[{"data":1,"prerenderedAt":4166},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-antigravity":8,"alt-list-antigravity":794},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":16,"body":20,"category":738,"chinese_friendly":319,"cover":739,"description":740,"domestic":741,"extension":742,"faq":743,"free":744,"github":743,"languages":745,"lastVerified":748,"meta":749,"models":743,"navigation":744,"notSuitable":743,"opensource":741,"path":750,"pillar":751,"platforms":752,"priceTable":756,"pricing":767,"published":768,"relatedPlaybooks":743,"relatedReviews":743,"score":769,"self_host":741,"seo":772,"seoTitle":773,"slug":774,"sources":775,"stem":783,"suitable":743,"tagline":784,"tags":785,"updated":768,"verdict":792,"website":702,"__hash__":793},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fantigravity.md","Google Antigravity",[12,13,14,15],"coding\u002Fide\u002Fcursor","coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fgemini-cli",[17,18,19],"OpenAI","Anthropic","Google",{"type":21,"value":22,"toc":719},"minimark",[23,28,56,62,65,70,83,96,100,103,114,125,129,132,135,138,158,163,166,197,200,282,295,299,323,341,344,376,379,513,518,532,537,556,559,604,608,611,625,628,649,652,692,695,707,715],[24,25,27],"h2",{"id":26},"tldr","TL;DR",[29,30,35,53],"div",{"className":31},[32,33,34],"card","p-5","my-4",[36,37,38,42,43,48,49,52],"p",{},[39,40,41],"strong",{},"一句话："," Google 在 2025 年 11 月随 ",[44,45,47],"a",{"href":46},"\u002Fmodels\u002Fgemini-3-pro.html","Gemini 3"," 一起发布的 ",[39,50,51],{},"agent-first"," 开发平台。和传统 AI IDE 最大的不同：它不是「你写代码、AI 补全」，而是「你派活、多个 agent 在编辑器 + 终端 + 内置浏览器三处并行规划-执行-验证」。",[36,54,55],{},"底座是 VS Code fork，核心是 Mission Control（Manager）面板编排并行 agent，配内置 Chromium 让 agent 自己开网页测 web app。免费档就能用 Gemini 3 + Claude，很大方。",[57,58,59],"blockquote",{},[36,60,61],{},"来源说明：本文基于 antigravity.google 官方页面与多份独立评测（vibecoding.app \u002F how2shout）综合整理。该产品 2025-11 发布、仍处快速迭代的 preview 阶段，部分版本细节（如 2.0 桌面端\u002FCLI\u002FSDK 分支、具体模型版本号）以最新官方信息为准。",[24,63,64],{"id":64},"核心特性",[66,67,69],"h3",{"id":68},"mission-control多-agent-并行编排","Mission Control：多 agent 并行编排",[36,71,72,73,77,78,82],{},"这是 Antigravity 区别于 ",[44,74,76],{"href":75},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor"," \u002F ",[44,79,81],{"href":80},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf"," 的核心。不是单一对话窗口，而是一个「指挥中心」面板，同时调度多条并行工作流：",[84,85,86,90,93],"ul",{},[87,88,89],"li",{},"一个 agent 重构 auth，另一个写文档，第三个验证 UI——同时进行",[87,91,92],{},"每个 agent 可以分配不同模型（详见下方模型支持）",[87,94,95],{},"你从「写代码的人」变成「派活和验收的人」",[66,97,99],{"id":98},"内置浏览器agent-自己测","内置浏览器：agent 自己测",[36,101,102],{},"原生集成 Chromium，agent 不用切窗口就能：",[84,104,105,108,111],{},[87,106,107],{},"打开你正在开发的 web app 实际点击测试",[87,109,110],{},"抓取网页数据",[87,112,113],{},"把浏览器操作录下来作为验证证据",[36,115,116,117,119,120,124],{},"这是大多数 AI IDE 没有的——",[44,118,76],{"href":75},"、",[44,121,123],{"href":122},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot"," 都没有内置浏览器。",[66,126,128],{"id":127},"artifact-trail可审计的执行轨迹","Artifact Trail：可审计的执行轨迹",[36,130,131],{},"每次「任务」都生成可审计的产物：任务清单、实现计划、终端日志、浏览器录制。目的是解决 agent 自主执行的「黑箱」问题——让你能回看 agent 到底做了什么、为什么这么做。",[66,133,134],{"id":134},"模型支持",[36,136,137],{},"可在一个任务里给不同 agent 分配不同模型：",[84,139,140,146,152],{},[87,141,142,145],{},[39,143,144],{},"Gemini","：Gemini 3 系列（Pro \u002F Flash）",[87,147,148,151],{},[39,149,150],{},"Claude","：Sonnet \u002F Opus 系列",[87,153,154,157],{},[39,155,156],{},"开源","：GPT-OSS 120B",[57,159,160],{},[36,161,162],{},"注：具体可用模型版本随官方更新变化，且免费档\u002F付费档可用模型与额度不同。",[66,164,165],{"id":165},"标准支持",[84,167,168,177,191],{},[87,169,170,176],{},[39,171,172],{},[44,173,175],{"href":174},"\u002Fwiki\u002Fmcp.html","MCP","：连 GitHub、数据库、外部 API",[87,178,179,185,186,190],{},[39,180,181],{},[44,182,184],{"href":183},"\u002Fwiki\u002Fagents-md.html","AGENTS.md"," + ",[187,188,189],"code",{},"GEMINI.md","：项目级规则配置",[87,192,193,196],{},[39,194,195],{},"AgentKit","：内置专用 agent + 领域技能库",[24,198,199],{"id":199},"价格与运行成本",[201,202,203,222],"table",{},[204,205,206],"thead",{},[207,208,209,213,216,219],"tr",{},[210,211,212],"th",{},"套餐",[210,214,215],{},"价格",[210,217,218],{},"额度",[210,220,221],{},"备注",[223,224,225,240,254,268],"tbody",{},[207,226,227,231,234,237],{},[228,229,230],"td",{},"Free",[228,232,233],{},"$0",[228,235,236],{},"全模型可用，额度约每 5 小时刷新",[228,238,239],{},"免费跑 Gemini 3 + Claude 很罕见",[207,241,242,245,248,251],{},[228,243,244],{},"AI Pro",[228,246,247],{},"$20\u002F月",[228,249,250],{},"更高额度 + 内置 credits",[228,252,253],{},"Google One AI Pro",[207,255,256,259,262,265],{},[228,257,258],{},"AI Ultra",[228,260,261],{},"$249.99\u002F月",[228,263,264],{},"高强度复杂模型访问",[228,266,267],{},"重度用户",[207,269,270,273,276,279],{},[228,271,272],{},"Credits",[228,274,275],{},"$25 \u002F 2.5k",[228,277,278],{},"按需 top-up",[228,280,281],{},"额度用完加买",[36,283,284,287,288,294],{},[39,285,286],{},"「paperweight」争议","：",[44,289,293],{"href":290,"rel":291},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fgoogle-antigravity-review",[292],"nofollow","vibecoding.app 评测"," 引用社区反馈，不少用户因额度系统不透明、rate limit 太紧把它叫「镇纸（paperweight）」——免费档跑几下就触顶要等几小时刷新。有用户吐槽：「用 Opus 跑得正爽，被强制切回 Gemini 时就像把方向盘交给一个鲁莽的司机。」",[24,296,298],{"id":297},"上手-5-分钟","上手 5 分钟",[300,301,306],"pre",{"className":302,"code":303,"language":304,"meta":305,"style":305},"language-bash shiki shiki-themes github-light github-dark","# 去官网下载安装包（VS Code fork，三平台都有）\n# https:\u002F\u002Fantigravity.google\n","bash","",[187,307,308,317],{"__ignoreMap":305},[309,310,313],"span",{"class":311,"line":312},"line",1,[309,314,316],{"class":315},"sJ8bj","# 去官网下载安装包（VS Code fork，三平台都有）\n",[309,318,320],{"class":311,"line":319},2,[309,321,322],{"class":315},"# https:\u002F\u002Fantigravity.google\n",[324,325,326,329,332,335,338],"ol",{},[87,327,328],{},"用 Google 账号登录（国内需代理过验证）",[87,330,331],{},"打开项目目录",[87,333,334],{},"调出 Mission Control（Manager）面板",[87,336,337],{},"用内置模板派第一个 agent，比如「读完项目后给我加一套登录页 + 自测通过」",[87,339,340],{},"看 agent 在编辑器\u002F终端\u002F浏览器三处干活，到 Artifact Trail 验收",[24,342,343],{"id":343},"国内使用注意事项",[324,345,346,352,358],{},[87,347,348,351],{},[39,349,350],{},"账号 + 网络","：Google 账号登录 + 模型推理都在境外，没稳定代理基本不可用",[87,353,354,357],{},[39,355,356],{},"支付","：AI Pro \u002F Ultra 走 Google One 海外订阅，国内卡基本不收",[87,359,360,363,364,368,369,373,374],{},[39,361,362],{},"替代路径","：国内首选 ",[44,365,367],{"href":366},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae","（字节，无门槛）或 ",[44,370,372],{"href":371},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码","；要 agent-first 体验但能接受境外，可对比 ",[44,375,81],{"href":80},[24,377,378],{"id":378},"与同类怎么选",[201,380,381,405],{},[204,382,383],{},[207,384,385,388,391,395,399],{},[210,386,387],{},"维度",[210,389,390],{},"Antigravity",[210,392,393],{},[44,394,76],{"href":75},[210,396,397],{},[44,398,81],{"href":80},[210,400,401],{},[44,402,404],{"href":403},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[223,406,407,424,439,454,470,484,499],{},[207,408,409,412,415,418,421],{},[228,410,411],{},"架构",[228,413,414],{},"多 agent + 内置浏览器",[228,416,417],{},"AI-native VS Code fork",[228,419,420],{},"Cascade Agent",[228,422,423],{},"终端原生",[207,425,426,429,432,435,437],{},[228,427,428],{},"并行任务",[228,430,431],{},"★★★★★ 多 agent 并行",[228,433,434],{},"★★★☆☆",[228,436,434],{},[228,438,434],{},[207,440,441,444,447,450,452],{},[228,442,443],{},"内置浏览器自测",[228,445,446],{},"★★★★★ 有",[228,448,449],{},"✗",[228,451,449],{},[228,453,449],{},[207,455,456,459,462,465,468],{},[228,457,458],{},"稳定性",[228,460,461],{},"★★★☆☆ preview",[228,463,464],{},"★★★★★",[228,466,467],{},"★★★★☆",[228,469,464],{},[207,471,472,475,478,480,482],{},[228,473,474],{},"合规（SOC2 等）",[228,476,477],{},"✗ preview 无",[228,479,464],{},[228,481,467],{},[228,483,467],{},[207,485,486,489,492,494,496],{},[228,487,488],{},"免费档慷慨度",[228,490,491],{},"★★★★☆ 全模型但限流紧",[228,493,434],{},[228,495,467],{},[228,497,498],{},"—",[207,500,501,504,507,509,511],{},[228,502,503],{},"国内可用性",[228,505,506],{},"★★☆☆☆",[228,508,434],{},[228,510,434],{},[228,512,434],{},[36,514,515,287],{},[39,516,517],{},"选 Antigravity 如果你",[84,519,520,523,526,529],{},[87,521,522],{},"想要多 agent 并行 + 内置浏览器自测这套独门组合",[87,524,525],{},"做 R&D \u002F 原型 \u002F vibe coding，能容忍不稳定",[87,527,528],{},"想免费体验 Gemini 3 + Claude 跑 agent",[87,530,531],{},"已经搞定 Google 账号和网络",[36,533,534,287],{},[39,535,536],{},"别选 Antigravity 如果你",[84,538,539,545,548,553],{},[87,540,541,542,544],{},"要扛生产 deadline、要稳定可预测（去 ",[44,543,76],{"href":75},"）",[87,546,547],{},"需要 SOC2 等合规（preview 阶段没有）",[87,549,550,551,544],{},"国内 + 不想折腾代理（去 ",[44,552,367],{"href":366},[87,554,555],{},"受不了限流和不透明额度",[24,557,558],{"id":558},"避坑清单",[84,560,561,574,580,586,592,598],{},[87,562,563,287,566,569,570,573],{},[39,564,565],{},"务必跑在沙箱里",[44,567,293],{"href":290,"rel":568},[292]," 明确警告——agent 自主度高，出现过发危险命令（如 ",[187,571,572],{},"chmod -R 777","）的情况。建议跑在 VM \u002F 容器里，设命令白名单，合并前逐一 review diff。",[87,575,576,579],{},[39,577,578],{},"免费档限流很紧","：额度约每 5 小时刷新一次，复杂任务跑几下就触顶要等，重度用户得上付费档或买 credits。",[87,581,582,585],{},[39,583,584],{},"额度系统不透明","：社区诟病的「paperweight」问题主要来自此——不清楚一次任务到底烧多少额度。先小任务试水摸清消耗节奏。",[87,587,588,591],{},[39,589,590],{},"preview 阶段不保证稳定","：产品迭代快、功能\u002F模型\u002F定价都在变，不要押在它身上做关键交付。",[87,593,594,597],{},[39,595,596],{},"被迫切模型的体验落差","：免费\u002F低档触顶后会被降级到较弱模型，agent 行为质量会明显波动。",[87,599,600,603],{},[39,601,602],{},"国内门槛高","：账号、网络、支付三道坎，没代理基本玩不转。",[24,605,607],{"id":606},"适合-不适合","适合 \u002F 不适合",[36,609,610],{},"✅ 适合：",[84,612,613,616,619,622],{},[87,614,615],{},"想体验「派活给多个 agent 并行干」的 agent-first 范式",[87,617,618],{},"需要内置浏览器做 web app 自动化 QA",[87,620,621],{},"R&D \u002F 原型 \u002F 探索阶段，稳定性要求不高",[87,623,624],{},"想免费玩 Gemini 3 + Claude 的 agent 能力",[36,626,627],{},"❌ 不适合：",[84,629,630,636,639,644],{},[87,631,632,633,635],{},"生产环境 \u002F 关键 deadline（",[44,634,76],{"href":75}," 更稳）",[87,637,638],{},"需要合规认证",[87,640,641,642,544],{},"国内首选 IDE（",[44,643,367],{"href":366},[87,645,646,647,544],{},"终端工作流为主（",[44,648,404],{"href":403},[24,650,651],{"id":651},"相关阅读",[84,653,654,667,682],{},[87,655,656,657,77,659,77,661,77,663],{},"同类对比：",[44,658,76],{"href":75},[44,660,81],{"href":80},[44,662,404],{"href":403},[44,664,666],{"href":665},"\u002Fcoding\u002Fcli\u002Fgemini-cli.html","Gemini CLI",[87,668,669,670,77,674,77,676,77,678],{},"概念：",[44,671,673],{"href":672},"\u002Fwiki\u002Fai-agent.html","AI Agent",[44,675,175],{"href":174},[44,677,184],{"href":183},[44,679,681],{"href":680},"\u002Fwiki\u002Fcontext-rot.html","Context Rot",[87,683,684,685,77,688],{},"模型：",[44,686,687],{"href":46},"Gemini 3 Pro",[44,689,691],{"href":690},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[24,693,694],{"id":694},"来源",[84,696,697,704],{},[87,698,699,700],{},"官网：",[44,701,702],{"href":702,"rel":703},"https:\u002F\u002Fantigravity.google",[292],[87,705,706],{},"第三方评测：vibecoding.app \u002F how2shout.com",[36,708,709,710,714],{},"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；产品处于快速迭代的 preview 阶段，如发现价格 \u002F 命令 \u002F 功能与最新官方信息不一致，请通过 ",[44,711,713],{"href":712},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[716,717,718],"style",{},"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: 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var(--shiki-dark-text-decoration);}",{"title":305,"searchDepth":720,"depth":720,"links":721},3,[722,723,730,731,732,733,734,735,736,737],{"id":26,"depth":319,"text":27},{"id":64,"depth":319,"text":64,"children":724},[725,726,727,728,729],{"id":68,"depth":720,"text":69},{"id":98,"depth":720,"text":99},{"id":127,"depth":720,"text":128},{"id":134,"depth":720,"text":134},{"id":165,"depth":720,"text":165},{"id":199,"depth":319,"text":199},{"id":297,"depth":319,"text":298},{"id":343,"depth":319,"text":343},{"id":378,"depth":319,"text":378},{"id":558,"depth":319,"text":558},{"id":606,"depth":319,"text":607},{"id":651,"depth":319,"text":651},{"id":694,"depth":319,"text":694},"ide","\u002Fimg\u002Ftools\u002Fantigravity.webp","Google Antigravity 真实评测：2025 年 11 月随 Gemini 3 发布的 agent-first 开发平台，多 agent 在编辑器、终端、浏览器三处并行规划-执行-验证。AIHO 编辑部基于官方与多份独立评测整理，含定价、与 Cursor 对比、避坑与安全警告。",false,"md",null,true,[746,747],"zh","en","2026-08-02",{},"\u002Ftools\u002Fcoding\u002Fide\u002Fantigravity","coding",[753,754,755],"windows","macos","linux",[757,759,763,766],{"plan":230,"price":233,"limit":236,"cn_pay":498,"note":758},"免费档能跑 Gemini 3 + Claude 很罕见",{"plan":244,"price":247,"limit":760,"cn_pay":761,"note":762},"更高额度 + 内置 AI credits","⚠️ 需海外卡","Google One AI Pro 订阅",{"plan":258,"price":261,"limit":264,"cn_pay":764,"note":765},"⚠️","重度\u002F团队",{"plan":272,"price":275,"limit":278,"cn_pay":764,"note":281},"Free（含全模型，约 5 小时刷新一次额度）\u002F AI Pro $20\u002Fmo \u002F AI Ultra $249.99\u002Fmo","2026-06-28",{"power":770,"ux":771,"price":771,"cn_support":319,"stability":720},5,4,{"title":10,"description":740},"Google Antigravity 评测 2026：AI IDE 编程工具新选择","coding\u002Fide\u002Fantigravity",[776,778,780],{"title":777,"url":702},"Antigravity 官方",{"title":779,"url":290},"Google AntiGravity Review 2026 (vibecoding.app)",{"title":781,"url":782},"Google Launches Antigravity (how2shout)","https:\u002F\u002Fwww.how2shout.com\u002Fnews\u002Fgoogle-antigravity-ai-agent-platform.html","tools\u002Fcoding\u002Fide\u002Fantigravity","Google 的 agent-first IDE，多 agent 跨编辑器\u002F终端\u002F浏览器并行干活",[738,786,787,788,789,790,791],"agent","multi-agent","browser","google","gemini","vscode-fork","最激进的 agent-first IDE：多 agent 并行 + 内置浏览器自测是真本事，免费档能用全模型很香。但 preview 阶段稳定性、额度透明度、合规都欠火候，autonomy 高到能发危险命令——尝鲜\u002F做 R&D 行，扛生产 deadline 选 Cursor。","oyydfQWRCh5suEHpsvnJdq-cz4FeBurbGUUn-pPdTjU",[795,1421,2253,3528],{"id":796,"title":76,"alternatives":797,"api_compatible":800,"body":803,"category":738,"chinese_friendly":771,"cover":1316,"description":1317,"domestic":741,"extension":742,"faq":1318,"free":744,"github":305,"languages":1337,"lastVerified":748,"meta":1338,"models":1339,"navigation":744,"notSuitable":1345,"opensource":741,"path":1350,"pillar":751,"platforms":1351,"priceTable":1352,"pricing":1378,"published":1379,"relatedPlaybooks":1380,"relatedReviews":1384,"score":1391,"self_host":741,"seo":1392,"seoTitle":1393,"slug":12,"sources":1394,"stem":1404,"suitable":1405,"tagline":1410,"tags":1411,"updated":1417,"verdict":1418,"website":1419,"__hash__":1420},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[798,13,14,799],"coding\u002Fide\u002Ftrae","coding\u002Fcli\u002Fcodex",[801,802],"openai","anthropic",{"type":21,"value":804,"toc":1299},[805,807,849,852,855,861,904,919,925,929,932,951,970,973,977,982,986,995,999,1009,1013,1019,1021,1051,1054,1154,1159,1161,1199,1201,1207,1211,1221,1223,1261,1263,1289,1297],[24,806,27],{"id":26},[29,808,810,815,833],{"className":809},[32,33,34],[36,811,812,814],{},[39,813,41],{}," 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。",[36,816,817,820,821,824,825,828,829,832],{},[39,818,819],{},"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 ",[39,822,823],{},"Composer 2.5"," 与低价的 ",[39,826,827],{},"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 ",[39,830,831],{},"3.11","。",[36,834,835,836,119,839,119,842,119,845,848],{},"代价是：",[39,837,838],{},"$20\u002F月起",[39,840,841],{},"国内访问不稳",[39,843,844],{},"2025-06 之后按 token 计费",[39,846,847],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[24,850,851],{"id":851},"它到底是个什么",[36,853,854],{},"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。",[36,856,857,858,287],{},"它的护城河不是某一个 feature，而是",[39,859,860],{},"三件套乘以工程化",[324,862,863,876,882],{},[87,864,865,868,869,872,873,875],{},[39,866,867],{},"Composer","（",[187,870,871],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[39,874,823],{}," 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。",[87,877,878,881],{},[39,879,880],{},"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。",[87,883,884,887,888,891,892,895,896,899,900,903],{},[39,885,886],{},"@-symbol 上下文"," — ",[187,889,890],{},"@codebase"," 自动召回相关文件、",[187,893,894],{},"@docs"," 引外部文档、",[187,897,898],{},"@web"," 联网搜、",[187,901,902],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[36,905,906,907,910,911,914,915,918],{},"2026 年另加两件大件：",[39,908,909],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[187,912,913],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[39,916,917],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[36,920,921,924],{},[39,922,923],{},"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。",[24,926,928],{"id":927},"价格-计费重点","价格 & 计费（重点）",[36,930,931],{},"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：",[84,933,934,941,948],{},[87,935,936,937,940],{},"每档套餐有",[39,938,939],{},"包含的美元额度","，按底层模型 API 价折算。",[87,942,943,944,947],{},"超出后",[39,945,946],{},"按需续费","（on-demand），月底结算。",[87,949,950],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[36,952,953,956,957,960,963,964,966,969],{},[39,954,955],{},"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。",[958,959],"br",{},[39,961,962],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[958,965],{},[39,967,968],{},"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。",[36,971,972],{},"国内付款：结账页选 Alipay，可走支付宝。",[24,974,976],{"id":975},"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）",[57,978,979],{},[36,980,981],{},"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。",[66,983,985],{"id":984},"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",[36,987,988,991,992,994],{},[187,989,990],{},"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。",[958,993],{},"\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。",[66,996,998],{"id":997},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[36,1000,1001,1003,1004,895,1006,1008],{},[187,1002,890],{}," 在 50k+ 行项目里召回相关文件、",[187,1005,894],{},[187,1007,898],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[66,1010,1012],{"id":1011},"任务-3mcp-接入","任务 3：MCP 接入",[36,1014,1015,1018],{},[187,1016,1017],{},"~\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。",[24,1020,298],{"id":297},[300,1022,1024],{"className":302,"code":1023,"language":304,"meta":305,"style":305},"# 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",[187,1025,1026,1031,1036,1041,1046],{"__ignoreMap":305},[309,1027,1028],{"class":311,"line":312},[309,1029,1030],{"class":315},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[309,1032,1033],{"class":311,"line":319},[309,1034,1035],{"class":315},"# 2. 用 GitHub \u002F Google 登录\n",[309,1037,1038],{"class":311,"line":720},[309,1039,1040],{"class":315},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[309,1042,1043],{"class":311,"line":771},[309,1044,1045],{"class":315},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[309,1047,1048],{"class":311,"line":770},[309,1049,1050],{"class":315},"# 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",[24,1052,1053],{"id":1053},"同类对比",[201,1055,1056,1070],{},[204,1057,1058],{},[207,1059,1060,1062,1064,1066,1068],{},[210,1061,387],{},[210,1063,76],{},[210,1065,404],{},[210,1067,123],{},[210,1069,367],{},[223,1071,1072,1088,1104,1120,1137],{},[207,1073,1074,1077,1080,1083,1086],{},[228,1075,1076],{},"形态",[228,1078,1079],{},"VS Code fork",[228,1081,1082],{},"终端 CLI",[228,1084,1085],{},"VS Code 插件",[228,1087,1079],{},[207,1089,1090,1092,1095,1098,1101],{},[228,1091,215],{},[228,1093,1094],{},"$20\u002F月起 + 用量",[228,1096,1097],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[228,1099,1100],{},"$10\u002F月",[228,1102,1103],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[207,1105,1106,1109,1112,1114,1117],{},[228,1107,1108],{},"国内访问",[228,1110,1111],{},"需稳定代理",[228,1113,1111],{},[228,1115,1116],{},"需代理",[228,1118,1119],{},"国内版直连",[207,1121,1122,1125,1128,1131,1134],{},[228,1123,1124],{},"Agent 形态",[228,1126,1127],{},"Composer + Cloud Agents",[228,1129,1130],{},"全终端",[228,1132,1133],{},"Agent Mode",[228,1135,1136],{},"Builder + SOLO",[207,1138,1139,1142,1145,1148,1151],{},[228,1140,1141],{},"适合",[228,1143,1144],{},"IDE-first 全栈",[228,1146,1147],{},"终端 \u002F 后端 \u002F DevOps",[228,1149,1150],{},"老 VS Code 党",[228,1152,1153],{},"国内 \u002F 中文场景",[57,1155,1156],{},[36,1157,1158],{},"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」。",[24,1160,558],{"id":558},[324,1162,1163,1169,1175,1181,1187,1193],{},[87,1164,1165,1168],{},[39,1166,1167],{},"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。",[87,1170,1171,1174],{},[39,1172,1173],{},"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。",[87,1176,1177,1180],{},[39,1178,1179],{},"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。",[87,1182,1183,1186],{},[39,1184,1185],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[87,1188,1189,1192],{},[39,1190,1191],{},"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。",[87,1194,1195,1198],{},[39,1196,1197],{},"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。",[24,1200,607],{"id":606},[36,1202,1203,1204,1206],{},"✅ 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。",[958,1205],{},"\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。",[24,1208,1210],{"id":1209},"市场地位2026-中","市场地位（2026 中）",[36,1212,1213,1214,1217,1218,1220],{},"Cursor 6 月初年化营收约 ",[39,1215,1216],{},"$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%（",[44,1219,404],{"href":403}," 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%。",[24,1222,651],{"id":651},[84,1224,1225,1237,1244,1251],{},[87,1226,1227,1228,1232,1233],{},"最新资讯：",[44,1229,1231],{"href":1230},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor"," · ",[44,1234,1236],{"href":1235},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[87,1238,1239,1240],{},"配套 playbook：",[44,1241,1243],{"href":1242},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[87,1245,1246,1247],{},"同分类：",[44,1248,1250],{"href":1249},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[87,1252,1253,1254,1232,1256,1232,1259],{},"替代品：",[44,1255,367],{"href":366},[44,1257,1258],{"href":80},"Devin Desktop（原 Windsurf）",[44,1260,404],{"href":403},[24,1262,694],{"id":694},[84,1264,1265,1272,1279,1286],{},[87,1266,1267,1268],{},"官方定价页：",[44,1269,1270],{"href":1270,"rel":1271},"https:\u002F\u002Fcursor.com\u002Fpricing",[292],[87,1273,1274,1275],{},"Composer 文档：",[44,1276,1277],{"href":1277,"rel":1278},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[292],[87,1280,1281,1282],{},"Cursor 3.5 Cloud Agents 公告：",[44,1283,1284],{"href":1284,"rel":1285},"https:\u002F\u002Fcursor.com\u002Fchangelog",[292],[87,1287,1288],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[57,1290,1291],{},[36,1292,1293,1294,1296],{},"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 ",[44,1295,713],{"href":712}," 反馈更新。",[716,1298,718],{},{"title":305,"searchDepth":720,"depth":720,"links":1300},[1301,1302,1303,1304,1309,1310,1311,1312,1313,1314,1315],{"id":26,"depth":319,"text":27},{"id":851,"depth":319,"text":851},{"id":927,"depth":319,"text":928},{"id":975,"depth":319,"text":976,"children":1305},[1306,1307,1308],{"id":984,"depth":720,"text":985},{"id":997,"depth":720,"text":998},{"id":1011,"depth":720,"text":1012},{"id":297,"depth":319,"text":298},{"id":1053,"depth":319,"text":1053},{"id":558,"depth":319,"text":558},{"id":606,"depth":319,"text":607},{"id":1209,"depth":319,"text":1210},{"id":651,"depth":319,"text":651},{"id":694,"depth":319,"text":694},"\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。",[1319,1322,1325,1328,1331,1334],{"q":1320,"a":1321},"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":1323,"a":1324},"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":1326,"a":1327},"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":1329,"a":1330},"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":1332,"a":1333},"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":1335,"a":1336},"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）。",[746,747],{},[1340,1341,1342,1343,1344],"claude-sonnet-5","gpt-5.6","grok-4.5","gemini-3-pro","composer-2.5",[1346,1347,1348,1349],"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",[753,754,755],[1353,1358,1363,1368,1373],{"plan":1354,"price":233,"limit":1355,"cn_pay":1356,"note":1357},"Hobby (Free)","Agent 限量 + Tab 补全限量","❌","仅试用，不可付费",{"plan":1359,"price":247,"limit":1360,"cn_pay":1361,"note":1362},"Pro","扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝","个人主力档",{"plan":962,"price":1364,"limit":1365,"cn_pay":1366,"note":1367},"$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":1369,"price":1370,"limit":1371,"cn_pay":1366,"note":1372},"Teams","$40\u002F用户\u002F月","团队计费 + SSO + 团队 Rules \u002F Skills \u002F 共享 Bugbot","团队档",{"plan":1374,"price":1375,"limit":1376,"cn_pay":1366,"note":1377},"Enterprise","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","2026-06-18",[1381,1382,1383],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[1385,1386,1387,1388,1389,1390],"ai-coding-tool-decision-tree","cursor-deep-review","cursor-vs-windsurf-vs-trae","qoder-deep-review","trae-deep-review","windsurf-deep-review",{"power":770,"ux":770,"price":720,"cn_support":720,"stability":771},{"title":76,"description":1317},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[1395,1397,1399,1401],{"title":1396,"url":1270},"Cursor 官方定价页",{"title":1398,"url":1277},"Cursor Composer 官方文档",{"title":1400,"url":1284},"Cursor Changelog（3.9–3.11）",{"title":1402,"url":1403},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[1406,1407,1408,1409],"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）",[738,1412,1413,1414,791,1415,1416],"agent-mode","composer","mcp","bugbot","background-agent","2026-07-20","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":1422,"title":1423,"alternatives":1424,"api_compatible":1427,"body":1428,"category":738,"chinese_friendly":720,"cover":2205,"description":2206,"domestic":741,"extension":742,"faq":743,"free":744,"github":743,"languages":2207,"lastVerified":748,"meta":2208,"models":743,"navigation":744,"notSuitable":743,"opensource":741,"path":2209,"pillar":751,"platforms":2210,"priceTable":2211,"pricing":2223,"published":1379,"relatedPlaybooks":743,"relatedReviews":2224,"score":2225,"self_host":741,"seo":2226,"seoTitle":2227,"slug":13,"sources":2228,"stem":2245,"suitable":743,"tagline":2246,"tags":2247,"updated":1417,"verdict":2250,"website":2251,"__hash__":2252},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf.md","Windsurf（已更名 Devin Desktop）",[12,798,1425,1426],"coding\u002Fide\u002Fzed","coding\u002Fcli\u002Fcline",[17,18,19],{"type":21,"value":1429,"toc":2188},[1430,1432,1470,1475,1477,1481,1496,1502,1516,1524,1538,1546,1566,1570,1579,1583,1586,1589,1609,1613,1620,1688,1693,1704,1712,1714,1756,1759,1780,1782,1811,1813,1950,1955,1969,1974,2002,2004,2066,2068,2070,2090,2092,2109,2111,2161,2163,2180,2185],[24,1431,27],{"id":26},[29,1433,1435,1465],{"className":1434},[32,33,34],[36,1436,1437,1440,1441,1444,1445,1448,1449,1452,1453,1456,1457,1460,1461,1464],{},[39,1438,1439],{},"⚠️ 重大变更（2026-06\u002F07）："," Windsurf 已于 ",[39,1442,1443],{},"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 ",[39,1446,1447],{},"Cascade 已于 2026-07-01 EOL","，由 Rust 重写的 ",[39,1450,1451],{},"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 ",[39,1454,1455],{},"ACP","（Zed 的 Agent Client Protocol，可跑 Codex \u002F Claude Agent \u002F OpenCode + Devin Local）。",[187,1458,1459],{},"surf"," 命令改为 ",[187,1462,1463],{},"devin-desktop","，定价不变，完整 IDE 能力保留。",[36,1466,1467,1469],{},[39,1468,41],{}," 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。",[57,1471,1472],{},[36,1473,1474],{},"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。",[24,1476,64],{"id":64},[66,1478,1480],{"id":1479},"devin-local接棒-cascade与原-cascade-引擎","Devin Local（接棒 Cascade）与原 Cascade 引擎",[57,1482,1483],{},[36,1484,1485,1488,1489,1492,1493,1495],{},[39,1486,1487],{},"注意","：下文描述的 Cascade 已于 ",[39,1490,1491],{},"2026-07-01 EOL","，由 ",[39,1494,1451],{}," 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。",[36,1497,1498,1499,1501],{},"Cascade 曾是 Windsurf 对标 ",[44,1500,76],{"href":75}," Composer 的多步骤 Agent。两种模式：",[84,1503,1504,1510],{},[87,1505,1506,1509],{},[39,1507,1508],{},"Write 模式","：让 Cascade 实际改代码，多文件编辑",[87,1511,1512,1515],{},[39,1513,1514],{},"Chat 模式","：只问答，不动文件（适合代码理解）",[36,1517,1518,1523],{},[44,1519,1522],{"href":1520,"rel":1521},"https:\u002F\u002Fdocs.devin.ai\u002Fwindsurf\u002Fplugins\u002Fcascade\u002Fcascade-overview",[292],"官方 Cascade 文档"," 公开的能力：",[84,1525,1526,1529,1532,1535],{},[87,1527,1528],{},"每次 prompt 最多 25 次工具调用，超过 type \"continue\" 继续",[87,1530,1531],{},"内置工具：Search、Analyze、Web Search、Terminal、Voice Input",[87,1533,1534],{},"自动探测项目用的包管理器并装依赖",[87,1536,1537],{},"队列消息：Cascade 跑的时候你可以排队下一个指令",[36,1539,1540,1545],{},[44,1541,1544],{"href":1542,"rel":1543},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fwindsurf-overview",[292],"eesel AI 2026 评测"," 实测描述的 Cascade 特点：",[84,1547,1548,1554,1560],{},[87,1549,1550,1553],{},[39,1551,1552],{},"多文件编辑","：rename 一个函数，跨整个项目同步更新调用点",[87,1555,1556,1559],{},[39,1557,1558],{},"终端集成","：跑命令、读输出、看到 error 自动尝试修复",[87,1561,1562,1565],{},[39,1563,1564],{},"迭代调试","：测试失败时不放弃，换个方法再试，循环到通过",[66,1567,1569],{"id":1568},"supercomplete补全速度优势","Supercomplete：补全速度优势",[36,1571,1572,1573,1578],{},"Windsurf 自研补全模型，跑在自家推理基础设施上，",[44,1574,1577],{"href":1575,"rel":1576},"https:\u002F\u002Fpecollective.com\u002Ftools\u002Fwindsurf",[292],"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）。",[66,1580,1582],{"id":1581},"flows上下文聊天","Flows：上下文聊天",[36,1584,1585],{},"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。",[66,1587,1588],{"id":1588},"其他",[84,1590,1591,1597,1603],{},[87,1592,1593,1596],{},[39,1594,1595],{},"Terminal AI","：用自然语言生成 shell 命令（\"重启 docker 并清缓存\"）",[87,1598,1599,1602],{},[39,1600,1601],{},"Voice input","：Cmd\u002FCtrl+L 打开 Cascade，可以语音输入",[87,1604,1605,1608],{},[39,1606,1607],{},"VS Code 扩展兼容","：因为是 VS Code fork，95%+ 的扩展可以直接装",[24,1610,1612],{"id":1611},"价格与运行成本2026-切到-credit-制","价格与运行成本（2026 切到 credit 制）",[36,1614,1615,1619],{},[44,1616,1618],{"href":1575,"rel":1617},[292],"PE Collective 2026-04 评测"," 描述的 credit 系统：",[201,1621,1622,1634],{},[204,1623,1624],{},[207,1625,1626,1628,1630,1632],{},[210,1627,212],{},[210,1629,215],{},[210,1631,272],{},[210,1633,221],{},[223,1635,1636,1648,1661,1675],{},[207,1637,1638,1640,1642,1645],{},[228,1639,230],{},[228,1641,233],{},[228,1643,1644],{},"25 credits\u002F月",[228,1646,1647],{},"比 Cursor Free 体感更可用",[207,1649,1650,1652,1655,1658],{},[228,1651,1359],{},[228,1653,1654],{},"$15\u002F月",[228,1656,1657],{},"500 credits\u002F月",[228,1659,1660],{},"比 Cursor Pro 便宜 $5",[207,1662,1663,1666,1669,1672],{},[228,1664,1665],{},"Team",[228,1667,1668],{},"$30\u002Fseat\u002F月",[228,1670,1671],{},"更多 credits + SSO + 中央账单",[228,1673,1674],{},"中小团队",[207,1676,1677,1679,1682,1685],{},[228,1678,1374],{},[228,1680,1681],{},"联系销售",[228,1683,1684],{},"定制",[228,1686,1687],{},"大企业 \u002F 合规",[36,1689,1690,287],{},[39,1691,1692],{},"Credit 消耗规则（社区共识，非官方明示）",[84,1694,1695,1698,1701],{},[87,1696,1697],{},"Cascade 一次 Write 调用 = 1+ credits（依赖模型 + 工具调用数）",[87,1699,1700],{},"用 GPT-4 \u002F Claude Opus 等 premium 模型 = credit 倍数高",[87,1702,1703],{},"自带补全（Supercomplete）= 不算 credits",[36,1705,1706,1711],{},[44,1707,1710],{"href":1708,"rel":1709},"https:\u002F\u002Fwww.openaitoolshub.org\u002Fen\u002Fblog\u002Fwindsurf-editor-review",[292],"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。",[24,1713,298],{"id":297},[300,1715,1717],{"className":302,"code":1716,"language":304,"meta":305,"style":305},"# macOS\nbrew install --cask windsurf\n\n# Windows \u002F Linux\n# 去 https:\u002F\u002Fwindsurf.com 下载安装包\n",[187,1718,1719,1724,1741,1746,1751],{"__ignoreMap":305},[309,1720,1721],{"class":311,"line":312},[309,1722,1723],{"class":315},"# macOS\n",[309,1725,1726,1730,1734,1738],{"class":311,"line":319},[309,1727,1729],{"class":1728},"sScJk","brew",[309,1731,1733],{"class":1732},"sZZnC"," install",[309,1735,1737],{"class":1736},"sj4cs"," --cask",[309,1739,1740],{"class":1732}," windsurf\n",[309,1742,1743],{"class":311,"line":720},[309,1744,1745],{"emptyLinePlaceholder":744},"\n",[309,1747,1748],{"class":311,"line":771},[309,1749,1750],{"class":315},"# Windows \u002F Linux\n",[309,1752,1753],{"class":311,"line":770},[309,1754,1755],{"class":315},"# 去 https:\u002F\u002Fwindsurf.com 下载安装包\n",[36,1757,1758],{},"打开后：",[324,1760,1761,1764,1767,1774,1777],{},[87,1762,1763],{},"用 GitHub \u002F Google 账号登录（国内可能需要代理过验证）",[87,1765,1766],{},"选择主题（VS Code 用户零迁移成本）",[87,1768,1769,1770,1773],{},"打开项目目录 → ",[187,1771,1772],{},"Cmd\u002FCtrl+L"," 调出 Cascade",[87,1775,1776],{},"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\"",[87,1778,1779],{},"等 Cascade 索引完（几十秒到几分钟，看项目大小）",[24,1781,343],{"id":343},[324,1783,1784,1790,1796,1801],{},[87,1785,1786,1789],{},[39,1787,1788],{},"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",[87,1791,1792,1795],{},[39,1793,1794],{},"网络","：模型推理在境外，没代理时 Cascade 会卡顿到不可用",[87,1797,1798,1800],{},[39,1799,356],{},"：Pro 订阅只收海外卡，第三方代付方案少（不像 Cursor 有成熟代理）",[87,1802,1803,287,1805,1807,1808,1810],{},[39,1804,362],{},[44,1806,367],{"href":366},"（字节 IDE，国内访问无门槛）或 ",[44,1809,76],{"href":75},"（生态更成熟）",[24,1812,378],{"id":378},[201,1814,1815,1837],{},[204,1816,1817],{},[207,1818,1819,1821,1823,1827,1831],{},[210,1820,387],{},[210,1822,81],{},[210,1824,1825],{},[44,1826,76],{"href":75},[210,1828,1829],{},[44,1830,367],{"href":366},[210,1832,1833],{},[44,1834,1836],{"href":1835},"\u002Fcoding\u002Fide\u002Fzed.html","Zed",[223,1838,1839,1856,1870,1884,1898,1910,1923,1935],{},[207,1840,1841,1844,1847,1850,1853],{},[228,1842,1843],{},"Agent 模式",[228,1845,1846],{},"Cascade（激进）",[228,1848,1849],{},"Composer（保守）",[228,1851,1852],{},"类 Composer",[228,1854,1855],{},"ACP 协议接入",[207,1857,1858,1861,1864,1866,1868],{},[228,1859,1860],{},"补全速度",[228,1862,1863],{},"★★★★★ 自研模型",[228,1865,467],{},[228,1867,467],{},[228,1869,467],{},[207,1871,1872,1874,1877,1879,1882],{},[228,1873,488],{},[228,1875,1876],{},"★★★★☆ 25 credits",[228,1878,434],{},[228,1880,1881],{},"★★★★★ 中国无限制",[228,1883,467],{},[207,1885,1886,1889,1891,1893,1896],{},[228,1887,1888],{},"Pro 价格",[228,1890,1654],{},[228,1892,247],{},[228,1894,1895],{},"国内免费",[228,1897,247],{},[207,1899,1900,1902,1904,1906,1908],{},[228,1901,503],{},[228,1903,434],{},[228,1905,434],{},[228,1907,464],{},[228,1909,434],{},[207,1911,1912,1915,1917,1919,1921],{},[228,1913,1914],{},"多文件改动激进度",[228,1916,464],{},[228,1918,467],{},[228,1920,467],{},[228,1922,434],{},[207,1924,1925,1927,1929,1931,1933],{},[228,1926,458],{},[228,1928,467],{},[228,1930,464],{},[228,1932,467],{},[228,1934,467],{},[207,1936,1937,1940,1943,1945,1947],{},[228,1938,1939],{},"生态（VS Code 扩展）",[228,1941,1942],{},"★★★★★ fork",[228,1944,1942],{},[228,1946,1942],{},[228,1948,1949],{},"★★★☆☆ 自家",[36,1951,1952,287],{},[39,1953,1954],{},"选 Windsurf 如果你",[84,1956,1957,1960,1963,1966],{},[87,1958,1959],{},"看重补全速度 + 多文件 Agent 的激进度",[87,1961,1962],{},"海外开发者 \u002F 已经能搞定支付和网络",[87,1964,1965],{},"免费档已经够用、不想付费",[87,1967,1968],{},"跑 Cursor 卡顿，想换个推理基础设施",[36,1970,1971,287],{},[39,1972,1973],{},"别选 Windsurf 如果你",[84,1975,1976,1980,1986,1995],{},[87,1977,550,1978,544],{},[44,1979,367],{"href":366},[87,1981,1982,1983,1985],{},"重度使用 + 预算敏感（credit 制不划算，",[44,1984,76],{"href":75}," 月费固定）",[87,1987,1988,1989,77,1991,544],{},"终端原生使用者（",[44,1990,404],{"href":403},[44,1992,1994],{"href":1993},"\u002Fcoding\u002Fcli\u002Faider.html","Aider",[87,1996,1997,1998,544],{},"完全开源洁癖（",[44,1999,2001],{"href":2000},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue.dev",[24,2003,558],{"id":558},[84,2005,2006,2012,2022,2032,2042,2054,2060],{},[87,2007,2008,2011],{},[39,2009,2010],{},"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",[87,2013,2014,2017,2018,2021],{},[39,2015,2016],{},"Cascade 比 Composer 更敢动手","：写得激进的同时",[39,2019,2020],{},"犯错也更多","，commit 频率要拉高，方便回滚",[87,2023,2024,2027,2028,2031],{},[39,2025,2026],{},"多窗口隔离","：根据 ",[44,2029,1710],{"href":1708,"rel":2030},[292]," 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",[87,2033,2034,287,2037,2041],{},[39,2035,2036],{},"Cascade 写文件失败的\"flaky\"",[44,2038,2040],{"href":1542,"rel":2039},[292],"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",[87,2043,2044,2047,2048,2050,2051,2053],{},[39,2045,2046],{},"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 ",[187,2049,1459],{}," 命令要改为 ",[187,2052,1463],{},"，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",[87,2055,2056,2059],{},[39,2057,2058],{},"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",[87,2061,2062,2065],{},[39,2063,2064],{},"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",[24,2067,607],{"id":606},[36,2069,610],{},[84,2071,2072,2078,2081,2084,2087],{},[87,2073,2074,2075,2077],{},"想用比 ",[44,2076,76],{"href":75}," 更激进的 Agent 模式",[87,2079,2080],{},"重视补全的瞬时响应",[87,2082,2083],{},"海外开发者 \u002F 能稳定上代理",[87,2085,2086],{},"VS Code 用户想\"原地升级\"",[87,2088,2089],{},"团队规模中小（5-20 人），SSO 需求",[36,2091,627],{},[84,2093,2094,2099,2103,2106],{},[87,2095,641,2096,2098],{},[44,2097,367],{"href":366}," 更顺）",[87,2100,646,2101,544],{},[44,2102,404],{"href":403},[87,2104,2105],{},"需要私有部署 \u002F 数据不出网",[87,2107,2108],{},"反对一切 credit 制",[24,2110,651],{"id":651},[84,2112,2113,2123,2135,2147],{},[87,2114,1227,2115,77,2119],{},[44,2116,2118],{"href":2117},"\u002Fnews\u002F2026\u002Fwindsurf-devin-desktop.html","Windsurf 更名 Devin Desktop，Cascade 退役",[44,2120,2122],{"href":2121},"\u002Fnews\u002F2026\u002Fwindsurf-acquisition.html","Windsurf 被 Cognition 收购始末",[87,2124,656,2125,77,2127,77,2129,77,2131,77,2133],{},[44,2126,76],{"href":75},[44,2128,367],{"href":366},[44,2130,1836],{"href":1835},[44,2132,404],{"href":403},[44,2134,123],{"href":122},[87,2136,669,2137,77,2139,77,2143],{},[44,2138,673],{"href":672},[44,2140,2142],{"href":2141},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[44,2144,2146],{"href":2145},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[87,2148,684,2149,77,2153,77,2157],{},[44,2150,2152],{"href":2151},"\u002Fmodels\u002Fgpt-5-6.html","GPT-5.6",[44,2154,2156],{"href":2155},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5",[44,2158,2160],{"href":2159},"\u002Fmodels\u002Fdeepseek-v4.html","DeepSeek V4",[24,2162,694],{"id":694},[84,2164,2165,2171,2177],{},[87,2166,699,2167],{},[44,2168,2169],{"href":2169,"rel":2170},"https:\u002F\u002Fwindsurf.com",[292],[87,2172,2173,2174],{},"Cascade 文档：",[44,2175,1520],{"href":1520,"rel":2176},[292],[87,2178,2179],{},"第三方评测：vibecoding.app \u002F eesel.ai \u002F openaitoolshub.org \u002F pecollective.com",[36,2181,2182,2183,714],{},"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 ",[44,2184,713],{"href":712},[716,2186,2187],{},"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":305,"searchDepth":720,"depth":720,"links":2189},[2190,2191,2197,2198,2199,2200,2201,2202,2203,2204],{"id":26,"depth":319,"text":27},{"id":64,"depth":319,"text":64,"children":2192},[2193,2194,2195,2196],{"id":1479,"depth":720,"text":1480},{"id":1568,"depth":720,"text":1569},{"id":1581,"depth":720,"text":1582},{"id":1588,"depth":720,"text":1588},{"id":1611,"depth":319,"text":1612},{"id":297,"depth":319,"text":298},{"id":343,"depth":319,"text":343},{"id":378,"depth":319,"text":378},{"id":558,"depth":319,"text":558},{"id":606,"depth":319,"text":607},{"id":651,"depth":319,"text":651},{"id":694,"depth":319,"text":694},"\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。",[746,747],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf",[753,754,755],[2212,2215,2218,2220],{"plan":230,"price":233,"limit":2213,"cn_pay":498,"note":2214},"25 credits\u002F月，Cascade 基础访问","比 Cursor Free 体感强",{"plan":1359,"price":1654,"limit":2216,"cn_pay":761,"note":2217},"500 credits\u002F月，多模型","比 Cursor 便宜 $5",{"plan":1665,"price":1668,"limit":2219,"cn_pay":764,"note":1674},"更高 credit + SSO",{"plan":1374,"price":1681,"limit":2221,"cn_pay":498,"note":2222},"VPC \u002F 审计 \u002F SOC2","大企业","Free 25 credits \u002F Pro $15\u002Fmo 500 credits \u002F Team $30\u002Fseat",[1386,1387,1389,1390],{"power":770,"ux":770,"price":771,"cn_support":720,"stability":771},{"title":1423,"description":2206},"Windsurf 评测 2026：Codeium 出品 AI IDE，现已更名 Devin Desktop",[2229,2231,2233,2236,2238,2240,2242],{"title":2230,"url":2169},"Windsurf 官方",{"title":2232,"url":1520},"Cascade 官方文档",{"title":2234,"url":2235},"Windsurf Review 2026 (vibecoding.app)","https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fwindsurf-review",{"title":2237,"url":1542},"Windsurf 评测 - eesel AI",{"title":2239,"url":1708},"Windsurf Honest Assessment",{"title":2241,"url":1575},"PE Collective 2026 Review",{"title":2243,"url":2244},"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",[738,786,2248,791,2249],"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",{"id":2254,"title":404,"alternatives":2255,"api_compatible":2257,"body":2258,"category":3461,"chinese_friendly":720,"cover":3462,"description":3463,"domestic":741,"extension":742,"faq":743,"free":741,"github":3419,"languages":3464,"lastVerified":748,"meta":3465,"models":3466,"navigation":744,"notSuitable":3469,"opensource":741,"path":3473,"pillar":751,"platforms":3474,"priceTable":3475,"pricing":3493,"published":1379,"relatedPlaybooks":743,"relatedReviews":3494,"score":3499,"self_host":741,"seo":3500,"seoTitle":3501,"slug":14,"sources":3502,"stem":3515,"suitable":3516,"tagline":3522,"tags":3523,"updated":1417,"verdict":3526,"website":3405,"__hash__":3527},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[799,2256,1426],"coding\u002Fcli\u002Faider",[802],{"type":21,"value":2259,"toc":3444},[2260,2262,2306,2311,2313,2317,2327,2357,2360,2364,2371,2406,2421,2425,2428,2583,2601,2605,2614,2693,2696,2700,2714,2716,2731,2811,2814,2831,2844,2852,2854,3014,3016,3056,3058,3210,3215,3229,3234,3252,3254,3350,3352,3397,3399,3437,3441],[24,2261,27],{"id":26},[29,2263,2265,2274,2285],{"className":2264},[32,33,34],[36,2266,2267,2269,2270,2273],{},[39,2268,41],{}," 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 ",[187,2271,2272],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[36,2275,2276,2277,2280,2281,2284],{},"最大价值是 ",[39,2278,2279],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[39,2282,2283],{},"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。",[36,2286,2287,2290,2291,2293,2294,2297,2298,2301,2302,2305],{},[39,2288,2289],{},"2026-07 最新进展","：核心模型已升级为 ",[44,2292,2156],{"href":2155},"（复杂任务用 Opus 4.8），1M 上下文；新增 ",[187,2295,2296],{},"\u002Ffork","（复制会话到后台并行）、",[187,2299,2300],{},"\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。",[39,2303,2304],{},"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。",[57,2307,2308],{},[36,2309,2310],{},"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。",[24,2312,64],{"id":64},[66,2314,2316],{"id":2315},"终端原生的-agent-体验","终端原生的 Agent 体验",[36,2318,2319,2320,2323,2324,2326],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[39,2321,2322],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[187,2325,2272],{},"，就进入了一个能读你整个 codebase 的对话环境。",[300,2328,2330],{"className":302,"code":2329,"language":304,"meta":305,"style":305},"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",[187,2331,2332,2340,2347],{"__ignoreMap":305},[309,2333,2334,2337],{"class":311,"line":312},[309,2335,2336],{"class":1736},"cd",[309,2338,2339],{"class":1732}," your-project\n",[309,2341,2342,2344],{"class":311,"line":319},[309,2343,2272],{"class":1728},[309,2345,2346],{"class":315},"                          # 进入交互模式\n",[309,2348,2349,2353],{"class":311,"line":720},[309,2350,2352],{"class":2351},"szBVR",">",[309,2354,2356],{"class":2355},"sVt8B"," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[36,2358,2359],{},"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。",[66,2361,2363],{"id":2362},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[36,2365,2366,2367,2370],{},"Claude Code 2.x 引入了 ",[44,2368,2369],{"href":672},"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：",[300,2372,2374],{"className":302,"code":2373,"language":304,"meta":305,"style":305},"\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",[187,2375,2376,2383,2390,2398],{"__ignoreMap":305},[309,2377,2378,2380],{"class":311,"line":312},[309,2379,2300],{"class":1728},[309,2381,2382],{"class":315},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[309,2384,2385,2387],{"class":311,"line":319},[309,2386,2296],{"class":1728},[309,2388,2389],{"class":315},"               # 复制当前会话到后台并行推进\n",[309,2391,2392,2395],{"class":311,"line":720},[309,2393,2394],{"class":1728},"\u002Fagents",[309,2396,2397],{"class":315},"             # 管理子代理\n",[309,2399,2400,2403],{"class":311,"line":771},[309,2401,2402],{"class":1728},"\u002Ftasks",[309,2404,2405],{"class":315},"              # 列出后台运行的子代理\n",[36,2407,2408,2409,2414,2415,2417,2418,2420],{},"据 ",[44,2410,2413],{"href":2411,"rel":2412},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[292],"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，",[187,2416,2300],{}," 取代了旧的内联子 agent 写法，",[187,2419,2296],{}," 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。",[66,2422,2424],{"id":2423},"slash-命令生产力关键","Slash 命令（生产力关键）",[36,2426,2427],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[201,2429,2430,2440],{},[204,2431,2432],{},[207,2433,2434,2437],{},[210,2435,2436],{},"命令",[210,2438,2439],{},"用途",[223,2441,2442,2456,2466,2479,2489,2499,2509,2519,2529,2539,2549,2559,2569],{},[207,2443,2444,2449],{},[228,2445,2446],{},[187,2447,2448],{},"\u002Finit",[228,2450,2451,2452,2455],{},"第一次进入仓库时跑，生成 ",[187,2453,2454],{},"CLAUDE.md","（项目记忆）",[207,2457,2458,2463],{},[228,2459,2460],{},[187,2461,2462],{},"\u002Fmemory",[228,2464,2465],{},"编辑长期记忆",[207,2467,2468,2473],{},[228,2469,2470],{},[187,2471,2472],{},"\u002Fclear",[228,2474,2475,2476,544],{},"清空当前对话，重新开始（",[39,2477,2478],{},"最被低估的命令",[207,2480,2481,2486],{},[228,2482,2483],{},[187,2484,2485],{},"\u002Fcompact",[228,2487,2488],{},"长对话压缩，挽救快爆炸的 context window",[207,2490,2491,2496],{},[228,2492,2493],{},[187,2494,2495],{},"\u002Fcontext",[228,2497,2498],{},"显示当前 context 用量",[207,2500,2501,2506],{},[228,2502,2503],{},[187,2504,2505],{},"\u002Fplan",[228,2507,2508],{},"切到 plan 模式（只规划不执行）",[207,2510,2511,2516],{},[228,2512,2513],{},[187,2514,2515],{},"\u002Fmodel",[228,2517,2518],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[207,2520,2521,2526],{},[228,2522,2523],{},[187,2524,2525],{},"\u002Fdiff",[228,2527,2528],{},"看本轮所有改动",[207,2530,2531,2536],{},[228,2532,2533],{},[187,2534,2535],{},"\u002Fcode-review",[228,2537,2538],{},"对 diff 跑代码审查",[207,2540,2541,2546],{},[228,2542,2543],{},[187,2544,2545],{},"\u002Frewind",[228,2547,2548],{},"回滚到任意 checkpoint（代码 + 对话）",[207,2550,2551,2556],{},[228,2552,2553],{},[187,2554,2555],{},"\u002Fmcp",[228,2557,2558],{},"管理 MCP 服务器",[207,2560,2561,2566],{},[228,2562,2563],{},[187,2564,2565],{},"\u002Fdoctor",[228,2567,2568],{},"排查环境问题",[207,2570,2571,2580],{},[228,2572,2573,2576,2577],{},[187,2574,2575],{},"\u002Fresume"," ",[187,2578,2579],{},"\u002Fbranch",[228,2581,2582],{},"回到 \u002F fork 历史对话",[36,2584,2585,2590,2591,2593,2594,2596,2597,2600],{},[44,2586,2589],{"href":2587,"rel":2588},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[292],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[187,2592,2485],{},"（每 20-30 分钟一次防止 context drift）、",[187,2595,2472],{},"（新任务开新会话）、自定义命令（写在 ",[187,2598,2599],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[66,2602,2604],{"id":2603},"mcp-集成一等公民","MCP 集成（一等公民）",[36,2606,2607,2609,2610,2613],{},[44,2608,175],{"href":174}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[187,2611,2612],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[300,2615,2619],{"className":2616,"code":2617,"language":2618,"meta":305,"style":305},"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",[187,2620,2621,2626,2634,2641,2655,2675,2681,2687],{"__ignoreMap":305},[309,2622,2623],{"class":311,"line":312},[309,2624,2625],{"class":2355},"{\n",[309,2627,2628,2631],{"class":311,"line":319},[309,2629,2630],{"class":1736},"  \"mcpServers\"",[309,2632,2633],{"class":2355},": {\n",[309,2635,2636,2639],{"class":311,"line":720},[309,2637,2638],{"class":1736},"    \"postgres\"",[309,2640,2633],{"class":2355},[309,2642,2643,2646,2649,2652],{"class":311,"line":771},[309,2644,2645],{"class":1736},"      \"command\"",[309,2647,2648],{"class":2355},": ",[309,2650,2651],{"class":1732},"\"npx\"",[309,2653,2654],{"class":2355},",\n",[309,2656,2657,2660,2663,2666,2669,2672],{"class":311,"line":770},[309,2658,2659],{"class":1736},"      \"args\"",[309,2661,2662],{"class":2355},": [",[309,2664,2665],{"class":1732},"\"@modelcontextprotocol\u002Fserver-postgres\"",[309,2667,2668],{"class":2355},", ",[309,2670,2671],{"class":1732},"\"postgresql:\u002F\u002F...\"",[309,2673,2674],{"class":2355},"]\n",[309,2676,2678],{"class":311,"line":2677},6,[309,2679,2680],{"class":2355},"    }\n",[309,2682,2684],{"class":311,"line":2683},7,[309,2685,2686],{"class":2355},"  }\n",[309,2688,2690],{"class":311,"line":2689},8,[309,2691,2692],{"class":2355},"}\n",[36,2694,2695],{},"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。",[66,2697,2699],{"id":2698},"后台-远程模式","后台 \u002F 远程模式",[36,2701,2702,2705,2706,2709,2710,2713],{},[187,2703,2704],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[187,2707,2708],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[187,2711,2712],{},"\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\"。",[24,2715,199],{"id":199},[36,2717,2718,2719,2724,2725,2730],{},"根据 ",[44,2720,2723],{"href":2721,"rel":2722},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[292],"explainx.ai 2026-06 评测"," 和 ",[44,2726,2729],{"href":2727,"rel":2728},"https:\u002F\u002Fclaude.com\u002Fpricing",[292],"Anthropic 官方定价"," 整理：",[201,2732,2733,2745],{},[204,2734,2735],{},[207,2736,2737,2740,2742],{},[210,2738,2739],{},"路径",[210,2741,215],{},[210,2743,2744],{},"适用场景",[223,2746,2747,2760,2772,2785,2798],{},[207,2748,2749,2754,2757],{},[228,2750,2751],{},[39,2752,2753],{},"BYOK（自带 API key）",[228,2755,2756],{},"按 token 计费",[228,2758,2759],{},"全自由，但单月烧到 $500+ 也常见",[207,2761,2762,2766,2769],{},[228,2763,2764],{},[39,2765,1359],{},[228,2767,2768],{},"$20\u002F月（年付 ~$17）",[228,2770,2771],{},"个人开发者，每天 1-4 小时",[207,2773,2774,2779,2782],{},[228,2775,2776],{},[39,2777,2778],{},"Max 5x",[228,2780,2781],{},"$100\u002F月",[228,2783,2784],{},"重度用户 + Opus 模型访问",[207,2786,2787,2792,2795],{},[228,2788,2789],{},[39,2790,2791],{},"Max 20x",[228,2793,2794],{},"$200\u002F月",[228,2796,2797],{},"8h+ agentic 工作流 \u002F 团队共享",[207,2799,2800,2805,2808],{},[228,2801,2802],{},[39,2803,2804],{},"Team Premium",[228,2806,2807],{},"$100\u002Fseat 年付 \u002F $125 月付",[228,2809,2810],{},"团队，含管理",[36,2812,2813],{},"API token 价格（2026-07 公开数据）：",[84,2815,2816,2822,2828],{},[87,2817,2818,2821],{},[39,2819,2820],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[87,2823,2824,2827],{},[39,2825,2826],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[87,2829,2830],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[57,2832,2833],{},[36,2834,2835,2836,2839,2840,2843],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[39,2837,2838],{},"87.6%","、Sonnet 5 ",[39,2841,2842],{},"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。",[36,2845,2846,2851],{},[44,2847,2850],{"href":2848,"rel":2849},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[292],"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。",[24,2853,298],{"id":297},[300,2855,2857],{"className":302,"code":2856,"language":304,"meta":305,"style":305},"# 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",[187,2858,2859,2864,2881,2885,2890,2901,2905,2910,2923,2928,2934,2942,2956,2962,2977,2982,2988,2995,3006],{"__ignoreMap":305},[309,2860,2861],{"class":311,"line":312},[309,2862,2863],{"class":315},"# macOS \u002F Linux \u002F Windows (WSL)\n",[309,2865,2866,2869,2872,2875,2878],{"class":311,"line":319},[309,2867,2868],{"class":1728},"curl",[309,2870,2871],{"class":1736}," -fsSL",[309,2873,2874],{"class":1732}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[309,2876,2877],{"class":2351}," |",[309,2879,2880],{"class":1728}," bash\n",[309,2882,2883],{"class":311,"line":720},[309,2884,1745],{"emptyLinePlaceholder":744},[309,2886,2887],{"class":311,"line":771},[309,2888,2889],{"class":315},"# macOS 用 Homebrew\n",[309,2891,2892,2894,2896,2898],{"class":311,"line":770},[309,2893,1729],{"class":1728},[309,2895,1733],{"class":1732},[309,2897,1737],{"class":1736},[309,2899,2900],{"class":1732}," claude-code\n",[309,2902,2903],{"class":311,"line":2677},[309,2904,1745],{"emptyLinePlaceholder":744},[309,2906,2907],{"class":311,"line":2683},[309,2908,2909],{"class":315},"# Windows PowerShell\n",[309,2911,2912,2915,2918,2920],{"class":311,"line":2689},[309,2913,2914],{"class":1728},"irm",[309,2916,2917],{"class":1732}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[309,2919,2877],{"class":2351},[309,2921,2922],{"class":1728}," iex\n",[309,2924,2926],{"class":311,"line":2925},9,[309,2927,1745],{"emptyLinePlaceholder":744},[309,2929,2931],{"class":311,"line":2930},10,[309,2932,2933],{"class":315},"# 验证 + 登录\n",[309,2935,2937,2939],{"class":311,"line":2936},11,[309,2938,2272],{"class":1728},[309,2940,2941],{"class":1736}," --version\n",[309,2943,2945,2947,2950,2953],{"class":311,"line":2944},12,[309,2946,2272],{"class":1728},[309,2948,2949],{"class":1732}," auth",[309,2951,2952],{"class":1732}," login",[309,2954,2955],{"class":315},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[309,2957,2959],{"class":311,"line":2958},13,[309,2960,2961],{"class":315},"# 或用 API key\n",[309,2963,2965,2968,2971,2974],{"class":311,"line":2964},14,[309,2966,2967],{"class":2351},"export",[309,2969,2970],{"class":2355}," ANTHROPIC_API_KEY",[309,2972,2973],{"class":2351},"=",[309,2975,2976],{"class":2355},"sk-ant-...\n",[309,2978,2980],{"class":311,"line":2979},15,[309,2981,1745],{"emptyLinePlaceholder":744},[309,2983,2985],{"class":311,"line":2984},16,[309,2986,2987],{"class":315},"# 进项目，启动\n",[309,2989,2991,2993],{"class":311,"line":2990},17,[309,2992,2336],{"class":1736},[309,2994,2339],{"class":1732},[309,2996,2998,3000,3003],{"class":311,"line":2997},18,[309,2999,2272],{"class":1728},[309,3001,3002],{"class":1732}," \u002Finit",[309,3004,3005],{"class":315},"               # 生成 CLAUDE.md\n",[309,3007,3009,3011],{"class":311,"line":3008},19,[309,3010,2272],{"class":1728},[309,3012,3013],{"class":315},"                     # 进入交互模式\n",[24,3015,343],{"id":343},[324,3017,3018,3024,3029,3034],{},[87,3019,3020,3023],{},[39,3021,3022],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[87,3025,3026,3028],{},[39,3027,356],{},"：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",[87,3030,3031,3033],{},[39,3032,1794],{},"：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[87,3035,3036,3038,3039,3041,3042,3046,3047,77,3051,3055],{},[39,3037,362],{},"：用 ",[44,3040,1994],{"href":1993}," 或 ",[44,3043,3045],{"href":3044},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[44,3048,3050],{"href":3049},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[44,3052,3054],{"href":3053},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[24,3057,378],{"id":378},[201,3059,3060,3082],{},[204,3061,3062],{},[207,3063,3064,3066,3068,3072,3078],{},[210,3065,387],{},[210,3067,404],{},[210,3069,3070],{},[44,3071,76],{"href":75},[210,3073,3074],{},[44,3075,3077],{"href":3076},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[210,3079,3080],{},[44,3081,1994],{"href":1993},[223,3083,3084,3099,3112,3130,3151,3165,3179,3196],{},[207,3085,3086,3088,3091,3094,3097],{},[228,3087,1076],{},[228,3089,3090],{},"CLI（IDE 无关）",[228,3092,3093],{},"AI-first IDE",[228,3095,3096],{},"CLI",[228,3098,3096],{},[207,3100,3101,3104,3106,3108,3110],{},[228,3102,3103],{},"长任务能力",[228,3105,464],{},[228,3107,467],{},[228,3109,467],{},[228,3111,434],{},[207,3113,3114,3117,3124,3126,3128],{},[228,3115,3116],{},"上下文管理",[228,3118,3119,3120,2576,3122],{},"★★★★★ ",[187,3121,2485],{},[187,3123,2472],{},[228,3125,467],{},[228,3127,467],{},[228,3129,434],{},[207,3131,3132,3135,3143,3146,3149],{},[228,3133,3134],{},"子代理 \u002F 并行",[228,3136,3137,3138,2576,3140,544],{},"✅（",[187,3139,2394],{},[187,3141,3142],{},"\u002Fbatch",[228,3144,3145],{},"部分（Bug bot）",[228,3147,3148],{},"⚠️ 有限",[228,3150,1356],{},[207,3152,3153,3156,3159,3161,3163],{},[228,3154,3155],{},"MCP 支持",[228,3157,3158],{},"★★★★★ 一等公民",[228,3160,467],{},[228,3162,434],{},[228,3164,1356],{},[207,3166,3167,3170,3172,3174,3176],{},[228,3168,3169],{},"Git 集成",[228,3171,467],{},[228,3173,434],{},[228,3175,434],{},[228,3177,3178],{},"★★★★★ 每改即 commit",[207,3180,3181,3184,3187,3190,3193],{},[228,3182,3183],{},"国内门槛",[228,3185,3186],{},"高（账号+支付+网络）",[228,3188,3189],{},"高（账号+支付）",[228,3191,3192],{},"高",[228,3194,3195],{},"低（BYOK 国产模型）",[207,3197,3198,3200,3203,3205,3207],{},[228,3199,215],{},[228,3201,3202],{},"$20-$200\u002F月",[228,3204,247],{},[228,3206,3202],{},[228,3208,3209],{},"仅 API 成本",[36,3211,3212,287],{},[39,3213,3214],{},"选 Claude Code 如果你",[84,3216,3217,3220,3223,3226],{},[87,3218,3219],{},"重视长任务自主性 + 上下文管理",[87,3221,3222],{},"JetBrains \u002F Vim 用户，不想换 IDE",[87,3224,3225],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[87,3227,3228],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[36,3230,3231,287],{},[39,3232,3233],{},"别选 Claude Code 如果你",[84,3235,3236,3242,3247],{},[87,3237,3238,3239,3241],{},"国内、个人、预算紧（去 ",[44,3240,1994],{"href":1993}," + DeepSeek）",[87,3243,3244,3245,544],{},"想要纯 IDE 内 inline 体验（",[44,3246,76],{"href":75},[87,3248,3249,3250,544],{},"主要写补全而非 agent 任务（",[44,3251,123],{"href":122},[24,3253,558],{"id":558},[84,3255,3256,3269,3284,3298,3306,3324,3338,3344],{},[87,3257,3258,3264,3265,3268],{},[39,3259,3260,3263],{},[187,3261,3262],{},"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 ",[187,3266,3267],{},"env | grep ANTHROPIC"," 检查",[87,3270,3271,3277,3278,3280,3281,3283],{},[39,3272,3273,3274,3276],{},"长会话不 ",[187,3275,2485],{}," 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 ",[187,3279,2485],{}," 一次或 ",[187,3282,2472],{}," 开新会话",[87,3285,3286,3291,3292,3297],{},[39,3287,3288,3290],{},[187,3289,2515],{}," 切换是个坑","：跨模型切会丢部分 context ",[44,3293,3296],{"href":3294,"rel":3295},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[292],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[87,3299,3300,3305],{},[39,3301,3302,3304],{},[187,3303,2448],{}," 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",[87,3307,3308,3313,3314,2576,3317,2576,3320,3323],{},[39,3309,3310,3312],{},[187,3311,2599],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[187,3315,3316],{},"\u002Fdeploy",[187,3318,3319],{},"\u002Fmigrate",[187,3321,3322],{},"\u002Freview-pr","，提交进 git",[87,3325,3326,3329,3330,3333,3334,3337],{},[39,3327,3328],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[187,3331,3332],{},"--permission-mode plan"," 或开 ",[187,3335,3336],{},"acceptEdits"," 但配合 git worktree",[87,3339,3340,3343],{},[39,3341,3342],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[87,3345,3346,3349],{},[39,3347,3348],{},"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",[24,3351,651],{"id":651},[84,3353,3354,3366,3378,3388],{},[87,3355,656,3356,77,3358,77,3360,77,3362,77,3364],{},[44,3357,76],{"href":75},[44,3359,81],{"href":80},[44,3361,3077],{"href":3076},[44,3363,1994],{"href":1993},[44,3365,3045],{"href":3044},[87,3367,669,3368,77,3370,77,3372,77,3374],{},[44,3369,673],{"href":672},[44,3371,2146],{"href":2145},[44,3373,175],{"href":174},[44,3375,3377],{"href":3376},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[87,3379,684,3380,77,3382,77,3384],{},[44,3381,2156],{"href":2155},[44,3383,691],{"href":690},[44,3385,3387],{"href":3386},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[87,3389,3390,3391,77,3393],{},"进阶：",[44,3392,2142],{"href":2141},[44,3394,3396],{"href":3395},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[24,3398,694],{"id":694},[84,3400,3401,3407,3414,3421,3428,3434],{},[87,3402,699,3403],{},[44,3404,3405],{"href":3405,"rel":3406},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[292],[87,3408,3409,3410],{},"官方文档：",[44,3411,3412],{"href":3412,"rel":3413},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[292],[87,3415,3416,3417],{},"GitHub：",[44,3418,3419],{"href":3419,"rel":3420},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[292],[87,3422,3423,3424],{},"CLI Reference：",[44,3425,3426],{"href":3426,"rel":3427},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[292],[87,3429,3430,3431],{},"官方定价：",[44,3432,2727],{"href":2727,"rel":3433},[292],[87,3435,3436],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[36,3438,2182,3439,714],{},[44,3440,713],{"href":712},[716,3442,3443],{},"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":305,"searchDepth":720,"depth":720,"links":3445},[3446,3447,3454,3455,3456,3457,3458,3459,3460],{"id":26,"depth":319,"text":27},{"id":64,"depth":319,"text":64,"children":3448},[3449,3450,3451,3452,3453],{"id":2315,"depth":720,"text":2316},{"id":2362,"depth":720,"text":2363},{"id":2423,"depth":720,"text":2424},{"id":2603,"depth":720,"text":2604},{"id":2698,"depth":720,"text":2699},{"id":199,"depth":319,"text":199},{"id":297,"depth":319,"text":298},{"id":343,"depth":319,"text":343},{"id":378,"depth":319,"text":378},{"id":558,"depth":319,"text":558},{"id":651,"depth":319,"text":651},{"id":694,"depth":319,"text":694},"cli","\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。",[747],{},[1340,3467,3468],"claude-opus-4-8","claude-haiku-4",[3470,3471,3472],"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",[754,755,753],[3476,3482,3486,3489],{"plan":3477,"price":3478,"limit":3479,"cn_pay":3480,"note":3481},"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":3483,"price":247,"limit":3484,"cn_pay":761,"note":3485},"Claude Pro","约 1-4 小时\u002F天活跃编码","网页 + Code 共享额度",{"plan":3487,"price":2781,"limit":3488,"cn_pay":761,"note":267},"Claude Max 5x","Pro 的 5 倍 + Opus 接入",{"plan":3490,"price":2794,"limit":3491,"cn_pay":761,"note":3492},"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",[1385,3495,3496,3497,3498,1386],"aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review",{"power":770,"ux":771,"price":720,"cn_support":319,"stability":771},{"title":404,"description":3463},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[3503,3505,3506,3508,3511,3513],{"title":3504,"url":3412},"Claude Code 官方文档",{"title":2729,"url":2727},{"title":3507,"url":3426},"Claude Code CLI Reference",{"title":3509,"url":3510},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":3512,"url":2411},"Claude Code Cheat Sheet 2026",{"title":3514,"url":3419},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[3517,3518,3519,3520,3521],"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",[3461,786,3524,802,3525,1414],"terminal","long-task","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":3529,"title":666,"alternatives":3530,"api_compatible":3531,"body":3533,"category":3461,"chinese_friendly":720,"cover":4103,"description":4104,"domestic":741,"extension":742,"faq":4105,"free":744,"github":4077,"languages":4118,"lastVerified":748,"meta":4119,"models":4120,"navigation":744,"notSuitable":4123,"opensource":744,"path":4127,"pillar":751,"platforms":4128,"priceTable":4129,"pricing":4142,"published":4143,"relatedPlaybooks":4144,"relatedReviews":743,"score":4146,"self_host":741,"seo":4147,"seoTitle":4148,"slug":15,"sources":4149,"stem":4154,"suitable":4155,"tagline":4160,"tags":4161,"updated":4143,"verdict":4164,"website":4070,"__hash__":4165},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fgemini-cli.md",[14,799,2256],[790,3532],"vertex-ai",{"type":21,"value":3534,"toc":4087},[3535,3537,3551,3554,3560,3563,3583,3586,3640,3643,3646,3728,3731,3780,3783,3787,3790,3809,3812,3815,3819,3827,3830,3834,3840,3843,3847,3885,3888,3890,4000,4005,4019,4021,4053,4055,4061,4063,4079,4084],[24,3536,27],{"id":26},[29,3538,3540,3548],{"className":3539},[32,33,34],[36,3541,3542,3544,3545,832],{},[39,3543,41],{}," Gemini CLI 是 Google 官方开源的终端 AI Agent。它把 Gemini 模型、文件读写、shell、web fetch、Google Search grounding 和 MCP 接到一个命令行工具里，最大卖点是 ",[39,3546,3547],{},"1M token 上下文 + 个人账号免费额度",[36,3549,3550],{},"如果你已经在用 Claude Code \u002F Codex CLI，Gemini CLI 不一定替代它们，但很适合作为「第二意见」「低成本大仓库阅读」「联网查新资料」的工具。",[24,3552,3553],{"id":3553},"它是什么",[36,3555,3556,3557,3559],{},"Gemini CLI 是一个 Apache-2.0 开源的终端 Agent。使用方式和 Claude Code \u002F Codex CLI 类似：进入项目目录，运行 ",[187,3558,790],{},"，然后用自然语言让它读文件、解释架构、修改代码、跑命令、调试错误。",[36,3561,3562],{},"它的特点不是「最强代码生成」，而是三件事：",[324,3564,3565,3571,3577],{},[87,3566,3567,3570],{},[39,3568,3569],{},"上下文大","：官方文档强调可访问 Gemini 2.5 Pro 的 1M token context window。",[87,3572,3573,3576],{},[39,3574,3575],{},"免费额度大","：个人 Google 账号入口标注 60 requests\u002Fmin、1,000 requests\u002Fday。",[87,3578,3579,3582],{},[39,3580,3581],{},"搜索原生","：Google Search grounding 是内置能力，查新资料、查报错、查 API 文档时很顺手。",[24,3584,3585],{"id":3585},"安装与启动",[300,3587,3589],{"className":302,"code":3588,"language":304,"meta":305,"style":305},"# 免安装试用\nnpx https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\n\n# 全局安装\nnpm install -g @google\u002Fgemini-cli\n\n# 启动当前目录会话\ngemini\n",[187,3590,3591,3596,3604,3608,3613,3626,3630,3635],{"__ignoreMap":305},[309,3592,3593],{"class":311,"line":312},[309,3594,3595],{"class":315},"# 免安装试用\n",[309,3597,3598,3601],{"class":311,"line":319},[309,3599,3600],{"class":1728},"npx",[309,3602,3603],{"class":1732}," https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\n",[309,3605,3606],{"class":311,"line":720},[309,3607,1745],{"emptyLinePlaceholder":744},[309,3609,3610],{"class":311,"line":771},[309,3611,3612],{"class":315},"# 全局安装\n",[309,3614,3615,3618,3620,3623],{"class":311,"line":770},[309,3616,3617],{"class":1728},"npm",[309,3619,1733],{"class":1732},[309,3621,3622],{"class":1736}," -g",[309,3624,3625],{"class":1732}," @google\u002Fgemini-cli\n",[309,3627,3628],{"class":311,"line":2677},[309,3629,1745],{"emptyLinePlaceholder":744},[309,3631,3632],{"class":311,"line":2683},[309,3633,3634],{"class":315},"# 启动当前目录会话\n",[309,3636,3637],{"class":311,"line":2689},[309,3638,3639],{"class":1728},"gemini\n",[36,3641,3642],{},"要求 Node.js 20+，支持 Windows \u002F macOS \u002F Linux。",[36,3644,3645],{},"常用命令：",[300,3647,3649],{"className":302,"code":3648,"language":304,"meta":305,"style":305},"# 非交互问答\ngemini -p \"Explain the architecture of this codebase\"\n\n# 指定模型\ngemini -m gemini-2.5-flash\n\n# 额外包含目录\ngemini --include-directories ..\u002Fdocs,..\u002Fpackages\n\n# JSON 输出，方便脚本串联\ngemini -p \"Summarize open issues\" --output-format json\n",[187,3650,3651,3656,3666,3670,3675,3685,3689,3694,3704,3708,3713],{"__ignoreMap":305},[309,3652,3653],{"class":311,"line":312},[309,3654,3655],{"class":315},"# 非交互问答\n",[309,3657,3658,3660,3663],{"class":311,"line":319},[309,3659,790],{"class":1728},[309,3661,3662],{"class":1736}," -p",[309,3664,3665],{"class":1732}," \"Explain the architecture of this codebase\"\n",[309,3667,3668],{"class":311,"line":720},[309,3669,1745],{"emptyLinePlaceholder":744},[309,3671,3672],{"class":311,"line":771},[309,3673,3674],{"class":315},"# 指定模型\n",[309,3676,3677,3679,3682],{"class":311,"line":770},[309,3678,790],{"class":1728},[309,3680,3681],{"class":1736}," -m",[309,3683,3684],{"class":1732}," gemini-2.5-flash\n",[309,3686,3687],{"class":311,"line":2677},[309,3688,1745],{"emptyLinePlaceholder":744},[309,3690,3691],{"class":311,"line":2683},[309,3692,3693],{"class":315},"# 额外包含目录\n",[309,3695,3696,3698,3701],{"class":311,"line":2689},[309,3697,790],{"class":1728},[309,3699,3700],{"class":1736}," --include-directories",[309,3702,3703],{"class":1732}," ..\u002Fdocs,..\u002Fpackages\n",[309,3705,3706],{"class":311,"line":2925},[309,3707,1745],{"emptyLinePlaceholder":744},[309,3709,3710],{"class":311,"line":2930},[309,3711,3712],{"class":315},"# JSON 输出，方便脚本串联\n",[309,3714,3715,3717,3719,3722,3725],{"class":311,"line":2936},[309,3716,790],{"class":1728},[309,3718,3662],{"class":1736},[309,3720,3721],{"class":1732}," \"Summarize open issues\"",[309,3723,3724],{"class":1736}," --output-format",[309,3726,3727],{"class":1732}," json\n",[24,3729,3730],{"id":3730},"三种认证路径",[201,3732,3733,3745],{},[204,3734,3735],{},[207,3736,3737,3739,3742],{},[210,3738,2739],{},[210,3740,3741],{},"适合谁",[210,3743,3744],{},"关键点",[223,3746,3747,3758,3769],{},[207,3748,3749,3752,3755],{},[228,3750,3751],{},"Google OAuth",[228,3753,3754],{},"个人开发者",[228,3756,3757],{},"免费额度最大，上手最简单",[207,3759,3760,3763,3766],{},[228,3761,3762],{},"Gemini API Key",[228,3764,3765],{},"脚本 \u002F CI",[228,3767,3768],{},"更适合自动化，额度跟 API tier 走",[207,3770,3771,3774,3777],{},[228,3772,3773],{},"Vertex AI",[228,3775,3776],{},"企业 \u002F GCP 团队",[228,3778,3779],{},"IAM、审计、合规、配额更可控",[36,3781,3782],{},"个人使用优先 OAuth；生产和团队内使用优先 Vertex AI。",[24,3784,3786],{"id":3785},"mcp-与项目记忆","MCP 与项目记忆",[36,3788,3789],{},"Gemini CLI 支持两类扩展：",[84,3791,3792,3798],{},[87,3793,3794,3797],{},[39,3795,3796],{},"MCP server","：把 GitHub、数据库、内部 API 暴露给 Agent。",[87,3799,3800,3802,3803,3805,3806,3808],{},[39,3801,189],{},"：类似 Claude Code 的 ",[187,3804,2454],{}," \u002F Copilot 的 ",[187,3807,184],{},"，用于写项目约定、测试命令、编码风格。",[36,3810,3811],{},"这让 Gemini CLI 可以进入 2026 年主流终端 Agent 的标准形态：项目记忆 + 工具协议 + headless 自动化。",[24,3813,3814],{"id":3814},"真实适用场景",[66,3816,3818],{"id":3817},"_1-大仓库先读懂","1. 大仓库先读懂",[300,3820,3825],{"className":3821,"code":3823,"language":3824,"meta":305},[3822],"language-text","先读 package.json、README、src 入口文件，输出这个项目的架构图和关键风险点。\n","text",[187,3826,3823],{"__ignoreMap":305},[36,3828,3829],{},"1M 上下文让它在「读文档 + 读代码」阶段很有优势，尤其适合 monorepo 的初始摸底。",[66,3831,3833],{"id":3832},"_2-查新资料后改代码","2. 查新资料后改代码",[300,3835,3838],{"className":3836,"code":3837,"language":3824,"meta":305},[3822],"查一下 Nuxt 4 最新 route rules 写法，然后检查本项目 nuxt.config.ts 是否需要调整。\n",[187,3839,3837],{"__ignoreMap":305},[36,3841,3842],{},"Google Search grounding 的价值在这里体现：它不是只靠训练数据，而是能把搜索结果纳入推理。",[66,3844,3846],{"id":3845},"_3-低成本-issue-triage","3. 低成本 issue triage",[300,3848,3850],{"className":302,"code":3849,"language":304,"meta":305,"style":305},"gh issue list --json title,body \\\n  | gemini -p \"按修复难度给这些 issue 排序，输出 JSON\"\n",[187,3851,3852,3872],{"__ignoreMap":305},[309,3853,3854,3857,3860,3863,3866,3869],{"class":311,"line":312},[309,3855,3856],{"class":1728},"gh",[309,3858,3859],{"class":1732}," issue",[309,3861,3862],{"class":1732}," list",[309,3864,3865],{"class":1736}," --json",[309,3867,3868],{"class":1732}," title,body",[309,3870,3871],{"class":1736}," \\\n",[309,3873,3874,3877,3880,3882],{"class":311,"line":319},[309,3875,3876],{"class":2351},"  |",[309,3878,3879],{"class":1728}," gemini",[309,3881,3662],{"class":1736},[309,3883,3884],{"class":1732}," \"按修复难度给这些 issue 排序，输出 JSON\"\n",[36,3886,3887],{},"和 Jules Tools \u002F GitHub CLI 组合时，可以把 Gemini CLI 当「任务分拣器」。",[24,3889,378],{"id":378},[201,3891,3892,3906],{},[204,3893,3894],{},[207,3895,3896,3898,3900,3902,3904],{},[210,3897,387],{},[210,3899,666],{},[210,3901,404],{},[210,3903,3077],{},[210,3905,1994],{},[223,3907,3908,3924,3940,3956,3973,3988],{},[207,3909,3910,3913,3916,3918,3921],{},[228,3911,3912],{},"默认生态",[228,3914,3915],{},"Google \u002F Gemini",[228,3917,18],{},[228,3919,3920],{},"OpenAI \u002F ChatGPT",[228,3922,3923],{},"任意模型",[207,3925,3926,3929,3932,3934,3937],{},[228,3927,3928],{},"免费入口",[228,3930,3931],{},"✅ 很强",[228,3933,1356],{},[228,3935,3936],{},"取决于 ChatGPT 订阅",[228,3938,3939],{},"本体免费，模型自费",[207,3941,3942,3945,3948,3951,3954],{},[228,3943,3944],{},"上下文",[228,3946,3947],{},"1M",[228,3949,3950],{},"1M 级别模型可用",[228,3952,3953],{},"取决于模型",[228,3955,3953],{},[207,3957,3958,3961,3964,3967,3970],{},[228,3959,3960],{},"搜索",[228,3962,3963],{},"Google Search 内置",[228,3965,3966],{},"需工具 \u002F MCP",[228,3968,3969],{},"内置 web 能力",[228,3971,3972],{},"取决于模型 \u002F 工具",[207,3974,3975,3978,3981,3984,3986],{},[228,3976,3977],{},"长任务稳定性",[228,3979,3980],{},"中上",[228,3982,3983],{},"强",[228,3985,3983],{},[228,3987,3980],{},[207,3989,3990,3992,3994,3996,3998],{},[228,3991,156],{},[228,3993,1366],{},[228,3995,1356],{},[228,3997,1366],{},[228,3999,1366],{},[36,4001,4002],{},[39,4003,4004],{},"AIHO 建议：",[84,4006,4007,4010,4013,4016],{},[87,4008,4009],{},"预算敏感 \u002F 想免费试：Gemini CLI",[87,4011,4012],{},"最稳长任务：Claude Code",[87,4014,4015],{},"已有 ChatGPT Plus\u002FPro：Codex CLI",[87,4017,4018],{},"想接国内模型 \u002F 自定义 base_url：Aider",[24,4020,558],{"id":558},[324,4022,4023,4029,4035,4041,4047],{},[87,4024,4025,4028],{},[39,4026,4027],{},"不要把免费额度当生产 SLA","：个人额度适合探索，生产任务走 API Key \u002F Vertex AI。",[87,4030,4031,4034],{},[39,4032,4033],{},"长任务先拆小","：即使上下文大，Agent 执行链路也可能漂移；30 分钟以上任务建议拆成 issue。",[87,4036,4037,4040],{},[39,4038,4039],{},"MCP server 要审计","：给 Agent 接工具等于扩权，第三方 server 先看源码和权限。",[87,4042,4043,4046],{},[39,4044,4045],{},"GEMINI.md 别写太散","：只放稳定约定、测试命令、目录说明，别塞临时需求。",[87,4048,4049,4052],{},[39,4050,4051],{},"国内网络先验证 OAuth","：登录流程不稳定会影响体验，必要时用 API key 路径。",[24,4054,607],{"id":606},[36,4056,4057,4058,4060],{},"✅ 适合：个人开发者、学生、开源项目维护者、大仓库阅读、联网查新、低成本脚本化分析。",[958,4059],{},"\n❌ 不适合：强合规生产环境、纯内网开发、预算不敏感但追求最高长任务稳定性的团队。",[24,4062,694],{"id":694},[84,4064,4065,4072],{},[87,4066,4067,4068],{},"Gemini CLI 官方文档：",[44,4069,4070],{"href":4070,"rel":4071},"https:\u002F\u002Fgoogle-gemini.github.io\u002Fgemini-cli\u002F",[292],[87,4073,4074,4075],{},"Gemini CLI GitHub：",[44,4076,4077],{"href":4077,"rel":4078},"https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli",[292],[57,4080,4081],{},[36,4082,4083],{},"本卡片由 AIHO 编辑部根据公开资料整理，非厂商付费内容；功能和额度以官网为准。",[716,4085,4086],{},"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);}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}",{"title":305,"searchDepth":720,"depth":720,"links":4088},[4089,4090,4091,4092,4093,4094,4099,4100,4101,4102],{"id":26,"depth":319,"text":27},{"id":3553,"depth":319,"text":3553},{"id":3585,"depth":319,"text":3585},{"id":3730,"depth":319,"text":3730},{"id":3785,"depth":319,"text":3786},{"id":3814,"depth":319,"text":3814,"children":4095},[4096,4097,4098],{"id":3817,"depth":720,"text":3818},{"id":3832,"depth":720,"text":3833},{"id":3845,"depth":720,"text":3846},{"id":378,"depth":319,"text":378},{"id":558,"depth":319,"text":558},{"id":606,"depth":319,"text":607},{"id":694,"depth":319,"text":694},"\u002Fimg\u002Ftools\u002Fgemini-cli.webp","Gemini CLI 真实评测：Google 官方开源（Apache-2.0）终端 AI Agent，2026 已接入 Gemini 3 Pro \u002F 3.1 Pro \u002F 3.5 Flash，最高 2M token 上下文、Google Search grounding、MCP、自定义 GEMINI.md、headless 脚本模式；个人 Google 账号可用 60 requests\u002Fmin、1,000 requests\u002Fday 免费额度。",[4106,4109,4112,4115],{"q":4107,"a":4108},"Gemini CLI 和 Claude Code \u002F Codex CLI 最大区别？","它的核心差异是免费额度和 Google 生态：个人 Google 账号即可获得较高免费请求额度，并内置 Google Search grounding。Claude Code 更稳，Codex 与 ChatGPT 订阅绑定更深，Gemini CLI 更适合低成本探索和大上下文阅读。",{"q":4110,"a":4111},"Gemini CLI 支持 MCP 吗？","支持。可以在 ~\u002F.gemini\u002Fsettings.json 里配置 MCP server，把 GitHub、数据库、Slack、内部 API 等工具接入 CLI。",{"q":4113,"a":4114},"能不能非交互使用？","可以。`gemini -p \"解释这个代码库\"` 会以 headless 模式输出结果，也可以加 `--output-format json` 做脚本化处理。",{"q":4116,"a":4117},"国内开发者适合吗？","如果能稳定访问 Google 服务，它的免费额度很有吸引力；如果网络不稳，建议优先 Aider + 国内模型或 Claude\u002FCodex 的稳定代理方案。",[747],{},[1343,4121,4122],"gemini-3.1-pro","gemini-3.5-flash",[4124,4125,4126],"要求最稳长任务交付的生产重构","不能访问 Google 服务的纯内网环境","强依赖中文界面和本地化文档的用户","\u002Ftools\u002Fcoding\u002Fcli\u002Fgemini-cli",[753,754,755],[4130,4134,4138],{"plan":4131,"price":233,"limit":4132,"note":4133},"个人 Google 账号","60 requests\u002Fmin，1,000 requests\u002Fday","官方文档标注的免费入口，适合个人探索",{"plan":3762,"price":4135,"limit":4136,"note":4137},"按量计费","取决于 AI Studio \u002F API tier","适合自动化脚本和 CI",{"plan":3773,"price":4139,"limit":4140,"note":4141},"GCP 按量计费","企业配额与 IAM","适合生产与合规场景","开源免费 \u002F 个人 Google 账号免费额度 \u002F Gemini API 或 Vertex AI 按量计费","2026-06-25",[4145],"onboarding\u002Fterminal-agent-stack-2026",{"power":771,"ux":720,"price":770,"cn_support":720,"stability":771},{"title":666,"description":4104},"Gemini CLI 评测 2026：Google AI 终端编程工具，免费使用对比",[4150,4152],{"title":4151,"url":4070},"Gemini CLI 官方文档",{"title":4153,"url":4077},"Gemini CLI GitHub","tools\u002Fcoding\u002Fcli\u002Fgemini-cli",[4156,4157,4158,4159],"想低成本体验终端 Coding Agent 的个人开发者","需要 1M token 长上下文做代码库理解 \u002F 文档阅读","需要 Google Search grounding 辅助查新资料的任务","想在脚本里用 headless 模式批量分析 issue \u002F PR","Google 开源终端 AI Agent，2M 上下文 + 免费额度 + Google Search grounding",[3461,786,3524,789,790,1414,4162,4163],"opensource","free-tier","终端 Agent 里最适合『低成本试水』的一支：免费额度大、1M 上下文、内置 Google Search。短板是产品打磨和长任务稳定性还不如 Claude Code \u002F Codex，生产级任务建议把它当第二意见或低成本探索工具。","YZjYrlkLPnKaBtE7cVXw8uWBn84CG1ibab4YirCeFEk",1785660640707]