},[733,2366,965],{"class":958},[733,2368,2369],{"class":735,"line":1015},[733,2370,923],{"emptyLinePlaceholder":575},[733,2372,2373],{"class":735,"line":1021},[733,2374,2375],{"class":891},"# 进项目，启动\n",[733,2377,2378,2380],{"class":735,"line":1032},[733,2379,934],{"class":742},[733,2381,937],{"class":754},[733,2383,2384,2386,2389],{"class":735,"line":1042},[733,2385,1673],{"class":739},[733,2387,2388],{"class":754}," \u002Finit",[733,2390,2391],{"class":891},"               # 生成 CLAUDE.md\n",[733,2393,2394,2396],{"class":735,"line":1047},[733,2395,1673],{"class":739},[733,2397,2398],{"class":891},"                     # 进入交互模式\n",[15,2400,1120],{"id":1120},[469,2402,2403,2409,2415,2421],{},[154,2404,2405,2408],{},[27,2406,2407],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[154,2410,2411,2414],{},[27,2412,2413],{},"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",[154,2416,2417,2420],{},[27,2418,2419],{},"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",[154,2422,2423,2426,2427,1420,2429,2431,2432,1085,2434,2438],{},[27,2424,2425],{},"替代路径","：用 ",[213,2428,247],{"href":246},[213,2430,1186],{"href":1185}," 接 ",[213,2433,1112],{"href":1111},[213,2435,2437],{"href":2436},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[15,2440,1161],{"id":1161},[46,2442,2443,2463],{},[49,2444,2445],{},[52,2446,2447,2449,2451,2455,2459],{},[55,2448,57],{},[55,2450,239],{},[55,2452,2453],{},[213,2454,216],{"href":215},[55,2456,2457],{},[213,2458,1180],{"href":242},[55,2460,2461],{},[213,2462,247],{"href":246},[65,2464,2465,2479,2493,2511,2532,2546,2559,2576],{},[52,2466,2467,2469,2472,2475,2477],{},[70,2468,335],{},[70,2470,2471],{},"CLI（IDE 无关）",[70,2473,2474],{},"AI-first IDE",[70,2476,436],{},[70,2478,436],{},[52,2480,2481,2484,2486,2489,2491],{},[70,2482,2483],{},"长任务能力",[70,2485,1243],{},[70,2487,2488],{},"★★★★☆",[70,2490,2488],{},[70,2492,1246],{},[52,2494,2495,2498,2505,2507,2509],{},[70,2496,2497],{},"上下文管理",[70,2499,2500,2501,1975,2503],{},"★★★★★ ",[484,2502,1884],{},[484,2504,1871],{},[70,2506,2488],{},[70,2508,2488],{},[70,2510,1246],{},[52,2512,2513,2516,2524,2527,2530],{},[70,2514,2515],{},"子代理 \u002F 并行",[70,2517,2518,2519,1975,2521,1457],{},"✅（",[484,2520,1793],{},[484,2522,2523],{},"\u002Fbatch",[70,2525,2526],{},"部分（Bug bot）",[70,2528,2529],{},"⚠️ 有限",[70,2531,1199],{},[52,2533,2534,2537,2540,2542,2544],{},[70,2535,2536],{},"MCP 支持",[70,2538,2539],{},"★★★★★ 一等公民",[70,2541,2488],{},[70,2543,1246],{},[70,2545,1199],{},[52,2547,2548,2550,2552,2554,2556],{},[70,2549,1240],{},[70,2551,2488],{},[70,2553,1246],{},[70,2555,1246],{},[70,2557,2558],{},"★★★★★ 每改即 commit",[52,2560,2561,2564,2567,2570,2573],{},[70,2562,2563],{},"国内门槛",[70,2565,2566],{},"高（账号+支付+网络）",[70,2568,2569],{},"高（账号+支付）",[70,2571,2572],{},"高",[70,2574,2575],{},"低（BYOK 国产模型）",[52,2577,2578,2580,2583,2586,2588],{},[70,2579,2138],{},[70,2581,2582],{},"$20-$200\u002F月",[70,2584,2585],{},"$20\u002F月",[70,2587,2582],{},[70,2589,2590],{},"仅 API 成本",[20,2592,2593,700],{},[27,2594,2595],{},"选 Claude Code 如果你",[151,2597,2598,2601,2604,2607],{},[154,2599,2600],{},"重视长任务自主性 + 上下文管理",[154,2602,2603],{},"JetBrains \u002F Vim 用户，不想换 IDE",[154,2605,2606],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[154,2608,2609],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[20,2611,2612,700],{},[27,2613,2614],{},"别选 Claude Code 如果你",[151,2616,2617,2623,2628],{},[154,2618,2619,2620,2622],{},"国内、个人、预算紧（去 ",[213,2621,247],{"href":246}," + DeepSeek）",[154,2624,2625,2626,1457],{},"想要纯 IDE 内 inline 体验（",[213,2627,216],{"href":215},[154,2629,2630,2631,1457],{},"主要写补全而非 agent 任务（",[213,2632,2634],{"href":2633},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[15,2636,1326],{"id":1326},[151,2638,2639,2652,2667,2681,2689,2707,2721,2727],{},[154,2640,2641,2647,2648,2651],{},[27,2642,2643,2646],{},[484,2644,2645],{},"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 ",[484,2649,2650],{},"env | grep ANTHROPIC"," 检查",[154,2653,2654,2660,2661,2663,2664,2666],{},[27,2655,2656,2657,2659],{},"长会话不 ",[484,2658,1884],{}," 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 ",[484,2662,1884],{}," 一次或 ",[484,2665,1871],{}," 开新会话",[154,2668,2669,2674,2675,2680],{},[27,2670,2671,2673],{},[484,2672,1914],{}," 切换是个坑","：跨模型切会丢部分 context ",[213,2676,2679],{"href":2677,"rel":2678},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[698],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[154,2682,2683,2688],{},[27,2684,2685,2687],{},[484,2686,1847],{}," 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",[154,2690,2691,2696,2697,1975,2700,1975,2703,2706],{},[27,2692,2693,2695],{},[484,2694,1998],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[484,2698,2699],{},"\u002Fdeploy",[484,2701,2702],{},"\u002Fmigrate",[484,2704,2705],{},"\u002Freview-pr","，提交进 git",[154,2708,2709,2712,2713,2716,2717,2720],{},[27,2710,2711],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[484,2714,2715],{},"--permission-mode plan"," 或开 ",[484,2718,2719],{},"acceptEdits"," 但配合 git worktree",[154,2722,2723,2726],{},[27,2724,2725],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[154,2728,2729,2732],{},[27,2730,2731],{},"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",[15,2734,528],{"id":528},[151,2736,2737,2749,2761,2774],{},[154,2738,1481,2739,1085,2741,1085,2743,1085,2745,1085,2747],{},[213,2740,216],{"href":215},[213,2742,221],{"href":220},[213,2744,1180],{"href":242},[213,2746,247],{"href":246},[213,2748,1186],{"href":1185},[154,2750,2751,2752,1085,2755,1085,2757,1085,2759],{},"概念：",[213,2753,2754],{"href":1767},"AI Agent",[213,2756,1507],{"href":1506},[213,2758,1503],{"href":1502},[213,2760,1514],{"href":1513},[154,2762,2763,2764,1085,2766,1085,2770],{},"模型：",[213,2765,1695],{"href":1694},[213,2767,2769],{"href":2768},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[213,2771,2773],{"href":2772},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[154,2775,2776,2777,1085,2781],{},"进阶：",[213,2778,2780],{"href":2779},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[213,2782,2784],{"href":2783},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[15,2786,1517],{"id":1517},[151,2788,2789,2795,2801,2807,2814,2820],{},[154,2790,1522,2791],{},[213,2792,2793],{"href":2793,"rel":2794},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[698],[154,2796,1529,2797],{},[213,2798,2799],{"href":2799,"rel":2800},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[698],[154,2802,1548,2803],{},[213,2804,2805],{"href":2805,"rel":2806},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[698],[154,2808,2809,2810],{},"CLI Reference：",[213,2811,2812],{"href":2812,"rel":2813},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[698],[154,2815,2816,2817],{},"官方定价：",[213,2818,2123],{"href":2123,"rel":2819},[698],[154,2821,2822],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[20,2824,2825,2826,1573],{},"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 ",[213,2827,1572],{"href":1571},[1575,2829,2830],{},"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":557,"searchDepth":558,"depth":558,"links":2832},[2833,2834,2841,2842,2843,2844,2845,2846,2847],{"id":605,"depth":561,"text":606},{"id":641,"depth":561,"text":641,"children":2835},[2836,2837,2838,2839,2840],{"id":1718,"depth":558,"text":1719},{"id":1760,"depth":558,"text":1761},{"id":1822,"depth":558,"text":1823},{"id":2002,"depth":558,"text":2003},{"id":2094,"depth":558,"text":2095},{"id":1062,"depth":561,"text":1062},{"id":880,"depth":561,"text":881},{"id":1120,"depth":561,"text":1120},{"id":1161,"depth":561,"text":1161},{"id":1326,"depth":561,"text":1326},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"\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。",[1601],{},[2853,2854,2855],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[2857,2858,2859],"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",[1607,1608,1606],[2863,2869,2874,2878],{"plan":2864,"price":2865,"limit":2866,"cn_pay":2867,"note":2868},"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":2870,"price":2585,"limit":2871,"cn_pay":2872,"note":2873},"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":2875,"price":2179,"limit":2876,"cn_pay":2872,"note":2877},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":2879,"price":2192,"limit":2880,"cn_pay":2872,"note":2881},"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",[1623,1624,1625,2884,1627,2885],"claude-skills-practice","cursor-deep-review",{"power":931,"ux":770,"price":558,"cn_support":561,"stability":770},{"title":239,"description":2849},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[2890,2892,2893,2895,2898,2900],{"title":2891,"url":2799},"Claude Code 官方文档",{"title":2125,"url":2123},{"title":2894,"url":2812},"Claude Code CLI Reference",{"title":2896,"url":2897},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":2899,"url":1810},"Claude Code Cheat Sheet 2026",{"title":2901,"url":2805},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[2904,2905,2906,2907,2908],"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",[1595,1647,2911,1658,2912,2913],"terminal","long-task","mcp","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":2918,"title":1180,"alternatives":2919,"api_compatible":2920,"body":2922,"category":1595,"chinese_friendly":558,"cover":3597,"description":3598,"domestic":1598,"extension":573,"faq":3599,"free":1598,"github":2971,"languages":3615,"lastVerified":577,"meta":3616,"models":3617,"navigation":575,"notSuitable":3621,"opensource":575,"path":3625,"pillar":1604,"platforms":3626,"priceTable":3627,"pricing":3643,"published":1621,"relatedPlaybooks":3644,"relatedReviews":3647,"score":3648,"self_host":1598,"seo":3649,"seoTitle":3650,"slug":584,"sources":3651,"stem":3663,"suitable":3664,"tagline":3669,"tags":3670,"updated":2914,"verdict":3674,"website":3549,"__hash__":3675},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex.md",[580,585,600],[2921],"openai",{"type":12,"value":2923,"toc":3581},[2924,2926,2964,2967,2979,2982,3002,3005,3035,3037,3095,3100,3104,3109,3113,3135,3138,3142,3165,3169,3189,3192,3194,3295,3305,3308,3444,3449,3451,3505,3507,3514,3516,3541,3543,3570,3578],[15,2925,606],{"id":605},[608,2927,2929,2938,2961],{"className":2928},[611,612,613],[20,2930,2931,2933,2934,2937],{},[27,2932,618],{}," Codex CLI 是 OpenAI 官方做的终端 Coding Agent，对标 Claude Code。",[27,2935,2936],{},"Rust 实现 + Windows 原生沙箱 + 子代理 + MCP + Hooks","，ChatGPT Plus\u002FPro\u002FTeam\u002FEdu 已含使用额度。",[20,2939,2940,2943,2944,2947,2948,2952,2953,2956,2957,2960],{},[27,2941,2942],{},"2026-07 最新","：稳定版 ",[27,2945,2946],{},"0.144.1","（7-09）接入 ",[213,2949,2951],{"href":2950},"\u002Fmodels\u002Fgpt-5-6.html","GPT-5.6"," 家族（Sol\u002FTerra\u002FLuna）；新增 ",[27,2954,2955],{},"ACP 支持","，可在 ",[213,2958,2959],{"href":220},"Devin Desktop"," \u002F Zed 等 ACP 客户端里作为 Agent provider 运行；此前已作为公测 Agent provider 进入 JetBrains（经 GitHub Copilot，7-07）。",[20,2962,2963],{},"形态和 Claude Code 几乎一样，差异主要在模型选择。喜欢 GPT 的人选它，喜欢 Claude 的留 Claude Code。",[15,2965,2966],{"id":2966},"它到底是个什么",[20,2968,2969,2974,2975,2978],{},[213,2970,2973],{"href":2971,"rel":2972},"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",[698],"GitHub: openai\u002Fcodex","，",[27,2976,2977],{},"Apache-2.0 开源","，Rust 写的二进制，428+ 贡献者。在终端里跑一个能读 \u002F 改 \u002F 执行代码的 Agent，类似 Claude Code 但绑定 OpenAI 模型。",[20,2980,2981],{},"2026 的三个主线：",[469,2983,2984,2990,2996],{},[154,2985,2986,2989],{},[27,2987,2988],{},"速度 & 实时","：gpt-5.3-codex-spark 推理速度 1000+ token\u002Fs；WebSocket 远程控制延迟优化。",[154,2991,2992,2995],{},[27,2993,2994],{},"Agent 自主性","：Subagents GA、Smart Approvals、PostToolUse hooks、worktree 自动化。",[154,2997,2998,3001],{},[27,2999,3000],{},"企业就绪","：自定义 CA 证书、userpromptsubmit hooks、托管配置、插件策略强制。",[20,3003,3004],{},"最有用的 4 个能力：",[151,3006,3007,3013,3019,3025],{},[154,3008,3009,3012],{},[27,3010,3011],{},"沙箱执行","：默认在受限沙箱跑命令（macOS Sandbox \u002F Linux Landlock \u002F Windows AppContainer），不会污染主机。",[154,3014,3015,3018],{},[27,3016,3017],{},"MCP 工具调用","：连 GitHub \u002F 数据库 \u002F Slack \u002F 自建 server，支持并行 tool call。",[154,3020,3021,3024],{},[27,3022,3023],{},"Subagents","：把大任务拆给多个并行 sub-agent，token 用得多但效率高。",[154,3026,3027,3030,3031,3034],{},[27,3028,3029],{},"Image inputs","：终端里 ",[484,3032,3033],{},"codex -i screenshot.png \"解释这个错误\""," 直接读图。",[15,3036,2138],{"id":2138},[46,3038,3039,3051],{},[49,3040,3041],{},[52,3042,3043,3046,3048],{},[55,3044,3045],{},"档位",[55,3047,2138],{},[55,3049,3050],{},"说明",[65,3052,3053,3063,3073,3084],{},[52,3054,3055,3058,3060],{},[70,3056,3057],{},"ChatGPT Plus",[70,3059,2585],{},[70,3061,3062],{},"含 Codex CLI 用量（2026-03 起 mini 模型额度 +4×）",[52,3064,3065,3068,3070],{},[70,3066,3067],{},"ChatGPT Pro",[70,3069,2192],{},[70,3071,3072],{},"更高额度 + 优先处理 + Spark 研究预览",[52,3074,3075,3078,3081],{},[70,3076,3077],{},"Business \u002F Edu \u002F Team",[70,3079,3080],{},"$25-30\u002F用户\u002F月起",[70,3082,3083],{},"企业管理 + SSO + Codex 含在内",[52,3085,3086,3089,3092],{},[70,3087,3088],{},"纯 API",[70,3090,3091],{},"按 token",[70,3093,3094],{},"gpt-5.5 ≈ $1.25 \u002F $10 per 1M token",[134,3096,3097],{},[20,3098,3099],{},"已经付 ChatGPT Plus 的人，等于白嫖一个 Codex CLI 用量，几乎不必另开 API 账号。",[15,3101,3103],{"id":3102},"真实任务实测基于官方文档归纳","真实任务实测（基于官方文档归纳）",[134,3105,3106],{},[20,3107,3108],{},"来源说明：以下基于 Codex CLI 官方 features 文档与公开评测整合。",[643,3110,3112],{"id":3111},"任务-1在-50k-行-rust-项目里加新-feature","任务 1：在 50k 行 Rust 项目里加新 feature",[725,3114,3116],{"className":727,"code":3115,"language":729,"meta":557,"style":557},"codex -m gpt-5-codex\n> 在 src\u002Fauth 模块下加 OAuth2 callback handler，参考已有的 token refresh 实现\n",[484,3117,3118,3128],{"__ignoreMap":557},[733,3119,3120,3123,3125],{"class":735,"line":736},[733,3121,3122],{"class":739},"codex",[733,3124,900],{"class":742},[733,3126,3127],{"class":754}," gpt-5-codex\n",[733,3129,3130,3132],{"class":735,"line":561},[733,3131,1056],{"class":954},[733,3133,3134],{"class":958}," 在 src\u002Fauth 模块下加 OAuth2 callback handler，参考已有的 token refresh 实现\n",[20,3136,3137],{},"Agent 会 plan → 读相关文件 → 跑 cargo check → 跑测试 → 提 diff。子代理可以同时跑 lint 和 test 两条线。",[643,3139,3141],{"id":3140},"任务-2ci-失败自动-debug","任务 2：CI 失败自动 debug",[725,3143,3145],{"className":727,"code":3144,"language":729,"meta":557,"style":557},"codex --features enable post_tool_use_hook\n# 然后跑 cargo test，CI 失败时 Hook 自动触发 Agent 分析失败 + 写 fix\n",[484,3146,3147,3160],{"__ignoreMap":557},[733,3148,3149,3151,3154,3157],{"class":735,"line":736},[733,3150,3122],{"class":739},[733,3152,3153],{"class":742}," --features",[733,3155,3156],{"class":754}," enable",[733,3158,3159],{"class":754}," post_tool_use_hook\n",[733,3161,3162],{"class":735,"line":561},[733,3163,3164],{"class":891},"# 然后跑 cargo test，CI 失败时 Hook 自动触发 Agent 分析失败 + 写 fix\n",[643,3166,3168],{"id":3167},"任务-3跨仓库脚手架生成","任务 3：跨仓库脚手架生成",[725,3170,3172],{"className":727,"code":3171,"language":729,"meta":557,"style":557},"codex -m gpt-5-codex\n> 用 mono-repo 模式建 3 个 package：core \u002F cli \u002F web，统一走 pnpm workspace\n",[484,3173,3174,3182],{"__ignoreMap":557},[733,3175,3176,3178,3180],{"class":735,"line":736},[733,3177,3122],{"class":739},[733,3179,900],{"class":742},[733,3181,3127],{"class":754},[733,3183,3184,3186],{"class":735,"line":561},[733,3185,1056],{"class":954},[733,3187,3188],{"class":958}," 用 mono-repo 模式建 3 个 package：core \u002F cli \u002F web，统一走 pnpm workspace\n",[20,3190,3191],{},"子代理并行起 3 个目录的初始化，单次任务跑完 ~3 分钟，token 用约 80k。",[15,3193,881],{"id":880},[725,3195,3197],{"className":727,"code":3196,"language":729,"meta":557,"style":557},"# macOS \u002F Linux\ncurl -fsSL https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh | sh\n\n# Windows（原生 PowerShell）\n# 见官方 Windows setup guide，或用 npm i -g @openai\u002Fcodex\n\ncodex                          # 启动 TUI\ncodex -m gpt-5-codex .         # 在当前目录起 Agent\ncodex --remote wss:\u002F\u002F...       # 远程模式（SSH \u002F 容器）\ncodex features list            # 看可用 feature flag\ncodex features enable unified_exec\n",[484,3198,3199,3204,3218,3222,3227,3232,3236,3243,3258,3271,3284],{"__ignoreMap":557},[733,3200,3201],{"class":735,"line":736},[733,3202,3203],{"class":891},"# macOS \u002F Linux\n",[733,3205,3206,3208,3210,3213,3215],{"class":735,"line":561},[733,3207,2266],{"class":739},[733,3209,2269],{"class":742},[733,3211,3212],{"class":754}," https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh",[733,3214,2275],{"class":954},[733,3216,3217],{"class":739}," sh\n",[733,3219,3220],{"class":735,"line":558},[733,3221,923],{"emptyLinePlaceholder":575},[733,3223,3224],{"class":735,"line":770},[733,3225,3226],{"class":891},"# Windows（原生 PowerShell）\n",[733,3228,3229],{"class":735,"line":931},[733,3230,3231],{"class":891},"# 见官方 Windows setup guide，或用 npm i -g @openai\u002Fcodex\n",[733,3233,3234],{"class":735,"line":940},[733,3235,923],{"emptyLinePlaceholder":575},[733,3237,3238,3240],{"class":735,"line":945},[733,3239,3122],{"class":739},[733,3241,3242],{"class":891},"                          # 启动 TUI\n",[733,3244,3245,3247,3249,3252,3255],{"class":735,"line":951},[733,3246,3122],{"class":739},[733,3248,900],{"class":742},[733,3250,3251],{"class":754}," gpt-5-codex",[733,3253,3254],{"class":754}," .",[733,3256,3257],{"class":891},"         # 在当前目录起 Agent\n",[733,3259,3260,3262,3265,3268],{"class":735,"line":968},[733,3261,3122],{"class":739},[733,3263,3264],{"class":742}," --remote",[733,3266,3267],{"class":754}," wss:\u002F\u002F...",[733,3269,3270],{"class":891},"       # 远程模式（SSH \u002F 容器）\n",[733,3272,3273,3275,3278,3281],{"class":735,"line":981},[733,3274,3122],{"class":739},[733,3276,3277],{"class":754}," features",[733,3279,3280],{"class":754}," list",[733,3282,3283],{"class":891},"            # 看可用 feature flag\n",[733,3285,3286,3288,3290,3292],{"class":735,"line":993},[733,3287,3122],{"class":739},[733,3289,3277],{"class":754},[733,3291,3156],{"class":754},[733,3293,3294],{"class":754}," unified_exec\n",[20,3296,3297,3298,3301,3302,1402],{},"配置文件：",[484,3299,3300],{},"$CODEX_HOME\u002Fconfig.toml","（默认 ",[484,3303,3304],{},"~\u002F.codex\u002Fconfig.toml",[15,3306,3307],{"id":3307},"同类对比",[46,3309,3310,3324],{},[49,3311,3312],{},[52,3313,3314,3316,3318,3320,3322],{},[55,3315,57],{},[55,3317,1180],{},[55,3319,239],{},[55,3321,247],{},[55,3323,1186],{},[65,3325,3326,3341,3357,3373,3390,3403,3417,3431],{},[52,3327,3328,3330,3333,3335,3338],{},[70,3329,335],{},[70,3331,3332],{},"终端 TUI",[70,3334,3332],{},[70,3336,3337],{},"终端 REPL",[70,3339,3340],{},"VS Code 插件",[52,3342,3343,3346,3349,3352,3355],{},[70,3344,3345],{},"默认模型",[70,3347,3348],{},"gpt-5-codex",[70,3350,3351],{},"Claude Sonnet\u002FOpus",[70,3353,3354],{},"BYOK 任意",[70,3356,3354],{},[52,3358,3359,3362,3365,3368,3371],{},[70,3360,3361],{},"含在订阅",[70,3363,3364],{},"ChatGPT Plus\u002FPro",[70,3366,3367],{},"Claude.ai $20\u002F月",[70,3369,3370],{},"❌（仅 API）",[70,3372,3370],{},[52,3374,3375,3378,3381,3384,3387],{},[70,3376,3377],{},"沙箱",[70,3379,3380],{},"macOS Sandbox \u002F Landlock \u002F AppContainer",[70,3382,3383],{},"类似",[70,3385,3386],{},"无",[70,3388,3389],{},"VS Code 环境",[52,3391,3392,3394,3396,3398,3401],{},[70,3393,1503],{},[70,3395,1196],{},[70,3397,1196],{},[70,3399,3400],{},"部分",[70,3402,1196],{},[52,3404,3405,3407,3410,3413,3415],{},[70,3406,3023],{},[70,3408,3409],{},"✅ GA",[70,3411,3412],{},"✅ Task tool",[70,3414,1199],{},[70,3416,1199],{},[52,3418,3419,3421,3424,3427,3429],{},[70,3420,1193],{},[70,3422,3423],{},"Apache-2.0",[70,3425,3426],{},"闭源",[70,3428,3423],{},[70,3430,3423],{},[52,3432,3433,3436,3438,3440,3442],{},[70,3434,3435],{},"原生 Windows",[70,3437,1196],{},[70,3439,3400],{},[70,3441,1196],{},[70,3443,1196],{},[134,3445,3446],{},[20,3447,3448],{},"一句话区分：Codex CLI = OpenAI 官方版的 Claude Code；Claude Code = Anthropic 官方版的 Codex；Aider = 任意 OpenAI 兼容 API 都能跑；Cline = VS Code 里的 GUI 终端 Agent。",[15,3450,1326],{"id":1326},[469,3452,3453,3459,3469,3479,3485,3491],{},[154,3454,3455,3458],{},[27,3456,3457],{},"国内访问别频繁切 IP","，OpenAI 风控严，账号被封基本无法找回。",[154,3460,3461,3464,3465,3468],{},[27,3462,3463],{},"沙箱默认会限制网络","，跑 ",[484,3466,3467],{},"npm install"," 等需要联网的命令前先看 approval 弹窗。",[154,3470,3471,3474,3475,3478],{},[27,3472,3473],{},"Subagents 吃 token 多","，预算敏感时关闭 ",[484,3476,3477],{},"[agents]"," 配置或换 mini 模型。",[154,3480,3481,3484],{},[27,3482,3483],{},"WebSocket 远程模式只接受 wss:\u002F\u002F 或 localhost ws:\u002F\u002F","，远程公网必须 TLS。",[154,3486,3487,3490],{},[27,3488,3489],{},"gpt-5-codex 比 gpt-5.5 便宜但能力对齐","，2026-03 之后默认推荐用 codex 系列而非 5.5。",[154,3492,3493,3500,3501,3504],{},[27,3494,3495,3496,3499],{},"不要用过期的 ",[484,3497,3498],{},"--approval-mode"," 旧参数","，新版用 ",[484,3502,3503],{},"codex features"," 子命令管理。",[15,3506,1428],{"id":1427},[20,3508,3509,3510,3513],{},"✅ 终端 \u002F TMUX \u002F Vim 重度用户；已订阅 ChatGPT Plus \u002F Pro 的人；Windows 原生开发者；headless \u002F SSH \u002F 容器场景。",[3511,3512],"br",{},"\n❌ GUI 党；纯内网开发；偏好 Claude 长上下文风格的人。",[15,3515,528],{"id":528},[151,3517,3518,3525,3532],{},[154,3519,3520,3521],{},"配套 playbook：",[213,3522,3524],{"href":3523},"\u002Fplaybook\u002Fcodex-cli-vs-claude-code.html","Codex CLI vs Claude Code 怎么选",[154,3526,3527,3528],{},"同分类：",[213,3529,3531],{"href":3530},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[154,3533,3534,3535,217,3537,217,3539],{},"替代品：",[213,3536,239],{"href":238},[213,3538,247],{"href":246},[213,3540,1186],{"href":1185},[15,3542,1517],{"id":1517},[151,3544,3545,3551,3558,3563],{},[154,3546,1529,3547],{},[213,3548,3549],{"href":3549,"rel":3550},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli",[698],[154,3552,3553,3554],{},"Features 页：",[213,3555,3556],{"href":3556,"rel":3557},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli\u002Ffeatures",[698],[154,3559,1548,3560],{},[213,3561,2971],{"href":2971,"rel":3562},[698],[154,3564,3565,3566],{},"2026 更新综述：",[213,3567,3568],{"href":3568,"rel":3569},"https:\u002F\u002Fcodex.danielvaughan.com\u002F2026\u002F03\u002F27\u002Fcodex-cli-in-2026-whats-new",[698],[134,3571,3572],{},[20,3573,3574,3575,3577],{},"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 ",[213,3576,1572],{"href":1571}," 反馈更新。",[1575,3579,3580],{},"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 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);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":557,"searchDepth":558,"depth":558,"links":3582},[3583,3584,3585,3586,3591,3592,3593,3594,3595,3596],{"id":605,"depth":561,"text":606},{"id":2966,"depth":561,"text":2966},{"id":2138,"depth":561,"text":2138},{"id":3102,"depth":561,"text":3103,"children":3587},[3588,3589,3590],{"id":3111,"depth":558,"text":3112},{"id":3140,"depth":558,"text":3141},{"id":3167,"depth":558,"text":3168},{"id":880,"depth":561,"text":881},{"id":3307,"depth":561,"text":3307},{"id":1326,"depth":561,"text":1326},{"id":1427,"depth":561,"text":1428},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"\u002Fimg\u002Ftools\u002Fcodex.webp","Codex CLI 真实评测：OpenAI 官方开源（Apache-2.0）终端 Coding Agent，Rust 实现，原生 Windows 沙箱 + 子代理 + MCP + 钩子 + 远程控制；2026-07 接入 GPT-5.6（Sol\u002FTerra\u002FLuna）家族，支持 ACP 可在 Devin Desktop \u002F Zed 运行，Plus\u002FPro\u002FTeam\u002FEdu 计划已含。",[3600,3603,3606,3609,3612],{"q":3601,"a":3602},"Codex CLI 和 Claude Code 有什么区别？","形态几乎一致：都是终端 Agent + 沙箱执行 + MCP + 子代理。差异主要在模型——Codex CLI 走 OpenAI 的 gpt-5-codex 系列，Claude Code 走 Anthropic Sonnet\u002FOpus。OpenAI 在原生 Windows 沙箱（不需要 WSL）和 Rust 实现速度上略胜，Claude 在长任务上下文连续性上略胜。",{"q":3604,"a":3605},"在 Windows 上怎么用？","原生 PowerShell 沙箱模式（推荐），也支持 WSL2。安装命令：curl -fsSL https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh | sh（macOS\u002FLinux），Windows 直接通过 npm 或 PowerShell installer。",{"q":3607,"a":3608},"国内能用吗？","需要 OpenAI 账号 + 稳定代理。Plus \u002F Pro 订阅可走支付宝。直接 `codex` 即可启动。",{"q":3610,"a":3611},"Codex CLI 支持本地模型吗？","原生只走 OpenAI API。如果要本地模型，建议用 Aider（OpenAI 兼容 endpoint，可指向 Ollama \u002F vLLM）。",{"q":3613,"a":3614},"Subagents \u002F Hooks \u002F MCP 是什么？","Subagents：把大任务拆给多个并行子代理；Hooks（PostToolUse \u002F userpromptsubmit）：在工具调用前后插入企业策略；MCP：连外部工具（GitHub \u002F 数据库 \u002F Slack）。Codex 2026 把这三块都做到了 GA。",[1600,1601],{},[3618,3619,3620,3348],"gpt-5.6-sol","gpt-5.6-terra","gpt-5.6-luna",[3622,3623,3624],"重度 GUI 党（终端排斥者请用 Cursor）","国内纯内网（OpenAI API 需稳定代理）","需要 Claude 上下文风格的人","\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex",[1606,1607,1608],[3628,3632,3635,3639],{"plan":3057,"price":2585,"limit":3629,"cn_pay":3630,"note":3631},"含 Codex CLI 使用额度，默认 gpt-5-codex-mini（2026-03 起额度 +4×）","支付宝","个人入门",{"plan":3067,"price":2192,"limit":3633,"cn_pay":3630,"note":3634},"更高额度 + 优先处理 + GPT-5.3-Codex-Spark 研究预览","Agent 重度用户",{"plan":3077,"price":3080,"limit":3636,"cn_pay":3637,"note":3638},"团队管理 + SSO + Codex 含在内","—","团队档",{"plan":3640,"price":3091,"limit":3641,"cn_pay":3637,"note":3642},"纯 API 调用","gpt-5.5 ≈ $1.25\u002F$10 per 1M tokens（input\u002Foutput）","BYOK 自由模式","ChatGPT Plus\u002FPro\u002FBusiness\u002FEdu\u002FEnterprise 包含 \u002F 或按 OpenAI API 计费",[3645,3646],"ai-coding\u002Fcodex-cli-vs-claude-code","ai-coding\u002Fterminal-agent-workflow",[1624,1625,1627,2885],{"power":931,"ux":770,"price":770,"cn_support":558,"stability":770},{"title":1180,"description":3598},"Codex CLI 评测 2026：OpenAI 终端 AI 编程 Agent，免费使用指南",[3652,3654,3656,3658,3660],{"title":3653,"url":3549},"Codex CLI 官方文档",{"title":3655,"url":3556},"Codex CLI Features 官方",{"title":3657,"url":2971},"Codex CLI GitHub",{"title":3659,"url":3568},"Codex CLI 2026 更新综述",{"title":3661,"url":3662},"Codex CLI 0.144.1 Release","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex\u002Freleases","tools\u002Fcoding\u002Fcli\u002Fcodex",[3665,3666,3667,3668],"终端 \u002F TMUX \u002F Vim 重度用户","已经订阅 ChatGPT Plus \u002F Pro 的人（白嫖 Codex 用量）","Windows 原生开发者（Codex CLI 有 PowerShell 沙箱，不必走 WSL）","需要远程 SSH \u002F 容器中跑 Agent 的人（headless 友好）","OpenAI 官方终端 Coding Agent，GPT-5.6 家族驱动，支持 ACP",[1595,1647,2911,2921,3671,3672,2913,1648,3673],"gpt-5","subagents","rust","Claude Code 的 OpenAI 版镜像。Plus \u002F Pro 已含、Windows 原生沙箱、Rust 速度快，喜欢 GPT 派的人首选；Claude Sonnet 4.5 在长任务上仍略胜，喜欢 Claude 的留 Claude Code。","HYq0yaeTKtq5xEJOCW5s3pJuZTXvls_lnFVPZzwNdiw",{"id":3677,"title":2634,"alternatives":3678,"api_compatible":3680,"body":3681,"category":3933,"chinese_friendly":558,"cover":4758,"description":4759,"domestic":1598,"extension":573,"faq":571,"free":575,"github":4710,"languages":4760,"lastVerified":577,"meta":4761,"models":4762,"navigation":575,"notSuitable":4767,"opensource":1598,"path":4771,"pillar":1604,"platforms":4772,"priceTable":4773,"pricing":4793,"published":4794,"relatedPlaybooks":571,"relatedReviews":571,"score":4795,"self_host":1598,"seo":4796,"seoTitle":4797,"slug":582,"sources":4798,"stem":4825,"suitable":4826,"tagline":4832,"tags":4833,"updated":2914,"verdict":4839,"website":4710,"__hash__":4840},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md",[579,581,600,3679],"coding\u002Fagent\u002Fcontinue",[],{"type":12,"value":3682,"toc":4739},[3683,3685,3731,3736,3738,3742,3792,3796,3804,3818,3825,3830,3834,3842,3860,3863,3867,3877,3880,3924,3942,3946,3949,3952,3966,3973,3977,3988,4014,4071,4082,4084,4092,4173,4178,4203,4207,4312,4315,4317,4349,4351,4503,4507,4541,4543,4607,4609,4611,4628,4630,4656,4658,4702,4704,4731,4736],[15,3684,606],{"id":605},[608,3686,3688,3700,3710],{"className":3687},[611,612,613],[20,3689,3690,3692,3693,3695,3696,3699],{},[27,3691,618],{}," AI 编程的\"出厂选项\"。2021 年随 VS Code 首发，2025-02 Agent Mode GA、2025-09 Coding Agent GA、2025 全年支持 ",[213,3694,1503],{"href":1502},"，到 2026 Q2 已经从\"补全工具\"演化成 ",[27,3697,3698],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[20,3701,3702,3703,3706,3707,3709],{},"最大优势是 ",[27,3704,3705],{},"生态最稳 + 免费档大方（2000 次补全\u002F月）+ 学生\u002F开源免费 Pro","。代价是 ",[27,3708,2563],{},"：账号 + 网络 + 支付。",[20,3711,3712,3715,3716,3719,3720,3723,3724,3727,3728,3730],{},[27,3713,3714],{},"2026-07 最新变化","：① 自 ",[27,3717,3718],{},"2026-06-01 起转 AI Credits 按量计费","（1 credit = $0.01），基础订阅价不变，",[27,3721,3722],{},"单行补全 & Next Edit 仍免费不计费","，仅 Chat\u002FAgent\u002FPR 评审\u002FCLI\u002F超长上下文消耗 credits；② ",[27,3725,3726],{},"Kimi K2.7 Code"," 成为首个开源权重可选模型（7-01 Pro\u002FPro+\u002FMax，7-07 Business\u002FEnterprise 需管理员开启）；③ ",[27,3729,2951],{},"（Sol\u002FTerra\u002FLuna）7-09 全 IDE 上线；④ Codex 作为公测 Agent provider 进入 JetBrains（7-07），JetBrains Inline Chat GA。",[134,3732,3733],{},[20,3734,3735],{},"来源说明：本文基于 github.com 官方页面、docs.github.com 企业版文档、github.blog 公告、第三方评测（augmentcode \u002F tossitt \u002F 4geeks）综合整理。Copilot 定价 2026 多次调整（社区报告 2026-04 起新增 credit 制），请以最新官方页面为准。",[15,3737,641],{"id":641},[643,3739,3741],{"id":3740},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[151,3743,3744,3750,3756,3762,3768,3786],{},[154,3745,3746,3749],{},[27,3747,3748],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[154,3751,3752,3755],{},[27,3753,3754],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[154,3757,3758,3761],{},[27,3759,3760],{},"Agent Mode","（2025-02 在 VS Code GA）：自主多文件编辑，可调工具、跑测试、看结果调整",[154,3763,3764,3767],{},[27,3765,3766],{},"Coding Agent","（2025-09 GA）：在 GitHub 网页 \u002F 移动端把 issue 派给 Copilot，它在云端 Actions 环境里改代码、开 PR 等你 review",[154,3769,3770,3773,3774,30,3777,30,3780,30,3783],{},[27,3771,3772],{},"Copilot CLI 新终端界面","（2026-06-23 GA）：Tabbed TUI、Issues\u002FPRs\u002FGists 标签页、内置 ",[484,3775,3776],{},"\u002Fmcp add",[484,3778,3779],{},"\u002Fskills",[484,3781,3782],{},"\u002Fplugin",[484,3784,3785],{},"\u002Fsettings",[154,3787,3788,3791],{},[27,3789,3790],{},"Agent Finder","（2026-06-17 发布）：基于开放 ARD（Agentic Resource Discovery）规范，按任务动态发现可用资源 \u002F MCP \u002F 私有 registry，避免一开始把所有工具塞进上下文",[643,3793,3795],{"id":3794},"agent-mode-详解","Agent Mode 详解",[20,3797,3798,3803],{},[213,3799,3802],{"href":3800,"rel":3801},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[698],"GitHub Blog 公告"," 描述的 Agent Mode 能力：",[151,3805,3806,3809,3812,3815],{},[154,3807,3808],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[154,3810,3811],{},"调用 terminal 跑测试 \u002F linter",[154,3813,3814],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[154,3816,3817],{},"支持 Claude Opus 4.6 \u002F Sonnet 4.6 \u002F GPT-5 \u002F Gemini 2.5 Pro 等多模型按需切",[20,3819,3820,700],{},[213,3821,3824],{"href":3822,"rel":3823},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[698],"4geeks.com 2025 评测",[134,3826,3827],{},[20,3828,3829],{},"\"GitHub Copilot supports MCP (Model Context Protocol) servers in VS Code, JetBrains, and Xcode, available in Agent Mode. Users can connect MCP tools directly from the Copilot panel.\"",[643,3831,3833],{"id":3832},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[20,3835,3836,3841],{},[213,3837,3840],{"href":3838,"rel":3839},"https:\u002F\u002Fdocs.github.com\u002F",[698],"GitHub 官方文档"," 描述的 Coding Agent：",[151,3843,3844,3847,3854,3857],{},[154,3845,3846],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[154,3848,3849,3850,3853],{},"在 ",[27,3851,3852],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[154,3855,3856],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[154,3858,3859],{},"你只 review + merge",[20,3861,3862],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[643,3864,3866],{"id":3865},"copilot-cli2026-新终端界面-ga","Copilot CLI（2026 新终端界面 GA）",[20,3868,3869,3870,30,3873,3876],{},"2026-06-23，GitHub 将新版 Copilot CLI terminal interface 推到 GA。它已经不只是 ",[484,3871,3872],{},"gh copilot suggest",[484,3874,3875],{},"gh copilot explain"," 这种「自然语言 → shell 命令」工具，而是更接近一个终端里的 Copilot 工作台。",[20,3878,3879],{},"关键变化：",[151,3881,3882,3888,3898,3915],{},[154,3883,3884,3887],{},[27,3885,3886],{},"Tabbed TUI","：Session \u002F Gists \u002F Issues \u002F Pull Requests 标签页，当前目录是 GitHub repo 时自动显示 issue \u002F PR。",[154,3889,3890,3893,3894,3897],{},[27,3891,3892],{},"引用工作项","：在 Issues \u002F PRs tab 高亮条目后按 ",[484,3895,3896],{},"c","，可以把该 issue \u002F PR 直接塞进 prompt，让 Copilot 调查、修复或 review。",[154,3899,3900,700,3903,30,3905,30,3908,30,3910,30,3912,3914],{},[27,3901,3902],{},"内置配置",[484,3904,3776],{},[484,3906,3907],{},"\u002Fmcp search",[484,3909,3779],{},[484,3911,3782],{},[484,3913,3785],{}," 都可以在会话中完成，不再手写配置文件。",[154,3916,3917,700,3920,3923],{},[27,3918,3919],{},"无障碍主题",[484,3921,3922],{},"\u002Ftheme"," 支持 default \u002F dim \u002F high-contrast \u002F colorblind，并自动检测 screen reader。",[725,3925,3927],{"className":727,"code":3926,"language":729,"meta":557,"style":557},"copilot update\ncopilot\n",[484,3928,3929,3937],{"__ignoreMap":557},[733,3930,3931,3934],{"class":735,"line":736},[733,3932,3933],{"class":739},"copilot",[733,3935,3936],{"class":754}," update\n",[733,3938,3939],{"class":735,"line":561},[733,3940,3941],{"class":739},"copilot\n",[643,3943,3945],{"id":3944},"agent-finder资源发现开始标准化","Agent Finder：资源发现开始标准化",[20,3947,3948],{},"2026-06-17，GitHub 推出 Agent Finder。它解决的是 2026 年 Agent 工具链的新问题：工具、MCP、skills、私有 registry 越来越多，如果每次都预加载，context 会爆；如果都手动接，开发者又会被配置淹没。",[20,3950,3951],{},"Agent Finder 的思路是：",[469,3953,3954,3957,3960,3963],{},[154,3955,3956],{},"用户用自然语言描述任务。",[154,3958,3959],{},"Copilot 到公开 catalog 或企业私有 registry 里搜索资源。",[154,3961,3962],{},"返回 ranked matches。",[154,3964,3965],{},"用户确认后，Copilot 再按需加载对应工具 \u002F skill。",[20,3967,3968,3969,3972],{},"GitHub 表示它实现了开放的 ",[27,3970,3971],{},"ARD（Agentic Resource Discovery）spec","，并与 Google、GoDaddy、Hugging Face、Microsoft 协作制定。这个方向值得关注：MCP 解决「连工具」，ARD 解决「怎么发现该连哪个工具」。",[643,3974,3976],{"id":3975},"ai-credits-按量计费2026-06-01-正式启用","AI Credits 按量计费（2026-06-01 正式启用）",[20,3978,3979,3980,3983,3984,3987],{},"自 ",[27,3981,3982],{},"2026-06-01"," 起，Copilot 全面转向 ",[27,3985,3986],{},"AI Credits 按量计费","（1 credit = $0.01），取代原 PRU（Premium Request Units）。核心逻辑：",[151,3989,3990,3996,4001,4008,4011],{},[154,3991,3992,3995],{},[27,3993,3994],{},"基础订阅价不变","：Pro $10（含 $10 credits）、Pro+ $39（含 $39）、Business $19（含 $19）、Enterprise $39（含 $39）",[154,3997,3998,4000],{},[27,3999,3722],{},"——轻度用户体验和成本几乎不变",[154,4002,4003,4004,4007],{},"仅 ",[27,4005,4006],{},"Chat \u002F Agent \u002F PR 评审 \u002F CLI \u002F 超长上下文"," 消耗 credits",[154,4009,4010],{},"取消 fallback；新增企业 \u002F 成本中心 \u002F 用户级预算管控 + pooled usage（额度池化）",[154,4012,4013],{},"Business\u002FEnterprise 6-8 月有促销额度（$30 \u002F $70）；code review 另计 Actions 分钟",[46,4015,4016,4026],{},[49,4017,4018],{},[52,4019,4020,4023],{},[55,4021,4022],{},"项目",[55,4024,4025],{},"是否消耗 credits",[65,4027,4028,4036,4043,4051,4058,4065],{},[52,4029,4030,4033],{},[70,4031,4032],{},"单行补全",[70,4034,4035],{},"❌ 免费",[52,4037,4038,4041],{},[70,4039,4040],{},"Next Edit 建议",[70,4042,4035],{},[52,4044,4045,4048],{},[70,4046,4047],{},"Chat 对话",[70,4049,4050],{},"✅ 计费",[52,4052,4053,4056],{},[70,4054,4055],{},"Agent 任务",[70,4057,4050],{},[52,4059,4060,4063],{},[70,4061,4062],{},"PR 评审 \u002F CLI",[70,4064,4050],{},[52,4066,4067,4069],{},[70,4068,830],{},[70,4070,4050],{},[20,4072,4073,700,4076,4078,4079,4081],{},[27,4074,4075],{},"模型阵营大扩容",[27,4077,3726],{},"（1T 总参 \u002F 32B 激活 MoE，256K 上下文，Modified MIT）GA 7-01，是 Copilot 首个开源权重可选模型（Azure 托管）；",[27,4080,2951],{}," 家族 7-09 全 IDE 上线；Codex 作为公测 Agent provider 进入 JetBrains（7-07）。",[15,4083,1062],{"id":1062},[20,4085,4086,4091],{},[213,4087,4090],{"href":4088,"rel":4089},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[698],"官方 Plans 页"," 2026 Q2 公开数据：",[46,4093,4094,4105],{},[49,4095,4096],{},[52,4097,4098,4100,4102],{},[55,4099,3045],{},[55,4101,2138],{},[55,4103,4104],{},"关键点",[65,4106,4107,4120,4130,4141,4151,4162],{},[52,4108,4109,4112,4114],{},[70,4110,4111],{},"Free",[70,4113,1612],{},[70,4115,4116,4117],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[27,4118,4119],{},"无需信用卡",[52,4121,4122,4124,4127],{},[70,4123,2163],{},[70,4125,4126],{},"$10\u002F月",[70,4128,4129],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[52,4131,4132,4135,4138],{},[70,4133,4134],{},"Pro+",[70,4136,4137],{},"$39\u002F月",[70,4139,4140],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[52,4142,4143,4146,4148],{},[70,4144,4145],{},"Max",[70,4147,2179],{},[70,4149,4150],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[52,4152,4153,4156,4159],{},[70,4154,4155],{},"Business",[70,4157,4158],{},"$19\u002Fseat\u002F月",[70,4160,4161],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[52,4163,4164,4167,4170],{},[70,4165,4166],{},"Enterprise",[70,4168,4169],{},"$39\u002Fseat\u002F月",[70,4171,4172],{},"Business + Enterprise 索引 + 优先模型",[20,4174,4175,700],{},[27,4176,4177],{},"重要福利",[151,4179,4180,4191,4197],{},[154,4181,4182,700,4185,4190],{},[27,4183,4184],{},"学生免费",[213,4186,4189],{"href":4187,"rel":4188},"https:\u002F\u002Feducation.github.com\u002Fpack",[698],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[154,4192,4193,4196],{},[27,4194,4195],{},"开源维护者免费","：维护流行开源项目（star 数 + 活跃度门槛）可申请免费 Pro",[154,4198,4199,4202],{},[27,4200,4201],{},"教师免费","：通过 GitHub Education 认证",[15,4204,4206],{"id":4205},"上手-3-分钟","上手 3 分钟",[725,4208,4210],{"className":727,"code":4209,"language":729,"meta":557,"style":557},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n# JetBrains：Plugin Marketplace 搜 Copilot\n# Neovim：装 github\u002Fcopilot.vim 仓库\n# Xcode：装 github\u002FCopilotForXcode\n\n# 命令行\nbrew install gh                  # macOS\nwinget install GitHub.cli        # Windows\n# Linux：参考 cli.github.com\n\ngh auth login                    # 登录 GitHub\ngh extension install github\u002Fgh-copilot\ngh copilot suggest \"重启 docker 并清理缓存\"\n",[484,4211,4212,4217,4222,4227,4232,4236,4241,4253,4266,4271,4275,4287,4299],{"__ignoreMap":557},[733,4213,4214],{"class":735,"line":736},[733,4215,4216],{"class":891},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[733,4218,4219],{"class":735,"line":561},[733,4220,4221],{"class":891},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[733,4223,4224],{"class":735,"line":558},[733,4225,4226],{"class":891},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[733,4228,4229],{"class":735,"line":770},[733,4230,4231],{"class":891},"# Xcode：装 github\u002FCopilotForXcode\n",[733,4233,4234],{"class":735,"line":931},[733,4235,923],{"emptyLinePlaceholder":575},[733,4237,4238],{"class":735,"line":940},[733,4239,4240],{"class":891},"# 命令行\n",[733,4242,4243,4245,4247,4250],{"class":735,"line":945},[733,4244,2292],{"class":739},[733,4246,906],{"class":754},[733,4248,4249],{"class":754}," gh",[733,4251,4252],{"class":891},"                  # macOS\n",[733,4254,4255,4258,4260,4263],{"class":735,"line":951},[733,4256,4257],{"class":739},"winget",[733,4259,906],{"class":754},[733,4261,4262],{"class":754}," GitHub.cli",[733,4264,4265],{"class":891},"        # Windows\n",[733,4267,4268],{"class":735,"line":968},[733,4269,4270],{"class":891},"# Linux：参考 cli.github.com\n",[733,4272,4273],{"class":735,"line":981},[733,4274,923],{"emptyLinePlaceholder":575},[733,4276,4277,4280,4282,4284],{"class":735,"line":993},[733,4278,4279],{"class":739},"gh",[733,4281,2345],{"class":754},[733,4283,2348],{"class":754},[733,4285,4286],{"class":891},"                    # 登录 GitHub\n",[733,4288,4289,4291,4294,4296],{"class":735,"line":998},[733,4290,4279],{"class":739},[733,4292,4293],{"class":754}," extension",[733,4295,906],{"class":754},[733,4297,4298],{"class":754}," github\u002Fgh-copilot\n",[733,4300,4301,4303,4306,4309],{"class":735,"line":1004},[733,4302,4279],{"class":739},[733,4304,4305],{"class":754}," copilot",[733,4307,4308],{"class":754}," suggest",[733,4310,4311],{"class":754}," \"重启 docker 并清理缓存\"\n",[20,4313,4314],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[15,4316,1120],{"id":1120},[469,4318,4319,4324,4333,4338],{},[154,4320,4321,4323],{},[27,4322,2407],{},"：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[154,4325,4326,4328,4329,4332],{},[27,4327,2419],{},"：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[27,4330,4331],{},"必须有稳定代理","，否则补全卡顿到不可用",[154,4334,4335,4337],{},[27,4336,2413],{},"：Pro 付款渠道有限——Apple 礼品卡（macOS）、Google Play（Android）、海外卡。第三方代付方案少",[154,4339,4340,2426,4342,1085,4344,4348],{},[27,4341,2425],{},[213,4343,1186],{"href":1185},[213,4345,4347],{"href":4346},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue"," + 国产模型，国内体验更顺畅",[15,4350,1161],{"id":1161},[46,4352,4353,4373],{},[49,4354,4355],{},[52,4356,4357,4359,4361,4365,4369],{},[55,4358,57],{},[55,4360,2634],{},[55,4362,4363],{},[213,4364,216],{"href":215},[55,4366,4367],{},[213,4368,221],{"href":220},[55,4370,4371],{},[213,4372,1186],{"href":1185},[65,4374,4375,4389,4403,4416,4432,4447,4461,4475,4490],{},[52,4376,4377,4379,4382,4384,4386],{},[70,4378,335],{},[70,4380,4381],{},"插件（VS Code\u002FJetBrains 等）",[70,4383,2474],{},[70,4385,2474],{},[70,4387,4388],{},"VS Code 扩展",[52,4390,4391,4394,4396,4399,4401],{},[70,4392,4393],{},"多 IDE 覆盖",[70,4395,1243],{},[70,4397,4398],{},"★★☆☆☆ 仅自家",[70,4400,4398],{},[70,4402,2488],{},[52,4404,4405,4408,4410,4412,4414],{},[70,4406,4407],{},"补全速度",[70,4409,2488],{},[70,4411,2488],{},[70,4413,1243],{},[70,4415,1246],{},[52,4417,4418,4421,4424,4427,4430],{},[70,4419,4420],{},"Agent 模式",[70,4422,4423],{},"★★★★☆ Agent Mode",[70,4425,4426],{},"★★★★★ Composer",[70,4428,4429],{},"★★★★★ Cascade",[70,4431,2488],{},[52,4433,4434,4437,4440,4443,4445],{},[70,4435,4436],{},"云端后台 Agent",[70,4438,4439],{},"★★★★★ Coding Agent",[70,4441,4442],{},"⚠️ Bug bot",[70,4444,1199],{},[70,4446,1199],{},[52,4448,4449,4451,4454,4456,4458],{},[70,4450,1208],{},[70,4452,4453],{},"★★★★★ 多家",[70,4455,2488],{},[70,4457,2488],{},[70,4459,4460],{},"★★★★★ BYOK",[52,4462,4463,4466,4469,4471,4473],{},[70,4464,4465],{},"企业合规",[70,4467,4468],{},"★★★★★ SOC2\u002FISO",[70,4470,2488],{},[70,4472,1246],{},[70,4474,1246],{},[52,4476,4477,4480,4483,4485,4487],{},[70,4478,4479],{},"免费档",[70,4481,4482],{},"★★★★☆ 2000\u002F月",[70,4484,1246],{},[70,4486,2488],{},[70,4488,4489],{},"完全免费（自带 API）",[52,4491,4492,4494,4496,4498,4500],{},[70,4493,2563],{},[70,4495,2572],{},[70,4497,2572],{},[70,4499,2572],{},[70,4501,4502],{},"低",[20,4504,4505,700],{},[27,4506,1301],{},[151,4508,4509,4515,4521,4531],{},[154,4510,4511,4514],{},[27,4512,4513],{},"公司发账号 \u002F 团队"," → GitHub Copilot Business",[154,4516,4517,4520],{},[27,4518,4519],{},"个人海外 + 想要稳定生态"," → Pro $10\u002F月",[154,4522,4523,4526,4527,1085,4529],{},[27,4524,4525],{},"追求 IDE 级 Agent 激进度"," → ",[213,4528,216],{"href":215},[213,4530,221],{"href":220},[154,4532,4533,4526,4536,1085,4538,4540],{},[27,4534,4535],{},"国内 \u002F 完全自主可控",[213,4537,1186],{"href":1185},[213,4539,4347],{"href":4346}," + 国产模型",[15,4542,1326],{"id":1326},[151,4544,4545,4551,4557,4563,4573,4583,4589,4595,4601],{},[154,4546,4547,4550],{},[27,4548,4549],{},"AI Credits 制下重度 Agent 用户要算账","：单行补全和 Next Edit 免费，但 Chat\u002FAgent\u002FPR 评审都计费，Sol 级模型一次复杂 agent 任务可能耗掉不少 credits，重度使用建议用企业版的预算管控 + 额度池化",[154,4552,4553,4556],{},[27,4554,4555],{},"Kimi K2.7 默认关（企业版）","：Business\u002FEnterprise 需管理员在后台开启才能选用 Kimi K2.7 Code",[154,4558,4559,4562],{},[27,4560,4561],{},"Coding Agent 跑在 Actions 上","：你的 Actions minutes 会被消耗，免费仓库够用，私有仓库要注意账单",[154,4564,4565,4568,4569,4572],{},[27,4566,4567],{},"Agent Mode 默认权限要 review","：第一次跑会让你授权\"能改文件 \u002F 能跑命令\"，团队建议设置 ",[484,4570,4571],{},".github\u002Fcopilot-instructions.md"," 把规则成文",[154,4574,4575,4582],{},[27,4576,4577,4578,4581],{},"不要把 ",[484,4579,4580],{},"OPENAI_API_KEY"," 暴露","：Copilot 自带模型供给，不需要你的 API key",[154,4584,4585,4588],{},[27,4586,4587],{},"国内首次激活有\"需要海外手机\"的概率事件","：失败时换网络环境或换手机号",[154,4590,4591,4594],{},[27,4592,4593],{},"JetBrains 插件偶发崩溃","：IDE 端体验略落后 VS Code，遇到崩溃先升 plugin 版本",[154,4596,4597,4600],{},[27,4598,4599],{},"Agent Finder 不等于自动装工具","：它只负责发现和推荐，企业管理员仍应控制允许的 registry；不要把未知 MCP server 直接接进生产仓库",[154,4602,4603,4606],{},[27,4604,4605],{},"Pro+ \u002F Max 是个人订阅，不能给团队共享","：要团队就上 Business",[15,4608,1428],{"id":1427},[20,4610,1431],{},[151,4612,4613,4616,4619,4622,4625],{},[154,4614,4615],{},"已经全员在 GitHub 的团队（开 Business 最省事）",[154,4617,4618],{},"个人海外开发者，重视生态稳定",[154,4620,4621],{},"学生 \u002F 开源维护者（薅免费 Pro）",[154,4623,4624],{},"多 IDE 切换的开发者（VS Code + JetBrains + Neovim）",[154,4626,4627],{},"需要\"issue → PR\"自动化流程",[20,4629,1460],{},[151,4631,4632,4640,4647,4653],{},[154,4633,4634,4635,1085,4637,1457],{},"国内首选 IDE 体验（去 ",[213,4636,415],{"href":414},[213,4638,4639],{"href":215},"Cursor 国内代付",[154,4641,4642,4643,1085,4645,1457],{},"想要最激进的多文件 Agent（去 ",[213,4644,216],{"href":215},[213,4646,221],{"href":220},[154,4648,4649,4650,4652],{},"私有部署 \u002F 数据不出网（",[213,4651,4347],{"href":4346}," + 自建模型）",[154,4654,4655],{},"反对一切 credit 制",[15,4657,528],{"id":528},[151,4659,4660,4674,4682,4696],{},[154,4661,1481,4662,1085,4664,1085,4666,1085,4668,1085,4670,1085,4672],{},[213,4663,216],{"href":215},[213,4665,221],{"href":220},[213,4667,415],{"href":414},[213,4669,239],{"href":238},[213,4671,1186],{"href":1185},[213,4673,1180],{"href":242},[154,4675,2751,4676,1085,4678,1085,4680],{},[213,4677,2754],{"href":1767},[213,4679,1503],{"href":1502},[213,4681,1507],{"href":1506},[154,4683,2763,4684,1085,4686,1085,4688,1085,4692],{},[213,4685,2951],{"href":2950},[213,4687,1695],{"href":1694},[213,4689,4691],{"href":4690},"\u002Fmodels\u002Fkimi-k3.html","Kimi K3",[213,4693,4695],{"href":4694},"\u002Fmodels\u002Fgemini-3-pro.html","Gemini 3 Pro",[154,4697,2776,4698,1085,4700],{},[213,4699,2780],{"href":2779},[213,4701,2784],{"href":2783},[15,4703,1517],{"id":1517},[151,4705,4706,4712,4718,4725,4728],{},[154,4707,1522,4708],{},[213,4709,4710],{"href":4710,"rel":4711},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",[698],[154,4713,4714,4715],{},"定价：",[213,4716,4088],{"href":4088,"rel":4717},[698],[154,4719,4720,4721],{},"企业文档：",[213,4722,4723],{"href":4723,"rel":4724},"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fenterprise-cloud@latest\u002Fcopilot\u002Fget-started\u002Fplans",[698],[154,4726,4727],{},"公告：github.blog",[154,4729,4730],{},"第三方评测：augmentcode.com \u002F tossitt.com \u002F 4geeks.com",[20,4732,4733,4734,1573],{},"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 模型 \u002F 功能与最新官方信息不一致，请通过 ",[213,4735,1572],{"href":1571},[1575,4737,4738],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}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}",{"title":557,"searchDepth":558,"depth":558,"links":4740},[4741,4742,4750,4751,4752,4753,4754,4755,4756,4757],{"id":605,"depth":561,"text":606},{"id":641,"depth":561,"text":641,"children":4743},[4744,4745,4746,4747,4748,4749],{"id":3740,"depth":558,"text":3741},{"id":3794,"depth":558,"text":3795},{"id":3832,"depth":558,"text":3833},{"id":3865,"depth":558,"text":3866},{"id":3944,"depth":558,"text":3945},{"id":3975,"depth":558,"text":3976},{"id":1062,"depth":561,"text":1062},{"id":4205,"depth":561,"text":4206},{"id":1120,"depth":561,"text":1120},{"id":1161,"depth":561,"text":1161},{"id":1326,"depth":561,"text":1326},{"id":1427,"depth":561,"text":1428},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"\u002Fimg\u002Ftools\u002Fgithub-copilot.webp","GitHub Copilot 真实评测：微软+OpenAI 出品的 IDE 插件鼻祖，覆盖 VS Code \u002F JetBrains \u002F Neovim \u002F Visual Studio。Copilot Chat、Agent Mode、Coding Agent、Copilot CLI 新终端界面、Agent Finder 多模型资源发现一应俱全。AIHO 编辑部基于官方文档与多份评测整理。",[1600,1601],{},[2853,4763,4764,4765,4766],"gpt-5.6","kimi-k2.7-code","gemini-3-pro","haiku-4.5",[4768,4769,4770],"完全无网络代理的国内开发者","追求最激进的多文件 Agent（去 Cursor \u002F Windsurf）","想私有部署 \u002F 数据不出网（去 Continue.dev）","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[1606,1607,1608],[4774,4777,4781,4784,4786,4790],{"plan":4111,"price":1612,"limit":4775,"cn_pay":3637,"note":4776},"2,000 completions\u002F月 + Haiku\u002FGPT-5 mini + Copilot CLI","学生免费升级 Pro",{"plan":2163,"price":4126,"limit":4778,"cn_pay":4779,"note":4780},"无限补全 + Cloud agent + Code review + $15 credits","⚠️ 需海外卡 \u002F Apple 礼品卡","个人主力档",{"plan":4134,"price":4137,"limit":4782,"cn_pay":4783,"note":2877},"Pro + Opus 等 premium 模型 + 4x credits ($70)","⚠️",{"plan":4145,"price":2179,"limit":4150,"cn_pay":4783,"note":4785},"高并发 agent",{"plan":4155,"price":4158,"limit":4787,"cn_pay":4788,"note":4789},"组织管理 + 策略控制 + 代码库索引","✅ 企业发票","团队首选",{"plan":4166,"price":4169,"limit":4791,"cn_pay":1196,"note":4792},"Business + 优先模型 + 更大 AI credits","大企业","Free \u002F Pro $10\u002Fmo \u002F Pro+ $39\u002Fmo \u002F Max $100\u002Fmo \u002F Business $19 seat \u002F Enterprise $39 seat","2026-06-19",{"power":770,"ux":931,"price":770,"cn_support":558,"stability":931},{"title":2634,"description":4759},"GitHub Copilot 评测 2026：微软 AI 编程助手，VS Code 集成，Copilot Chat 功能",[4799,4801,4803,4805,4807,4810,4813,4816,4819,4822],{"title":4800,"url":4710},"GitHub Copilot 官方",{"title":4802,"url":4088},"Copilot Plans & Pricing",{"title":4804,"url":4723},"Copilot Enterprise Docs",{"title":4806,"url":3800},"Agent Mode GA Blog",{"title":4808,"url":4809},"MCP Support Public Preview","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2025\u002F04\u002F04\u002Fgithub-copilot-now-supports-mcp-servers-in-public-preview-in-vs-code\u002F",{"title":4811,"url":4812},"Copilot vs Intent 2026 评测","https:\u002F\u002Fwww.augmentcode.com\u002Ftools\u002Fintent-vs-github-copilot",{"title":4814,"url":4815},"Copilot 2026 完整指南","https:\u002F\u002Ftossitt.com\u002Fgithub-copilot-guide-2026",{"title":4817,"url":4818},"Copilot CLI 新终端界面 GA","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-06-23-copilot-cli-new-terminal-interface-is-generally-available\u002F",{"title":4820,"url":4821},"Agent Finder for GitHub Copilot","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-06-17-agent-finder-for-github-copilot-now-available\u002F",{"title":4823,"url":4824},"AI Credits 计费模型（github.blog changelog）","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F","tools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[4827,4828,4829,4830,4831],"已经在用 GitHub 的所有人（最低成本）","团队 \u002F 企业（合规、SOC2、ISO 27001）","JetBrains 用户 \u002F Neovim \u002F Visual Studio \u002F Xcode","学生 \u002F 开源维护者（免费 Pro 资格）","需要 Coding Agent 自动从 issue 生成 PR","AI Copilot 鼻祖，VS Code \u002F JetBrains \u002F Neovim 全家桶覆盖",[3933,4834,4835,4836,4837,4838],"vscode","jetbrains","github","agent-mode","coding-agent","插件生态最稳的选择，免费档大方，国内用稳定代理 + GitHub 账号即可。Agent Mode 已经能跟 Cursor 掰手腕，Coding Agent 能直接在 GitHub 上跑后台 PR。","9vc80L02ea_FUXDIUPacGkV7VozaScLx5OStbKs2j5k",{"id":4842,"title":216,"alternatives":4843,"api_compatible":4844,"body":4845,"category":5345,"chinese_friendly":770,"cover":5346,"description":5347,"domestic":1598,"extension":573,"faq":5348,"free":575,"github":557,"languages":5367,"lastVerified":577,"meta":5368,"models":5369,"navigation":575,"notSuitable":5372,"opensource":1598,"path":5377,"pillar":1604,"platforms":5378,"priceTable":5379,"pricing":5399,"published":1621,"relatedPlaybooks":5400,"relatedReviews":5404,"score":5409,"self_host":1598,"seo":5410,"seoTitle":5411,"slug":579,"sources":5412,"stem":5422,"suitable":5423,"tagline":5428,"tags":5429,"updated":2914,"verdict":5434,"website":5435,"__hash__":5436},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[583,581,580,584],[2921,1658],{"type":12,"value":4846,"toc":5328},[4847,4849,4890,4892,4895,4901,4943,4958,4964,4968,4971,4990,5008,5011,5015,5020,5024,5033,5037,5047,5051,5057,5059,5089,5091,5187,5192,5194,5232,5234,5240,5244,5254,5256,5290,5292,5318,5325],[15,4848,606],{"id":605},[608,4850,4852,4857,4874],{"className":4851},[611,612,613],[20,4853,4854,4856],{},[27,4855,618],{}," Cursor 是当前 AI IDE 综合体验的天花板。Composer 的多文件改写、Tab 的连续预测、@-symbol 的上下文召回三件套，加上 2026 年加上的 Cloud Agents 和 Bugbot，使「让 AI 真的写一段能跑的代码」这件事比纯插件方案高一个量级。",[20,4858,4859,4862,4863,4866,4867,4870,4871,464],{},[27,4860,4861],{},"2026 年最大变化：SpaceX 以 600 亿美元全股票收购 Cursor 母公司 Anysphere","（2026-06-16 签约，预计 Q3 交割）。收购带来 Colossus 超算算力与 xAI 联合训练——自研模型 ",[27,4864,4865],{},"Composer 2.5"," 与低价的 ",[27,4868,4869],{},"Grok 4.5","（用 Cursor 会话数据训练）先后落地，降低了对 Anthropic\u002FOpenAI 的依赖。当前版本已迭代到 ",[27,4872,4873],{},"3.11",[20,4875,4876,4877,30,4880,30,4883,30,4886,4889],{},"代价是：",[27,4878,4879],{},"$20\u002F月起",[27,4881,4882],{},"国内访问不稳",[27,4884,4885],{},"2025-06 之后按 token 计费",[27,4887,4888],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[15,4891,2966],{"id":2966},[20,4893,4894],{},"Cursor 是 VS Code 的 fork（不是插件，是独立编辑器），整套 UI \u002F 快捷键 \u002F 插件生态完全继承，但把 AI 当成一等公民重写了所有交互层。如果你今天用 VS Code，切到 Cursor 5 分钟就能上手，所有 keybindings \u002F 主题 \u002F 扩展都直接迁移。",[20,4896,4897,4898,700],{},"它的护城河不是某一个 feature，而是",[27,4899,4900],{},"三件套乘以工程化",[469,4902,4903,4916,4922],{},[154,4904,4905,4908,4909,4912,4913,4915],{},[27,4906,4907],{},"Composer","（",[484,4910,4911],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[27,4914,4865],{}," 是 Cursor 自研模型（85%+ 自主研发，以 Kimi K2.5 为底），已能在文件树尺度做重构。",[154,4917,4918,4921],{},[27,4919,4920],{},"Tab 补全"," — 不只是补当前行，而是预测你的下一步光标位置 + 多行 diff。收购 Supermaven 后补全采纳率达 72%，是 GitHub Copilot 没追上的部分。",[154,4923,4924,4927,4928,4930,4931,4934,4935,4938,4939,4942],{},[27,4925,4926],{},"@-symbol 上下文"," — ",[484,4929,1353],{}," 自动召回相关文件、",[484,4932,4933],{},"@docs"," 引外部文档、",[484,4936,4937],{},"@web"," 联网搜、",[484,4940,4941],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[20,4944,4945,4946,4949,4950,4953,4954,4957],{},"2026 年另加两件大件：",[27,4947,4948],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[484,4951,4952],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[27,4955,4956],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[20,4959,4960,4963],{},[27,4961,4962],{},"版本迭代速度极快","：3.0（4 月，Agents Window 成主界面）→ 3.5（5-20，Cloud Agents 并行）→ 3.9（6-30，团队市场加入 MCP 与组织）→ 3.10（7-10，Side Chats + 对话搜索）→ 3.11（7-17，Slack 集成改进）；iOS 版 Cursor Mobile 已于 6-29 上线。",[15,4965,4967],{"id":4966},"价格-计费重点","价格 & 计费（重点）",[20,4969,4970],{},"2025-06 起 Cursor 从「请求数」改成「按 token 配额」，引发过一轮社区反弹。当前的逻辑：",[151,4972,4973,4980,4987],{},[154,4974,4975,4976,4979],{},"每档套餐有",[27,4977,4978],{},"包含的美元额度","，按底层模型 API 价折算。",[154,4981,4982,4983,4986],{},"超出后",[27,4984,4985],{},"按需续费","（on-demand），月底结算。",[154,4988,4989],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[20,4991,4992,4995,4996,4998,5001,5002,5004,5007],{},[27,4993,4994],{},"Pro $20\u002F月","：日常 Agent 使用够；如果天天 Composer + Background Agents，月底会冲到额度上限。",[3511,4997],{},[27,4999,5000],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[3511,5003],{},[27,5005,5006],{},"Teams $40\u002F用户\u002F月","：除了用量，主要买的是团队 Rules \u002F Skills 共享、团队级 Bugbot、SSO、隐私模式。",[20,5009,5010],{},"国内付款：结账页选 Alipay，可走支付宝。",[15,5012,5014],{"id":5013},"真实任务实测基于公开示例归纳","真实任务实测（基于公开示例归纳）",[134,5016,5017],{},[20,5018,5019],{},"来源说明：以下场景为 Cursor 官方 Composer 文档与公开 YouTube 实测视频常见演示流程的整合，非 AIHO 编辑部全程亲测，仅作为「能不能干」的参考。",[643,5021,5023],{"id":5022},"任务-1重构一个-800-行的-react-组件","任务 1：重构一个 800 行的 React 组件",[20,5025,5026,5029,5030,5032],{},[484,5027,5028],{},"Cmd+I"," → \"把这个组件按业务拆 3 个子组件，提取自定义 hook\" → Composer 列出涉及文件 + 新建 hook → Accept All。",[3511,5031],{},"\n经验值：90 秒级别能跑完，约 18k input \u002F 6k output token；import 路径偶尔错一两行，需手动改。",[643,5034,5036],{"id":5035},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[20,5038,5039,5041,5042,4934,5044,5046],{},[484,5040,1353],{}," 在 50k+ 行项目里召回相关文件、",[484,5043,4933],{},[484,5045,4937],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[643,5048,5050],{"id":5049},"任务-3mcp-接入","任务 3：MCP 接入",[20,5052,5053,5056],{},[484,5054,5055],{},"~\u002F.cursor\u002Fmcp.json"," 配 GitHub \u002F Linear \u002F Slack 或自建 MCP server，让 Agent 能直接调外部工具。2026-05 社区 MCP 注册表已超 200 个。",[15,5058,881],{"id":880},[725,5060,5062],{"className":727,"code":5061,"language":729,"meta":557,"style":557},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n# 2. 用 GitHub \u002F Google 登录\n# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n# 4. 打开任意项目 → Cmd+I 试 Composer\n# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[484,5063,5064,5069,5074,5079,5084],{"__ignoreMap":557},[733,5065,5066],{"class":735,"line":736},[733,5067,5068],{"class":891},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[733,5070,5071],{"class":735,"line":561},[733,5072,5073],{"class":891},"# 2. 用 GitHub \u002F Google 登录\n",[733,5075,5076],{"class":735,"line":558},[733,5077,5078],{"class":891},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[733,5080,5081],{"class":735,"line":770},[733,5082,5083],{"class":891},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[733,5085,5086],{"class":735,"line":931},[733,5087,5088],{"class":891},"# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[15,5090,3307],{"id":3307},[46,5092,5093,5107],{},[49,5094,5095],{},[52,5096,5097,5099,5101,5103,5105],{},[55,5098,57],{},[55,5100,216],{},[55,5102,239],{},[55,5104,2634],{},[55,5106,415],{},[65,5108,5109,5123,5138,5154,5170],{},[52,5110,5111,5113,5116,5119,5121],{},[70,5112,335],{},[70,5114,5115],{},"VS Code fork",[70,5117,5118],{},"终端 CLI",[70,5120,3340],{},[70,5122,5115],{},[52,5124,5125,5127,5130,5133,5135],{},[70,5126,2138],{},[70,5128,5129],{},"$20\u002F月起 + 用量",[70,5131,5132],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[70,5134,4126],{},[70,5136,5137],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[52,5139,5140,5143,5146,5148,5151],{},[70,5141,5142],{},"国内访问",[70,5144,5145],{},"需稳定代理",[70,5147,5145],{},[70,5149,5150],{},"需代理",[70,5152,5153],{},"国内版直连",[52,5155,5156,5159,5162,5165,5167],{},[70,5157,5158],{},"Agent 形态",[70,5160,5161],{},"Composer + Cloud Agents",[70,5163,5164],{},"全终端",[70,5166,3760],{},[70,5168,5169],{},"Builder + SOLO",[52,5171,5172,5175,5178,5181,5184],{},[70,5173,5174],{},"适合",[70,5176,5177],{},"IDE-first 全栈",[70,5179,5180],{},"终端 \u002F 后端 \u002F DevOps",[70,5182,5183],{},"老 VS Code 党",[70,5185,5186],{},"国内 \u002F 中文场景",[134,5188,5189],{},[20,5190,5191],{},"一句话区分：Cursor 是「GUI 全能型」，Claude Code 是「终端硬核派」，Copilot 是「便宜稳定但天花板低」，Trae 是「国内能用的 Cursor 替代」。",[15,5193,1326],{"id":1326},[469,5195,5196,5202,5208,5214,5220,5226],{},[154,5197,5198,5201],{},[27,5199,5200],{},"不要在多个 IP \u002F 设备频繁切换登录","，2025 之后 Cursor 风控严，账号一冻 24 小时起。",[154,5203,5204,5207],{},[27,5205,5206],{},"检查 usage 仪表盘","，Pro 用户每周看一次额度。开 MAX 模式跑长任务前，预估 token 量。",[154,5209,5210,5213],{},[27,5211,5212],{},"Cursor Rules 写短而精","，把超过 2000 字的项目说明拆成多个 .mdc 文件，否则每轮上下文吃得太多。",[154,5215,5216,5219],{},[27,5217,5218],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[154,5221,5222,5225],{},[27,5223,5224],{},"付费别走第三方账号","，官方明确表示只通过 cursor.com 直销，第三方账号可能被封。",[154,5227,5228,5231],{},[27,5229,5230],{},"国内信用卡如果被拒","，先开支付宝、再开 Stripe 友好的虚拟卡（Wise \u002F WildCard），别反复试同一张。",[15,5233,1428],{"id":1427},[20,5235,5236,5237,5239],{},"✅ 全栈开发者；习惯 VS Code 的人；多文件大改 \u002F Agent 长任务；已经在用 MCP 生态。",[3511,5238],{},"\n❌ 国内纯内网开发；JetBrains 重度用户；预算敏感的学生；对 usage-based 计费敏感的人。",[15,5241,5243],{"id":5242},"市场地位2026-中","市场地位（2026 中）",[20,5245,5246,5247,5250,5251,5253],{},"Cursor 6 月初年化营收约 ",[27,5248,5249],{},"$4B","，服务 60% 财富 500 强，约 700 名员工。市占率从 2025-06 的 41% 回落到 2026-05 的 26%（",[213,5252,239],{"href":238}," 约占赛道一半），但 SpaceX 收购带来的算力与自研模型资源，让它在下半年的竞争中重新握有底牌。三方估算显示，Cursor 接 Sonnet 5 后端时 SWE-bench 约 65.7%，默认配置约 51.7%。",[15,5255,528],{"id":528},[151,5257,5258,5269,5275,5281],{},[154,5259,5260,5261,217,5265],{},"最新资讯：",[213,5262,5264],{"href":5263},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor",[213,5266,5268],{"href":5267},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[154,5270,3520,5271],{},[213,5272,5274],{"href":5273},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[154,5276,3527,5277],{},[213,5278,5280],{"href":5279},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[154,5282,3534,5283,217,5285,217,5288],{},[213,5284,415],{"href":414},[213,5286,5287],{"href":220},"Devin Desktop（原 Windsurf）",[213,5289,239],{"href":238},[15,5291,1517],{"id":1517},[151,5293,5294,5301,5308,5315],{},[154,5295,5296,5297],{},"官方定价页：",[213,5298,5299],{"href":5299,"rel":5300},"https:\u002F\u002Fcursor.com\u002Fpricing",[698],[154,5302,5303,5304],{},"Composer 文档：",[213,5305,5306],{"href":5306,"rel":5307},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[698],[154,5309,5310,5311],{},"Cursor 3.5 Cloud Agents 公告：",[213,5312,5313],{"href":5313,"rel":5314},"https:\u002F\u002Fcursor.com\u002Fchangelog",[698],[154,5316,5317],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[134,5319,5320],{},[20,5321,5322,5323,3577],{},"本卡片由 AIHO 编辑部基于以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[213,5324,1572],{"href":1571},[1575,5326,5327],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":557,"searchDepth":558,"depth":558,"links":5329},[5330,5331,5332,5333,5338,5339,5340,5341,5342,5343,5344],{"id":605,"depth":561,"text":606},{"id":2966,"depth":561,"text":2966},{"id":4966,"depth":561,"text":4967},{"id":5013,"depth":561,"text":5014,"children":5334},[5335,5336,5337],{"id":5022,"depth":558,"text":5023},{"id":5035,"depth":558,"text":5036},{"id":5049,"depth":558,"text":5050},{"id":880,"depth":561,"text":881},{"id":3307,"depth":561,"text":3307},{"id":1326,"depth":561,"text":1326},{"id":1427,"depth":561,"text":1428},{"id":5242,"depth":561,"text":5243},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"ide","\u002Fimg\u002Ftools\u002Fcursor.webp","Cursor 2026 真实评测：SpaceX 以 600 亿美元收购后的最强 AI IDE，基于 VS Code，支持 Composer 2.5 多文件改写、Cloud Agents、MCP、Claude Sonnet 5 \u002F GPT-5.6 \u002F Grok 4.5 多模型和 Bugbot。本文整理最新版本、价格、支付宝付款、国内网络风险、封号避坑，以及和 Trae、Devin Desktop、Claude Code 的选择建议。",[5349,5352,5355,5358,5361,5364],{"q":5350,"a":5351},"Cursor 国内能用吗？","可以，但需要全程稳定的代理。直连不稳，且高频切 IP 会触发账号风控。建议：固定家庭网 + 稳定代理，避免频繁切换。",{"q":5353,"a":5354},"Cursor Pro 多少钱？怎么付款？","$20\u002F月起。Pro 之外还有 Pro+ 和 Ultra（更高用量），Teams $40\u002F用户\u002F月。支持支付宝（结账页选 Alipay），也支持 Visa\u002FMastercard 国际信用卡。开发票需 Business \u002F Teams 计划。",{"q":5356,"a":5357},"Cursor 和 VS Code 区别？","Cursor 是 VS Code 的 fork，几乎所有 VS Code 插件都兼容。最大差异是内置 Composer（多文件 Agent）、Tab 智能补全、@-symbol 上下文检索，这三个 VS Code 原生没有。",{"q":5359,"a":5360},"Cursor 支持自定义 API（DeepSeek \u002F Qwen）吗？","支持。设置里可填 OpenAI \u002F Anthropic 兼容的 base_url 和 key，但 Composer \u002F Tab 等高级功能仅在自带模型上工作最好。",{"q":5362,"a":5363},"Cursor Rules 是什么？","项目根目录下的 .cursor\u002Frules\u002F*.mdc（新版）或 .cursorrules（旧版）文件，给 AI 提供项目级上下文（编码规范、技术栈、目录结构）。每次对话都会自动注入。",{"q":5365,"a":5366},"Background Agent \u002F Bugbot 是什么？","Background Agents 在云端 VM 异步跑任务，你可以同时做别的；Bugbot 是 PR 检查器，自动扫描漏洞和给 fix 建议（2026 起进 Pro 默认按量计费）。",[1600,1601],{},[2853,4763,5370,4765,5371],"grok-4.5","composer-2.5",[5373,5374,5375,5376],"国内纯内网开发（连不上）","重度 JetBrains 用户（IDEA \u002F WebStorm \u002F GoLand）","预算敏感或学生（先试 Trae \u002F 通义灵码）","对 usage-based 计费高度敏感（2025-06 之后按 token 计费，重度用户月底容易超）","\u002Ftools\u002Fcoding\u002Fide\u002Fcursor",[1606,1607,1608],[5380,5384,5387,5391,5395],{"plan":5381,"price":1612,"limit":5382,"cn_pay":1199,"note":5383},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":2163,"price":2585,"limit":5385,"cn_pay":5386,"note":4780},"扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝",{"plan":5000,"price":5388,"limit":5389,"cn_pay":1196,"note":5390},"$60+ \u002F $200\u002F月","更高用量配额，Agent 重度用户","天天跑 Agent 的开发者",{"plan":5392,"price":5393,"limit":5394,"cn_pay":1196,"note":3638},"Teams","$40\u002F用户\u002F月","团队计费 + SSO + 团队 Rules \u002F Skills \u002F 共享 Bugbot",{"plan":4166,"price":5396,"limit":5397,"cn_pay":1196,"note":5398},"Custom","Pool 用量 \u002F SCIM \u002F 审计 \u002F 仓库与模型访问控制","大型组织","Free \u002F Pro $20\u002Fmo \u002F Pro+ \u002F Ultra \u002F Teams $40\u002Fuser\u002Fmo \u002F Enterprise",[5401,5402,5403],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[1623,2885,5405,5406,5407,5408],"cursor-vs-windsurf-vs-trae","qoder-deep-review","trae-deep-review","windsurf-deep-review",{"power":931,"ux":931,"price":558,"cn_support":558,"stability":770},{"title":216,"description":5347},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[5413,5415,5417,5419],{"title":5414,"url":5299},"Cursor 官方定价页",{"title":5416,"url":5306},"Cursor Composer 官方文档",{"title":5418,"url":5313},"Cursor Changelog（3.9–3.11）",{"title":5420,"url":5421},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[5424,5425,5426,5427],"全栈开发者（前端 \u002F 后端 \u002F 全栈一把抓）","习惯 VS Code 不想换编辑器的人","需要多文件大改、Agent 长任务的人","已经在用 MCP 生态（GitHub \u002F Linear \u002F Slack 等）的团队","AI 原生代码编辑器，Composer 多文件改写一时无两（现为 SpaceX 子公司）",[5345,4837,5430,2913,5431,5432,5433],"composer","vscode-fork","bugbot","background-agent","SpaceX 收购后资源更足、自研模型加持；如果不在乎价格和网络，这是开发者第一选择；如果在乎，先看 Trae \u002F Claude Code。","https:\u002F\u002Fcursor.com","vww7kN49iNqNo2dyRLS1_4hVRJ2bDccVwiFMT5YtpBE",{"id":5438,"title":415,"alternatives":5439,"api_compatible":5442,"body":5444,"category":5345,"chinese_friendly":931,"cover":5966,"description":5967,"domestic":575,"extension":573,"faq":5968,"free":575,"github":557,"languages":5984,"lastVerified":577,"meta":5985,"models":5986,"navigation":575,"notSuitable":5993,"opensource":1598,"path":5997,"pillar":1604,"platforms":5998,"priceTable":5999,"pricing":6013,"published":1621,"relatedPlaybooks":6014,"relatedReviews":6018,"score":6019,"self_host":1598,"seo":6020,"seoTitle":6021,"slug":583,"sources":6022,"stem":6031,"suitable":6032,"tagline":6037,"tags":6038,"updated":1651,"verdict":6044,"website":5919,"__hash__":6045},"tools\u002Ftools\u002Fcoding\u002Fide\u002Ftrae.md",[579,581,5440,5441],"coding\u002Fcopilot\u002Ftongyi-lingma","coding\u002Fcopilot\u002Fcodebuddy",[5443,846,813],"字节豆包",{"type":12,"value":5445,"toc":5950},[5446,5448,5463,5465,5468,5494,5497,5541,5543,5616,5621,5625,5630,5634,5637,5641,5644,5648,5651,5653,5692,5694,5819,5821,5859,5861,5867,5869,5910,5912,5942,5948],[15,5447,606],{"id":605},[608,5449,5451,5460],{"className":5450},[611,612,613],[20,5452,5453,5455,5456,5459],{},[27,5454,618],{}," Trae 是字节做的 AI IDE，",[27,5457,5458],{},"国内版完全免费 + 不需要代理 + 中文体验一流","，是目前国内开发者最接近「Cursor 替代」的选择。海外用户可用国际版（Pro $10\u002F月，仅 Cursor 一半价）。",[20,5461,5462],{},"天花板略低于 Cursor + Claude Sonnet 4.5 MAX 模式，但日常 90% 任务够用。",[15,5464,2966],{"id":2966},[20,5466,5467],{},"Trae 是 VS Code 的 fork，UI \u002F 快捷键 \u002F 插件全继承，但所有 AI 交互层重写。和 Cursor 是镜像关系，差异主要在：",[151,5469,5470,5476,5482,5488],{},[154,5471,5472,5475],{},[27,5473,5474],{},"国内访问稳定","：trae.com.cn 直接走国内 CDN，零代理。",[154,5477,5478,5481],{},[27,5479,5480],{},"模型默认走国产","：豆包 1.5-pro \u002F DeepSeek V3 \u002F Kimi K2-0905 \u002F Doubao-Seed-1.8 等，国内版全部免费无限调用。",[154,5483,5484,5487],{},[27,5485,5486],{},"国际版接入海外主流","：Claude 3.5\u002F3.7\u002F4 Sonnet、GPT-4.1\u002F4o\u002F5.2、Gemini 2.5 Pro\u002F3 Flash、DeepSeek-R1。",[154,5489,5490,5493],{},[27,5491,5492],{},"全中文优先","：从安装向导到错误提示全中文化，错误信息直接说「数组越界发生在 src\u002Futils.js 第 47 行」。",[20,5495,5496],{},"特色功能：",[469,5498,5499,5505,5511,5517,5523,5529,5535],{},[154,5500,5501,5504],{},[27,5502,5503],{},"Builder 模式"," — 自然语言生成完整项目。输入「做个春节接福小游戏」，自动拆任务 + 配环境 + 出可跑代码。10 分钟搭基础项目。",[154,5506,5507,5510],{},[27,5508,5509],{},"Chat 编程"," — 实时对话排错，类似 Cursor Chat。",[154,5512,5513,5516],{},[27,5514,5515],{},"图像转代码"," — 上传 Figma \u002F UI 截图，AI 解析布局 + 输出响应式 HTML\u002FCSS。",[154,5518,5519,5522],{},[27,5520,5521],{},"Webview 实时预览"," — 改前端代码即所见即所得，热重载 \u003C 300ms。",[154,5524,5525,5528],{},[27,5526,5527],{},"SOLO 模式（国际版）"," — Agent 全自动跑 200 轮工具调用、上下文 200k，按 token 计费。",[154,5530,5531,5534],{},[27,5532,5533],{},"多模型自由切换"," — 同一编辑器里一键切 Claude \u002F GPT \u002F 豆包 \u002F DeepSeek，国内版全部免费。",[154,5536,5537,5540],{},[27,5538,5539],{},"一键迁移 VS Code \u002F Cursor 配置"," — 首次启动自动识别本地插件、ESLint、主题。",[15,5542,2138],{"id":2138},[46,5544,5545,5559],{},[49,5546,5547],{},[52,5548,5549,5551,5553,5556],{},[55,5550,3045],{},[55,5552,2138],{},[55,5554,5555],{},"模型",[55,5557,5558],{},"限制",[65,5560,5561,5577,5590,5603],{},[52,5562,5563,5568,5571,5574],{},[70,5564,5565],{},[27,5566,5567],{},"国内版",[70,5569,5570],{},"免费",[70,5572,5573],{},"豆包 \u002F DeepSeek \u002F Kimi \u002F Doubao-Seed",[70,5575,5576],{},"无限调用",[52,5578,5579,5582,5584,5587],{},[70,5580,5581],{},"国际版 Free",[70,5583,1612],{},[70,5585,5586],{},"Claude \u002F GPT \u002F Gemini",[70,5588,5589],{},"5000 补全 \u002F 月 + 1000 高级模型 + 60 超级模型",[52,5591,5592,5595,5597,5600],{},[70,5593,5594],{},"国际版 Pro",[70,5596,4126],{},[70,5598,5599],{},"全模型",[70,5601,5602],{},"无限补全 + 无限高级模型 + 600 快速队列超级模型",[52,5604,5605,5608,5611,5613],{},[70,5606,5607],{},"限时容量包",[70,5609,5610],{},"$3 \u002F $7 \u002F $12",[70,5612,3637],{},[70,5614,5615],{},"100 \u002F 300 \u002F 600 额外快速队列（Pro 加购）",[134,5617,5618],{},[20,5619,5620],{},"国际版可付服务的国家\u002F地区目前覆盖东南亚、欧洲、美洲、澳洲、非洲共 30+ 国，中国大陆建议直接用国内版。",[15,5622,5624],{"id":5623},"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）",[134,5626,5627],{},[20,5628,5629],{},"来源说明：以下场景为 Trae 官方文档与火山引擎社区演示流程归纳，非 AIHO 编辑部全程亲测。",[643,5631,5633],{"id":5632},"任务-1vue-组件一键生成","任务 1：Vue 组件一键生成",[20,5635,5636],{},"Chat 里输入「写一个带表单校验的登录组件，UI 用 Element Plus」→ 直接输出可跑代码 + 自动 import 依赖。比 Cursor Composer 体感慢半秒（豆包响应略慢于 Claude），但代码质量相近。",[643,5638,5640],{"id":5639},"任务-2截图转代码","任务 2：截图转代码",[20,5642,5643],{},"Builder 模式上传一张 Figma 商品卡片截图，约 90 秒内出带 hover 效果的组件代码（响应式 HTML + Tailwind）。多模态融合做得不错，但复杂动效细节仍需手动微调。",[643,5645,5647],{"id":5646},"任务-3跨文件重构","任务 3：跨文件重构",[20,5649,5650],{},"Trae 的 Chat 能看到整个项目上下文（基于实时代码索引仓库），重构一个 500 行的 Pinia store 大约 60-90 秒搞定，准确率与 Cursor 同档。",[15,5652,881],{"id":880},[725,5654,5656],{"className":727,"code":5655,"language":729,"meta":557,"style":557},"# 国内：https:\u002F\u002Fwww.trae.com.cn 下载\n# 国际：https:\u002F\u002Fwww.trae.ai 下载\n\n# 1. 启动 → 用手机号 \u002F 邮箱登录\n# 2. 一键导入 VS Code 配置（首次启动会问）\n# 3. 默认模型选豆包 1.5-pro（国内版）或 Claude Sonnet 4（国际版）\n# 4. Cmd\u002FCtrl + I 开 Chat，Cmd\u002FCtrl + L 开 Builder\n",[484,5657,5658,5663,5668,5672,5677,5682,5687],{"__ignoreMap":557},[733,5659,5660],{"class":735,"line":736},[733,5661,5662],{"class":891},"# 国内：https:\u002F\u002Fwww.trae.com.cn 下载\n",[733,5664,5665],{"class":735,"line":561},[733,5666,5667],{"class":891},"# 国际：https:\u002F\u002Fwww.trae.ai 下载\n",[733,5669,5670],{"class":735,"line":558},[733,5671,923],{"emptyLinePlaceholder":575},[733,5673,5674],{"class":735,"line":770},[733,5675,5676],{"class":891},"# 1. 启动 → 用手机号 \u002F 邮箱登录\n",[733,5678,5679],{"class":735,"line":931},[733,5680,5681],{"class":891},"# 2. 一键导入 VS Code 配置（首次启动会问）\n",[733,5683,5684],{"class":735,"line":940},[733,5685,5686],{"class":891},"# 3. 默认模型选豆包 1.5-pro（国内版）或 Claude Sonnet 4（国际版）\n",[733,5688,5689],{"class":735,"line":945},[733,5690,5691],{"class":891},"# 4. Cmd\u002FCtrl + I 开 Chat，Cmd\u002FCtrl + L 开 Builder\n",[15,5693,3307],{"id":3307},[46,5695,5696,5712],{},[49,5697,5698],{},[52,5699,5700,5702,5705,5708,5710],{},[55,5701,57],{},[55,5703,5704],{},"Trae 国内版",[55,5706,5707],{},"Cursor Pro",[55,5709,221],{},[55,5711,348],{},[65,5713,5714,5731,5745,5758,5773,5789,5803],{},[52,5715,5716,5718,5722,5725,5728],{},[70,5717,2138],{},[70,5719,5720],{},[27,5721,5570],{},[70,5723,5724],{},"$20\u002F月+用量",[70,5726,5727],{},"$15\u002F月",[70,5729,5730],{},"个人免费",[52,5732,5733,5735,5738,5740,5742],{},[70,5734,335],{},[70,5736,5737],{},"独立 IDE",[70,5739,5737],{},[70,5741,5737],{},[70,5743,5744],{},"VS Code \u002F JetBrains 插件",[52,5746,5747,5750,5752,5754,5756],{},[70,5748,5749],{},"国内直连",[70,5751,1196],{},[70,5753,1199],{},[70,5755,1199],{},[70,5757,1196],{},[52,5759,5760,5762,5765,5768,5770],{},[70,5761,3345],{},[70,5763,5764],{},"豆包 1.5-pro",[70,5766,5767],{},"Claude\u002FGPT",[70,5769,5767],{},[70,5771,5772],{},"通义千问",[52,5774,5775,5778,5781,5783,5786],{},[70,5776,5777],{},"上下文召回",[70,5779,5780],{},"@-symbol",[70,5782,5780],{},[70,5784,5785],{},"Cascade",[70,5787,5788],{},"@workspace",[52,5790,5791,5794,5797,5799,5801],{},[70,5792,5793],{},"多文件 Agent",[70,5795,5796],{},"Builder",[70,5798,4907],{},[70,5800,5785],{},[70,5802,3400],{},[52,5804,5805,5807,5810,5813,5816],{},[70,5806,5174],{},[70,5808,5809],{},"国内全栈",[70,5811,5812],{},"海外全栈",[70,5814,5815],{},"海外重 Agent",[70,5817,5818],{},"JetBrains 党",[15,5820,1326],{"id":1326},[469,5822,5823,5829,5835,5841,5847,5853],{},[154,5824,5825,5828],{},[27,5826,5827],{},"国内版 ≠ 国际版","，账号互不相通，下载安装包注意别下错。",[154,5830,5831,5834],{},[27,5832,5833],{},"海外有 Claude 限制","：港澳地区 Claude 系列暂不可用，需用 GPT 或 Gemini 替代。",[154,5836,5837,5840],{},[27,5838,5839],{},"Pro 退款窗口仅 24 小时且未使用过权益","，订阅前先用 Free 跑一遍流程。",[154,5842,5843,5846],{},[27,5844,5845],{},"插件生态仍在追","：Trae 的 MCP \u002F 第三方扩展数量不及 Cursor，深度集成场景可能需要 fallback 到 VS Code。",[154,5848,5849,5852],{},[27,5850,5851],{},"企业版需要单独询价","，且只通过官方销售渠道，不要从第三方买。",[154,5854,5855,5858],{},[27,5856,5857],{},"Builder 模式生成的代码质量随提示词复杂度下降","，超过 3 个功能模块的复杂项目建议拆成多次 Chat。",[15,5860,1428],{"id":1427},[20,5862,5863,5864,5866],{},"✅ 国内开发者（零代理）；预算敏感（免费档够用）；中文 prompt 重度用户；想试 AI IDE 但不想花钱的人。",[3511,5865],{},"\n❌ 需要 Claude MAX 模式 + 长上下文 + 极致质量的人；JetBrains 重度用户；MCP 生态深度依赖者。",[15,5868,528],{"id":528},[151,5870,5871,5878,5885,5892,5898,5902],{},[154,5872,5873,5874],{},"对比选型：",[213,5875,5877],{"href":5876},"\u002Fcompare\u002Fcursor-vs-trae.html","Cursor vs Trae：国内开发者怎么选",[154,5879,5880,5881],{},"新手教程：",[213,5882,5884],{"href":5883},"\u002Fplaybook\u002Fonboarding\u002Ftrae-getting-started.html","Trae 新手上手指南",[154,5886,5887,5888],{},"进阶教程：",[213,5889,5891],{"href":5890},"\u002Fplaybook\u002Fonboarding\u002Ftrae-builder-solo-guide.html","Trae Builder 和 SOLO 模式怎么用",[154,5893,3520,5894],{},[213,5895,5897],{"href":5896},"\u002Fplaybook\u002Ftrae-vs-cursor.html","Trae vs Cursor 怎么选",[154,5899,3527,5900],{},[213,5901,5280],{"href":5279},[154,5903,3534,5904,217,5906,217,5908],{},[213,5905,216],{"href":215},[213,5907,221],{"href":220},[213,5909,348],{"href":347},[15,5911,1517],{"id":1517},[151,5913,5914,5921,5928,5935],{},[154,5915,5916,5917],{},"官网（国内版）：",[213,5918,5919],{"href":5919,"rel":5920},"https:\u002F\u002Fwww.trae.com.cn",[698],[154,5922,5923,5924],{},"官网（国际版）：",[213,5925,5926],{"href":5926,"rel":5927},"https:\u002F\u002Fwww.trae.ai",[698],[154,5929,5930,5931],{},"计费文档：",[213,5932,5933],{"href":5933,"rel":5934},"https:\u002F\u002Fwww.w3cschool.cn\u002Ftraedocs\u002Ftrae-ide-billing.html",[698],[154,5936,5937,5938],{},"模型更新公告：",[213,5939,5940],{"href":5940,"rel":5941},"https:\u002F\u002Fdeveloper.volcengine.com\u002Farticles\u002F7598410724993728521",[698],[134,5943,5944],{},[20,5945,3574,5946,3577],{},[213,5947,1572],{"href":1571},[1575,5949,5327],{},{"title":557,"searchDepth":558,"depth":558,"links":5951},[5952,5953,5954,5955,5960,5961,5962,5963,5964,5965],{"id":605,"depth":561,"text":606},{"id":2966,"depth":561,"text":2966},{"id":2138,"depth":561,"text":2138},{"id":5623,"depth":561,"text":5624,"children":5956},[5957,5958,5959],{"id":5632,"depth":558,"text":5633},{"id":5639,"depth":558,"text":5640},{"id":5646,"depth":558,"text":5647},{"id":880,"depth":561,"text":881},{"id":3307,"depth":561,"text":3307},{"id":1326,"depth":561,"text":1326},{"id":1427,"depth":561,"text":1428},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"\u002Fimg\u002Ftools\u002Ftrae.webp","Trae 2026 真实评测：字节 AI IDE 国内版免费、无需代理，支持豆包、DeepSeek、Kimi 等模型。对比 Cursor、Windsurf、MarsCode，整理价格、Builder\u002FSOLO 模式、中文体验和适合人群，帮国内开发者判断是否值得换用。",[5969,5972,5975,5978,5981],{"q":5970,"a":5971},"Trae 国内版和国际版有什么区别？","国内版（trae.com.cn）完全免费，模型走豆包 1.5-pro 和优化的 DeepSeek 系列，全中文 UI；国际版（trae.ai）有 Free \u002F Pro 两档，Pro $10\u002F月，接入 Claude \u002F GPT \u002F Gemini 等海外主流模型。注意：Claude 系列在中国港澳暂不可用。",{"q":5973,"a":5974},"Trae 真的免费吗？怎么赚钱？","国内版目前长期免费，靠字节的算力补贴，等同于豆包 \u002F 即梦的获客逻辑。海外版才有付费档。",{"q":5976,"a":5977},"Trae Builder \u002F SOLO 模式是什么？","Builder 是「自然语言生成完整项目」模式，类似 Bolt.new 思路，10 分钟搭基础项目；SOLO 是 Trae 国际版的 Agent 全自动模式，能跑 200 轮工具调用、200k 上下文窗口（按 token 计费）。",{"q":5979,"a":5980},"和 Cursor 比怎么样？","GUI 完全一致（都是 VS Code fork），Composer ≈ Trae 的 Chat + Builder；中文场景 Trae 体感更顺、不卡；模型天花板 Cursor 仍更强（特别是开 MAX）；生态插件 Cursor 多。看你怎么选。",{"q":5982,"a":5983},"支持哪些 IDE？","Trae 本身就是独立 IDE（VS Code fork），不是插件。如果你想保留 JetBrains \u002F VS Code 原版，看通义灵码 \u002F CodeBuddy。",[1600,1601],{},[5987,5988,5989,5990,5991,5992],"doubao-seed-1.8","deepseek-v3","claude-sonnet-4","gpt-4o","gemini-2.5-pro","kimi-k2",[5994,5995,5996],"需要极致 SOTA 模型（Cursor 的 MAX 模式 + Claude Sonnet 4.5 仍领先）","重度 JetBrains 用户","需要 Cursor MCP 生态深度集成的人（Trae MCP 生态仍在追）","\u002Ftools\u002Fcoding\u002Fide\u002Ftrae",[1606,1607,1608],[6000,6003,6006,6010],{"plan":5567,"price":5570,"limit":6001,"cn_pay":5570,"note":6002},"Doubao \u002F DeepSeek \u002F Kimi 等国产模型免费无限调用","国内开发者首选",{"plan":5581,"price":1612,"limit":6004,"cn_pay":3637,"note":6005},"5000 次补全 + 1000 次高级模型 + 60 次超级模型\u002F月","海外免费档",{"plan":5594,"price":4126,"limit":6007,"cn_pay":6008,"note":6009},"无限补全 + 无限高级模型 + 600 次快速队列超级模型","支付宝可付","$10 起，超过 Cursor $20 一半",{"plan":5607,"price":5610,"limit":6011,"cn_pay":3630,"note":6012},"100 \u002F 300 \u002F 600 次快速队列问答（30 天有效）","Pro 用户加购","国内版免费 \u002F 国际版 Free \u002F Pro $10\u002F月",[6015,6016,6017,5402],"onboarding\u002Ftrae-getting-started","onboarding\u002Ftrae-builder-solo-guide","ai-coding\u002Ftrae-vs-cursor",[1623,2885,5405,5406,5407,5408],{"power":770,"ux":931,"price":931,"cn_support":931,"stability":770},{"title":415,"description":5967},"Trae 评测 2026：字节 AI IDE，国内免费 Cursor 平替",[6023,6025,6027,6029],{"title":6024,"url":5919},"Trae 官网（国内版）",{"title":6026,"url":5926},"Trae 官网（国际版）",{"title":6028,"url":5933},"Trae IDE 国际版套餐与计费",{"title":6030,"url":5940},"火山引擎社区 Trae 更新公告","tools\u002Fcoding\u002Fide\u002Ftrae",[6033,6034,6035,6036],"国内开发者（不想折腾代理）","学生 \u002F 预算敏感人群","中文 prompt 重度用户","习惯 VS Code 但想试 AI IDE 的人","字节出品的 AI IDE，国内访问稳定 + 长期免费",[5345,6039,6040,6041,5431,6042,6043],"bytedance","free","china","builder-mode","multi-model","国内 Cursor 平替首选。免费 + 中文一流 + 不需要代理；天花板略低于 Cursor 但够用。海外用户可用国际版（功能略丰富，需付费）。","NK0PctRcdPcq-89MU263Sgmi8q-4Z0x1ssyvGW0QCpI",{"id":6047,"title":6048,"alternatives":6049,"api_compatible":6051,"body":6052,"category":5345,"chinese_friendly":558,"cover":6811,"description":6812,"domestic":1598,"extension":573,"faq":571,"free":575,"github":571,"languages":6813,"lastVerified":577,"meta":6814,"models":571,"navigation":575,"notSuitable":571,"opensource":1598,"path":6815,"pillar":1604,"platforms":6816,"priceTable":6817,"pricing":6828,"published":1621,"relatedPlaybooks":571,"relatedReviews":6829,"score":6830,"self_host":1598,"seo":6831,"seoTitle":6832,"slug":581,"sources":6833,"stem":6850,"suitable":571,"tagline":6851,"tags":6852,"updated":2914,"verdict":6855,"website":6856,"__hash__":6857},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf.md","Windsurf（已更名 Devin Desktop）",[579,583,6050,600],"coding\u002Fide\u002Fzed",[846,813,824],{"type":12,"value":6053,"toc":6794},[6054,6056,6094,6099,6101,6105,6120,6126,6140,6148,6162,6170,6190,6194,6203,6207,6210,6213,6233,6237,6244,6313,6318,6329,6337,6339,6374,6377,6398,6400,6428,6430,6566,6571,6585,6590,6616,6618,6680,6682,6684,6704,6706,6724,6726,6768,6770,6787,6791],[15,6055,606],{"id":605},[608,6057,6059,6089],{"className":6058},[611,612,613],[20,6060,6061,6064,6065,6068,6069,6072,6073,6076,6077,6080,6081,6084,6085,6088],{},[27,6062,6063],{},"⚠️ 重大变更（2026-06\u002F07）："," Windsurf 已于 ",[27,6066,6067],{},"2026-06-02 更名为 Devin Desktop","（OTA 自动更新），并入 Cognition 的统一 Devin 品牌矩阵（Cloud \u002F Desktop \u002F CLI \u002F Review）。招牌 Agent ",[27,6070,6071],{},"Cascade 已于 2026-07-01 EOL","，由 Rust 重写的 ",[27,6074,6075],{},"Devin Local"," 取代——token 效率 +30%、支持子 Agent、Fast Context 用 SWE-grep 检索快约 20x、沙盒化执行，并支持 ",[27,6078,6079],{},"ACP","（Zed 的 Agent Client Protocol，可跑 Codex \u002F Claude Agent \u002F OpenCode + Devin Local）。",[484,6082,6083],{},"surf"," 命令改为 ",[484,6086,6087],{},"devin-desktop","，定价不变，完整 IDE 能力保留。",[20,6090,6091,6093],{},[27,6092,618],{}," 原 Windsurf 是 VS Code fork 基底的 AI-first IDE，免费档比 Cursor 大方、补全（Supercomplete）体感快；如今它是 Devin 生态的桌面入口，Agent Command Center（Spaces、Kanban）成主界面。Windsurf 的 JetBrains 插件保留原名。",[134,6095,6096],{},[20,6097,6098],{},"来源说明：本文基于 devin.ai \u002F windsurf.com 官方页面与更名 FAQ、docs.devin.ai 文档、多份独立评测（vibecoding.app \u002F eesel.ai \u002F openaitoolshub \u002F pecollective.com）综合整理。Cognition 的品牌 \u002F 产品结构变动较快，请以最新官方信息为准。",[15,6100,641],{"id":641},[643,6102,6104],{"id":6103},"devin-local接棒-cascade与原-cascade-引擎","Devin Local（接棒 Cascade）与原 Cascade 引擎",[134,6106,6107],{},[20,6108,6109,6112,6113,6116,6117,6119],{},[27,6110,6111],{},"注意","：下文描述的 Cascade 已于 ",[27,6114,6115],{},"2026-07-01 EOL","，由 ",[27,6118,6075],{}," 取代。Devin Local 用 Rust 重写，token 效率 +30%、支持子 Agent、Fast Context 检索快约 20x（SWE-grep）、沙盒化执行，并支持 ACP 跨 Agent 协议（同界面可切 Codex \u002F Claude Agent \u002F OpenCode）。以下 Cascade 的能力描述保留作为演进参照，多数已被 Devin Local 对齐或增强。",[20,6121,6122,6123,6125],{},"Cascade 曾是 Windsurf 对标 ",[213,6124,216],{"href":215}," Composer 的多步骤 Agent。两种模式：",[151,6127,6128,6134],{},[154,6129,6130,6133],{},[27,6131,6132],{},"Write 模式","：让 Cascade 实际改代码，多文件编辑",[154,6135,6136,6139],{},[27,6137,6138],{},"Chat 模式","：只问答，不动文件（适合代码理解）",[20,6141,6142,6147],{},[213,6143,6146],{"href":6144,"rel":6145},"https:\u002F\u002Fdocs.devin.ai\u002Fwindsurf\u002Fplugins\u002Fcascade\u002Fcascade-overview",[698],"官方 Cascade 文档"," 公开的能力：",[151,6149,6150,6153,6156,6159],{},[154,6151,6152],{},"每次 prompt 最多 25 次工具调用，超过 type \"continue\" 继续",[154,6154,6155],{},"内置工具：Search、Analyze、Web Search、Terminal、Voice Input",[154,6157,6158],{},"自动探测项目用的包管理器并装依赖",[154,6160,6161],{},"队列消息：Cascade 跑的时候你可以排队下一个指令",[20,6163,6164,6169],{},[213,6165,6168],{"href":6166,"rel":6167},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fwindsurf-overview",[698],"eesel AI 2026 评测"," 实测描述的 Cascade 特点：",[151,6171,6172,6178,6184],{},[154,6173,6174,6177],{},[27,6175,6176],{},"多文件编辑","：rename 一个函数，跨整个项目同步更新调用点",[154,6179,6180,6183],{},[27,6181,6182],{},"终端集成","：跑命令、读输出、看到 error 自动尝试修复",[154,6185,6186,6189],{},[27,6187,6188],{},"迭代调试","：测试失败时不放弃，换个方法再试，循环到通过",[643,6191,6193],{"id":6192},"supercomplete补全速度优势","Supercomplete：补全速度优势",[20,6195,6196,6197,6202],{},"Windsurf 自研补全模型，跑在自家推理基础设施上，",[213,6198,6201],{"href":6199,"rel":6200},"https:\u002F\u002Fpecollective.com\u002Ftools\u002Fwindsurf",[698],"PE Collective 评测"," 描述：\"没有云端补全那种卡顿，suggestions 几乎瞬间出现\"。能预测下一行甚至连续几行（特别是 API route \u002F 测试用例这类重复模式）。",[643,6204,6206],{"id":6205},"flows上下文聊天","Flows：上下文聊天",[20,6208,6209],{},"Cascade 的对话界面，跨会话保留上下文。问完一个函数，追问它的测试，Flows 能记住前一轮在讨论什么。索引整个 codebase + 当前打开文件 + 最近编辑。",[643,6211,6212],{"id":6212},"其他",[151,6214,6215,6221,6227],{},[154,6216,6217,6220],{},[27,6218,6219],{},"Terminal AI","：用自然语言生成 shell 命令（\"重启 docker 并清缓存\"）",[154,6222,6223,6226],{},[27,6224,6225],{},"Voice input","：Cmd\u002FCtrl+L 打开 Cascade，可以语音输入",[154,6228,6229,6232],{},[27,6230,6231],{},"VS Code 扩展兼容","：因为是 VS Code fork，95%+ 的扩展可以直接装",[15,6234,6236],{"id":6235},"价格与运行成本2026-切到-credit-制","价格与运行成本（2026 切到 credit 制）",[20,6238,6239,6243],{},[213,6240,6242],{"href":6199,"rel":6241},[698],"PE Collective 2026-04 评测"," 描述的 credit 系统：",[46,6245,6246,6260],{},[49,6247,6248],{},[52,6249,6250,6253,6255,6258],{},[55,6251,6252],{},"套餐",[55,6254,2138],{},[55,6256,6257],{},"Credits",[55,6259,806],{},[65,6261,6262,6274,6286,6300],{},[52,6263,6264,6266,6268,6271],{},[70,6265,4111],{},[70,6267,1612],{},[70,6269,6270],{},"25 credits\u002F月",[70,6272,6273],{},"比 Cursor Free 体感更可用",[52,6275,6276,6278,6280,6283],{},[70,6277,2163],{},[70,6279,5727],{},[70,6281,6282],{},"500 credits\u002F月",[70,6284,6285],{},"比 Cursor Pro 便宜 $5",[52,6287,6288,6291,6294,6297],{},[70,6289,6290],{},"Team",[70,6292,6293],{},"$30\u002Fseat\u002F月",[70,6295,6296],{},"更多 credits + SSO + 中央账单",[70,6298,6299],{},"中小团队",[52,6301,6302,6304,6307,6310],{},[70,6303,4166],{},[70,6305,6306],{},"联系销售",[70,6308,6309],{},"定制",[70,6311,6312],{},"大企业 \u002F 合规",[20,6314,6315,700],{},[27,6316,6317],{},"Credit 消耗规则（社区共识，非官方明示）",[151,6319,6320,6323,6326],{},[154,6321,6322],{},"Cascade 一次 Write 调用 = 1+ credits（依赖模型 + 工具调用数）",[154,6324,6325],{},"用 GPT-4 \u002F Claude Opus 等 premium 模型 = credit 倍数高",[154,6327,6328],{},"自带补全（Supercomplete）= 不算 credits",[20,6330,6331,6336],{},[213,6332,6335],{"href":6333,"rel":6334},"https:\u002F\u002Fwww.openaitoolshub.org\u002Fen\u002Fblog\u002Fwindsurf-editor-review",[698],"openaitoolshub 评测"," 真实使用感受：Pro $15 + 500 credits 对中度用户够用一个月；写得猛的话第二周就空，要加买 credit pack。",[15,6338,881],{"id":880},[725,6340,6342],{"className":727,"code":6341,"language":729,"meta":557,"style":557},"# macOS\nbrew install --cask windsurf\n\n# Windows \u002F Linux\n# 去 https:\u002F\u002Fwindsurf.com 下载安装包\n",[484,6343,6344,6349,6360,6364,6369],{"__ignoreMap":557},[733,6345,6346],{"class":735,"line":736},[733,6347,6348],{"class":891},"# macOS\n",[733,6350,6351,6353,6355,6357],{"class":735,"line":561},[733,6352,2292],{"class":739},[733,6354,906],{"class":754},[733,6356,2297],{"class":742},[733,6358,6359],{"class":754}," windsurf\n",[733,6361,6362],{"class":735,"line":558},[733,6363,923],{"emptyLinePlaceholder":575},[733,6365,6366],{"class":735,"line":770},[733,6367,6368],{"class":891},"# Windows \u002F Linux\n",[733,6370,6371],{"class":735,"line":931},[733,6372,6373],{"class":891},"# 去 https:\u002F\u002Fwindsurf.com 下载安装包\n",[20,6375,6376],{},"打开后：",[469,6378,6379,6382,6385,6392,6395],{},[154,6380,6381],{},"用 GitHub \u002F Google 账号登录（国内可能需要代理过验证）",[154,6383,6384],{},"选择主题（VS Code 用户零迁移成本）",[154,6386,6387,6388,6391],{},"打开项目目录 → ",[484,6389,6390],{},"Cmd\u002FCtrl+L"," 调出 Cascade",[154,6393,6394],{},"输入第一个 prompt，比如\"读完整个项目结构后告诉我这是什么项目\"",[154,6396,6397],{},"等 Cascade 索引完（几十秒到几分钟，看项目大小）",[15,6399,1120],{"id":1120},[469,6401,6402,6408,6413,6418],{},[154,6403,6404,6407],{},[27,6405,6406],{},"账号注册","：需要海外邮箱 + 偶发要海外手机；国内邮箱（QQ \u002F 163）有时被拒",[154,6409,6410,6412],{},[27,6411,2419],{},"：模型推理在境外，没代理时 Cascade 会卡顿到不可用",[154,6414,6415,6417],{},[27,6416,2413],{},"：Pro 订阅只收海外卡，第三方代付方案少（不像 Cursor 有成熟代理）",[154,6419,6420,700,6422,6424,6425,6427],{},[27,6421,2425],{},[213,6423,415],{"href":414},"（字节 IDE，国内访问无门槛）或 ",[213,6426,216],{"href":215},"（生态更成熟）",[15,6429,1161],{"id":1161},[46,6431,6432,6452],{},[49,6433,6434],{},[52,6435,6436,6438,6440,6444,6448],{},[55,6437,57],{},[55,6439,221],{},[55,6441,6442],{},[213,6443,216],{"href":215},[55,6445,6446],{},[213,6447,415],{"href":414},[55,6449,6450],{},[213,6451,225],{"href":224},[65,6453,6454,6470,6483,6498,6512,6525,6538,6551],{},[52,6455,6456,6458,6461,6464,6467],{},[70,6457,4420],{},[70,6459,6460],{},"Cascade（激进）",[70,6462,6463],{},"Composer（保守）",[70,6465,6466],{},"类 Composer",[70,6468,6469],{},"ACP 协议接入",[52,6471,6472,6474,6477,6479,6481],{},[70,6473,4407],{},[70,6475,6476],{},"★★★★★ 自研模型",[70,6478,2488],{},[70,6480,2488],{},[70,6482,2488],{},[52,6484,6485,6488,6491,6493,6496],{},[70,6486,6487],{},"免费档慷慨度",[70,6489,6490],{},"★★★★☆ 25 credits",[70,6492,1246],{},[70,6494,6495],{},"★★★★★ 中国无限制",[70,6497,2488],{},[52,6499,6500,6503,6505,6507,6510],{},[70,6501,6502],{},"Pro 价格",[70,6504,5727],{},[70,6506,2585],{},[70,6508,6509],{},"国内免费",[70,6511,2585],{},[52,6513,6514,6517,6519,6521,6523],{},[70,6515,6516],{},"国内可用性",[70,6518,1246],{},[70,6520,1246],{},[70,6522,1243],{},[70,6524,1246],{},[52,6526,6527,6530,6532,6534,6536],{},[70,6528,6529],{},"多文件改动激进度",[70,6531,1243],{},[70,6533,2488],{},[70,6535,2488],{},[70,6537,1246],{},[52,6539,6540,6543,6545,6547,6549],{},[70,6541,6542],{},"稳定性",[70,6544,2488],{},[70,6546,1243],{},[70,6548,2488],{},[70,6550,2488],{},[52,6552,6553,6556,6559,6561,6563],{},[70,6554,6555],{},"生态（VS Code 扩展）",[70,6557,6558],{},"★★★★★ fork",[70,6560,6558],{},[70,6562,6558],{},[70,6564,6565],{},"★★★☆☆ 自家",[20,6567,6568,700],{},[27,6569,6570],{},"选 Windsurf 如果你",[151,6572,6573,6576,6579,6582],{},[154,6574,6575],{},"看重补全速度 + 多文件 Agent 的激进度",[154,6577,6578],{},"海外开发者 \u002F 已经能搞定支付和网络",[154,6580,6581],{},"免费档已经够用、不想付费",[154,6583,6584],{},"跑 Cursor 卡顿，想换个推理基础设施",[20,6586,6587,700],{},[27,6588,6589],{},"别选 Windsurf 如果你",[151,6591,6592,6597,6603,6610],{},[154,6593,6594,6595,1457],{},"国内 + 不想折腾代理（去 ",[213,6596,415],{"href":414},[154,6598,6599,6600,6602],{},"重度使用 + 预算敏感（credit 制不划算，",[213,6601,216],{"href":215}," 月费固定）",[154,6604,6605,6606,1085,6608,1457],{},"终端原生使用者（",[213,6607,239],{"href":238},[213,6609,247],{"href":246},[154,6611,6612,6613,1457],{},"完全开源洁癖（",[213,6614,6615],{"href":4346},"Continue.dev",[15,6617,1326],{"id":1326},[151,6619,6620,6626,6636,6646,6656,6668,6674],{},[154,6621,6622,6625],{},[27,6623,6624],{},"Credit 制下重度使用要算账","：500 credits 看着多，复杂 refactor 一次性吃掉 10-20 credits，月底空了得加 credit pack",[154,6627,6628,6631,6632,6635],{},[27,6629,6630],{},"Cascade 比 Composer 更敢动手","：写得激进的同时",[27,6633,6634],{},"犯错也更多","，commit 频率要拉高，方便回滚",[154,6637,6638,6641,6642,6645],{},[27,6639,6640],{},"多窗口隔离","：根据 ",[213,6643,6335],{"href":6333,"rel":6644},[698]," 实测，Cascade context 是按窗口隔离的——前后端在两个项目时跨项目协作有缺陷，需开 multi-root workspace",[154,6647,6648,700,6651,6655],{},[27,6649,6650],{},"Cascade 写文件失败的\"flaky\"",[213,6652,6654],{"href":6166,"rel":6653},[698],"dev.to 用户反馈"," 引用的常见问题，Cascade 偶发 \"cascade errors when trying to write files\"，重试或换模型可解",[154,6657,6658,6661,6662,6664,6665,6667],{},[27,6659,6660],{},"更名已落地，注意迁移","：Windsurf 已于 2026-06-02 更名 Devin Desktop，Cascade 于 07-01 EOL。老用户 OTA 自动更新，无需重装；但脚本里的 ",[484,6663,6083],{}," 命令要改为 ",[484,6666,6087],{},"，依赖 Cascade 的工作流需迁移到 Devin Local（功能对齐，部分交互不同），建议先在小项目验证再全面迁移",[154,6669,6670,6673],{},[27,6671,6672],{},"Rust \u002F Go 项目 LSP 不够全","：Cascade 的内嵌 LSP 比\"VS Code + Rust Analyzer 扩展\"功能少一些",[154,6675,6676,6679],{},[27,6677,6678],{},"VS Code 扩展库兼容性","：95%+ 兼容，但极少数靠 VS Code 私有 API 的扩展（如某些远程开发插件）会有问题",[15,6681,1428],{"id":1427},[20,6683,1431],{},[151,6685,6686,6692,6695,6698,6701],{},[154,6687,6688,6689,6691],{},"想用比 ",[213,6690,216],{"href":215}," 更激进的 Agent 模式",[154,6693,6694],{},"重视补全的瞬时响应",[154,6696,6697],{},"海外开发者 \u002F 能稳定上代理",[154,6699,6700],{},"VS Code 用户想\"原地升级\"",[154,6702,6703],{},"团队规模中小（5-20 人），SSO 需求",[20,6705,1460],{},[151,6707,6708,6714,6719,6722],{},[154,6709,6710,6711,6713],{},"国内首选 IDE（",[213,6712,415],{"href":414}," 更顺）",[154,6715,6716,6717,1457],{},"终端工作流为主（",[213,6718,239],{"href":238},[154,6720,6721],{},"需要私有部署 \u002F 数据不出网",[154,6723,4655],{},[15,6725,528],{"id":528},[151,6727,6728,6738,6750,6758],{},[154,6729,5260,6730,1085,6734],{},[213,6731,6733],{"href":6732},"\u002Fnews\u002F2026\u002Fwindsurf-devin-desktop.html","Windsurf 更名 Devin Desktop，Cascade 退役",[213,6735,6737],{"href":6736},"\u002Fnews\u002F2026\u002Fwindsurf-acquisition.html","Windsurf 被 Cognition 收购始末",[154,6739,1481,6740,1085,6742,1085,6744,1085,6746,1085,6748],{},[213,6741,216],{"href":215},[213,6743,415],{"href":414},[213,6745,225],{"href":224},[213,6747,239],{"href":238},[213,6749,2634],{"href":2633},[154,6751,2751,6752,1085,6754,1085,6756],{},[213,6753,2754],{"href":1767},[213,6755,2780],{"href":2779},[213,6757,1507],{"href":1506},[154,6759,2763,6760,1085,6762,1085,6764],{},[213,6761,2951],{"href":2950},[213,6763,1695],{"href":1694},[213,6765,6767],{"href":6766},"\u002Fmodels\u002Fdeepseek-v4.html","DeepSeek V4",[15,6769,1517],{"id":1517},[151,6771,6772,6778,6784],{},[154,6773,1522,6774],{},[213,6775,6776],{"href":6776,"rel":6777},"https:\u002F\u002Fwindsurf.com",[698],[154,6779,6780,6781],{},"Cascade 文档：",[213,6782,6144],{"href":6144,"rel":6783},[698],[154,6785,6786],{},"第三方评测：vibecoding.app \u002F eesel.ai \u002F openaitoolshub.org \u002F pecollective.com",[20,6788,2825,6789,1573],{},[213,6790,1572],{"href":1571},[1575,6792,6793],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}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":557,"searchDepth":558,"depth":558,"links":6795},[6796,6797,6803,6804,6805,6806,6807,6808,6809,6810],{"id":605,"depth":561,"text":606},{"id":641,"depth":561,"text":641,"children":6798},[6799,6800,6801,6802],{"id":6103,"depth":558,"text":6104},{"id":6192,"depth":558,"text":6193},{"id":6205,"depth":558,"text":6206},{"id":6212,"depth":558,"text":6212},{"id":6235,"depth":561,"text":6236},{"id":880,"depth":561,"text":881},{"id":1120,"depth":561,"text":1120},{"id":1161,"depth":561,"text":1161},{"id":1326,"depth":561,"text":1326},{"id":1427,"depth":561,"text":1428},{"id":528,"depth":561,"text":528},{"id":1517,"depth":561,"text":1517},"\u002Fimg\u002Ftools\u002Fwindsurf.webp","Windsurf \u002F Devin Desktop 真实评测：Cognition 于 2026-06-02 将 Windsurf 更名 Devin Desktop，招牌 Agent Cascade 已于 07-01 EOL，由 Rust 重写的 Devin Local 取代（token 效率 +30%，支持 ACP 跨 Agent 协议）。AIHO 编辑部基于官方文档与多份独立评测整理，含最新变化、定价、与 Cursor 对比、避坑指南。",[1600,1601],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf",[1606,1607,1608],[6818,6821,6824,6826],{"plan":4111,"price":1612,"limit":6819,"cn_pay":3637,"note":6820},"25 credits\u002F月，Cascade 基础访问","比 Cursor Free 体感强",{"plan":2163,"price":5727,"limit":6822,"cn_pay":2872,"note":6823},"500 credits\u002F月，多模型","比 Cursor 便宜 $5",{"plan":6290,"price":6293,"limit":6825,"cn_pay":4783,"note":6299},"更高 credit + SSO",{"plan":4166,"price":6306,"limit":6827,"cn_pay":3637,"note":4792},"VPC \u002F 审计 \u002F SOC2","Free 25 credits \u002F Pro $15\u002Fmo 500 credits \u002F Team $30\u002Fseat",[2885,5405,5407,5408],{"power":931,"ux":931,"price":770,"cn_support":558,"stability":770},{"title":6048,"description":6812},"Windsurf 评测 2026：Codeium 出品 AI IDE，现已更名 Devin Desktop",[6834,6836,6838,6841,6843,6845,6847],{"title":6835,"url":6776},"Windsurf 官方",{"title":6837,"url":6144},"Cascade 官方文档",{"title":6839,"url":6840},"Windsurf Review 2026 (vibecoding.app)","https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fwindsurf-review",{"title":6842,"url":6166},"Windsurf 评测 - eesel AI",{"title":6844,"url":6333},"Windsurf Honest Assessment",{"title":6846,"url":6199},"PE Collective 2026 Review",{"title":6848,"url":6849},"Windsurf → Devin Desktop 更名 FAQ","https:\u002F\u002Fdevin.ai\u002F","tools\u002Fcoding\u002Fide\u002Fwindsurf","原 Windsurf，2026-06 更名 Devin Desktop，Cascade 退役、Devin Local 接棒",[5345,1647,6853,5431,6854],"cascade","codeium","已并入 Devin 生态。原 Cascade 已退役，接棒的 Devin Local（Rust 重写）更快更省且支持 ACP 跨 Agent；仍是免费档大方的 AI IDE，但需重新适应新品牌与新 Agent。","https:\u002F\u002Fdevin.ai","DGsX5EVDK7me3yKZnikMKO8a2cO1_6OEFSU8NmCKeDg",1785660629029]