[{"data":1,"prerenderedAt":1844},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-github-copilot-vs-marscode":9,"compare-a-github-copilot":10,"compare-b-marscode":1317},{"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":18,"body":19,"category":304,"chinese_friendly":612,"cover":1221,"description":1222,"domestic":1223,"extension":1224,"faq":9,"free":1223,"github":1169,"languages":1225,"lastVerified":9,"meta":1228,"models":1229,"navigation":627,"notSuitable":1235,"opensource":1223,"path":1239,"pillar":1240,"platforms":1241,"priceTable":1245,"pricing":1268,"published":1269,"relatedPlaybooks":9,"relatedReviews":9,"score":1270,"self_host":1223,"seo":1271,"seoTitle":9,"slug":1272,"sources":1273,"stem":1300,"suitable":1301,"tagline":1307,"tags":1308,"updated":1314,"verdict":1315,"website":1169,"__hash__":1316},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md","GitHub Copilot",[14,15,16,17],"coding\u002Fide\u002Fcursor","coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fcline","coding\u002Fagent\u002Fcontinue",[],{"type":20,"value":21,"toc":1202},"minimark",[22,27,85,91,94,99,153,157,166,180,188,193,197,205,223,226,230,240,243,287,315,319,322,325,340,347,351,362,388,452,463,466,474,560,565,590,594,717,720,723,763,766,931,936,970,973,1037,1041,1044,1061,1064,1093,1096,1159,1162,1190,1198],[23,24,26],"h2",{"id":25},"tldr","TL;DR",[28,29,34,52,63],"div",{"className":30},[31,32,33],"card","p-5","my-4",[35,36,37,41,42,47,48,51],"p",{},[38,39,40],"strong",{},"一句话："," AI 编程的\"出厂选项\"。2021 年随 VS Code 首发，2025-02 Agent Mode GA、2025-09 Coding Agent GA、2025 全年支持 ",[43,44,46],"a",{"href":45},"\u002Fwiki\u002Fmcp.html","MCP","，到 2026 Q2 已经从\"补全工具\"演化成 ",[38,49,50],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[35,53,54,55,58,59,62],{},"最大优势是 ",[38,56,57],{},"生态最稳 + 免费档大方（2000 次补全\u002F月）+ 学生\u002F开源免费 Pro","。代价是 ",[38,60,61],{},"国内门槛","：账号 + 网络 + 支付。",[35,64,65,68,69,72,73,76,77,80,81,84],{},[38,66,67],{},"2026-07 最新变化","：① 自 ",[38,70,71],{},"2026-06-01 起转 AI Credits 按量计费","（1 credit = $0.01），基础订阅价不变，",[38,74,75],{},"单行补全 & Next Edit 仍免费不计费","，仅 Chat\u002FAgent\u002FPR 评审\u002FCLI\u002F超长上下文消耗 credits；② ",[38,78,79],{},"Kimi K2.7 Code"," 成为首个开源权重可选模型（7-01 Pro\u002FPro+\u002FMax，7-07 Business\u002FEnterprise 需管理员开启）；③ ",[38,82,83],{},"GPT-5.6","（Sol\u002FTerra\u002FLuna）7-09 全 IDE 上线；④ Codex 作为公测 Agent provider 进入 JetBrains（7-07），JetBrains Inline Chat GA。",[86,87,88],"blockquote",{},[35,89,90],{},"来源说明：本文基于 github.com 官方页面、docs.github.com 企业版文档、github.blog 公告、第三方评测（augmentcode \u002F tossitt \u002F 4geeks）综合整理。Copilot 定价 2026 多次调整（社区报告 2026-04 起新增 credit 制），请以最新官方页面为准。",[23,92,93],{"id":93},"核心特性",[95,96,98],"h3",{"id":97},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[100,101,102,109,115,121,127,147],"ul",{},[103,104,105,108],"li",{},[38,106,107],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[103,110,111,114],{},[38,112,113],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[103,116,117,120],{},[38,118,119],{},"Agent Mode","（2025-02 在 VS Code GA）：自主多文件编辑，可调工具、跑测试、看结果调整",[103,122,123,126],{},[38,124,125],{},"Coding Agent","（2025-09 GA）：在 GitHub 网页 \u002F 移动端把 issue 派给 Copilot，它在云端 Actions 环境里改代码、开 PR 等你 review",[103,128,129,132,133,137,138,137,141,137,144],{},[38,130,131],{},"Copilot CLI 新终端界面","（2026-06-23 GA）：Tabbed TUI、Issues\u002FPRs\u002FGists 标签页、内置 ",[134,135,136],"code",{},"\u002Fmcp add","、",[134,139,140],{},"\u002Fskills",[134,142,143],{},"\u002Fplugin",[134,145,146],{},"\u002Fsettings",[103,148,149,152],{},[38,150,151],{},"Agent Finder","（2026-06-17 发布）：基于开放 ARD（Agentic Resource Discovery）规范，按任务动态发现可用资源 \u002F MCP \u002F 私有 registry，避免一开始把所有工具塞进上下文",[95,154,156],{"id":155},"agent-mode-详解","Agent Mode 详解",[35,158,159,165],{},[43,160,164],{"href":161,"rel":162},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[163],"nofollow","GitHub Blog 公告"," 描述的 Agent Mode 能力：",[100,167,168,171,174,177],{},[103,169,170],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[103,172,173],{},"调用 terminal 跑测试 \u002F linter",[103,175,176],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[103,178,179],{},"支持 Claude Opus 4.6 \u002F Sonnet 4.6 \u002F GPT-5 \u002F Gemini 2.5 Pro 等多模型按需切",[35,181,182,187],{},[43,183,186],{"href":184,"rel":185},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[163],"4geeks.com 2025 评测","：",[86,189,190],{},[35,191,192],{},"\"GitHub Copilot supports MCP (Model Context Protocol) servers in VS Code, JetBrains, and Xcode, available in Agent Mode. Users can connect MCP tools directly from the Copilot panel.\"",[95,194,196],{"id":195},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[35,198,199,204],{},[43,200,203],{"href":201,"rel":202},"https:\u002F\u002Fdocs.github.com\u002F",[163],"GitHub 官方文档"," 描述的 Coding Agent：",[100,206,207,210,217,220],{},[103,208,209],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[103,211,212,213,216],{},"在 ",[38,214,215],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[103,218,219],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[103,221,222],{},"你只 review + merge",[35,224,225],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[95,227,229],{"id":228},"copilot-cli2026-新终端界面-ga","Copilot CLI（2026 新终端界面 GA）",[35,231,232,233,137,236,239],{},"2026-06-23，GitHub 将新版 Copilot CLI terminal interface 推到 GA。它已经不只是 ",[134,234,235],{},"gh copilot suggest",[134,237,238],{},"gh copilot explain"," 这种「自然语言 → shell 命令」工具，而是更接近一个终端里的 Copilot 工作台。",[35,241,242],{},"关键变化：",[100,244,245,251,261,278],{},[103,246,247,250],{},[38,248,249],{},"Tabbed TUI","：Session \u002F Gists \u002F Issues \u002F Pull Requests 标签页，当前目录是 GitHub repo 时自动显示 issue \u002F PR。",[103,252,253,256,257,260],{},[38,254,255],{},"引用工作项","：在 Issues \u002F PRs tab 高亮条目后按 ",[134,258,259],{},"c","，可以把该 issue \u002F PR 直接塞进 prompt，让 Copilot 调查、修复或 review。",[103,262,263,187,266,137,268,137,271,137,273,137,275,277],{},[38,264,265],{},"内置配置",[134,267,136],{},[134,269,270],{},"\u002Fmcp search",[134,272,140],{},[134,274,143],{},[134,276,146],{}," 都可以在会话中完成，不再手写配置文件。",[103,279,280,187,283,286],{},[38,281,282],{},"无障碍主题",[134,284,285],{},"\u002Ftheme"," 支持 default \u002F dim \u002F high-contrast \u002F colorblind，并自动检测 screen reader。",[288,289,294],"pre",{"className":290,"code":291,"language":292,"meta":293,"style":293},"language-bash shiki shiki-themes github-light github-dark","copilot update\ncopilot\n","bash","",[134,295,296,309],{"__ignoreMap":293},[297,298,301,305],"span",{"class":299,"line":300},"line",1,[297,302,304],{"class":303},"sScJk","copilot",[297,306,308],{"class":307},"sZZnC"," update\n",[297,310,312],{"class":299,"line":311},2,[297,313,314],{"class":303},"copilot\n",[95,316,318],{"id":317},"agent-finder资源发现开始标准化","Agent Finder：资源发现开始标准化",[35,320,321],{},"2026-06-17，GitHub 推出 Agent Finder。它解决的是 2026 年 Agent 工具链的新问题：工具、MCP、skills、私有 registry 越来越多，如果每次都预加载，context 会爆；如果都手动接，开发者又会被配置淹没。",[35,323,324],{},"Agent Finder 的思路是：",[326,327,328,331,334,337],"ol",{},[103,329,330],{},"用户用自然语言描述任务。",[103,332,333],{},"Copilot 到公开 catalog 或企业私有 registry 里搜索资源。",[103,335,336],{},"返回 ranked matches。",[103,338,339],{},"用户确认后，Copilot 再按需加载对应工具 \u002F skill。",[35,341,342,343,346],{},"GitHub 表示它实现了开放的 ",[38,344,345],{},"ARD（Agentic Resource Discovery）spec","，并与 Google、GoDaddy、Hugging Face、Microsoft 协作制定。这个方向值得关注：MCP 解决「连工具」，ARD 解决「怎么发现该连哪个工具」。",[95,348,350],{"id":349},"ai-credits-按量计费2026-06-01-正式启用","AI Credits 按量计费（2026-06-01 正式启用）",[35,352,353,354,357,358,361],{},"自 ",[38,355,356],{},"2026-06-01"," 起，Copilot 全面转向 ",[38,359,360],{},"AI Credits 按量计费","（1 credit = $0.01），取代原 PRU（Premium Request Units）。核心逻辑：",[100,363,364,370,375,382,385],{},[103,365,366,369],{},[38,367,368],{},"基础订阅价不变","：Pro $10（含 $10 credits）、Pro+ $39（含 $39）、Business $19（含 $19）、Enterprise $39（含 $39）",[103,371,372,374],{},[38,373,75],{},"——轻度用户体验和成本几乎不变",[103,376,377,378,381],{},"仅 ",[38,379,380],{},"Chat \u002F Agent \u002F PR 评审 \u002F CLI \u002F 超长上下文"," 消耗 credits",[103,383,384],{},"取消 fallback；新增企业 \u002F 成本中心 \u002F 用户级预算管控 + pooled usage（额度池化）",[103,386,387],{},"Business\u002FEnterprise 6-8 月有促销额度（$30 \u002F $70）；code review 另计 Actions 分钟",[389,390,391,404],"table",{},[392,393,394],"thead",{},[395,396,397,401],"tr",{},[398,399,400],"th",{},"项目",[398,402,403],{},"是否消耗 credits",[405,406,407,416,423,431,438,445],"tbody",{},[395,408,409,413],{},[410,411,412],"td",{},"单行补全",[410,414,415],{},"❌ 免费",[395,417,418,421],{},[410,419,420],{},"Next Edit 建议",[410,422,415],{},[395,424,425,428],{},[410,426,427],{},"Chat 对话",[410,429,430],{},"✅ 计费",[395,432,433,436],{},[410,434,435],{},"Agent 任务",[410,437,430],{},[395,439,440,443],{},[410,441,442],{},"PR 评审 \u002F CLI",[410,444,430],{},[395,446,447,450],{},[410,448,449],{},"超长上下文",[410,451,430],{},[35,453,454,187,457,459,460,462],{},[38,455,456],{},"模型阵营大扩容",[38,458,79],{},"（1T 总参 \u002F 32B 激活 MoE，256K 上下文，Modified MIT）GA 7-01，是 Copilot 首个开源权重可选模型（Azure 托管）；",[38,461,83],{}," 家族 7-09 全 IDE 上线；Codex 作为公测 Agent provider 进入 JetBrains（7-07）。",[23,464,465],{"id":465},"价格与运行成本",[35,467,468,473],{},[43,469,472],{"href":470,"rel":471},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[163],"官方 Plans 页"," 2026 Q2 公开数据：",[389,475,476,489],{},[392,477,478],{},[395,479,480,483,486],{},[398,481,482],{},"档位",[398,484,485],{},"价格",[398,487,488],{},"关键点",[405,490,491,505,516,527,538,549],{},[395,492,493,496,499],{},[410,494,495],{},"Free",[410,497,498],{},"$0",[410,500,501,502],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[38,503,504],{},"无需信用卡",[395,506,507,510,513],{},[410,508,509],{},"Pro",[410,511,512],{},"$10\u002F月",[410,514,515],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[395,517,518,521,524],{},[410,519,520],{},"Pro+",[410,522,523],{},"$39\u002F月",[410,525,526],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[395,528,529,532,535],{},[410,530,531],{},"Max",[410,533,534],{},"$100\u002F月",[410,536,537],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[395,539,540,543,546],{},[410,541,542],{},"Business",[410,544,545],{},"$19\u002Fseat\u002F月",[410,547,548],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[395,550,551,554,557],{},[410,552,553],{},"Enterprise",[410,555,556],{},"$39\u002Fseat\u002F月",[410,558,559],{},"Business + Enterprise 索引 + 优先模型",[35,561,562,187],{},[38,563,564],{},"重要福利",[100,566,567,578,584],{},[103,568,569,187,572,577],{},[38,570,571],{},"学生免费",[43,573,576],{"href":574,"rel":575},"https:\u002F\u002Feducation.github.com\u002Fpack",[163],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[103,579,580,583],{},[38,581,582],{},"开源维护者免费","：维护流行开源项目（star 数 + 活跃度门槛）可申请免费 Pro",[103,585,586,589],{},[38,587,588],{},"教师免费","：通过 GitHub Education 认证",[23,591,593],{"id":592},"上手-3-分钟","上手 3 分钟",[288,595,597],{"className":290,"code":596,"language":292,"meta":293,"style":293},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n# JetBrains：Plugin Marketplace 搜 Copilot\n# Neovim：装 github\u002Fcopilot.vim 仓库\n# Xcode：装 github\u002FCopilotForXcode\n\n# 命令行\nbrew install gh                  # macOS\nwinget install GitHub.cli        # Windows\n# Linux：参考 cli.github.com\n\ngh auth login                    # 登录 GitHub\ngh extension install github\u002Fgh-copilot\ngh copilot suggest \"重启 docker 并清理缓存\"\n",[134,598,599,605,610,616,622,629,635,650,664,670,675,690,703],{"__ignoreMap":293},[297,600,601],{"class":299,"line":300},[297,602,604],{"class":603},"sJ8bj","# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[297,606,607],{"class":299,"line":311},[297,608,609],{"class":603},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[297,611,613],{"class":299,"line":612},3,[297,614,615],{"class":603},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[297,617,619],{"class":299,"line":618},4,[297,620,621],{"class":603},"# Xcode：装 github\u002FCopilotForXcode\n",[297,623,625],{"class":299,"line":624},5,[297,626,628],{"emptyLinePlaceholder":627},true,"\n",[297,630,632],{"class":299,"line":631},6,[297,633,634],{"class":603},"# 命令行\n",[297,636,638,641,644,647],{"class":299,"line":637},7,[297,639,640],{"class":303},"brew",[297,642,643],{"class":307}," install",[297,645,646],{"class":307}," gh",[297,648,649],{"class":603},"                  # macOS\n",[297,651,653,656,658,661],{"class":299,"line":652},8,[297,654,655],{"class":303},"winget",[297,657,643],{"class":307},[297,659,660],{"class":307}," GitHub.cli",[297,662,663],{"class":603},"        # Windows\n",[297,665,667],{"class":299,"line":666},9,[297,668,669],{"class":603},"# Linux：参考 cli.github.com\n",[297,671,673],{"class":299,"line":672},10,[297,674,628],{"emptyLinePlaceholder":627},[297,676,678,681,684,687],{"class":299,"line":677},11,[297,679,680],{"class":303},"gh",[297,682,683],{"class":307}," auth",[297,685,686],{"class":307}," login",[297,688,689],{"class":603},"                    # 登录 GitHub\n",[297,691,693,695,698,700],{"class":299,"line":692},12,[297,694,680],{"class":303},[297,696,697],{"class":307}," extension",[297,699,643],{"class":307},[297,701,702],{"class":307}," github\u002Fgh-copilot\n",[297,704,706,708,711,714],{"class":299,"line":705},13,[297,707,680],{"class":303},[297,709,710],{"class":307}," copilot",[297,712,713],{"class":307}," suggest",[297,715,716],{"class":307}," \"重启 docker 并清理缓存\"\n",[35,718,719],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[23,721,722],{"id":722},"国内使用注意事项",[326,724,725,731,741,747],{},[103,726,727,730],{},[38,728,729],{},"账号","：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[103,732,733,736,737,740],{},[38,734,735],{},"网络","：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[38,738,739],{},"必须有稳定代理","，否则补全卡顿到不可用",[103,742,743,746],{},[38,744,745],{},"支付","：Pro 付款渠道有限——Apple 礼品卡（macOS）、Google Play（Android）、海外卡。第三方代付方案少",[103,748,749,752,753,757,758,762],{},[38,750,751],{},"替代路径","：用 ",[43,754,756],{"href":755},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," \u002F ",[43,759,761],{"href":760},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue"," + 国产模型，国内体验更顺畅",[23,764,765],{"id":765},"与同类怎么选",[389,767,768,793],{},[392,769,770],{},[395,771,772,775,777,783,789],{},[398,773,774],{},"维度",[398,776,12],{},[398,778,779],{},[43,780,782],{"href":781},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[398,784,785],{},[43,786,788],{"href":787},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[398,790,791],{},[43,792,756],{"href":755},[405,794,795,811,827,841,857,873,888,902,917],{},[395,796,797,800,803,806,808],{},[410,798,799],{},"形态",[410,801,802],{},"插件（VS Code\u002FJetBrains 等）",[410,804,805],{},"AI-first IDE",[410,807,805],{},[410,809,810],{},"VS Code 扩展",[395,812,813,816,819,822,824],{},[410,814,815],{},"多 IDE 覆盖",[410,817,818],{},"★★★★★",[410,820,821],{},"★★☆☆☆ 仅自家",[410,823,821],{},[410,825,826],{},"★★★★☆",[395,828,829,832,834,836,838],{},[410,830,831],{},"补全速度",[410,833,826],{},[410,835,826],{},[410,837,818],{},[410,839,840],{},"★★★☆☆",[395,842,843,846,849,852,855],{},[410,844,845],{},"Agent 模式",[410,847,848],{},"★★★★☆ Agent 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不适合：",[100,1065,1066,1077,1084,1090],{},[103,1067,1068,1069,757,1073,1076],{},"国内首选 IDE 体验（去 ",[43,1070,1072],{"href":1071},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[43,1074,1075],{"href":781},"Cursor 国内代付","）",[103,1078,1079,1080,757,1082,1076],{},"想要最激进的多文件 Agent（去 ",[43,1081,782],{"href":781},[43,1083,788],{"href":787},[103,1085,1086,1087,1089],{},"私有部署 \u002F 数据不出网（",[43,1088,761],{"href":760}," + 自建模型）",[103,1091,1092],{},"反对一切 credit 制",[23,1094,1095],{"id":1095},"相关阅读",[100,1097,1098,1117,1130,1148],{},[103,1099,1100,1101,757,1103,757,1105,757,1107,757,1111,757,1113],{},"同类对比：",[43,1102,782],{"href":781},[43,1104,788],{"href":787},[43,1106,1072],{"href":1071},[43,1108,1110],{"href":1109},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[43,1112,756],{"href":755},[43,1114,1116],{"href":1115},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[103,1118,1119,1120,757,1124,757,1126],{},"概念：",[43,1121,1123],{"href":1122},"\u002Fwiki\u002Fai-agent.html","AI 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全家桶覆盖",[304,1309,1310,1311,1312,1313],"vscode","jetbrains","github","agent-mode","coding-agent","2026-07-20","插件生态最稳的选择，免费档大方，国内用稳定代理 + GitHub 账号即可。Agent Mode 已经能跟 Cursor 掰手腕，Coding Agent 能直接在 GitHub 上跑后台 PR。","wJYTiQ8gOH8ZAmyFLfzv2h5VO6xXYDCvDCUs8LgFyr8",{"id":1318,"title":1319,"alternatives":1320,"api_compatible":9,"body":1324,"category":304,"chinese_friendly":624,"cover":1773,"description":1774,"domestic":1223,"extension":1224,"faq":1775,"free":1223,"github":9,"languages":1788,"lastVerified":9,"meta":1789,"models":9,"navigation":627,"notSuitable":9,"opensource":1223,"path":1790,"pillar":1240,"platforms":1791,"priceTable":1792,"pricing":1811,"published":1269,"relatedPlaybooks":1812,"relatedReviews":1815,"score":1818,"self_host":1223,"seo":1819,"seoTitle":1820,"slug":1821,"sources":1822,"stem":1830,"suitable":9,"tagline":1831,"tags":1832,"updated":1825,"verdict":1841,"website":1842,"__hash__":1843},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode.md","豆包 MarsCode \u002F TRAE",[1321,1322,1323,1272],"coding\u002Fide\u002Ftrae","coding\u002Fcopilot\u002Ftongyi-lingma","coding\u002Fcopilot\u002Fcodegeex",{"type":20,"value":1325,"toc":1761},[1326,1328,1335,1355,1362,1371,1374,1377,1427,1431,1434,1447,1452,1456,1461,1481,1486,1503,1506,1529,1532,1649,1652,1684,1686,1709,1711,1736,1738],[23,1327,26],{"id":25},[35,1329,1330,1331,1334],{},"豆包 MarsCode 是字节跳动 2024 年推出的 AI 编程助手，2025 年品牌升级为 ",[38,1332,1333],{},"TRAE","（The Real AI Engineer）。产品现在三件套：",[100,1336,1337,1343,1349],{},[103,1338,1339,1342],{},[38,1340,1341],{},"TRAE 桌面端","：AI 原生 IDE，主打 Builder \u002F SOLO \u002F Chat 多模式",[103,1344,1345,1348],{},[38,1346,1347],{},"TRAE 插件（原 MarsCode 编程助手）","：VS Code \u002F JetBrains 插件形态",[103,1350,1351,1354],{},[38,1352,1353],{},"MarsCode Cloud IDE","：浏览器云开发环境",[35,1356,1357,1358,1361],{},"底层走豆包大模型 + 字节方舟多模型路由。",[38,1359,1360],{},"核心免费 + 中文体验顶级 + Builder \u002F SOLO 自主模式","，是国内最低门槛的 AI 编程入口之一。",[86,1363,1364],{},[35,1365,1366,1367,1370],{},"⚠️ 重要：TRAE IDE 桌面端的完整评测见 ",[43,1368,1369],{"href":1369},"\u002Ftools\u002Fcoding\u002Fide\u002Ftrae","。本文聚焦 MarsCode \u002F TRAE 插件 + Cloud IDE 形态。",[35,1372,1373],{},"适合：国内开发者零成本上手、想做小程序 \u002F 字节生态业务、需要 Cloud IDE 远程开发、追求中文体验顶级的用户。不适合：海外纯英文团队、对官方持续承诺免费有刚性预期的团队。",[23,1375,1376],{"id":1376},"核心能力",[100,1378,1379,1385,1391,1397,1403,1409,1415,1421],{},[103,1380,1381,1384],{},[38,1382,1383],{},"TRAE 插件","：补全 \u002F Code Generation \u002F 代码解释 \u002F Bug Fix \u002F 多模型切换 \u002F Builder Mode",[103,1386,1387,1390],{},[38,1388,1389],{},"SOLO 模式（桌面端）","：AI 全流程自主开发，编辑器 + 终端 + 浏览器一体",[103,1392,1393,1396],{},[38,1394,1395],{},"Builder 模式","：自然语言一句话生成项目框架（含 Dockerfile）",[103,1398,1399,1402],{},[38,1400,1401],{},"Chat 模式","：跨文件代码调试与优化，全链路问题定位",[103,1404,1405,1408],{},[38,1406,1407],{},"多模态引擎","：Figma → 响应式 CSS、移动端布局适配",[103,1410,1411,1414],{},[38,1412,1413],{},"Cloud IDE","：浏览器云端环境、Git 仓库导入、模板项目、实时预览",[103,1416,1417,1420],{},[38,1418,1419],{},"50+ 语言、100+ 框架","：含微信 \u002F 支付宝 \u002F 抖音小程序、Taro \u002F uni-app",[103,1422,1423,1426],{},[38,1424,1425],{},"企业版","：团队协作 \u002F 权限管理 \u002F 工作区、咨询定制",[23,1428,1430],{"id":1429},"价格2026-06","价格（2026-06）",[35,1432,1433],{},"基础三件套全免费。重度场景：",[100,1435,1436,1442],{},[103,1437,1438,1441],{},[38,1439,1440],{},"方舟 Coding Plan","：字节方舟平台订阅，含高级模型 \u002F 高额度（咨询）",[103,1443,1444,1446],{},[38,1445,1425],{},"：团队协作 \u002F 权限 \u002F 定制 AI 方案，400-034-7888",[86,1448,1449],{},[35,1450,1451],{},"与 GitHub Copilot $10\u002F月 相比，TRAE 插件 + 桌面端基础功能完全免费且字节算力支撑。",[23,1453,1455],{"id":1454},"实测小程序-nextjs-项目","实测（小程序 + Next.js 项目）",[35,1457,1458],{},[38,1459,1460],{},"亮点：",[100,1462,1463,1466,1469,1472,1475,1478],{},[103,1464,1465],{},"国产框架适配优秀：Taro 生命周期、Ant Design Pro 语法准确，写小程序代码不用查文档",[103,1467,1468],{},"Builder 模式生成 Next.js 商品页面 8 分钟内可跑",[103,1470,1471],{},"SOLO 模式给『部署购物车』指令，AI 自动跑 PRD → 代码 → 测试，整段流程闭环",[103,1473,1474],{},"中文需求识别接近 100%，海外工具常见的语义偏差几乎没有",[103,1476,1477],{},"Cloud IDE 响应 \u003C 1.5 秒，远程开发体验顺滑",[103,1479,1480],{},"数据：声称代码生成准确率 98%、不用于模型训练",[35,1482,1483],{},[38,1484,1485],{},"踩坑：",[100,1487,1488,1491,1494,1497,1500],{},[103,1489,1490],{},"SOLO 模式偶尔卡在『构思 → 执行』过渡，需手动 retry",[103,1492,1493],{},"桌面端和插件功能差异：Builder 在桌面端更顺",[103,1495,1496],{},"客户端首次启动加载较慢",[103,1498,1499],{},"海外节点访问国内代码仓不稳",[103,1501,1502],{},"文档对老牌 IDE（如 Vim）支持稀薄",[23,1504,1505],{"id":1505},"上手",[326,1507,1508,1514,1517,1520,1523,1526],{},[103,1509,1510,1511],{},"trae.cn 下载桌面端（Win \u002F macOS \u002F Linux）—— ",[38,1512,1513],{},"桌面端是当下产品主力",[103,1515,1516],{},"或 VS Code \u002F JetBrains 装 \"TRAE\" 插件（原 MarsCode 编程助手）",[103,1518,1519],{},"字节账号登录",[103,1521,1522],{},"Builder 模式：写一句『生成 Next.js 后台模板』 → 生成完整项目",[103,1524,1525],{},"SOLO 模式：写需求 → AI 全自动跑",[103,1527,1528],{},"Cloud IDE：访问 marscode.com 用浏览器云端开发",[23,1530,1531],{"id":1531},"对比",[389,1533,1534,1552],{},[392,1535,1536],{},[395,1537,1538,1540,1543,1546,1549],{},[398,1539,774],{},[398,1541,1542],{},"TRAE \u002F MarsCode",[398,1544,1545],{},"通义灵码",[398,1547,1548],{},"Comate",[398,1550,1551],{},"CodeBuddy",[405,1553,1554,1571,1588,1604,1618,1634],{},[395,1555,1556,1559,1562,1565,1568],{},[410,1557,1558],{},"个人价格",[410,1560,1561],{},"免费",[410,1563,1564],{},"免费起",[410,1566,1567],{},"免费 \u002F 59",[410,1569,1570],{},"免费 \u002F 58",[395,1572,1573,1576,1579,1582,1585],{},[410,1574,1575],{},"主力模型",[410,1577,1578],{},"豆包大模型",[410,1580,1581],{},"Qwen3-Coder",[410,1583,1584],{},"文心",[410,1586,1587],{},"混元 + DeepSeek V3",[395,1589,1590,1593,1596,1598,1601],{},[410,1591,1592],{},"自主 Agent",[410,1594,1595],{},"✅ Builder + SOLO",[410,1597,1266],{},[410,1599,1600],{},"✅ Zulu",[410,1602,1603],{},"✅ Craft",[395,1605,1606,1608,1611,1614,1616],{},[410,1607,1413],{},[410,1609,1610],{},"✅ 原 MarsCode",[410,1612,1613],{},"弱",[410,1615,1613],{},[410,1617,1613],{},[395,1619,1620,1623,1626,1629,1631],{},[410,1621,1622],{},"小程序支持",[410,1624,1625],{},"✅ 多平台",[410,1627,1628],{},"部分",[410,1630,1613],{},[410,1632,1633],{},"微信优先",[395,1635,1636,1639,1641,1643,1646],{},[410,1637,1638],{},"设计稿转代码",[410,1640,1266],{},[410,1642,1628],{},[410,1644,1645],{},"✅ 92%",[410,1647,1648],{},"✅ 95%",[23,1650,1651],{"id":1651},"避坑",[100,1653,1654,1660,1666,1672,1678],{},[103,1655,1656,1659],{},[38,1657,1658],{},"桌面端 vs 插件先选对","：插件适合不换 IDE 的用户；桌面端 Builder \u002F SOLO 体验完整但要切换 IDE",[103,1661,1662,1665],{},[38,1663,1664],{},"SOLO 任务先小再大","：复杂目标拆 2–3 段 SOLO 串行跑，比一次性大任务成功率高",[103,1667,1668,1671],{},[38,1669,1670],{},"免费策略别永久押注","：字节方舟 Coding Plan 已分档收费，长期重度 dev 建议关注订阅",[103,1673,1674,1677],{},[38,1675,1676],{},"Cloud IDE 注意私密代码","：仍是云端环境，敏感项目走桌面 + 本地",[103,1679,1680,1683],{},[38,1681,1682],{},"Mac M1 \u002F M2 用户","：桌面端原生 Apple Silicon 支持已稳定",[23,1685,1040],{"id":1039},[100,1687,1688,1691,1694,1697,1700,1703,1706],{},[103,1689,1690],{},"✅ 国内开发者零成本上手",[103,1692,1693],{},"✅ 字节生态业务 \u002F 小程序团队",[103,1695,1696],{},"✅ 想试 SOLO 全自主开发",[103,1698,1699],{},"✅ 需要 Cloud IDE 远程开发",[103,1701,1702],{},"❌ 海外纯英文 \u002F 完全无字节业务",[103,1704,1705],{},"❌ 对官方长期免费有刚性预期",[103,1707,1708],{},"❌ 重度依赖 VS Code 闭源插件",[23,1710,1095],{"id":1095},[100,1712,1713,1718,1724,1730],{},[103,1714,1715],{},[43,1716,1717],{"href":1369},"TRAE IDE 桌面端评测",[103,1719,1720],{},[43,1721,1723],{"href":1722},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma","通义灵码 评测",[103,1725,1726],{},[43,1727,1729],{"href":1728},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate","Comate 评测",[103,1731,1732],{},[43,1733,1735],{"href":1734},"\u002Fplaybook\u002Fonboarding\u002Fclaude-code-getting-started","Claude Code 上手 Playbook",[23,1737,1161],{"id":1161},[326,1739,1740,1747,1754],{},[103,1741,1742,1743],{},"TRAE 官方插件页（含 Builder 模式细节）",[43,1744,1745],{"href":1745,"rel":1746},"https:\u002F\u002Fwww.trae.cn\u002Fplugin",[163],[103,1748,1749,1750],{},"MarsCode 官网（Cloud IDE 形态仍在）",[43,1751,1752],{"href":1752,"rel":1753},"https:\u002F\u002Fwww.marscode.com\u002Fhome",[163],[103,1755,1756,1757],{},"AIGC 工具导航 — 豆包 MarsCode 详细介绍 ",[43,1758,1759],{"href":1759,"rel":1760},"https:\u002F\u002Fwww.aigc.cn\u002Fmarscode",[163],{"title":293,"searchDepth":612,"depth":612,"links":1762},[1763,1764,1765,1766,1767,1768,1769,1770,1771,1772],{"id":25,"depth":311,"text":26},{"id":1376,"depth":311,"text":1376},{"id":1429,"depth":311,"text":1430},{"id":1454,"depth":311,"text":1455},{"id":1505,"depth":311,"text":1505},{"id":1531,"depth":311,"text":1531},{"id":1651,"depth":311,"text":1651},{"id":1039,"depth":311,"text":1040},{"id":1095,"depth":311,"text":1095},{"id":1161,"depth":311,"text":1161},"\u002Fimg\u002Ftools\u002Fmarscode.webp","MarsCode \u002F TRAE 2026 真实评测：字节豆包 AI 编程助手，从原 MarsCode 插件、Cloud IDE 升级到 TRAE 桌面 IDE。本文整理 Builder、SOLO、Figma 转代码、免费策略、方舟 Coding Plan，以及和 Cursor、通义灵码、CodeGeeX 的选择建议。",[1776,1779,1782,1785],{"q":1777,"a":1778},"MarsCode 和 TRAE 是同一个产品吗？","同一个团队、同一个豆包大模型底座。2025 改名 TRAE 后，产品形态从『云 IDE + 插件』演变成『独立桌面 IDE（TRAE）+ TRAE 插件（原 MarsCode 编程助手）+ MarsCode Cloud IDE』三件套。账号互通。",{"q":1780,"a":1781},"SOLO 模式具体能干嘛？","2025-07 开放：AI 化身工程师，自动调度编辑器 \u002F 终端 \u002F 浏览器。一句『部署购物车系统』 → 自动出 PRD、写代码、跑测试、给部署链接。支持语音指令和图像输入。",{"q":1783,"a":1784},"Builder 模式和 SOLO 模式区别？","Builder = 项目脚手架生成（『生成带支付的电商 demo』 → 完整项目结构 + 接口示例 + Dockerfile）；SOLO = 全流程自主交付（从 PRD 到部署）。Builder 偏前期，SOLO 偏闭环。",{"q":1786,"a":1787},"完全免费的策略能持续多久？","字节官方目前未给免费时限。方舟 Coding Plan 已开始出现订阅档（重度模型 \u002F 高额度），趋势是基础免费 + 高阶订阅。长期建议做好『免费版可能限频』预案。",[1226,1227],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode",[1309,1310,1242,1243,1244],[1793,1796,1800,1803,1807],{"plan":1341,"price":1561,"features":1794,"notes":1795},"Builder \u002F SOLO \u002F 多模型切换 \u002F Chat \u002F 补全","Windows \u002F macOS \u002F Linux",{"plan":1797,"price":1561,"features":1798,"notes":1799},"TRAE 插件（原 MarsCode）","补全 \u002F 注释 \u002F 单测 \u002F Code Review \u002F 智能问答","VS Code \u002F JetBrains",{"plan":1353,"price":1561,"features":1801,"notes":1802},"浏览器云端开发环境 \u002F Git 仓库 \u002F 模板","原 MarsCode 主打",{"plan":1440,"price":1804,"features":1805,"notes":1806},"订阅制（咨询）","高级模型 \u002F 高额度 \u002F 企业能力","字节方舟平台",{"plan":1425,"price":1808,"features":1809,"notes":1810},"咨询","团队协作 \u002F 权限 \u002F 定制 AI 方案","400-034-7888","免费起步 \u002F 方舟 Coding Plan 订阅 \u002F 企业咨询定制",[1813,1814],"onboarding\u002Fclaude-code-getting-started","onboarding\u002Frag-pipeline-build",[1816,1817],"copilot-four-comparison","trae-deep-review",{"power":618,"ux":624,"price":624,"cn_support":624,"stability":618},{"title":1319,"description":1774},"MarsCode \u002F TRAE 评测 2026：字节豆包 AI 编程助手怎么选","coding\u002Fcopilot\u002Fmarscode",[1823,1826,1828],{"name":1824,"url":1745,"accessed":1825},"TRAE 官方插件页","2026-06-24",{"name":1827,"url":1752,"accessed":1825},"MarsCode 官网（仍可访问）",{"name":1829,"url":1759,"accessed":1825},"AIGC 工具导航 — 豆包 MarsCode 介绍","tools\u002Fcoding\u002Fcopilot\u002Fmarscode","字节跳动豆包 AI 编程助手：TRAE IDE + 插件 + Cloud IDE 三件套",[304,1833,1834,1835,1836,1837,1838,1839,1840],"china","bytedance","doubao","trae","free","builder","solo","marscode","字节系免费 AI 编程主力。SOLO \u002F Builder 两个自主模式 + 字节研发资源 + 长期免费策略让国内开发者门槛极低。MarsCode 原 Cloud IDE 仍在但产品重心已迁到 TRAE 桌面端。","https:\u002F\u002Fwww.trae.cn","JZI6CkoiZ1oQugnDWXjWsfdU8Y3CBuAZZrQeTP6Ia4Q",1784565442047]