[{"data":1,"prerenderedAt":4492},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-warp":8,"alt-list-warp":848},{"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":19,"category":786,"chinese_friendly":305,"cover":787,"description":788,"domestic":789,"extension":790,"faq":791,"free":326,"github":751,"languages":792,"lastVerified":794,"meta":795,"models":791,"navigation":326,"notSuitable":791,"opensource":326,"path":796,"pillar":797,"platforms":798,"priceTable":802,"pricing":820,"published":821,"relatedPlaybooks":791,"relatedReviews":791,"score":822,"self_host":789,"seo":823,"seoTitle":824,"slug":825,"sources":826,"stem":838,"suitable":791,"tagline":839,"tags":840,"updated":821,"verdict":846,"website":739,"__hash__":847},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fwarp.md","Warp",[12,13,14,15],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Fgemini-cli",[17,18],"OpenAI","Anthropic",{"type":20,"value":21,"toc":768},"minimark",[22,27,53,59,62,67,70,83,87,90,94,129,133,146,150,153,157,253,266,280,284,362,380,383,422,425,558,564,578,583,600,603,645,649,652,666,669,686,689,729,732,756,764],[23,24,26],"h2",{"id":25},"tldr","TL;DR",[28,29,34,46],"div",{"className":30},[31,32,33],"card","p-5","my-4",[35,36,37,41,42,45],"p",{},[38,39,40],"strong",{},"一句话："," 用 Rust 重写的 ",[38,43,44],{},"AI-native 终端","，2020 年创立（红杉\u002FGV 投资），mac 开发者中用户量很大。它不是给老终端加 AI 插件，而是从头围绕「块状命令输出 + 现代文本编辑 + 内置 AI」重新设计。2025 年开源（客户端 AGPLv3，62k+ GitHub stars）。",[35,47,48,49,52],{},"核心能力：自然语言生成命令、本地 + 云端 agent、codebase 索引、跨 zsh\u002Fbash\u002Ffish。代价是 AI 走 ",[38,50,51],{},"credit 制","，重度使用月成本高。",[54,55,56],"blockquote",{},[35,57,58],{},"来源说明：本文基于 warp.dev 官方与定价页、GitHub 仓库、多份独立评测（aitools.inc \u002F theaiagentindex）综合整理。Warp 迭代快、credit 规则随官方调整，请以最新官方信息为准。",[23,60,61],{"id":61},"核心特性",[63,64,66],"h3",{"id":65},"块状终端blocks","块状终端（Blocks）",[35,68,69],{},"Warp 最标志性的设计：把每条命令的「输入 + 输出」组织成一个可导航的「块」，而不是一长串滚动文本。好处：",[71,72,73,77,80],"ul",{},[74,75,76],"li",{},"历史命令一眼区分，点一下就能复制整块输入或输出",[74,78,79],{},"块可以分享给同事（连命令带输出）",[74,81,82],{},"命令行支持像代码编辑器一样把光标放任意位置编辑、多行编辑、智能选择",[63,84,86],{"id":85},"ai-命令助手","AI 命令助手",[35,88,89],{},"直接在终端里用自然语言问，拿到命令建议、解释和复杂工作流帮助。比如输入「重启 docker 并清缓存」生成对应命令。内置 400+ CLI 工具的智能补全。",[63,91,93],{"id":92},"warp-agent-云端-agent","Warp Agent + 云端 agent",[71,95,96,102,112,118],{},[74,97,98,101],{},[38,99,100],{},"本地 agent","：在终端里 agentic 地完成编码任务",[74,103,104,107,108,111],{},[38,105,106],{},"云端 agent（Cloud Agents）","：关键差异点——",[38,109,110],{},"终端关掉后任务还在云端继续跑","，适合长时间自主工作流",[74,113,114,117],{},[38,115,116],{},"codebase 索引","：付费档支持单仓库最多 10 万文件索引",[74,119,120,128],{},[38,121,122,127],{},[123,124,126],"a",{"href":125},"\u002Fwiki\u002Fmcp.html","MCP"," 支持","：所有付费档可用",[63,130,132],{"id":131},"oz多-agent-编排2026-06","Oz：多 agent 编排（2026-06）",[35,134,135,136,140,141,145],{},"2026 年 6 月 Warp 推出 Oz 编排层，能在一个统一工作流里协调 ",[123,137,139],{"href":138},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code","、",[123,142,144],{"href":143},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex"," 和 Warp Agent——把多个 agent harness 统一调度。",[63,147,149],{"id":148},"warp-drive","Warp Drive",[35,151,152],{},"团队共享层：保存常用命令为可复用 workflow（带参数）、共享 Notebook、实时 session 分享做结对编程。",[23,154,156],{"id":155},"价格与运行成本credit-制","价格与运行成本（credit 制）",[158,159,160,179],"table",{},[161,162,163],"thead",{},[164,165,166,170,173,176],"tr",{},[167,168,169],"th",{},"套餐",[167,171,172],{},"价格",[167,174,175],{},"Credits",[167,177,178],{},"备注",[180,181,182,197,211,225,239],"tbody",{},[164,183,184,188,191,194],{},[185,186,187],"td",{},"Free",[185,189,190],{},"$0",[185,192,193],{},"限量 AI + BYO 推理",[185,195,196],{},"终端基础功能全免费",[164,198,199,202,205,208],{},[185,200,201],{},"Build",[185,203,204],{},"$20\u002F月（年付 $18）",[185,206,207],{},"1500\u002F月",[185,209,210],{},"官方推荐，前沿模型全开",[164,212,213,216,219,222],{},[185,214,215],{},"Max",[185,217,218],{},"$200\u002F月",[185,220,221],{},"12× Build",[185,223,224],{},"重度自主工作流",[164,226,227,230,233,236],{},[185,228,229],{},"Business",[185,231,232],{},"$50\u002Fseat\u002F月",[185,234,235],{},"1500\u002F月\u002F人",[185,237,238],{},"团队 ZDR + SSO，最多 25 席",[164,240,241,244,247,250],{},[185,242,243],{},"Enterprise",[185,245,246],{},"联系销售",[185,248,249],{},"定制",[185,251,252],{},"BYOLLM + 自托管云 agent",[35,254,255,258,259,265],{},[38,256,257],{},"credit 消耗要点","（据官方与 ",[123,260,264],{"href":261,"rel":262},"https:\u002F\u002Ftheaiagentindex.com\u002Fagents\u002Fwarp-ai",[263],"nofollow","theaiagentindex 评测","）：",[71,267,268,271,274,277],{},[74,269,270],{},"credit 同时用于云端和本地 agent",[74,272,273],{},"用前沿模型（GPT \u002F Claude \u002F Gemini）消耗更快",[74,275,276],{},"支持 Reload credits（按量加购，有阶梯折扣）+ auto-reload + 团队消费上限",[74,278,279],{},"年付约 9 折",[23,281,283],{"id":282},"上手-5-分钟","上手 5 分钟",[285,286,291],"pre",{"className":287,"code":288,"language":289,"meta":290,"style":290},"language-bash shiki shiki-themes github-light github-dark","# macOS\nbrew install --cask warp\n\n# Windows\nwinget install Warp.Warp\n\n# Linux（.deb \u002F .rpm \u002F AppImage \u002F pacman，x64 与 ARM64）\n# 去 https:\u002F\u002Fapp.warp.dev\u002Fget_warp 选对应包\n","bash","",[292,293,294,303,321,328,334,345,350,356],"code",{"__ignoreMap":290},[295,296,299],"span",{"class":297,"line":298},"line",1,[295,300,302],{"class":301},"sJ8bj","# macOS\n",[295,304,306,310,314,318],{"class":297,"line":305},2,[295,307,309],{"class":308},"sScJk","brew",[295,311,313],{"class":312},"sZZnC"," install",[295,315,317],{"class":316},"sj4cs"," --cask",[295,319,320],{"class":312}," warp\n",[295,322,324],{"class":297,"line":323},3,[295,325,327],{"emptyLinePlaceholder":326},true,"\n",[295,329,331],{"class":297,"line":330},4,[295,332,333],{"class":301},"# Windows\n",[295,335,337,340,342],{"class":297,"line":336},5,[295,338,339],{"class":308},"winget",[295,341,313],{"class":312},[295,343,344],{"class":312}," Warp.Warp\n",[295,346,348],{"class":297,"line":347},6,[295,349,327],{"emptyLinePlaceholder":326},[295,351,353],{"class":297,"line":352},7,[295,354,355],{"class":301},"# Linux（.deb \u002F .rpm \u002F AppImage \u002F pacman，x64 与 ARM64）\n",[295,357,359],{"class":297,"line":358},8,[295,360,361],{"class":301},"# 去 https:\u002F\u002Fapp.warp.dev\u002Fget_warp 选对应包\n",[363,364,365,368,371,374,377],"ol",{},[74,366,367],{},"安装后用账号登录（国内需代理过验证）",[74,369,370],{},"习惯块状输出——每条命令是一个独立块",[74,372,373],{},"输入自然语言（如「找出占用 8080 端口的进程并杀掉」）让 AI 生成命令",[74,375,376],{},"试 Warp Agent：让它跑一个多步骤任务，看它读输出、自动纠错",[74,378,379],{},"团队用户配 Warp Drive 共享 workflow",[23,381,382],{"id":382},"国内使用注意事项",[363,384,385,391,397,403],{},[74,386,387,390],{},[38,388,389],{},"网络","：AI 推理在境外，agent \u002F 命令生成没代理会卡顿",[74,392,393,396],{},[38,394,395],{},"支付","：付费档只收海外卡",[74,398,399,402],{},[38,400,401],{},"语言","：界面以英文为主，中文支持弱",[74,404,405,408,409,411,412,416,417,421],{},[38,406,407],{},"替代路径","：国内终端 AI 工作流可考虑 ",[123,410,139],{"href":138},"（配国内中转）、",[123,413,415],{"href":414},"\u002Fcoding\u002Fcli\u002Faider.html","Aider","（开源、可接国内模型 API）、",[123,418,420],{"href":419},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码"," 命令行能力",[23,423,424],{"id":424},"与同类怎么选",[158,426,427,448],{},[161,428,429],{},[164,430,431,434,436,440,444],{},[167,432,433],{},"维度",[167,435,10],{},[167,437,438],{},[123,439,139],{"href":138},[167,441,442],{},[123,443,415],{"href":414},[167,445,446],{},[123,447,144],{"href":143},[180,449,450,465,481,496,512,529,544],{},[164,451,452,455,457,460,463],{},[185,453,454],{},"形态",[185,456,44],{},[185,458,459],{},"终端内 agent",[185,461,462],{},"终端内 pair programmer",[185,464,459],{},[164,466,467,470,473,476,479],{},[185,468,469],{},"终端 UX 革新",[185,471,472],{},"★★★★★ 块状\u002F编辑",[185,474,475],{},"★★★☆☆ 普通终端跑",[185,477,478],{},"★★★☆☆",[185,480,478],{},[164,482,483,486,489,492,494],{},[185,484,485],{},"云端 agent",[185,487,488],{},"★★★★★ 有",[185,490,491],{},"✗",[185,493,491],{},[185,495,478],{},[164,497,498,501,504,506,509],{},[185,499,500],{},"开源",[185,502,503],{},"★★★★☆ 客户端 AGPLv3",[185,505,491],{},[185,507,508],{},"★★★★★ Apache",[185,510,511],{},"★★★★☆",[164,513,514,517,520,523,526],{},[185,515,516],{},"模型灵活度",[185,518,519],{},"★★★★☆ 多家 + BYOK",[185,521,522],{},"★★★☆☆ 主 Claude",[185,524,525],{},"★★★★★ 任意 API",[185,527,528],{},"★★★☆☆ 主 OpenAI",[164,530,531,534,537,539,542],{},[185,532,533],{},"成本可预测性",[185,535,536],{},"★★★☆☆ credit 制",[185,538,511],{},[185,540,541],{},"★★★★★ 按 API 付",[185,543,511],{},[164,545,546,549,552,554,556],{},[185,547,548],{},"国内可用性",[185,550,551],{},"★★☆☆☆",[185,553,478],{},[185,555,511],{},[185,557,478],{},[35,559,560,563],{},[38,561,562],{},"选 Warp 如果你","：",[71,565,566,569,572,575],{},[74,567,568],{},"想要根本性更好的终端 UX（块状输出 + 现代编辑）",[74,570,571],{},"需要云端 agent 跑关终端也不停的长任务",[74,573,574],{},"mac \u002F Linux 用户、能搞定网络和支付",[74,576,577],{},"想要一个 GUI 化、可分享、可团队协作的终端",[35,579,580,563],{},[38,581,582],{},"别选 Warp 如果你",[71,584,585,591,594,597],{},[74,586,587,588,590],{},"重度使用且预算敏感（credit 制不如按 API 付划算，去 ",[123,589,415],{"href":414},"）",[74,592,593],{},"Windows 重度用户（打磨不如 mac\u002FLinux）",[74,595,596],{},"国内 + 不想折腾代理",[74,598,599],{},"只想要纯净轻量终端（用 iTerm2 \u002F Alacritty）",[23,601,602],{"id":602},"避坑清单",[71,604,605,611,621,627,633,639],{},[74,606,607,610],{},[38,608,609],{},"credit 制要算账","：Build 的 1500 credits 看着多，跑 agent + 前沿模型消耗快，重度用户得上 Max（$200）或买 Reload credits，成本不低。",[74,612,613,616,617,620],{},[38,614,615],{},"Windows 打磨落后","：据 ",[123,618,264],{"href":261,"rel":619},[263],"，Windows 版虽可用，但稳定性和细节不如 mac \u002F Linux。Windows 用户预期别拉太高。",[74,622,623,626],{},[38,624,625],{},"开源 ≠ 全开源","：开源的是客户端（AGPLv3）和 UI 框架（MIT），后端服务和 AI 基础设施不开源。要完全自托管得上 Enterprise。",[74,628,629,632],{},[38,630,631],{},"AGPLv3 注意合规","：如果你 fork 改 Warp 客户端并对外提供网络服务，AGPLv3 要求公开你的修改源码。企业内部商用前确认许可证义务。",[74,634,635,638],{},[38,636,637],{},"数据出网","：默认 AI 走云端。介意代码出网的，Free 档可 BYO 推理，或上 Business\u002FEnterprise 的 Zero Data Retention。",[74,640,641,644],{},[38,642,643],{},"国内三道坎","：网络、支付、英文界面，没代理基本玩不转。",[23,646,648],{"id":647},"适合-不适合","适合 \u002F 不适合",[35,650,651],{},"✅ 适合：",[71,653,654,657,660,663],{},[74,655,656],{},"想要现代化、AI-native 的终端体验",[74,658,659],{},"需要云端 agent 跑长时间自主任务",[74,661,662],{},"mac \u002F Linux 开发者",[74,664,665],{},"团队需要共享命令 \u002F workflow \u002F 结对",[35,667,668],{},"❌ 不适合：",[71,670,671,677,680,683],{},[74,672,673,674,676],{},"预算敏感的重度 AI 使用者（",[123,675,415],{"href":414}," 按 API 付更省）",[74,678,679],{},"Windows 重度用户",[74,681,682],{},"国内首选且不想配代理",[74,684,685],{},"偏好极简纯净终端",[23,687,688],{"id":688},"相关阅读",[71,690,691,705,718],{},[74,692,693,694,696,697,696,699,696,701],{},"同类对比：",[123,695,139],{"href":138}," \u002F ",[123,698,415],{"href":414},[123,700,144],{"href":143},[123,702,704],{"href":703},"\u002Fcoding\u002Fcli\u002Fgemini-cli.html","Gemini CLI",[74,706,707,708,696,712,696,714],{},"概念：",[123,709,711],{"href":710},"\u002Fwiki\u002Fai-agent.html","AI Agent",[123,713,126],{"href":125},[123,715,717],{"href":716},"\u002Fwiki\u002Fcontext-rot.html","Context Rot",[74,719,720,721,696,725],{},"模型：",[123,722,724],{"href":723},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[123,726,728],{"href":727},"\u002Fmodels\u002Fgpt-5-1-codex-max.html","GPT-5.1-Codex-Max",[23,730,731],{"id":731},"来源",[71,733,734,746,753],{},[74,735,736,737,741,742],{},"官网：",[123,738,739],{"href":739,"rel":740},"https:\u002F\u002Fwarp.dev",[263]," ｜ 定价：",[123,743,744],{"href":744,"rel":745},"https:\u002F\u002Fwww.warp.dev\u002Fpricing",[263],[74,747,748,749],{},"GitHub：",[123,750,751],{"href":751,"rel":752},"https:\u002F\u002Fgithub.com\u002Fwarpdotdev\u002FWarp",[263],[74,754,755],{},"第三方评测：aitools.inc \u002F theaiagentindex.com",[35,757,758,759,763],{},"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 ",[123,760,762],{"href":761},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[765,766,767],"style",{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html 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对比、避坑指南。",false,"md",null,[793],"en","2026-08-02",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Fwarp","coding",[799,800,801],"windows","macos","linux",[803,806,811,814,817],{"plan":187,"price":190,"limit":804,"cn_pay":805,"note":196},"限量 AI credits + BYO 推理，云 agent\u002F索引受限","—",{"plan":201,"price":807,"limit":808,"cn_pay":809,"note":810},"$20\u002F月（年付 9 折 $18）","1500 credits\u002F月，前沿 OpenAI\u002FAnthropic\u002FGoogle 模型","⚠️ 需海外卡","官方推荐档",{"plan":215,"price":218,"limit":812,"cn_pay":813,"note":224},"12× Build 的 credits","⚠️",{"plan":229,"price":232,"limit":815,"cn_pay":813,"note":816},"1500 credits + 团队 ZDR + SAML SSO","团队（最多 25 席）",{"plan":243,"price":246,"limit":818,"cn_pay":805,"note":819},"无限席位 + BYOLLM + 自托管云 agent","大企业","Free（100-限量 AI）\u002F Build $20\u002Fmo 1500 credits \u002F Max $200\u002Fmo \u002F Business $50\u002Fseat","2026-06-28",{"power":330,"ux":336,"price":323,"cn_support":305,"stability":330},{"title":10,"description":788},"Warp 终端评测 2026：AI 增强终端，智能命令行工具","coding\u002Fcli\u002Fwarp",[827,829,831,833,836],{"title":828,"url":739},"Warp 官方",{"title":830,"url":744},"Warp 定价页",{"title":832,"url":751},"Warp GitHub (warpdotdev\u002FWarp)",{"title":834,"url":835},"Warp Features & Pricing (aitools.inc)","https:\u002F\u002Faitools.inc\u002Ftools\u002Fwarp",{"title":837,"url":261},"Warp AI Review 2026 (theaiagentindex)","tools\u002Fcoding\u002Fcli\u002Fwarp","Rust 重写的 AI-native 终端，块状输出 + agent + 云端 agent",[786,841,842,843,844,845],"terminal","agent","rust","block-output","cloud-agent","重新发明终端 UX 的标杆：块状输出 + 现代文本编辑 + AI 命令生成确实好用，2025 开源（AGPLv3）加分。但 AI 走 credit 制，重度使用成本高，Windows 打磨不如 mac\u002FLinux，国内网络+支付有门槛。","f60aFdv73QiMo5Ro5iBg1KgUOMDSRhxj8qpwcsvHbXM",[849,2141,3094,3852],{"id":850,"title":139,"alternatives":851,"api_compatible":853,"body":855,"category":786,"chinese_friendly":323,"cover":2069,"description":2070,"domestic":789,"extension":790,"faq":791,"free":789,"github":2027,"languages":2071,"lastVerified":794,"meta":2072,"models":2073,"navigation":326,"notSuitable":2077,"opensource":789,"path":2081,"pillar":797,"platforms":2082,"priceTable":2083,"pricing":2102,"published":2103,"relatedPlaybooks":791,"relatedReviews":2104,"score":2111,"self_host":789,"seo":2112,"seoTitle":2113,"slug":12,"sources":2114,"stem":2127,"suitable":2128,"tagline":2134,"tags":2135,"updated":2138,"verdict":2139,"website":2014,"__hash__":2140},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[14,13,852],"coding\u002Fcli\u002Fcline",[854],"anthropic",{"type":20,"value":856,"toc":2052},[857,859,905,910,912,916,926,956,959,963,970,1005,1020,1024,1027,1182,1200,1204,1213,1289,1292,1296,1310,1313,1328,1408,1411,1428,1441,1449,1451,1611,1613,1653,1655,1811,1816,1830,1835,1855,1857,1953,1955,2006,2008,2045,2049],[23,858,26],{"id":25},[28,860,862,871,882],{"className":861},[31,32,33],[35,863,864,866,867,870],{},[38,865,40],{}," 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 ",[292,868,869],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[35,872,873,874,877,878,881],{},"最大价值是 ",[38,875,876],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[38,879,880],{},"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。",[35,883,884,887,888,892,893,896,897,900,901,904],{},[38,885,886],{},"2026-07 最新进展","：核心模型已升级为 ",[123,889,891],{"href":890},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[292,894,895],{},"\u002Ffork","（复制会话到后台并行）、",[292,898,899],{},"\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。",[38,902,903],{},"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。",[54,906,907],{},[35,908,909],{},"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。",[23,911,61],{"id":61},[63,913,915],{"id":914},"终端原生的-agent-体验","终端原生的 Agent 体验",[35,917,918,919,922,923,925],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[38,920,921],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[292,924,869],{},"，就进入了一个能读你整个 codebase 的对话环境。",[285,927,929],{"className":287,"code":928,"language":289,"meta":290,"style":290},"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",[292,930,931,939,946],{"__ignoreMap":290},[295,932,933,936],{"class":297,"line":298},[295,934,935],{"class":316},"cd",[295,937,938],{"class":312}," your-project\n",[295,940,941,943],{"class":297,"line":305},[295,942,869],{"class":308},[295,944,945],{"class":301},"                          # 进入交互模式\n",[295,947,948,952],{"class":297,"line":323},[295,949,951],{"class":950},"szBVR",">",[295,953,955],{"class":954},"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",[35,957,958],{},"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。",[63,960,962],{"id":961},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[35,964,965,966,969],{},"Claude Code 2.x 引入了 ",[123,967,968],{"href":710},"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：",[285,971,973],{"className":287,"code":972,"language":289,"meta":290,"style":290},"\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",[292,974,975,982,989,997],{"__ignoreMap":290},[295,976,977,979],{"class":297,"line":298},[295,978,899],{"class":308},[295,980,981],{"class":301},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[295,983,984,986],{"class":297,"line":305},[295,985,895],{"class":308},[295,987,988],{"class":301},"               # 复制当前会话到后台并行推进\n",[295,990,991,994],{"class":297,"line":323},[295,992,993],{"class":308},"\u002Fagents",[295,995,996],{"class":301},"             # 管理子代理\n",[295,998,999,1002],{"class":297,"line":330},[295,1000,1001],{"class":308},"\u002Ftasks",[295,1003,1004],{"class":301},"              # 列出后台运行的子代理\n",[35,1006,1007,1008,1013,1014,1016,1017,1019],{},"据 ",[123,1009,1012],{"href":1010,"rel":1011},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[263],"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，",[292,1015,899],{}," 取代了旧的内联子 agent 写法，",[292,1018,895],{}," 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。",[63,1021,1023],{"id":1022},"slash-命令生产力关键","Slash 命令（生产力关键）",[35,1025,1026],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[158,1028,1029,1039],{},[161,1030,1031],{},[164,1032,1033,1036],{},[167,1034,1035],{},"命令",[167,1037,1038],{},"用途",[180,1040,1041,1055,1065,1078,1088,1098,1108,1118,1128,1138,1148,1158,1168],{},[164,1042,1043,1048],{},[185,1044,1045],{},[292,1046,1047],{},"\u002Finit",[185,1049,1050,1051,1054],{},"第一次进入仓库时跑，生成 ",[292,1052,1053],{},"CLAUDE.md","（项目记忆）",[164,1056,1057,1062],{},[185,1058,1059],{},[292,1060,1061],{},"\u002Fmemory",[185,1063,1064],{},"编辑长期记忆",[164,1066,1067,1072],{},[185,1068,1069],{},[292,1070,1071],{},"\u002Fclear",[185,1073,1074,1075,590],{},"清空当前对话，重新开始（",[38,1076,1077],{},"最被低估的命令",[164,1079,1080,1085],{},[185,1081,1082],{},[292,1083,1084],{},"\u002Fcompact",[185,1086,1087],{},"长对话压缩，挽救快爆炸的 context window",[164,1089,1090,1095],{},[185,1091,1092],{},[292,1093,1094],{},"\u002Fcontext",[185,1096,1097],{},"显示当前 context 用量",[164,1099,1100,1105],{},[185,1101,1102],{},[292,1103,1104],{},"\u002Fplan",[185,1106,1107],{},"切到 plan 模式（只规划不执行）",[164,1109,1110,1115],{},[185,1111,1112],{},[292,1113,1114],{},"\u002Fmodel",[185,1116,1117],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[164,1119,1120,1125],{},[185,1121,1122],{},[292,1123,1124],{},"\u002Fdiff",[185,1126,1127],{},"看本轮所有改动",[164,1129,1130,1135],{},[185,1131,1132],{},[292,1133,1134],{},"\u002Fcode-review",[185,1136,1137],{},"对 diff 跑代码审查",[164,1139,1140,1145],{},[185,1141,1142],{},[292,1143,1144],{},"\u002Frewind",[185,1146,1147],{},"回滚到任意 checkpoint（代码 + 对话）",[164,1149,1150,1155],{},[185,1151,1152],{},[292,1153,1154],{},"\u002Fmcp",[185,1156,1157],{},"管理 MCP 服务器",[164,1159,1160,1165],{},[185,1161,1162],{},[292,1163,1164],{},"\u002Fdoctor",[185,1166,1167],{},"排查环境问题",[164,1169,1170,1179],{},[185,1171,1172,1175,1176],{},[292,1173,1174],{},"\u002Fresume"," ",[292,1177,1178],{},"\u002Fbranch",[185,1180,1181],{},"回到 \u002F fork 历史对话",[35,1183,1184,1189,1190,1192,1193,1195,1196,1199],{},[123,1185,1188],{"href":1186,"rel":1187},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[263],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[292,1191,1084],{},"（每 20-30 分钟一次防止 context drift）、",[292,1194,1071],{},"（新任务开新会话）、自定义命令（写在 ",[292,1197,1198],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[63,1201,1203],{"id":1202},"mcp-集成一等公民","MCP 集成（一等公民）",[35,1205,1206,1208,1209,1212],{},[123,1207,126],{"href":125}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[292,1210,1211],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[285,1214,1218],{"className":1215,"code":1216,"language":1217,"meta":290,"style":290},"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",[292,1219,1220,1225,1233,1240,1254,1274,1279,1284],{"__ignoreMap":290},[295,1221,1222],{"class":297,"line":298},[295,1223,1224],{"class":954},"{\n",[295,1226,1227,1230],{"class":297,"line":305},[295,1228,1229],{"class":316},"  \"mcpServers\"",[295,1231,1232],{"class":954},": {\n",[295,1234,1235,1238],{"class":297,"line":323},[295,1236,1237],{"class":316},"    \"postgres\"",[295,1239,1232],{"class":954},[295,1241,1242,1245,1248,1251],{"class":297,"line":330},[295,1243,1244],{"class":316},"      \"command\"",[295,1246,1247],{"class":954},": ",[295,1249,1250],{"class":312},"\"npx\"",[295,1252,1253],{"class":954},",\n",[295,1255,1256,1259,1262,1265,1268,1271],{"class":297,"line":336},[295,1257,1258],{"class":316},"      \"args\"",[295,1260,1261],{"class":954},": [",[295,1263,1264],{"class":312},"\"@modelcontextprotocol\u002Fserver-postgres\"",[295,1266,1267],{"class":954},", ",[295,1269,1270],{"class":312},"\"postgresql:\u002F\u002F...\"",[295,1272,1273],{"class":954},"]\n",[295,1275,1276],{"class":297,"line":347},[295,1277,1278],{"class":954},"    }\n",[295,1280,1281],{"class":297,"line":352},[295,1282,1283],{"class":954},"  }\n",[295,1285,1286],{"class":297,"line":358},[295,1287,1288],{"class":954},"}\n",[35,1290,1291],{},"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。",[63,1293,1295],{"id":1294},"后台-远程模式","后台 \u002F 远程模式",[35,1297,1298,1301,1302,1305,1306,1309],{},[292,1299,1300],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[292,1303,1304],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[292,1307,1308],{},"\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\"。",[23,1311,1312],{"id":1312},"价格与运行成本",[35,1314,1315,1316,1321,1322,1327],{},"根据 ",[123,1317,1320],{"href":1318,"rel":1319},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[263],"explainx.ai 2026-06 评测"," 和 ",[123,1323,1326],{"href":1324,"rel":1325},"https:\u002F\u002Fclaude.com\u002Fpricing",[263],"Anthropic 官方定价"," 整理：",[158,1329,1330,1342],{},[161,1331,1332],{},[164,1333,1334,1337,1339],{},[167,1335,1336],{},"路径",[167,1338,172],{},[167,1340,1341],{},"适用场景",[180,1343,1344,1357,1370,1383,1395],{},[164,1345,1346,1351,1354],{},[185,1347,1348],{},[38,1349,1350],{},"BYOK（自带 API key）",[185,1352,1353],{},"按 token 计费",[185,1355,1356],{},"全自由，但单月烧到 $500+ 也常见",[164,1358,1359,1364,1367],{},[185,1360,1361],{},[38,1362,1363],{},"Pro",[185,1365,1366],{},"$20\u002F月（年付 ~$17）",[185,1368,1369],{},"个人开发者，每天 1-4 小时",[164,1371,1372,1377,1380],{},[185,1373,1374],{},[38,1375,1376],{},"Max 5x",[185,1378,1379],{},"$100\u002F月",[185,1381,1382],{},"重度用户 + Opus 模型访问",[164,1384,1385,1390,1392],{},[185,1386,1387],{},[38,1388,1389],{},"Max 20x",[185,1391,218],{},[185,1393,1394],{},"8h+ agentic 工作流 \u002F 团队共享",[164,1396,1397,1402,1405],{},[185,1398,1399],{},[38,1400,1401],{},"Team Premium",[185,1403,1404],{},"$100\u002Fseat 年付 \u002F $125 月付",[185,1406,1407],{},"团队，含管理",[35,1409,1410],{},"API token 价格（2026-07 公开数据）：",[71,1412,1413,1419,1425],{},[74,1414,1415,1418],{},[38,1416,1417],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[74,1420,1421,1424],{},[38,1422,1423],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[74,1426,1427],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[54,1429,1430],{},[35,1431,1432,1433,1436,1437,1440],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[38,1434,1435],{},"87.6%","、Sonnet 5 ",[38,1438,1439],{},"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。",[35,1442,1443,1448],{},[123,1444,1447],{"href":1445,"rel":1446},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[263],"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。",[23,1450,283],{"id":282},[285,1452,1454],{"className":287,"code":1453,"language":289,"meta":290,"style":290},"# 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",[292,1455,1456,1461,1478,1482,1487,1498,1502,1507,1520,1525,1531,1539,1553,1559,1574,1579,1585,1592,1603],{"__ignoreMap":290},[295,1457,1458],{"class":297,"line":298},[295,1459,1460],{"class":301},"# macOS \u002F Linux \u002F Windows (WSL)\n",[295,1462,1463,1466,1469,1472,1475],{"class":297,"line":305},[295,1464,1465],{"class":308},"curl",[295,1467,1468],{"class":316}," -fsSL",[295,1470,1471],{"class":312}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[295,1473,1474],{"class":950}," |",[295,1476,1477],{"class":308}," bash\n",[295,1479,1480],{"class":297,"line":323},[295,1481,327],{"emptyLinePlaceholder":326},[295,1483,1484],{"class":297,"line":330},[295,1485,1486],{"class":301},"# macOS 用 Homebrew\n",[295,1488,1489,1491,1493,1495],{"class":297,"line":336},[295,1490,309],{"class":308},[295,1492,313],{"class":312},[295,1494,317],{"class":316},[295,1496,1497],{"class":312}," claude-code\n",[295,1499,1500],{"class":297,"line":347},[295,1501,327],{"emptyLinePlaceholder":326},[295,1503,1504],{"class":297,"line":352},[295,1505,1506],{"class":301},"# Windows PowerShell\n",[295,1508,1509,1512,1515,1517],{"class":297,"line":358},[295,1510,1511],{"class":308},"irm",[295,1513,1514],{"class":312}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[295,1516,1474],{"class":950},[295,1518,1519],{"class":308}," iex\n",[295,1521,1523],{"class":297,"line":1522},9,[295,1524,327],{"emptyLinePlaceholder":326},[295,1526,1528],{"class":297,"line":1527},10,[295,1529,1530],{"class":301},"# 验证 + 登录\n",[295,1532,1534,1536],{"class":297,"line":1533},11,[295,1535,869],{"class":308},[295,1537,1538],{"class":316}," --version\n",[295,1540,1542,1544,1547,1550],{"class":297,"line":1541},12,[295,1543,869],{"class":308},[295,1545,1546],{"class":312}," auth",[295,1548,1549],{"class":312}," login",[295,1551,1552],{"class":301},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[295,1554,1556],{"class":297,"line":1555},13,[295,1557,1558],{"class":301},"# 或用 API key\n",[295,1560,1562,1565,1568,1571],{"class":297,"line":1561},14,[295,1563,1564],{"class":950},"export",[295,1566,1567],{"class":954}," ANTHROPIC_API_KEY",[295,1569,1570],{"class":950},"=",[295,1572,1573],{"class":954},"sk-ant-...\n",[295,1575,1577],{"class":297,"line":1576},15,[295,1578,327],{"emptyLinePlaceholder":326},[295,1580,1582],{"class":297,"line":1581},16,[295,1583,1584],{"class":301},"# 进项目，启动\n",[295,1586,1588,1590],{"class":297,"line":1587},17,[295,1589,935],{"class":316},[295,1591,938],{"class":312},[295,1593,1595,1597,1600],{"class":297,"line":1594},18,[295,1596,869],{"class":308},[295,1598,1599],{"class":312}," \u002Finit",[295,1601,1602],{"class":301},"               # 生成 CLAUDE.md\n",[295,1604,1606,1608],{"class":297,"line":1605},19,[295,1607,869],{"class":308},[295,1609,1610],{"class":301},"                     # 进入交互模式\n",[23,1612,382],{"id":382},[363,1614,1615,1621,1626,1631],{},[74,1616,1617,1620],{},[38,1618,1619],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[74,1622,1623,1625],{},[38,1624,395],{},"：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",[74,1627,1628,1630],{},[38,1629,389],{},"：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[74,1632,1633,1635,1636,1638,1639,1643,1644,696,1648,1652],{},[38,1634,407],{},"：用 ",[123,1637,415],{"href":414}," 或 ",[123,1640,1642],{"href":1641},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[123,1645,1647],{"href":1646},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[123,1649,1651],{"href":1650},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[23,1654,424],{"id":424},[158,1656,1657,1680],{},[161,1658,1659],{},[164,1660,1661,1663,1665,1671,1676],{},[167,1662,433],{},[167,1664,139],{},[167,1666,1667],{},[123,1668,1670],{"href":1669},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[167,1672,1673],{},[123,1674,1675],{"href":143},"Codex CLI",[167,1677,1678],{},[123,1679,415],{"href":414},[180,1681,1682,1697,1711,1729,1751,1765,1779,1796],{},[164,1683,1684,1686,1689,1692,1695],{},[185,1685,454],{},[185,1687,1688],{},"CLI（IDE 无关）",[185,1690,1691],{},"AI-first IDE",[185,1693,1694],{},"CLI",[185,1696,1694],{},[164,1698,1699,1702,1705,1707,1709],{},[185,1700,1701],{},"长任务能力",[185,1703,1704],{},"★★★★★",[185,1706,511],{},[185,1708,511],{},[185,1710,478],{},[164,1712,1713,1716,1723,1725,1727],{},[185,1714,1715],{},"上下文管理",[185,1717,1718,1719,1175,1721],{},"★★★★★ ",[292,1720,1084],{},[292,1722,1071],{},[185,1724,511],{},[185,1726,511],{},[185,1728,478],{},[164,1730,1731,1734,1742,1745,1748],{},[185,1732,1733],{},"子代理 \u002F 并行",[185,1735,1736,1737,1175,1739,590],{},"✅（",[292,1738,993],{},[292,1740,1741],{},"\u002Fbatch",[185,1743,1744],{},"部分（Bug bot）",[185,1746,1747],{},"⚠️ 有限",[185,1749,1750],{},"❌",[164,1752,1753,1756,1759,1761,1763],{},[185,1754,1755],{},"MCP 支持",[185,1757,1758],{},"★★★★★ 一等公民",[185,1760,511],{},[185,1762,478],{},[185,1764,1750],{},[164,1766,1767,1770,1772,1774,1776],{},[185,1768,1769],{},"Git 集成",[185,1771,511],{},[185,1773,478],{},[185,1775,478],{},[185,1777,1778],{},"★★★★★ 每改即 commit",[164,1780,1781,1784,1787,1790,1793],{},[185,1782,1783],{},"国内门槛",[185,1785,1786],{},"高（账号+支付+网络）",[185,1788,1789],{},"高（账号+支付）",[185,1791,1792],{},"高",[185,1794,1795],{},"低（BYOK 国产模型）",[164,1797,1798,1800,1803,1806,1808],{},[185,1799,172],{},[185,1801,1802],{},"$20-$200\u002F月",[185,1804,1805],{},"$20\u002F月",[185,1807,1802],{},[185,1809,1810],{},"仅 API 成本",[35,1812,1813,563],{},[38,1814,1815],{},"选 Claude Code 如果你",[71,1817,1818,1821,1824,1827],{},[74,1819,1820],{},"重视长任务自主性 + 上下文管理",[74,1822,1823],{},"JetBrains \u002F Vim 用户，不想换 IDE",[74,1825,1826],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[74,1828,1829],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[35,1831,1832,563],{},[38,1833,1834],{},"别选 Claude Code 如果你",[71,1836,1837,1843,1848],{},[74,1838,1839,1840,1842],{},"国内、个人、预算紧（去 ",[123,1841,415],{"href":414}," + DeepSeek）",[74,1844,1845,1846,590],{},"想要纯 IDE 内 inline 体验（",[123,1847,1670],{"href":1669},[74,1849,1850,1851,590],{},"主要写补全而非 agent 任务（",[123,1852,1854],{"href":1853},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[23,1856,602],{"id":602},[71,1858,1859,1872,1887,1901,1909,1927,1941,1947],{},[74,1860,1861,1867,1868,1871],{},[38,1862,1863,1866],{},[292,1864,1865],{},"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 ",[292,1869,1870],{},"env | grep ANTHROPIC"," 检查",[74,1873,1874,1880,1881,1883,1884,1886],{},[38,1875,1876,1877,1879],{},"长会话不 ",[292,1878,1084],{}," 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 ",[292,1882,1084],{}," 一次或 ",[292,1885,1071],{}," 开新会话",[74,1888,1889,1894,1895,1900],{},[38,1890,1891,1893],{},[292,1892,1114],{}," 切换是个坑","：跨模型切会丢部分 context ",[123,1896,1899],{"href":1897,"rel":1898},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[263],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[74,1902,1903,1908],{},[38,1904,1905,1907],{},[292,1906,1047],{}," 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",[74,1910,1911,1916,1917,1175,1920,1175,1923,1926],{},[38,1912,1913,1915],{},[292,1914,1198],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[292,1918,1919],{},"\u002Fdeploy",[292,1921,1922],{},"\u002Fmigrate",[292,1924,1925],{},"\u002Freview-pr","，提交进 git",[74,1928,1929,1932,1933,1936,1937,1940],{},[38,1930,1931],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[292,1934,1935],{},"--permission-mode plan"," 或开 ",[292,1938,1939],{},"acceptEdits"," 但配合 git worktree",[74,1942,1943,1946],{},[38,1944,1945],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[74,1948,1949,1952],{},[38,1950,1951],{},"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",[23,1954,688],{"id":688},[71,1956,1957,1971,1985,1995],{},[74,1958,693,1959,696,1961,696,1965,696,1967,696,1969],{},[123,1960,1670],{"href":1669},[123,1962,1964],{"href":1963},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[123,1966,1675],{"href":143},[123,1968,415],{"href":414},[123,1970,1642],{"href":1641},[74,1972,707,1973,696,1975,696,1979,696,1981],{},[123,1974,711],{"href":710},[123,1976,1978],{"href":1977},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[123,1980,126],{"href":125},[123,1982,1984],{"href":1983},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[74,1986,720,1987,696,1989,696,1991],{},[123,1988,891],{"href":890},[123,1990,724],{"href":723},[123,1992,1994],{"href":1993},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[74,1996,1997,1998,696,2002],{},"进阶：",[123,1999,2001],{"href":2000},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[123,2003,2005],{"href":2004},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[23,2007,731],{"id":731},[71,2009,2010,2016,2023,2029,2036,2042],{},[74,2011,736,2012],{},[123,2013,2014],{"href":2014,"rel":2015},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[263],[74,2017,2018,2019],{},"官方文档：",[123,2020,2021],{"href":2021,"rel":2022},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[263],[74,2024,748,2025],{},[123,2026,2027],{"href":2027,"rel":2028},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[263],[74,2030,2031,2032],{},"CLI Reference：",[123,2033,2034],{"href":2034,"rel":2035},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[263],[74,2037,2038,2039],{},"官方定价：",[123,2040,1324],{"href":1324,"rel":2041},[263],[74,2043,2044],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[35,2046,758,2047,763],{},[123,2048,762],{"href":761},[765,2050,2051],{},"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":290,"searchDepth":323,"depth":323,"links":2053},[2054,2055,2062,2063,2064,2065,2066,2067,2068],{"id":25,"depth":305,"text":26},{"id":61,"depth":305,"text":61,"children":2056},[2057,2058,2059,2060,2061],{"id":914,"depth":323,"text":915},{"id":961,"depth":323,"text":962},{"id":1022,"depth":323,"text":1023},{"id":1202,"depth":323,"text":1203},{"id":1294,"depth":323,"text":1295},{"id":1312,"depth":305,"text":1312},{"id":282,"depth":305,"text":283},{"id":382,"depth":305,"text":382},{"id":424,"depth":305,"text":424},{"id":602,"depth":305,"text":602},{"id":688,"depth":305,"text":688},{"id":731,"depth":305,"text":731},"\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。",[793],{},[2074,2075,2076],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[2078,2079,2080],"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",[800,801,799],[2084,2090,2094,2098],{"plan":2085,"price":2086,"limit":2087,"cn_pay":2088,"note":2089},"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":2091,"price":1805,"limit":2092,"cn_pay":809,"note":2093},"Claude Pro","约 1-4 小时\u002F天活跃编码","网页 + Code 共享额度",{"plan":2095,"price":1379,"limit":2096,"cn_pay":809,"note":2097},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":2099,"price":218,"limit":2100,"cn_pay":809,"note":2101},"Claude Max 20x","Pro 的 20 倍 + 优先队列","8h+\u002F天 agentic 工作流","API 按 token 计费 \u002F Pro $20 \u002F Max $100-$200 \u002F Team Premium $100-$125 seat","2026-06-18",[2105,2106,2107,2108,2109,2110],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":336,"ux":330,"price":323,"cn_support":305,"stability":330},{"title":139,"description":2070},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[2115,2117,2118,2120,2123,2125],{"title":2116,"url":2021},"Claude Code 官方文档",{"title":1326,"url":1324},{"title":2119,"url":2034},"Claude Code CLI Reference",{"title":2121,"url":2122},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":2124,"url":1010},"Claude Code Cheat Sheet 2026",{"title":2126,"url":2027},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[2129,2130,2131,2132,2133],"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",[786,842,841,854,2136,2137],"long-task","mcp","2026-07-20","Cursor 的强力补充。终端原生、IDE 无关、长任务跑得比 Cursor 稳。但 API 计费贵且国内更难用。","0q7_OctUKQGecMZwXgjzZZKq1o_NCACWKQbqEvm25D8",{"id":2142,"title":415,"alternatives":2143,"api_compatible":791,"body":2144,"category":786,"chinese_friendly":323,"cover":3049,"description":3050,"domestic":789,"extension":790,"faq":791,"free":326,"github":2563,"languages":3051,"lastVerified":794,"meta":3053,"models":791,"navigation":326,"notSuitable":791,"opensource":326,"path":3054,"pillar":797,"platforms":3055,"priceTable":3056,"pricing":3066,"published":2103,"relatedPlaybooks":791,"relatedReviews":3067,"score":3069,"self_host":326,"seo":3070,"seoTitle":3071,"slug":13,"sources":3072,"stem":3085,"suitable":791,"tagline":3086,"tags":3087,"updated":3091,"verdict":3092,"website":2985,"__hash__":3093},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[12,14,852],{"type":20,"value":2145,"toc":3032},[2146,2148,2170,2175,2177,2181,2184,2221,2225,2233,2253,2256,2299,2304,2307,2315,2388,2391,2395,2398,2400,2551,2553,2595,2605,2607,2645,2647,2773,2778,2800,2802,2899,2901,2903,2928,2930,2944,2946,2977,2979,3024,3029],[23,2147,26],{"id":25},[28,2149,2151,2160],{"className":2150},[31,32,33],[35,2152,2153,2155,2156,2159],{},[38,2154,40],{}," Aider 把 \"AI 编辑代码\" 这件事拆成了 git 操作——每次对话结束自动 commit，回滚一行 ",[292,2157,2158],{},"git reset --hard HEAD~1"," 就行。没有 GUI、没有 IDE 插件、没有 Composer 那种漂亮 diff 面板，但你能拿到对开源项目最友好的工作流：bring your own key、bring your own model、bring your own editor。",[35,2161,2162,2163,2166,2167,2169],{},"代价是",[38,2164,2165],{},"学习曲线最陡","。第一次跑起来要花 10 分钟读文档，但跑顺了之后 ",[123,2168,139],{"href":138}," 用户都觉得\"为啥不直接 aider\"。",[54,2171,2172],{},[35,2173,2174],{},"来源说明：本文事实点基于 aider.chat 官方文档（modes.html \u002F llms.html \u002F HISTORY.html）和 GitHub 仓库归纳，命令、参数、模型列表以官方为准。",[23,2176,61],{"id":61},[63,2178,2180],{"id":2179},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[35,2182,2183],{},"这是 Aider 与所有竞品的最大区别。其他 AI 编程工具改完文件丢给你看 diff，让你手动 stage \u002F commit；Aider 把 git 集成到工作流里：",[71,2185,2186,2197,2207,2218],{},[74,2187,2188,2189,2192,2193,2196],{},"每次对话改完代码，自动 ",[292,2190,2191],{},"git add"," + ",[292,2194,2195],{},"git commit","，commit message 由 weak-model 生成",[74,2198,2199,2200,2203,2204],{},"想撤回上一步：",[292,2201,2202],{},"\u002Fundo"," 或者直接 ",[292,2205,2206],{},"git reset",[74,2208,2209,2210,2213,2214,2217],{},"改坏了想从分叉点重来：",[292,2211,2212],{},"git checkout \u003Chash>"," 后继续 ",[292,2215,2216],{},"aider","，对话上下文还在",[74,2219,2220],{},"这也是为什么官方推荐 Aider 用在 git 仓库里——非 git 目录功能受限",[63,2222,2224],{"id":2223},"architect-模式两个模型分工","Architect 模式：两个模型分工",[35,2226,2227,2228,563],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[123,2229,2232],{"href":2230,"rel":2231},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[263],"官方 modes 文档",[71,2234,2235,2241,2247],{},[74,2236,2237,2240],{},[292,2238,2239],{},"--model","（architect）：负责高层方案推理。适合 o1 \u002F o3 \u002F DeepSeek R1 \u002F Claude Opus 这类强推理模型",[74,2242,2243,2246],{},[292,2244,2245],{},"--editor-model","：负责把方案落地成具体文件 diff。适合 GPT-4o \u002F Claude Sonnet 这类编辑能力强但推理一般的模型",[74,2248,2249,2252],{},[292,2250,2251],{},"--weak-model","（可选）：用来生成 commit message \u002F 简单重构。可以指定便宜模型省钱",[35,2254,2255],{},"启动示例：",[285,2257,2259],{"className":287,"code":2258,"language":289,"meta":290,"style":290},"aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n",[292,2260,2261,2271,2281,2291],{"__ignoreMap":290},[295,2262,2263,2265,2268],{"class":297,"line":298},[295,2264,2216],{"class":308},[295,2266,2267],{"class":316}," --architect",[295,2269,2270],{"class":316}," \\\n",[295,2272,2273,2276,2279],{"class":297,"line":305},[295,2274,2275],{"class":316},"  --model",[295,2277,2278],{"class":312}," deepseek\u002Fdeepseek-reasoner",[295,2280,2270],{"class":316},[295,2282,2283,2286,2289],{"class":297,"line":323},[295,2284,2285],{"class":316},"  --editor-model",[295,2287,2288],{"class":312}," claude-3-5-sonnet-20241022",[295,2290,2270],{"class":316},[295,2292,2293,2296],{"class":297,"line":330},[295,2294,2295],{"class":316},"  --weak-model",[295,2297,2298],{"class":312}," gpt-4o-mini\n",[54,2300,2301],{},[35,2302,2303],{},"据 Aider 官方 benchmark，DeepSeek R1（架构师）+ Claude 3.5 Sonnet（编辑器）的 Architect 组合，比任一模型单跑高约 10%。本数据来自 aider.chat\u002FHISTORY.html 与 pixelsham.com 的 2025-07 评测笔记。",[63,2305,2306],{"id":2306},"几乎能接所有模型",[35,2308,2309,2314],{},[123,2310,2313],{"href":2311,"rel":2312},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[263],"Aider 官方推荐"," 的\"最佳模型清单\"：",[158,2316,2317,2329],{},[161,2318,2319],{},[164,2320,2321,2324,2327],{},[167,2322,2323],{},"厂商",[167,2325,2326],{},"推荐模型",[167,2328,178],{},[180,2330,2331,2341,2352,2363,2377],{},[164,2332,2333,2335,2338],{},[185,2334,18],{},[185,2336,2337],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[185,2339,2340],{},"编辑能力最稳",[164,2342,2343,2346,2349],{},[185,2344,2345],{},"Google",[185,2347,2348],{},"Gemini 2.5 Pro",[185,2350,2351],{},"超长上下文",[164,2353,2354,2357,2360],{},[185,2355,2356],{},"DeepSeek",[185,2358,2359],{},"R1 + V3",[185,2361,2362],{},"性价比之王",[164,2364,2365,2367,2374],{},[185,2366,17],{},[185,2368,2369,2370],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[123,2371,2373],{"href":2372},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[185,2375,2376],{},"reasoning 路径",[164,2378,2379,2382,2385],{},[185,2380,2381],{},"本地",[185,2383,2384],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[185,2386,2387],{},"完全离线",[35,2389,2390],{},"接入方式靠 LiteLLM 适配层，OpenRouter \u002F Bedrock \u002F Vertex \u002F xAI \u002F Groq \u002F Cohere \u002F Azure \u002F 私有 OpenAI 兼容端点 都支持——你能想到的 base_url，基本都行。",[63,2392,2394],{"id":2393},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[35,2396,2397],{},"Aider 用 tree-sitter 解析整个 git 仓库，生成一份压缩版的 \"repo map\"——把符号定义、函数签名、类层级提取出来塞进 prompt。模型不需要看到所有源代码就能理解项目结构。这是 Aider 在 polyglot benchmark 上能打过很多带 Composer 的工具的关键原因。",[23,2399,283],{"id":282},[285,2401,2403],{"className":287,"code":2402,"language":289,"meta":290,"style":290},"# 1. 安装（要 Python 3.9+）\npython -m pip install -U --upgrade-strategy only-if-needed aider-chat\n\n# 2. 进入 git 仓库\ncd your-project\n\n# 3. 设置 API key（任选其一）\nexport ANTHROPIC_API_KEY=sk-ant-...\nexport DEEPSEEK_API_KEY=sk-...\nexport OPENAI_API_KEY=sk-...\n\n# 4. 启动（默认会用环境变量里第一个能识别的 key）\naider\n\n# 或指定模型\naider --model deepseek\u002Fdeepseek-chat\naider --model claude-3-5-sonnet-20241022\n\n# 5. 在 aider 里直接用自然语言下指令\n> 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[292,2404,2405,2410,2435,2439,2444,2450,2454,2459,2469,2481,2492,2496,2501,2506,2510,2515,2525,2534,2538,2543],{"__ignoreMap":290},[295,2406,2407],{"class":297,"line":298},[295,2408,2409],{"class":301},"# 1. 安装（要 Python 3.9+）\n",[295,2411,2412,2415,2418,2421,2423,2426,2429,2432],{"class":297,"line":305},[295,2413,2414],{"class":308},"python",[295,2416,2417],{"class":316}," -m",[295,2419,2420],{"class":312}," pip",[295,2422,313],{"class":312},[295,2424,2425],{"class":316}," -U",[295,2427,2428],{"class":316}," --upgrade-strategy",[295,2430,2431],{"class":312}," only-if-needed",[295,2433,2434],{"class":312}," aider-chat\n",[295,2436,2437],{"class":297,"line":323},[295,2438,327],{"emptyLinePlaceholder":326},[295,2440,2441],{"class":297,"line":330},[295,2442,2443],{"class":301},"# 2. 进入 git 仓库\n",[295,2445,2446,2448],{"class":297,"line":336},[295,2447,935],{"class":316},[295,2449,938],{"class":312},[295,2451,2452],{"class":297,"line":347},[295,2453,327],{"emptyLinePlaceholder":326},[295,2455,2456],{"class":297,"line":352},[295,2457,2458],{"class":301},"# 3. 设置 API key（任选其一）\n",[295,2460,2461,2463,2465,2467],{"class":297,"line":358},[295,2462,1564],{"class":950},[295,2464,1567],{"class":954},[295,2466,1570],{"class":950},[295,2468,1573],{"class":954},[295,2470,2471,2473,2476,2478],{"class":297,"line":1522},[295,2472,1564],{"class":950},[295,2474,2475],{"class":954}," DEEPSEEK_API_KEY",[295,2477,1570],{"class":950},[295,2479,2480],{"class":954},"sk-...\n",[295,2482,2483,2485,2488,2490],{"class":297,"line":1527},[295,2484,1564],{"class":950},[295,2486,2487],{"class":954}," OPENAI_API_KEY",[295,2489,1570],{"class":950},[295,2491,2480],{"class":954},[295,2493,2494],{"class":297,"line":1533},[295,2495,327],{"emptyLinePlaceholder":326},[295,2497,2498],{"class":297,"line":1541},[295,2499,2500],{"class":301},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[295,2502,2503],{"class":297,"line":1555},[295,2504,2505],{"class":308},"aider\n",[295,2507,2508],{"class":297,"line":1561},[295,2509,327],{"emptyLinePlaceholder":326},[295,2511,2512],{"class":297,"line":1576},[295,2513,2514],{"class":301},"# 或指定模型\n",[295,2516,2517,2519,2522],{"class":297,"line":1581},[295,2518,2216],{"class":308},[295,2520,2521],{"class":316}," --model",[295,2523,2524],{"class":312}," deepseek\u002Fdeepseek-chat\n",[295,2526,2527,2529,2531],{"class":297,"line":1587},[295,2528,2216],{"class":308},[295,2530,2521],{"class":316},[295,2532,2533],{"class":312}," claude-3-5-sonnet-20241022\n",[295,2535,2536],{"class":297,"line":1594},[295,2537,327],{"emptyLinePlaceholder":326},[295,2539,2540],{"class":297,"line":1605},[295,2541,2542],{"class":301},"# 5. 在 aider 里直接用自然语言下指令\n",[295,2544,2546,2548],{"class":297,"line":2545},20,[295,2547,951],{"class":950},[295,2549,2550],{"class":954}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[23,2552,1312],{"id":1312},[71,2554,2555,2567,2578],{},[74,2556,2557,2560,2561,2566],{},[38,2558,2559],{},"Aider 本体","：开源免费（",[123,2562,2565],{"href":2563,"rel":2564},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[263],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[74,2568,2569,2572,2573,696,2575,2577],{},[38,2570,2571],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[123,2574,1670],{"href":1669},[123,2576,1964],{"href":1963}," 最大的商业模式差异",[74,2579,2580,2581],{},"单次会话典型消耗：\n",[71,2582,2583,2586,2589],{},[74,2584,2585],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[74,2587,2588],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[74,2590,2591,2592,2594],{},"用 ",[123,2593,2373],{"href":2372}," reasoning：根据推理深度，可能到 $3-8",[35,2596,2597,2598,2192,2600,2604],{},"走 ",[123,2599,1647],{"href":1646},[123,2601,2603],{"href":2230,"rel":2602},[263],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[23,2606,382],{"id":382},[363,2608,2609,2618,2624,2639],{},[74,2610,2611,2614,2615],{},[38,2612,2613],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[292,2616,2617],{},"HTTPS_PROXY",[74,2619,2620,2623],{},[38,2621,2622],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[74,2625,2626,2629,2630,2633,2634,2638],{},[38,2627,2628],{},"支持自定义 base_url","：通过 ",[292,2631,2632],{},"OPENAI_API_BASE"," 环境变量接 ",[123,2635,2637],{"href":2636},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[74,2640,2641,2644],{},[38,2642,2643],{},"Ollama 本地模型零网络依赖","——隐私场景首选，模型质量取决于本机",[23,2646,424],{"id":424},[158,2648,2649,2669],{},[161,2650,2651],{},[164,2652,2653,2655,2657,2661,2665],{},[167,2654,433],{},[167,2656,415],{},[167,2658,2659],{},[123,2660,139],{"href":138},[167,2662,2663],{},[123,2664,1675],{"href":143},[167,2666,2667],{},[123,2668,1642],{"href":1641},[180,2670,2671,2684,2700,2716,2728,2742,2756],{},[164,2672,2673,2675,2678,2680,2682],{},[185,2674,500],{},[185,2676,2677],{},"✅",[185,2679,1750],{},[185,2681,1750],{},[185,2683,2677],{},[164,2685,2686,2689,2692,2695,2698],{},[185,2687,2688],{},"模型选择",[185,2690,2691],{},"任意",[185,2693,2694],{},"仅 Anthropic",[185,2696,2697],{},"仅 OpenAI",[185,2699,2691],{},[164,2701,2702,2705,2708,2711,2714],{},[185,2703,2704],{},"自带 API key",[185,2706,2707],{},"✅ 必须",[185,2709,2710],{},"可选（订阅替代）",[185,2712,2713],{},"可选",[185,2715,2707],{},[164,2717,2718,2720,2722,2724,2726],{},[185,2719,1769],{},[185,2721,1704],{},[185,2723,478],{},[185,2725,551],{},[185,2727,478],{},[164,2729,2730,2733,2736,2738,2740],{},[185,2731,2732],{},"学习曲线",[185,2734,2735],{},"★★★★☆ 陡",[185,2737,551],{},[185,2739,551],{},[185,2741,478],{},[164,2743,2744,2747,2750,2752,2754],{},[185,2745,2746],{},"Architect 双模型",[185,2748,2749],{},"✅ 原生",[185,2751,1750],{},[185,2753,1750],{},[185,2755,1750],{},[164,2757,2758,2761,2764,2767,2770],{},[185,2759,2760],{},"VS Code 集成",[185,2762,2763],{},"通过第三方插件",[185,2765,2766],{},"通过 Cursor 等",[185,2768,2769],{},"仅 CLI",[185,2771,2772],{},"★★★★★ 原生",[35,2774,2775,563],{},[38,2776,2777],{},"怎么选",[71,2779,2780,2783,2788,2793],{},[74,2781,2782],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[74,2784,2785,2786],{},"已经买 Claude Pro \u002F Max 订阅 → ",[123,2787,139],{"href":138},[74,2789,2790,2791],{},"已经买 ChatGPT Plus \u002F Pro → ",[123,2792,1675],{"href":143},[74,2794,2795,2796,696,2798],{},"习惯 VS Code 不想离开 GUI → ",[123,2797,1642],{"href":1641},[123,2799,1670],{"href":1669},[23,2801,602],{"id":602},[71,2803,2804,2817,2834,2853,2862,2878,2886],{},[74,2805,2806,2809,2810,2813,2814,2816],{},[38,2807,2808],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[292,2811,2812],{},"git init"," 后再用，否则 ",[292,2815,2202],{}," 不能用，自动 commit 也无意义。",[74,2818,2819,2825,2826,2829,2830,2833],{},[38,2820,2821,2824],{},[292,2822,2823],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[292,2827,2828],{},"@codebase"," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[292,2831,2832],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[74,2835,2836,2839,2840,2845,2846,2849,2850,2852],{},[38,2837,2838],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[123,2841,2844],{"href":2842,"rel":2843},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[263],"#5058","（2026 年 4 月报告），如果让 architect 读取 untrusted 仓库（如 README 被人塞了攻击指令），可能被诱导让 editor 生成后门代码。建议：在 ",[292,2847,2848],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[292,2851,2848],{}," 组合。",[74,2854,2855,2861],{},[38,2856,2857,2860],{},[292,2858,2859],{},"--yes-always"," 太激进","：会跳过所有确认，包括\"是否要把这个文件加入 chat\"——容易让 Aider 偷偷读你不想给模型看的文件。生产环境慎用。",[74,2863,2864,2867,2868,2871,2872,2877],{},[38,2865,2866],{},"token 限制错误的判断不可靠","：Ollama 本地模型超 context 不会报错而是静默截断，会让你以为\"模型忘了我加的文件\"。明确配置 ",[292,2869,2870],{},"num_ctx","（见 ",[123,2873,2876],{"href":2874,"rel":2875},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[263],"DeepSeek alternative providers 一文","）。",[74,2879,2880,2885],{},[38,2881,2882,2884],{},[292,2883,2245],{}," 比想象重要","：架构师推理再强，editor 写不出合法 diff 一样白搭。优先选 Claude Sonnet 系列做 editor，不要让推理模型自己做 editor。",[74,2887,2888,2891,2892,1638,2895,2898],{},[38,2889,2890],{},"中文 commit message 默认不开","：可以 ",[292,2893,2894],{},"aider --commit-prompt \"...中文....\"",[292,2896,2897],{},".aider.conf.yml"," 配置中改。",[23,2900,648],{"id":647},[35,2902,651],{},[71,2904,2905,2908,2911,2914,2917,2920],{},[74,2906,2907],{},"命令行重度用户、tmux \u002F Neovim 工作流",[74,2909,2910],{},"多模型试用 \u002F 比价场景（一行命令切换）",[74,2912,2913],{},"开源项目维护者（git 工作流原生融入）",[74,2915,2916],{},"想要完全离线（Ollama + 本地模型）",[74,2918,2919],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[74,2921,2922,2923,590],{},"跨语言项目（",[123,2924,2927],{"href":2925,"rel":2926},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[263],"官方支持 100+ 语言",[35,2929,668],{},[71,2931,2932,2935,2938,2941],{},[74,2933,2934],{},"习惯 GUI \u002F 不愿读命令行文档的人",[74,2936,2937],{},"想\"一键智能\"、不愿配置环境变量",[74,2939,2940],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[74,2942,2943],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[23,2945,688],{"id":688},[71,2947,2948,2956,2965,2972],{},[74,2949,693,2950,696,2952,696,2954],{},[123,2951,139],{"href":138},[123,2953,1675],{"href":143},[123,2955,1642],{"href":1641},[74,2957,2958,2959,696,2963],{},"推理模型选择：",[123,2960,2962],{"href":2961},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[123,2964,2373],{"href":2372},[74,2966,2967,2968,696,2970],{},"协议生态：",[123,2969,126],{"href":125},[123,2971,1978],{"href":1977},[74,2973,2974,2975],{},"工作流：",[123,2976,1984],{"href":1983},[23,2978,731],{"id":731},[71,2980,2981,2987,2993,2999,3005,3010,3017],{},[74,2982,736,2983],{},[123,2984,2985],{"href":2985,"rel":2986},"https:\u002F\u002Faider.chat",[263],[74,2988,2018,2989],{},[123,2990,2991],{"href":2991,"rel":2992},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[263],[74,2994,2995,2996],{},"Chat Modes 文档：",[123,2997,2230],{"href":2230,"rel":2998},[263],[74,3000,3001,3002],{},"LLM 兼容列表：",[123,3003,2311],{"href":2311,"rel":3004},[263],[74,3006,748,3007],{},[123,3008,2563],{"href":2563,"rel":3009},[263],[74,3011,3012,3013],{},"发布历史：",[123,3014,3015],{"href":3015,"rel":3016},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[263],[74,3018,3019,3020],{},"PyPI：",[123,3021,3022],{"href":3022,"rel":3023},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[263],[35,3025,3026,3027,763],{},"本卡片由 AIHO 编辑部根据官方公开资料整理。如有更新请通过 ",[123,3028,762],{"href":761},[765,3030,3031],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":290,"searchDepth":323,"depth":323,"links":3033},[3034,3035,3041,3042,3043,3044,3045,3046,3047,3048],{"id":25,"depth":305,"text":26},{"id":61,"depth":305,"text":61,"children":3036},[3037,3038,3039,3040],{"id":2179,"depth":323,"text":2180},{"id":2223,"depth":323,"text":2224},{"id":2306,"depth":323,"text":2306},{"id":2393,"depth":323,"text":2394},{"id":282,"depth":305,"text":283},{"id":1312,"depth":305,"text":1312},{"id":382,"depth":305,"text":382},{"id":424,"depth":305,"text":424},{"id":602,"depth":305,"text":602},{"id":647,"depth":305,"text":648},{"id":688,"depth":305,"text":688},{"id":731,"depth":305,"text":731},"\u002Fimg\u002Ftools\u002Faider.webp","Aider 真实评测：Git 原生 AI 编程 CLI，每次改动自动 commit、回滚成本极低。AIHO 编辑部基于官方文档与社区资料整理，含 Architect 双模型模式、支持模型清单、安装与配置实操。",[3052,793],"zh",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider",[799,800,801],[3057,3061],{"plan":3058,"price":190,"features":3059,"notes":3060},"开源版（pip 安装）","全部功能 + Architect 双模型 + 任意 LLM（OpenAI \u002F Anthropic \u002F Gemini \u002F DeepSeek \u002F 本地）+ Git 自动 commit","Apache 2.0 \u002F 自带 API key",{"plan":3062,"price":3063,"features":3064,"notes":3065},"模型 API 调用费","按量","实际花销 = 你接的模型计费（DeepSeek 极便宜 \u002F Claude Sonnet 中等 \u002F GPT-4o 较贵）","Aider 本身不收费，只产生模型 token 费","开源免费 \u002F 自带 API key",[2105,2106,2107,3068,2109],"cline-deep-review",{"power":330,"ux":323,"price":336,"cn_support":323,"stability":336},{"title":415,"description":3050},"Aider 评测 2026：开源终端 AI 编程助手，多模型支持，CLI 工作流",[3073,3075,3077,3079,3081,3083],{"title":3074,"url":2991},"Aider 官方文档",{"title":3076,"url":2230},"Aider Chat Modes 文档",{"title":3078,"url":2311},"Aider 支持的 LLM 列表",{"title":3080,"url":2563},"Aider GitHub 仓库",{"title":3082,"url":3015},"Aider Release History",{"title":3084,"url":3022},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[786,842,3088,3089,3090],"opensource","git-native","architect-mode","2026-06-24","极客派最爱。每次改动自动 commit、回滚成本极低。学习曲线最陡。","arTAa0D5oQZdCTxj1FwsIdXZ2vTGDdBlLMrCBSNE9pA",{"id":3095,"title":1675,"alternatives":3096,"api_compatible":3097,"body":3099,"category":786,"chinese_friendly":323,"cover":3775,"description":3776,"domestic":789,"extension":790,"faq":3777,"free":789,"github":3148,"languages":3793,"lastVerified":794,"meta":3794,"models":3795,"navigation":326,"notSuitable":3799,"opensource":326,"path":3803,"pillar":797,"platforms":3804,"priceTable":3805,"pricing":3820,"published":2103,"relatedPlaybooks":3821,"relatedReviews":3824,"score":3825,"self_host":789,"seo":3826,"seoTitle":3827,"slug":14,"sources":3828,"stem":3840,"suitable":3841,"tagline":3846,"tags":3847,"updated":2138,"verdict":3850,"website":3727,"__hash__":3851},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex.md",[12,13,852],[3098],"openai",{"type":20,"value":3100,"toc":3759},[3101,3103,3141,3144,3156,3159,3179,3182,3212,3214,3272,3277,3281,3286,3290,3312,3315,3319,3342,3346,3366,3369,3371,3472,3482,3485,3621,3626,3628,3682,3684,3691,3693,3719,3721,3748,3756],[23,3102,26],{"id":25},[28,3104,3106,3115,3138],{"className":3105},[31,32,33],[35,3107,3108,3110,3111,3114],{},[38,3109,40],{}," Codex CLI 是 OpenAI 官方做的终端 Coding Agent，对标 Claude Code。",[38,3112,3113],{},"Rust 实现 + Windows 原生沙箱 + 子代理 + MCP + Hooks","，ChatGPT Plus\u002FPro\u002FTeam\u002FEdu 已含使用额度。",[35,3116,3117,3120,3121,3124,3125,3129,3130,3133,3134,3137],{},[38,3118,3119],{},"2026-07 最新","：稳定版 ",[38,3122,3123],{},"0.144.1","（7-09）接入 ",[123,3126,3128],{"href":3127},"\u002Fmodels\u002Fgpt-5-6.html","GPT-5.6"," 家族（Sol\u002FTerra\u002FLuna）；新增 ",[38,3131,3132],{},"ACP 支持","，可在 ",[123,3135,3136],{"href":1963},"Devin Desktop"," \u002F Zed 等 ACP 客户端里作为 Agent provider 运行；此前已作为公测 Agent provider 进入 JetBrains（经 GitHub Copilot，7-07）。",[35,3139,3140],{},"形态和 Claude Code 几乎一样，差异主要在模型选择。喜欢 GPT 的人选它，喜欢 Claude 的留 Claude Code。",[23,3142,3143],{"id":3143},"它到底是个什么",[35,3145,3146,3151,3152,3155],{},[123,3147,3150],{"href":3148,"rel":3149},"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",[263],"GitHub: openai\u002Fcodex","，",[38,3153,3154],{},"Apache-2.0 开源","，Rust 写的二进制，428+ 贡献者。在终端里跑一个能读 \u002F 改 \u002F 执行代码的 Agent，类似 Claude Code 但绑定 OpenAI 模型。",[35,3157,3158],{},"2026 的三个主线：",[363,3160,3161,3167,3173],{},[74,3162,3163,3166],{},[38,3164,3165],{},"速度 & 实时","：gpt-5.3-codex-spark 推理速度 1000+ token\u002Fs；WebSocket 远程控制延迟优化。",[74,3168,3169,3172],{},[38,3170,3171],{},"Agent 自主性","：Subagents GA、Smart Approvals、PostToolUse hooks、worktree 自动化。",[74,3174,3175,3178],{},[38,3176,3177],{},"企业就绪","：自定义 CA 证书、userpromptsubmit hooks、托管配置、插件策略强制。",[35,3180,3181],{},"最有用的 4 个能力：",[71,3183,3184,3190,3196,3202],{},[74,3185,3186,3189],{},[38,3187,3188],{},"沙箱执行","：默认在受限沙箱跑命令（macOS Sandbox \u002F Linux Landlock \u002F Windows AppContainer），不会污染主机。",[74,3191,3192,3195],{},[38,3193,3194],{},"MCP 工具调用","：连 GitHub \u002F 数据库 \u002F Slack \u002F 自建 server，支持并行 tool call。",[74,3197,3198,3201],{},[38,3199,3200],{},"Subagents","：把大任务拆给多个并行 sub-agent，token 用得多但效率高。",[74,3203,3204,3207,3208,3211],{},[38,3205,3206],{},"Image inputs","：终端里 ",[292,3209,3210],{},"codex -i screenshot.png \"解释这个错误\""," 直接读图。",[23,3213,172],{"id":172},[158,3215,3216,3228],{},[161,3217,3218],{},[164,3219,3220,3223,3225],{},[167,3221,3222],{},"档位",[167,3224,172],{},[167,3226,3227],{},"说明",[180,3229,3230,3240,3250,3261],{},[164,3231,3232,3235,3237],{},[185,3233,3234],{},"ChatGPT Plus",[185,3236,1805],{},[185,3238,3239],{},"含 Codex CLI 用量（2026-03 起 mini 模型额度 +4×）",[164,3241,3242,3245,3247],{},[185,3243,3244],{},"ChatGPT Pro",[185,3246,218],{},[185,3248,3249],{},"更高额度 + 优先处理 + Spark 研究预览",[164,3251,3252,3255,3258],{},[185,3253,3254],{},"Business \u002F Edu \u002F Team",[185,3256,3257],{},"$25-30\u002F用户\u002F月起",[185,3259,3260],{},"企业管理 + SSO + Codex 含在内",[164,3262,3263,3266,3269],{},[185,3264,3265],{},"纯 API",[185,3267,3268],{},"按 token",[185,3270,3271],{},"gpt-5.5 ≈ $1.25 \u002F $10 per 1M token",[54,3273,3274],{},[35,3275,3276],{},"已经付 ChatGPT Plus 的人，等于白嫖一个 Codex CLI 用量，几乎不必另开 API 账号。",[23,3278,3280],{"id":3279},"真实任务实测基于官方文档归纳","真实任务实测（基于官方文档归纳）",[54,3282,3283],{},[35,3284,3285],{},"来源说明：以下基于 Codex CLI 官方 features 文档与公开评测整合。",[63,3287,3289],{"id":3288},"任务-1在-50k-行-rust-项目里加新-feature","任务 1：在 50k 行 Rust 项目里加新 feature",[285,3291,3293],{"className":287,"code":3292,"language":289,"meta":290,"style":290},"codex -m gpt-5-codex\n> 在 src\u002Fauth 模块下加 OAuth2 callback handler，参考已有的 token refresh 实现\n",[292,3294,3295,3305],{"__ignoreMap":290},[295,3296,3297,3300,3302],{"class":297,"line":298},[295,3298,3299],{"class":308},"codex",[295,3301,2417],{"class":316},[295,3303,3304],{"class":312}," gpt-5-codex\n",[295,3306,3307,3309],{"class":297,"line":305},[295,3308,951],{"class":950},[295,3310,3311],{"class":954}," 在 src\u002Fauth 模块下加 OAuth2 callback handler，参考已有的 token refresh 实现\n",[35,3313,3314],{},"Agent 会 plan → 读相关文件 → 跑 cargo check → 跑测试 → 提 diff。子代理可以同时跑 lint 和 test 两条线。",[63,3316,3318],{"id":3317},"任务-2ci-失败自动-debug","任务 2：CI 失败自动 debug",[285,3320,3322],{"className":287,"code":3321,"language":289,"meta":290,"style":290},"codex --features enable post_tool_use_hook\n# 然后跑 cargo test，CI 失败时 Hook 自动触发 Agent 分析失败 + 写 fix\n",[292,3323,3324,3337],{"__ignoreMap":290},[295,3325,3326,3328,3331,3334],{"class":297,"line":298},[295,3327,3299],{"class":308},[295,3329,3330],{"class":316}," --features",[295,3332,3333],{"class":312}," enable",[295,3335,3336],{"class":312}," post_tool_use_hook\n",[295,3338,3339],{"class":297,"line":305},[295,3340,3341],{"class":301},"# 然后跑 cargo test，CI 失败时 Hook 自动触发 Agent 分析失败 + 写 fix\n",[63,3343,3345],{"id":3344},"任务-3跨仓库脚手架生成","任务 3：跨仓库脚手架生成",[285,3347,3349],{"className":287,"code":3348,"language":289,"meta":290,"style":290},"codex -m gpt-5-codex\n> 用 mono-repo 模式建 3 个 package：core \u002F cli \u002F web，统一走 pnpm workspace\n",[292,3350,3351,3359],{"__ignoreMap":290},[295,3352,3353,3355,3357],{"class":297,"line":298},[295,3354,3299],{"class":308},[295,3356,2417],{"class":316},[295,3358,3304],{"class":312},[295,3360,3361,3363],{"class":297,"line":305},[295,3362,951],{"class":950},[295,3364,3365],{"class":954}," 用 mono-repo 模式建 3 个 package：core \u002F cli \u002F web，统一走 pnpm workspace\n",[35,3367,3368],{},"子代理并行起 3 个目录的初始化，单次任务跑完 ~3 分钟，token 用约 80k。",[23,3370,283],{"id":282},[285,3372,3374],{"className":287,"code":3373,"language":289,"meta":290,"style":290},"# macOS \u002F Linux\ncurl -fsSL https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh | sh\n\n# Windows（原生 PowerShell）\n# 见官方 Windows setup guide，或用 npm i -g @openai\u002Fcodex\n\ncodex                          # 启动 TUI\ncodex -m gpt-5-codex .         # 在当前目录起 Agent\ncodex --remote wss:\u002F\u002F...       # 远程模式（SSH \u002F 容器）\ncodex features list            # 看可用 feature flag\ncodex features enable unified_exec\n",[292,3375,3376,3381,3395,3399,3404,3409,3413,3420,3435,3448,3461],{"__ignoreMap":290},[295,3377,3378],{"class":297,"line":298},[295,3379,3380],{"class":301},"# macOS \u002F Linux\n",[295,3382,3383,3385,3387,3390,3392],{"class":297,"line":305},[295,3384,1465],{"class":308},[295,3386,1468],{"class":316},[295,3388,3389],{"class":312}," https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh",[295,3391,1474],{"class":950},[295,3393,3394],{"class":308}," sh\n",[295,3396,3397],{"class":297,"line":323},[295,3398,327],{"emptyLinePlaceholder":326},[295,3400,3401],{"class":297,"line":330},[295,3402,3403],{"class":301},"# Windows（原生 PowerShell）\n",[295,3405,3406],{"class":297,"line":336},[295,3407,3408],{"class":301},"# 见官方 Windows setup guide，或用 npm i -g @openai\u002Fcodex\n",[295,3410,3411],{"class":297,"line":347},[295,3412,327],{"emptyLinePlaceholder":326},[295,3414,3415,3417],{"class":297,"line":352},[295,3416,3299],{"class":308},[295,3418,3419],{"class":301},"                          # 启动 TUI\n",[295,3421,3422,3424,3426,3429,3432],{"class":297,"line":358},[295,3423,3299],{"class":308},[295,3425,2417],{"class":316},[295,3427,3428],{"class":312}," gpt-5-codex",[295,3430,3431],{"class":312}," .",[295,3433,3434],{"class":301},"         # 在当前目录起 Agent\n",[295,3436,3437,3439,3442,3445],{"class":297,"line":1522},[295,3438,3299],{"class":308},[295,3440,3441],{"class":316}," --remote",[295,3443,3444],{"class":312}," wss:\u002F\u002F...",[295,3446,3447],{"class":301},"       # 远程模式（SSH \u002F 容器）\n",[295,3449,3450,3452,3455,3458],{"class":297,"line":1527},[295,3451,3299],{"class":308},[295,3453,3454],{"class":312}," features",[295,3456,3457],{"class":312}," list",[295,3459,3460],{"class":301},"            # 看可用 feature flag\n",[295,3462,3463,3465,3467,3469],{"class":297,"line":1533},[295,3464,3299],{"class":308},[295,3466,3454],{"class":312},[295,3468,3333],{"class":312},[295,3470,3471],{"class":312}," unified_exec\n",[35,3473,3474,3475,3478,3479,2877],{},"配置文件：",[292,3476,3477],{},"$CODEX_HOME\u002Fconfig.toml","（默认 ",[292,3480,3481],{},"~\u002F.codex\u002Fconfig.toml",[23,3483,3484],{"id":3484},"同类对比",[158,3486,3487,3501],{},[161,3488,3489],{},[164,3490,3491,3493,3495,3497,3499],{},[167,3492,433],{},[167,3494,1675],{},[167,3496,139],{},[167,3498,415],{},[167,3500,1642],{},[180,3502,3503,3518,3534,3550,3567,3580,3594,3608],{},[164,3504,3505,3507,3510,3512,3515],{},[185,3506,454],{},[185,3508,3509],{},"终端 TUI",[185,3511,3509],{},[185,3513,3514],{},"终端 REPL",[185,3516,3517],{},"VS Code 插件",[164,3519,3520,3523,3526,3529,3532],{},[185,3521,3522],{},"默认模型",[185,3524,3525],{},"gpt-5-codex",[185,3527,3528],{},"Claude Sonnet\u002FOpus",[185,3530,3531],{},"BYOK 任意",[185,3533,3531],{},[164,3535,3536,3539,3542,3545,3548],{},[185,3537,3538],{},"含在订阅",[185,3540,3541],{},"ChatGPT Plus\u002FPro",[185,3543,3544],{},"Claude.ai $20\u002F月",[185,3546,3547],{},"❌（仅 API）",[185,3549,3547],{},[164,3551,3552,3555,3558,3561,3564],{},[185,3553,3554],{},"沙箱",[185,3556,3557],{},"macOS Sandbox \u002F Landlock \u002F AppContainer",[185,3559,3560],{},"类似",[185,3562,3563],{},"无",[185,3565,3566],{},"VS Code 环境",[164,3568,3569,3571,3573,3575,3578],{},[185,3570,126],{},[185,3572,2677],{},[185,3574,2677],{},[185,3576,3577],{},"部分",[185,3579,2677],{},[164,3581,3582,3584,3587,3590,3592],{},[185,3583,3200],{},[185,3585,3586],{},"✅ GA",[185,3588,3589],{},"✅ Task tool",[185,3591,1750],{},[185,3593,1750],{},[164,3595,3596,3598,3601,3604,3606],{},[185,3597,500],{},[185,3599,3600],{},"Apache-2.0",[185,3602,3603],{},"闭源",[185,3605,3600],{},[185,3607,3600],{},[164,3609,3610,3613,3615,3617,3619],{},[185,3611,3612],{},"原生 Windows",[185,3614,2677],{},[185,3616,3577],{},[185,3618,2677],{},[185,3620,2677],{},[54,3622,3623],{},[35,3624,3625],{},"一句话区分：Codex CLI = OpenAI 官方版的 Claude Code；Claude Code = Anthropic 官方版的 Codex；Aider = 任意 OpenAI 兼容 API 都能跑；Cline = VS Code 里的 GUI 终端 Agent。",[23,3627,602],{"id":602},[363,3629,3630,3636,3646,3656,3662,3668],{},[74,3631,3632,3635],{},[38,3633,3634],{},"国内访问别频繁切 IP","，OpenAI 风控严，账号被封基本无法找回。",[74,3637,3638,3641,3642,3645],{},[38,3639,3640],{},"沙箱默认会限制网络","，跑 ",[292,3643,3644],{},"npm install"," 等需要联网的命令前先看 approval 弹窗。",[74,3647,3648,3651,3652,3655],{},[38,3649,3650],{},"Subagents 吃 token 多","，预算敏感时关闭 ",[292,3653,3654],{},"[agents]"," 配置或换 mini 模型。",[74,3657,3658,3661],{},[38,3659,3660],{},"WebSocket 远程模式只接受 wss:\u002F\u002F 或 localhost ws:\u002F\u002F","，远程公网必须 TLS。",[74,3663,3664,3667],{},[38,3665,3666],{},"gpt-5-codex 比 gpt-5.5 便宜但能力对齐","，2026-03 之后默认推荐用 codex 系列而非 5.5。",[74,3669,3670,3677,3678,3681],{},[38,3671,3672,3673,3676],{},"不要用过期的 ",[292,3674,3675],{},"--approval-mode"," 旧参数","，新版用 ",[292,3679,3680],{},"codex features"," 子命令管理。",[23,3683,648],{"id":647},[35,3685,3686,3687,3690],{},"✅ 终端 \u002F TMUX \u002F Vim 重度用户；已订阅 ChatGPT Plus \u002F Pro 的人；Windows 原生开发者；headless \u002F SSH \u002F 容器场景。",[3688,3689],"br",{},"\n❌ GUI 党；纯内网开发；偏好 Claude 长上下文风格的人。",[23,3692,688],{"id":688},[71,3694,3695,3702,3709],{},[74,3696,3697,3698],{},"配套 playbook：",[123,3699,3701],{"href":3700},"\u002Fplaybook\u002Fcodex-cli-vs-claude-code.html","Codex CLI vs Claude Code 怎么选",[74,3703,3704,3705],{},"同分类：",[123,3706,3708],{"href":3707},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[74,3710,3711,3712,3714,3715,3714,3717],{},"替代品：",[123,3713,139],{"href":138}," · ",[123,3716,415],{"href":414},[123,3718,1642],{"href":1641},[23,3720,731],{"id":731},[71,3722,3723,3729,3736,3741],{},[74,3724,2018,3725],{},[123,3726,3727],{"href":3727,"rel":3728},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli",[263],[74,3730,3731,3732],{},"Features 页：",[123,3733,3734],{"href":3734,"rel":3735},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli\u002Ffeatures",[263],[74,3737,748,3738],{},[123,3739,3148],{"href":3148,"rel":3740},[263],[74,3742,3743,3744],{},"2026 更新综述：",[123,3745,3746],{"href":3746,"rel":3747},"https:\u002F\u002Fcodex.danielvaughan.com\u002F2026\u002F03\u002F27\u002Fcodex-cli-in-2026-whats-new",[263],[54,3749,3750],{},[35,3751,3752,3753,3755],{},"本卡片由 AIHO 编辑部根据以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[123,3754,762],{"href":761}," 反馈更新。",[765,3757,3758],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":290,"searchDepth":323,"depth":323,"links":3760},[3761,3762,3763,3764,3769,3770,3771,3772,3773,3774],{"id":25,"depth":305,"text":26},{"id":3143,"depth":305,"text":3143},{"id":172,"depth":305,"text":172},{"id":3279,"depth":305,"text":3280,"children":3765},[3766,3767,3768],{"id":3288,"depth":323,"text":3289},{"id":3317,"depth":323,"text":3318},{"id":3344,"depth":323,"text":3345},{"id":282,"depth":305,"text":283},{"id":3484,"depth":305,"text":3484},{"id":602,"depth":305,"text":602},{"id":647,"depth":305,"text":648},{"id":688,"depth":305,"text":688},{"id":731,"depth":305,"text":731},"\u002Fimg\u002Ftools\u002Fcodex.webp","Codex CLI 真实评测：OpenAI 官方开源（Apache-2.0）终端 Coding Agent，Rust 实现，原生 Windows 沙箱 + 子代理 + MCP + 钩子 + 远程控制；2026-07 接入 GPT-5.6（Sol\u002FTerra\u002FLuna）家族，支持 ACP 可在 Devin Desktop \u002F Zed 运行，Plus\u002FPro\u002FTeam\u002FEdu 计划已含。",[3778,3781,3784,3787,3790],{"q":3779,"a":3780},"Codex CLI 和 Claude Code 有什么区别？","形态几乎一致：都是终端 Agent + 沙箱执行 + MCP + 子代理。差异主要在模型——Codex CLI 走 OpenAI 的 gpt-5-codex 系列，Claude Code 走 Anthropic Sonnet\u002FOpus。OpenAI 在原生 Windows 沙箱（不需要 WSL）和 Rust 实现速度上略胜，Claude 在长任务上下文连续性上略胜。",{"q":3782,"a":3783},"在 Windows 上怎么用？","原生 PowerShell 沙箱模式（推荐），也支持 WSL2。安装命令：curl -fsSL https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh | sh（macOS\u002FLinux），Windows 直接通过 npm 或 PowerShell installer。",{"q":3785,"a":3786},"国内能用吗？","需要 OpenAI 账号 + 稳定代理。Plus \u002F Pro 订阅可走支付宝。直接 `codex` 即可启动。",{"q":3788,"a":3789},"Codex CLI 支持本地模型吗？","原生只走 OpenAI API。如果要本地模型，建议用 Aider（OpenAI 兼容 endpoint，可指向 Ollama \u002F vLLM）。",{"q":3791,"a":3792},"Subagents \u002F Hooks \u002F MCP 是什么？","Subagents：把大任务拆给多个并行子代理；Hooks（PostToolUse \u002F userpromptsubmit）：在工具调用前后插入企业策略；MCP：连外部工具（GitHub \u002F 数据库 \u002F Slack）。Codex 2026 把这三块都做到了 GA。",[3052,793],{},[3796,3797,3798,3525],"gpt-5.6-sol","gpt-5.6-terra","gpt-5.6-luna",[3800,3801,3802],"重度 GUI 党（终端排斥者请用 Cursor）","国内纯内网（OpenAI API 需稳定代理）","需要 Claude 上下文风格的人","\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex",[799,800,801],[3806,3810,3813,3816],{"plan":3234,"price":1805,"limit":3807,"cn_pay":3808,"note":3809},"含 Codex CLI 使用额度，默认 gpt-5-codex-mini（2026-03 起额度 +4×）","支付宝","个人入门",{"plan":3244,"price":218,"limit":3811,"cn_pay":3808,"note":3812},"更高额度 + 优先处理 + GPT-5.3-Codex-Spark 研究预览","Agent 重度用户",{"plan":3254,"price":3257,"limit":3814,"cn_pay":805,"note":3815},"团队管理 + SSO + Codex 含在内","团队档",{"plan":3817,"price":3268,"limit":3818,"cn_pay":805,"note":3819},"纯 API 调用","gpt-5.5 ≈ $1.25\u002F$10 per 1M tokens（input\u002Foutput）","BYOK 自由模式","ChatGPT Plus\u002FPro\u002FBusiness\u002FEdu\u002FEnterprise 包含 \u002F 或按 OpenAI API 计费",[3822,3823],"ai-coding\u002Fcodex-cli-vs-claude-code","ai-coding\u002Fterminal-agent-workflow",[2106,2107,2109,2110],{"power":336,"ux":330,"price":330,"cn_support":323,"stability":330},{"title":1675,"description":3776},"Codex CLI 评测 2026：OpenAI 终端 AI 编程 Agent，免费使用指南",[3829,3831,3833,3835,3837],{"title":3830,"url":3727},"Codex CLI 官方文档",{"title":3832,"url":3734},"Codex CLI Features 官方",{"title":3834,"url":3148},"Codex CLI GitHub",{"title":3836,"url":3746},"Codex CLI 2026 更新综述",{"title":3838,"url":3839},"Codex CLI 0.144.1 Release","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex\u002Freleases","tools\u002Fcoding\u002Fcli\u002Fcodex",[3842,3843,3844,3845],"终端 \u002F TMUX \u002F Vim 重度用户","已经订阅 ChatGPT Plus \u002F Pro 的人（白嫖 Codex 用量）","Windows 原生开发者（Codex CLI 有 PowerShell 沙箱，不必走 WSL）","需要远程 SSH \u002F 容器中跑 Agent 的人（headless 友好）","OpenAI 官方终端 Coding Agent，GPT-5.6 家族驱动，支持 ACP",[786,842,841,3098,3848,3849,2137,3088,843],"gpt-5","subagents","Claude Code 的 OpenAI 版镜像。Plus \u002F Pro 已含、Windows 原生沙箱、Rust 速度快，喜欢 GPT 派的人首选；Claude Sonnet 4.5 在长任务上仍略胜，喜欢 Claude 的留 Claude Code。","HYq0yaeTKtq5xEJOCW5s3pJuZTXvls_lnFVPZzwNdiw",{"id":3853,"title":704,"alternatives":3854,"api_compatible":3855,"body":3858,"category":786,"chinese_friendly":323,"cover":4428,"description":4429,"domestic":789,"extension":790,"faq":4430,"free":326,"github":4402,"languages":4443,"lastVerified":794,"meta":4444,"models":4445,"navigation":326,"notSuitable":4449,"opensource":326,"path":4453,"pillar":797,"platforms":4454,"priceTable":4455,"pricing":4468,"published":4469,"relatedPlaybooks":4470,"relatedReviews":791,"score":4472,"self_host":789,"seo":4473,"seoTitle":4474,"slug":15,"sources":4475,"stem":4480,"suitable":4481,"tagline":4486,"tags":4487,"updated":4469,"verdict":4490,"website":4395,"__hash__":4491},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fgemini-cli.md",[12,14,13],[3856,3857],"gemini","vertex-ai",{"type":20,"value":3859,"toc":4412},[3860,3862,3877,3880,3886,3889,3909,3912,3966,3969,3972,4053,4056,4105,4108,4112,4115,4136,4139,4142,4146,4154,4157,4161,4167,4170,4174,4210,4213,4215,4325,4330,4344,4346,4378,4380,4386,4388,4404,4409],[23,3861,26],{"id":25},[28,3863,3865,3874],{"className":3864},[31,32,33],[35,3866,3867,3869,3870,3873],{},[38,3868,40],{}," 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 ",[38,3871,3872],{},"1M token 上下文 + 个人账号免费额度","。",[35,3875,3876],{},"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。",[23,3878,3879],{"id":3879},"它是什么",[35,3881,3882,3883,3885],{},"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 ",[292,3884,3856],{},"，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。",[35,3887,3888],{},"它的特点不是「最强代码生成」，而是三件事：",[363,3890,3891,3897,3903],{},[74,3892,3893,3896],{},[38,3894,3895],{},"上下文大","：官方文档强调可访问 Gemini 2.5 Pro 的 1M token context window。",[74,3898,3899,3902],{},[38,3900,3901],{},"免费额度大","：个人 Google 账号入口标注 60 requests\u002Fmin、1,000 requests\u002Fday。",[74,3904,3905,3908],{},[38,3906,3907],{},"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。",[23,3910,3911],{"id":3911},"安装与启动",[285,3913,3915],{"className":287,"code":3914,"language":289,"meta":290,"style":290},"# 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",[292,3916,3917,3922,3930,3934,3939,3952,3956,3961],{"__ignoreMap":290},[295,3918,3919],{"class":297,"line":298},[295,3920,3921],{"class":301},"# 免安装试用\n",[295,3923,3924,3927],{"class":297,"line":305},[295,3925,3926],{"class":308},"npx",[295,3928,3929],{"class":312}," https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\n",[295,3931,3932],{"class":297,"line":323},[295,3933,327],{"emptyLinePlaceholder":326},[295,3935,3936],{"class":297,"line":330},[295,3937,3938],{"class":301},"# 全局安装\n",[295,3940,3941,3944,3946,3949],{"class":297,"line":336},[295,3942,3943],{"class":308},"npm",[295,3945,313],{"class":312},[295,3947,3948],{"class":316}," -g",[295,3950,3951],{"class":312}," @google\u002Fgemini-cli\n",[295,3953,3954],{"class":297,"line":347},[295,3955,327],{"emptyLinePlaceholder":326},[295,3957,3958],{"class":297,"line":352},[295,3959,3960],{"class":301},"# 启动当前目录会话\n",[295,3962,3963],{"class":297,"line":358},[295,3964,3965],{"class":308},"gemini\n",[35,3967,3968],{},"要求 Node.js 20+，支持 Windows \u002F macOS \u002F Linux。",[35,3970,3971],{},"常用命令：",[285,3973,3975],{"className":287,"code":3974,"language":289,"meta":290,"style":290},"# 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",[292,3976,3977,3982,3992,3996,4001,4010,4014,4019,4029,4033,4038],{"__ignoreMap":290},[295,3978,3979],{"class":297,"line":298},[295,3980,3981],{"class":301},"# 非交互问答\n",[295,3983,3984,3986,3989],{"class":297,"line":305},[295,3985,3856],{"class":308},[295,3987,3988],{"class":316}," -p",[295,3990,3991],{"class":312}," \"Explain the architecture of this codebase\"\n",[295,3993,3994],{"class":297,"line":323},[295,3995,327],{"emptyLinePlaceholder":326},[295,3997,3998],{"class":297,"line":330},[295,3999,4000],{"class":301},"# 指定模型\n",[295,4002,4003,4005,4007],{"class":297,"line":336},[295,4004,3856],{"class":308},[295,4006,2417],{"class":316},[295,4008,4009],{"class":312}," gemini-2.5-flash\n",[295,4011,4012],{"class":297,"line":347},[295,4013,327],{"emptyLinePlaceholder":326},[295,4015,4016],{"class":297,"line":352},[295,4017,4018],{"class":301},"# 额外包含目录\n",[295,4020,4021,4023,4026],{"class":297,"line":358},[295,4022,3856],{"class":308},[295,4024,4025],{"class":316}," --include-directories",[295,4027,4028],{"class":312}," ..\u002Fdocs,..\u002Fpackages\n",[295,4030,4031],{"class":297,"line":1522},[295,4032,327],{"emptyLinePlaceholder":326},[295,4034,4035],{"class":297,"line":1527},[295,4036,4037],{"class":301},"# JSON 输出，方便脚本串联\n",[295,4039,4040,4042,4044,4047,4050],{"class":297,"line":1533},[295,4041,3856],{"class":308},[295,4043,3988],{"class":316},[295,4045,4046],{"class":312}," \"Summarize open issues\"",[295,4048,4049],{"class":316}," --output-format",[295,4051,4052],{"class":312}," json\n",[23,4054,4055],{"id":4055},"三种认证路径",[158,4057,4058,4070],{},[161,4059,4060],{},[164,4061,4062,4064,4067],{},[167,4063,1336],{},[167,4065,4066],{},"适合谁",[167,4068,4069],{},"关键点",[180,4071,4072,4083,4094],{},[164,4073,4074,4077,4080],{},[185,4075,4076],{},"Google OAuth",[185,4078,4079],{},"个人开发者",[185,4081,4082],{},"免费额度最大，上手最简单",[164,4084,4085,4088,4091],{},[185,4086,4087],{},"Gemini API Key",[185,4089,4090],{},"脚本 \u002F CI",[185,4092,4093],{},"更适合自动化，额度跟 API tier 走",[164,4095,4096,4099,4102],{},[185,4097,4098],{},"Vertex AI",[185,4100,4101],{},"企业 \u002F GCP 团队",[185,4103,4104],{},"IAM、审计、合规、配额更可控",[35,4106,4107],{},"个人使用优先 OAuth；生产和团队内使用优先 Vertex AI。",[23,4109,4111],{"id":4110},"mcp-与项目记忆","MCP 与项目记忆",[35,4113,4114],{},"Gemini CLI 支持两类扩展：",[71,4116,4117,4123],{},[74,4118,4119,4122],{},[38,4120,4121],{},"MCP server","：把 GitHub、数据库、内部 API 暴露给 Agent。",[74,4124,4125,4128,4129,4131,4132,4135],{},[38,4126,4127],{},"GEMINI.md","：类似 Claude Code 的 ",[292,4130,1053],{}," \u002F Copilot 的 ",[292,4133,4134],{},"AGENTS.md","，用于写项目约定、测试命令、编码风格。",[35,4137,4138],{},"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。",[23,4140,4141],{"id":4141},"真实适用场景",[63,4143,4145],{"id":4144},"_1-大仓库先读懂","1. 大仓库先读懂",[285,4147,4152],{"className":4148,"code":4150,"language":4151,"meta":290},[4149],"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",[292,4153,4150],{"__ignoreMap":290},[35,4155,4156],{},"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。",[63,4158,4160],{"id":4159},"_2-查新资料后改代码","2. 查新资料后改代码",[285,4162,4165],{"className":4163,"code":4164,"language":4151,"meta":290},[4149],"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",[292,4166,4164],{"__ignoreMap":290},[35,4168,4169],{},"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。",[63,4171,4173],{"id":4172},"_3-低成本-issue-triage","3. 低成本 issue triage",[285,4175,4177],{"className":287,"code":4176,"language":289,"meta":290,"style":290},"gh issue list --json title,body \\\n  | gemini -p \"按修复难度给这些 issue 排序，输出 JSON\"\n",[292,4178,4179,4197],{"__ignoreMap":290},[295,4180,4181,4184,4187,4189,4192,4195],{"class":297,"line":298},[295,4182,4183],{"class":308},"gh",[295,4185,4186],{"class":312}," issue",[295,4188,3457],{"class":312},[295,4190,4191],{"class":316}," --json",[295,4193,4194],{"class":312}," title,body",[295,4196,2270],{"class":316},[295,4198,4199,4202,4205,4207],{"class":297,"line":305},[295,4200,4201],{"class":950},"  |",[295,4203,4204],{"class":308}," gemini",[295,4206,3988],{"class":316},[295,4208,4209],{"class":312}," \"按修复难度给这些 issue 排序，输出 JSON\"\n",[35,4211,4212],{},"和 Jules Tools \u002F GitHub CLI 组合时，可以把 Gemini CLI 当「任务分拣器」。",[23,4214,424],{"id":424},[158,4216,4217,4231],{},[161,4218,4219],{},[164,4220,4221,4223,4225,4227,4229],{},[167,4222,433],{},[167,4224,704],{},[167,4226,139],{},[167,4228,1675],{},[167,4230,415],{},[180,4232,4233,4249,4265,4281,4298,4313],{},[164,4234,4235,4238,4241,4243,4246],{},[185,4236,4237],{},"默认生态",[185,4239,4240],{},"Google \u002F Gemini",[185,4242,18],{},[185,4244,4245],{},"OpenAI \u002F ChatGPT",[185,4247,4248],{},"任意模型",[164,4250,4251,4254,4257,4259,4262],{},[185,4252,4253],{},"免费入口",[185,4255,4256],{},"✅ 很强",[185,4258,1750],{},[185,4260,4261],{},"取决于 ChatGPT 订阅",[185,4263,4264],{},"本体免费，模型自费",[164,4266,4267,4270,4273,4276,4279],{},[185,4268,4269],{},"上下文",[185,4271,4272],{},"1M",[185,4274,4275],{},"1M 级别模型可用",[185,4277,4278],{},"取决于模型",[185,4280,4278],{},[164,4282,4283,4286,4289,4292,4295],{},[185,4284,4285],{},"搜索",[185,4287,4288],{},"Google Search 内置",[185,4290,4291],{},"需工具 \u002F MCP",[185,4293,4294],{},"内置 web 能力",[185,4296,4297],{},"取决于模型 \u002F 工具",[164,4299,4300,4303,4306,4309,4311],{},[185,4301,4302],{},"长任务稳定性",[185,4304,4305],{},"中上",[185,4307,4308],{},"强",[185,4310,4308],{},[185,4312,4305],{},[164,4314,4315,4317,4319,4321,4323],{},[185,4316,500],{},[185,4318,2677],{},[185,4320,1750],{},[185,4322,2677],{},[185,4324,2677],{},[35,4326,4327],{},[38,4328,4329],{},"AIHO 建议：",[71,4331,4332,4335,4338,4341],{},[74,4333,4334],{},"预算敏感 \u002F 想免费试：Gemini CLI",[74,4336,4337],{},"最稳长任务：Claude Code",[74,4339,4340],{},"已有 ChatGPT Plus\u002FPro：Codex CLI",[74,4342,4343],{},"想接国内模型 \u002F 自定义 base_url：Aider",[23,4345,602],{"id":602},[363,4347,4348,4354,4360,4366,4372],{},[74,4349,4350,4353],{},[38,4351,4352],{},"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。",[74,4355,4356,4359],{},[38,4357,4358],{},"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。",[74,4361,4362,4365],{},[38,4363,4364],{},"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。",[74,4367,4368,4371],{},[38,4369,4370],{},"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。",[74,4373,4374,4377],{},[38,4375,4376],{},"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。",[23,4379,648],{"id":647},[35,4381,4382,4383,4385],{},"✅ 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。",[3688,4384],{},"\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。",[23,4387,731],{"id":731},[71,4389,4390,4397],{},[74,4391,4392,4393],{},"Gemini CLI 官方文档：",[123,4394,4395],{"href":4395,"rel":4396},"https:\u002F\u002Fgoogle-gemini.github.io\u002Fgemini-cli\u002F",[263],[74,4398,4399,4400],{},"Gemini CLI GitHub：",[123,4401,4402],{"href":4402,"rel":4403},"https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli",[263],[54,4405,4406],{},[35,4407,4408],{},"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。",[765,4410,4411],{},"html 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.szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}",{"title":290,"searchDepth":323,"depth":323,"links":4413},[4414,4415,4416,4417,4418,4419,4424,4425,4426,4427],{"id":25,"depth":305,"text":26},{"id":3879,"depth":305,"text":3879},{"id":3911,"depth":305,"text":3911},{"id":4055,"depth":305,"text":4055},{"id":4110,"depth":305,"text":4111},{"id":4141,"depth":305,"text":4141,"children":4420},[4421,4422,4423],{"id":4144,"depth":323,"text":4145},{"id":4159,"depth":323,"text":4160},{"id":4172,"depth":323,"text":4173},{"id":424,"depth":305,"text":424},{"id":602,"depth":305,"text":602},{"id":647,"depth":305,"text":648},{"id":731,"depth":305,"text":731},"\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。",[4431,4434,4437,4440],{"q":4432,"a":4433},"Gemini CLI 和 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Codex，生产级任务建议把它当第二意见或低成本探索工具。","YZjYrlkLPnKaBtE7cVXw8uWBn84CG1ibab4YirCeFEk",1785660640592]