[{"data":1,"prerenderedAt":1453},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-antigravity-vs-gemini-cli":9,"compare-a-antigravity":10,"compare-b-gemini-cli":789},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":9,"body":18,"category":736,"chinese_friendly":317,"cover":737,"description":738,"domestic":739,"extension":740,"faq":9,"free":741,"github":9,"languages":742,"lastVerified":9,"meta":745,"models":9,"navigation":741,"notSuitable":9,"opensource":739,"path":746,"pillar":747,"platforms":748,"priceTable":752,"pricing":763,"published":764,"relatedPlaybooks":9,"relatedReviews":9,"score":765,"self_host":739,"seo":768,"seoTitle":9,"slug":769,"sources":770,"stem":778,"suitable":9,"tagline":779,"tags":780,"updated":764,"verdict":787,"website":700,"__hash__":788},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fantigravity.md","Google Antigravity",[14,15,16,17],"coding\u002Fide\u002Fcursor","coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fgemini-cli",{"type":19,"value":20,"toc":717},"minimark",[21,26,54,60,63,68,81,94,98,101,112,123,127,130,133,136,156,161,164,195,198,280,293,297,321,339,342,374,377,511,516,530,535,554,557,602,606,609,623,626,647,650,690,693,705,713],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,33,51],"div",{"className":29},[30,31,32],"card","p-5","my-4",[34,35,36,40,41,46,47,50],"p",{},[37,38,39],"strong",{},"一句话："," Google 在 2025 年 11 月随 ",[42,43,45],"a",{"href":44},"\u002Fmodels\u002Fgemini-3-pro.html","Gemini 3"," 一起发布的 ",[37,48,49],{},"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」。",[34,52,53],{},"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。",[55,56,57],"blockquote",{},[34,58,59],{},"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。",[22,61,62],{"id":62},"核心特性",[64,65,67],"h3",{"id":66},"mission-control多-agent-并行编排","Mission Control：多 agent 并行编排",[34,69,70,71,75,76,80],{},"这是 Antigravity 区别于 ",[42,72,74],{"href":73},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor"," \u002F ",[42,77,79],{"href":78},"\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：",[82,83,84,88,91],"ul",{},[85,86,87],"li",{},"一个 agent 重构 auth，另一个写文档，第三个验证 UI——同时进行",[85,89,90],{},"每个 agent 可以分配不同模型（详见下方模型支持）",[85,92,93],{},"你从「写代码的人」变成「派活和验收的人」",[64,95,97],{"id":96},"内置浏览器agent-自己测","内置浏览器：agent 自己测",[34,99,100],{},"原生集成 Chromium，agent 不用切窗口就能：",[82,102,103,106,109],{},[85,104,105],{},"打开你正在开发的 web app 实际点击测试",[85,107,108],{},"抓取网页数据",[85,110,111],{},"把浏览器操作录下来作为验证证据",[34,113,114,115,117,118,122],{},"这是大多数 AI IDE 没有的——",[42,116,74],{"href":73},"、",[42,119,121],{"href":120},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot"," 都没有内置浏览器。",[64,124,126],{"id":125},"artifact-trail可审计的执行轨迹","Artifact Trail：可审计的执行轨迹",[34,128,129],{},"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。",[64,131,132],{"id":132},"模型支持",[34,134,135],{},"可在一个任务里给不同 agent 分配不同模型：",[82,137,138,144,150],{},[85,139,140,143],{},[37,141,142],{},"Gemini","：Gemini 3 系列（Pro \u002F Flash）",[85,145,146,149],{},[37,147,148],{},"Claude","：Sonnet \u002F Opus 系列",[85,151,152,155],{},[37,153,154],{},"开源","：GPT-OSS 120B",[55,157,158],{},[34,159,160],{},"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。",[64,162,163],{"id":163},"标准支持",[82,165,166,175,189],{},[85,167,168,174],{},[37,169,170],{},[42,171,173],{"href":172},"\u002Fwiki\u002Fmcp.html","MCP","：连 GitHub、数据库、外部 API",[85,176,177,183,184,188],{},[37,178,179],{},[42,180,182],{"href":181},"\u002Fwiki\u002Fagents-md.html","AGENTS.md"," + ",[185,186,187],"code",{},"GEMINI.md","：项目级规则配置",[85,190,191,194],{},[37,192,193],{},"AgentKit","：内置专用 agent + 领域技能库",[22,196,197],{"id":197},"价格与运行成本",[199,200,201,220],"table",{},[202,203,204],"thead",{},[205,206,207,211,214,217],"tr",{},[208,209,210],"th",{},"套餐",[208,212,213],{},"价格",[208,215,216],{},"额度",[208,218,219],{},"备注",[221,222,223,238,252,266],"tbody",{},[205,224,225,229,232,235],{},[226,227,228],"td",{},"Free",[226,230,231],{},"$0",[226,233,234],{},"全模型可用，额度约每 5 小时刷新",[226,236,237],{},"免费跑 Gemini 3 + Claude 很罕见",[205,239,240,243,246,249],{},[226,241,242],{},"AI Pro",[226,244,245],{},"$20\u002F月",[226,247,248],{},"更高额度 + 内置 credits",[226,250,251],{},"Google One AI Pro",[205,253,254,257,260,263],{},[226,255,256],{},"AI Ultra",[226,258,259],{},"$249.99\u002F月",[226,261,262],{},"高强度复杂模型访问",[226,264,265],{},"重度用户",[205,267,268,271,274,277],{},[226,269,270],{},"Credits",[226,272,273],{},"$25 \u002F 2.5k",[226,275,276],{},"按需 top-up",[226,278,279],{},"额度用完加买",[34,281,282,285,286,292],{},[37,283,284],{},"「paperweight」争议","：",[42,287,291],{"href":288,"rel":289},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fgoogle-antigravity-review",[290],"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。」",[22,294,296],{"id":295},"上手-5-分钟","上手 5 分钟",[298,299,304],"pre",{"className":300,"code":301,"language":302,"meta":303,"style":303},"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","",[185,305,306,315],{"__ignoreMap":303},[307,308,311],"span",{"class":309,"line":310},"line",1,[307,312,314],{"class":313},"sJ8bj","# 去官网下载安装包（VS Code fork，三平台都有）\n",[307,316,318],{"class":309,"line":317},2,[307,319,320],{"class":313},"# https:\u002F\u002Fantigravity.google\n",[322,323,324,327,330,333,336],"ol",{},[85,325,326],{},"用 Google 账号登录（国内需代理过验证）",[85,328,329],{},"打开项目目录",[85,331,332],{},"调出 Mission Control（Manager）面板",[85,334,335],{},"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」",[85,337,338],{},"看 agent 在编辑器\u002F终端\u002F浏览器三处干活，到 Artifact Trail 验收",[22,340,341],{"id":341},"国内使用注意事项",[322,343,344,350,356],{},[85,345,346,349],{},[37,347,348],{},"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",[85,351,352,355],{},[37,353,354],{},"支付","：AI Pro \u002F Ultra 走 Google One 海外订阅，国内卡基本不收",[85,357,358,361,362,366,367,371,372],{},[37,359,360],{},"替代路径","：国内首选 ",[42,363,365],{"href":364},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae","（字节，无门槛）或 ",[42,368,370],{"href":369},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码","；要 agent-first 体验但能接受境外，可对比 ",[42,373,79],{"href":78},[22,375,376],{"id":376},"与同类怎么选",[199,378,379,403],{},[202,380,381],{},[205,382,383,386,389,393,397],{},[208,384,385],{},"维度",[208,387,388],{},"Antigravity",[208,390,391],{},[42,392,74],{"href":73},[208,394,395],{},[42,396,79],{"href":78},[208,398,399],{},[42,400,402],{"href":401},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[221,404,405,422,437,452,468,482,497],{},[205,406,407,410,413,416,419],{},[226,408,409],{},"架构",[226,411,412],{},"多 agent + 内置浏览器",[226,414,415],{},"AI-native VS Code fork",[226,417,418],{},"Cascade Agent",[226,420,421],{},"终端原生",[205,423,424,427,430,433,435],{},[226,425,426],{},"并行任务",[226,428,429],{},"★★★★★ 多 agent 并行",[226,431,432],{},"★★★☆☆",[226,434,432],{},[226,436,432],{},[205,438,439,442,445,448,450],{},[226,440,441],{},"内置浏览器自测",[226,443,444],{},"★★★★★ 有",[226,446,447],{},"✗",[226,449,447],{},[226,451,447],{},[205,453,454,457,460,463,466],{},[226,455,456],{},"稳定性",[226,458,459],{},"★★★☆☆ preview",[226,461,462],{},"★★★★★",[226,464,465],{},"★★★★☆",[226,467,462],{},[205,469,470,473,476,478,480],{},[226,471,472],{},"合规（SOC2 等）",[226,474,475],{},"✗ preview 无",[226,477,462],{},[226,479,465],{},[226,481,465],{},[205,483,484,487,490,492,494],{},[226,485,486],{},"免费档慷慨度",[226,488,489],{},"★★★★☆ 全模型但限流紧",[226,491,432],{},[226,493,465],{},[226,495,496],{},"—",[205,498,499,502,505,507,509],{},[226,500,501],{},"国内可用性",[226,503,504],{},"★★☆☆☆",[226,506,432],{},[226,508,432],{},[226,510,432],{},[34,512,513,285],{},[37,514,515],{},"选 Antigravity 如果你",[82,517,518,521,524,527],{},[85,519,520],{},"想要多 agent 并行 + 内置浏览器自测这套独门组合",[85,522,523],{},"做 R&D \u002F 原型 \u002F vibe coding，能容忍不稳定",[85,525,526],{},"想免费体验 Gemini 3 + Claude 跑 agent",[85,528,529],{},"已经搞定 Google 账号和网络",[34,531,532,285],{},[37,533,534],{},"别选 Antigravity 如果你",[82,536,537,543,546,551],{},[85,538,539,540,542],{},"要扛生产 deadline、要稳定可预测（去 ",[42,541,74],{"href":73},"）",[85,544,545],{},"需要 SOC2 等合规（preview 阶段没有）",[85,547,548,549,542],{},"国内 + 不想折腾代理（去 ",[42,550,365],{"href":364},[85,552,553],{},"受不了限流和不透明额度",[22,555,556],{"id":556},"避坑清单",[82,558,559,572,578,584,590,596],{},[85,560,561,285,564,567,568,571],{},[37,562,563],{},"务必跑在沙箱里",[42,565,291],{"href":288,"rel":566},[290]," 明确警告——agent 自主度高，出现过发危险命令（如 ",[185,569,570],{},"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。",[85,573,574,577],{},[37,575,576],{},"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。",[85,579,580,583],{},[37,581,582],{},"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。",[85,585,586,589],{},[37,587,588],{},"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。",[85,591,592,595],{},[37,593,594],{},"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。",[85,597,598,601],{},[37,599,600],{},"国内门槛高","：账号、网络、支付三道坎，没代理基本玩不转。",[22,603,605],{"id":604},"适合-不适合","适合 \u002F 不适合",[34,607,608],{},"✅ 适合：",[82,610,611,614,617,620],{},[85,612,613],{},"想体验「派活给多个 agent 并行干」的 agent-first 范式",[85,615,616],{},"需要内置浏览器做 web app 自动化 QA",[85,618,619],{},"R&D \u002F 原型 \u002F 探索阶段，稳定性要求不高",[85,621,622],{},"想免费玩 Gemini 3 + Claude 的 agent 能力",[34,624,625],{},"❌ 不适合：",[82,627,628,634,637,642],{},[85,629,630,631,633],{},"生产环境 \u002F 关键 deadline（",[42,632,74],{"href":73}," 更稳）",[85,635,636],{},"需要合规认证",[85,638,639,640,542],{},"国内首选 IDE（",[42,641,365],{"href":364},[85,643,644,645,542],{},"终端工作流为主（",[42,646,402],{"href":401},[22,648,649],{"id":649},"相关阅读",[82,651,652,665,680],{},[85,653,654,655,75,657,75,659,75,661],{},"同类对比：",[42,656,74],{"href":73},[42,658,79],{"href":78},[42,660,402],{"href":401},[42,662,664],{"href":663},"\u002Fcoding\u002Fcli\u002Fgemini-cli.html","Gemini CLI",[85,666,667,668,75,672,75,674,75,676],{},"概念：",[42,669,671],{"href":670},"\u002Fwiki\u002Fai-agent.html","AI Agent",[42,673,173],{"href":172},[42,675,182],{"href":181},[42,677,679],{"href":678},"\u002Fwiki\u002Fcontext-rot.html","Context Rot",[85,681,682,683,75,686],{},"模型：",[42,684,685],{"href":44},"Gemini 3 Pro",[42,687,689],{"href":688},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[22,691,692],{"id":692},"来源",[82,694,695,702],{},[85,696,697,698],{},"官网：",[42,699,700],{"href":700,"rel":701},"https:\u002F\u002Fantigravity.google",[290],[85,703,704],{},"第三方评测：vibecoding.app \u002F how2shout.com",[34,706,707,708,712],{},"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 ",[42,709,711],{"href":710},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[714,715,716],"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":303,"searchDepth":718,"depth":718,"links":719},3,[720,721,728,729,730,731,732,733,734,735],{"id":24,"depth":317,"text":25},{"id":62,"depth":317,"text":62,"children":722},[723,724,725,726,727],{"id":66,"depth":718,"text":67},{"id":96,"depth":718,"text":97},{"id":125,"depth":718,"text":126},{"id":132,"depth":718,"text":132},{"id":163,"depth":718,"text":163},{"id":197,"depth":317,"text":197},{"id":295,"depth":317,"text":296},{"id":341,"depth":317,"text":341},{"id":376,"depth":317,"text":376},{"id":556,"depth":317,"text":556},{"id":604,"depth":317,"text":605},{"id":649,"depth":317,"text":649},{"id":692,"depth":317,"text":692},"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",true,[743,744],"zh","en",{},"\u002Ftools\u002Fcoding\u002Fide\u002Fantigravity","coding",[749,750,751],"windows","macos","linux",[753,755,759,762],{"plan":228,"price":231,"limit":234,"cn_pay":496,"note":754},"免费档能跑 Gemini 3 + Claude 很罕见",{"plan":242,"price":245,"limit":756,"cn_pay":757,"note":758},"更高额度 + 内置 AI credits","⚠️ 需海外卡","Google One AI Pro 订阅",{"plan":256,"price":259,"limit":262,"cn_pay":760,"note":761},"⚠️","重度\u002F团队",{"plan":270,"price":273,"limit":276,"cn_pay":760,"note":279},"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":766,"ux":767,"price":767,"cn_support":317,"stability":718},5,4,{"title":12,"description":738},"coding\u002Fide\u002Fantigravity",[771,773,775],{"title":772,"url":700},"Antigravity 官方",{"title":774,"url":288},"Google AntiGravity Review 2026 (vibecoding.app)",{"title":776,"url":777},"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",[736,781,782,783,784,785,786],"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。","XYE3HGUOApj1gl-VhoBhOMN7PFRJBjc2QaQL1XVuc1c",{"id":790,"title":664,"alternatives":791,"api_compatible":794,"body":796,"category":1387,"chinese_friendly":718,"cover":1388,"description":1389,"domestic":739,"extension":740,"faq":1390,"free":739,"github":1361,"languages":1403,"lastVerified":9,"meta":1404,"models":1405,"navigation":741,"notSuitable":1409,"opensource":741,"path":1413,"pillar":747,"platforms":1414,"priceTable":1415,"pricing":1428,"published":1429,"relatedPlaybooks":1430,"relatedReviews":9,"score":1432,"self_host":739,"seo":1433,"seoTitle":9,"slug":17,"sources":1434,"stem":1439,"suitable":1440,"tagline":1445,"tags":1446,"updated":1429,"verdict":1451,"website":1354,"__hash__":1452},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fgemini-cli.md",[16,792,793],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider",[785,795],"vertex-ai",{"type":19,"value":797,"toc":1371},[798,800,815,818,824,827,847,850,912,915,918,1003,1006,1056,1059,1063,1066,1086,1089,1092,1096,1104,1107,1111,1117,1120,1124,1163,1166,1168,1283,1288,1302,1304,1336,1338,1345,1347,1363,1368],[22,799,25],{"id":24},[27,801,803,812],{"className":802},[30,31,32],[34,804,805,807,808,811],{},[37,806,39],{}," 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 ",[37,809,810],{},"1M token 上下文 + 个人账号免费额度","。",[34,813,814],{},"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。",[22,816,817],{"id":817},"它是什么",[34,819,820,821,823],{},"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 ",[185,822,785],{},"，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。",[34,825,826],{},"它的特点不是「最强代码生成」，而是三件事：",[322,828,829,835,841],{},[85,830,831,834],{},[37,832,833],{},"上下文大","：官方文档强调可访问 Gemini 2.5 Pro 的 1M token context window。",[85,836,837,840],{},[37,838,839],{},"免费额度大","：个人 Google 账号入口标注 60 requests\u002Fmin、1,000 requests\u002Fday。",[85,842,843,846],{},[37,844,845],{},"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。",[22,848,849],{"id":849},"安装与启动",[298,851,853],{"className":300,"code":852,"language":302,"meta":303,"style":303},"# 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",[185,854,855,860,870,875,880,895,900,906],{"__ignoreMap":303},[307,856,857],{"class":309,"line":310},[307,858,859],{"class":313},"# 免安装试用\n",[307,861,862,866],{"class":309,"line":317},[307,863,865],{"class":864},"sScJk","npx",[307,867,869],{"class":868},"sZZnC"," https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\n",[307,871,872],{"class":309,"line":718},[307,873,874],{"emptyLinePlaceholder":741},"\n",[307,876,877],{"class":309,"line":767},[307,878,879],{"class":313},"# 全局安装\n",[307,881,882,885,888,892],{"class":309,"line":766},[307,883,884],{"class":864},"npm",[307,886,887],{"class":868}," install",[307,889,891],{"class":890},"sj4cs"," -g",[307,893,894],{"class":868}," @google\u002Fgemini-cli\n",[307,896,898],{"class":309,"line":897},6,[307,899,874],{"emptyLinePlaceholder":741},[307,901,903],{"class":309,"line":902},7,[307,904,905],{"class":313},"# 启动当前目录会话\n",[307,907,909],{"class":309,"line":908},8,[307,910,911],{"class":864},"gemini\n",[34,913,914],{},"要求 Node.js 20+，支持 Windows \u002F macOS \u002F Linux。",[34,916,917],{},"常用命令：",[298,919,921],{"className":300,"code":920,"language":302,"meta":303,"style":303},"# 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",[185,922,923,928,938,942,947,957,961,966,976,981,987],{"__ignoreMap":303},[307,924,925],{"class":309,"line":310},[307,926,927],{"class":313},"# 非交互问答\n",[307,929,930,932,935],{"class":309,"line":317},[307,931,785],{"class":864},[307,933,934],{"class":890}," -p",[307,936,937],{"class":868}," \"Explain the architecture of this codebase\"\n",[307,939,940],{"class":309,"line":718},[307,941,874],{"emptyLinePlaceholder":741},[307,943,944],{"class":309,"line":767},[307,945,946],{"class":313},"# 指定模型\n",[307,948,949,951,954],{"class":309,"line":766},[307,950,785],{"class":864},[307,952,953],{"class":890}," -m",[307,955,956],{"class":868}," gemini-2.5-flash\n",[307,958,959],{"class":309,"line":897},[307,960,874],{"emptyLinePlaceholder":741},[307,962,963],{"class":309,"line":902},[307,964,965],{"class":313},"# 额外包含目录\n",[307,967,968,970,973],{"class":309,"line":908},[307,969,785],{"class":864},[307,971,972],{"class":890}," --include-directories",[307,974,975],{"class":868}," ..\u002Fdocs,..\u002Fpackages\n",[307,977,979],{"class":309,"line":978},9,[307,980,874],{"emptyLinePlaceholder":741},[307,982,984],{"class":309,"line":983},10,[307,985,986],{"class":313},"# JSON 输出，方便脚本串联\n",[307,988,990,992,994,997,1000],{"class":309,"line":989},11,[307,991,785],{"class":864},[307,993,934],{"class":890},[307,995,996],{"class":868}," \"Summarize open issues\"",[307,998,999],{"class":890}," --output-format",[307,1001,1002],{"class":868}," json\n",[22,1004,1005],{"id":1005},"三种认证路径",[199,1007,1008,1021],{},[202,1009,1010],{},[205,1011,1012,1015,1018],{},[208,1013,1014],{},"路径",[208,1016,1017],{},"适合谁",[208,1019,1020],{},"关键点",[221,1022,1023,1034,1045],{},[205,1024,1025,1028,1031],{},[226,1026,1027],{},"Google OAuth",[226,1029,1030],{},"个人开发者",[226,1032,1033],{},"免费额度最大，上手最简单",[205,1035,1036,1039,1042],{},[226,1037,1038],{},"Gemini API Key",[226,1040,1041],{},"脚本 \u002F CI",[226,1043,1044],{},"更适合自动化，额度跟 API tier 走",[205,1046,1047,1050,1053],{},[226,1048,1049],{},"Vertex AI",[226,1051,1052],{},"企业 \u002F GCP 团队",[226,1054,1055],{},"IAM、审计、合规、配额更可控",[34,1057,1058],{},"个人使用优先 OAuth；生产和团队内使用优先 Vertex AI。",[22,1060,1062],{"id":1061},"mcp-与项目记忆","MCP 与项目记忆",[34,1064,1065],{},"Gemini CLI 支持两类扩展：",[82,1067,1068,1074],{},[85,1069,1070,1073],{},[37,1071,1072],{},"MCP server","：把 GitHub、数据库、内部 API 暴露给 Agent。",[85,1075,1076,1078,1079,1082,1083,1085],{},[37,1077,187],{},"：类似 Claude Code 的 ",[185,1080,1081],{},"CLAUDE.md"," \u002F Copilot 的 ",[185,1084,182],{},"，用于写项目约定、测试命令、编码风格。",[34,1087,1088],{},"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。",[22,1090,1091],{"id":1091},"真实适用场景",[64,1093,1095],{"id":1094},"_1-大仓库先读懂","1. 大仓库先读懂",[298,1097,1102],{"className":1098,"code":1100,"language":1101,"meta":303},[1099],"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",[185,1103,1100],{"__ignoreMap":303},[34,1105,1106],{},"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。",[64,1108,1110],{"id":1109},"_2-查新资料后改代码","2. 查新资料后改代码",[298,1112,1115],{"className":1113,"code":1114,"language":1101,"meta":303},[1099],"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",[185,1116,1114],{"__ignoreMap":303},[34,1118,1119],{},"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。",[64,1121,1123],{"id":1122},"_3-低成本-issue-triage","3. 低成本 issue triage",[298,1125,1127],{"className":300,"code":1126,"language":302,"meta":303,"style":303},"gh issue list --json title,body \\\n  | gemini -p \"按修复难度给这些 issue 排序，输出 JSON\"\n",[185,1128,1129,1149],{"__ignoreMap":303},[307,1130,1131,1134,1137,1140,1143,1146],{"class":309,"line":310},[307,1132,1133],{"class":864},"gh",[307,1135,1136],{"class":868}," issue",[307,1138,1139],{"class":868}," list",[307,1141,1142],{"class":890}," --json",[307,1144,1145],{"class":868}," title,body",[307,1147,1148],{"class":890}," \\\n",[307,1150,1151,1155,1158,1160],{"class":309,"line":317},[307,1152,1154],{"class":1153},"szBVR","  |",[307,1156,1157],{"class":864}," gemini",[307,1159,934],{"class":890},[307,1161,1162],{"class":868}," \"按修复难度给这些 issue 排序，输出 JSON\"\n",[34,1164,1165],{},"和 Jules Tools \u002F GitHub CLI 组合时，可以把 Gemini CLI 当「任务分拣器」。",[22,1167,376],{"id":376},[199,1169,1170,1186],{},[202,1171,1172],{},[205,1173,1174,1176,1178,1180,1183],{},[208,1175,385],{},[208,1177,664],{},[208,1179,402],{},[208,1181,1182],{},"Codex CLI",[208,1184,1185],{},"Aider",[221,1187,1188,1205,1222,1238,1255,1270],{},[205,1189,1190,1193,1196,1199,1202],{},[226,1191,1192],{},"默认生态",[226,1194,1195],{},"Google \u002F Gemini",[226,1197,1198],{},"Anthropic",[226,1200,1201],{},"OpenAI \u002F ChatGPT",[226,1203,1204],{},"任意模型",[205,1206,1207,1210,1213,1216,1219],{},[226,1208,1209],{},"免费入口",[226,1211,1212],{},"✅ 很强",[226,1214,1215],{},"❌",[226,1217,1218],{},"取决于 ChatGPT 订阅",[226,1220,1221],{},"本体免费，模型自费",[205,1223,1224,1227,1230,1233,1236],{},[226,1225,1226],{},"上下文",[226,1228,1229],{},"1M",[226,1231,1232],{},"1M 级别模型可用",[226,1234,1235],{},"取决于模型",[226,1237,1235],{},[205,1239,1240,1243,1246,1249,1252],{},[226,1241,1242],{},"搜索",[226,1244,1245],{},"Google Search 内置",[226,1247,1248],{},"需工具 \u002F MCP",[226,1250,1251],{},"内置 web 能力",[226,1253,1254],{},"取决于模型 \u002F 工具",[205,1256,1257,1260,1263,1266,1268],{},[226,1258,1259],{},"长任务稳定性",[226,1261,1262],{},"中上",[226,1264,1265],{},"强",[226,1267,1265],{},[226,1269,1262],{},[205,1271,1272,1274,1277,1279,1281],{},[226,1273,154],{},[226,1275,1276],{},"✅",[226,1278,1215],{},[226,1280,1276],{},[226,1282,1276],{},[34,1284,1285],{},[37,1286,1287],{},"AIHO 建议：",[82,1289,1290,1293,1296,1299],{},[85,1291,1292],{},"预算敏感 \u002F 想免费试：Gemini CLI",[85,1294,1295],{},"最稳长任务：Claude Code",[85,1297,1298],{},"已有 ChatGPT Plus\u002FPro：Codex CLI",[85,1300,1301],{},"想接国内模型 \u002F 自定义 base_url：Aider",[22,1303,556],{"id":556},[322,1305,1306,1312,1318,1324,1330],{},[85,1307,1308,1311],{},[37,1309,1310],{},"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。",[85,1313,1314,1317],{},[37,1315,1316],{},"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。",[85,1319,1320,1323],{},[37,1321,1322],{},"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。",[85,1325,1326,1329],{},[37,1327,1328],{},"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。",[85,1331,1332,1335],{},[37,1333,1334],{},"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。",[22,1337,605],{"id":604},[34,1339,1340,1341,1344],{},"✅ 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。",[1342,1343],"br",{},"\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。",[22,1346,692],{"id":692},[82,1348,1349,1356],{},[85,1350,1351,1352],{},"Gemini CLI 官方文档：",[42,1353,1354],{"href":1354,"rel":1355},"https:\u002F\u002Fgoogle-gemini.github.io\u002Fgemini-cli\u002F",[290],[85,1357,1358,1359],{},"Gemini CLI GitHub：",[42,1360,1361],{"href":1361,"rel":1362},"https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli",[290],[55,1364,1365],{},[34,1366,1367],{},"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。",[714,1369,1370],{},"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: 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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。",[1391,1394,1397,1400],{"q":1392,"a":1393},"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":1395,"a":1396},"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":1398,"a":1399},"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":1401,"a":1402},"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。",[744],{},[1406,1407,1408],"gemini-3-pro","gemini-3.1-pro","gemini-3.5-flash",[1410,1411,1412],"要求最稳长任务交付的生产重构","不能访问 Google 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