[{"data":1,"prerenderedAt":3725},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-augment":8,"alt-list-augment":588},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":15,"body":18,"category":517,"chinese_friendly":507,"cover":518,"description":519,"domestic":520,"extension":521,"faq":522,"free":520,"github":535,"languages":536,"lastVerified":538,"meta":539,"models":535,"navigation":540,"notSuitable":535,"opensource":520,"path":541,"pillar":542,"platforms":543,"priceTable":547,"pricing":558,"published":559,"relatedPlaybooks":560,"relatedReviews":562,"score":564,"self_host":520,"seo":567,"seoTitle":568,"slug":569,"sources":570,"stem":578,"suitable":535,"tagline":579,"tags":580,"updated":573,"verdict":585,"website":586,"__hash__":587},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Faugment.md","Augment Code",[12,13,14],"coding\u002Fcopilot\u002Fgithub-copilot","coding\u002Fide\u002Fcursor","coding\u002Fcli\u002Fclaude-code",[16,17],"OpenAI","Anthropic",{"type":19,"value":20,"toc":502},"minimark",[21,26,35,38,41,44,66,73,77,178,184,202,205,209,215,229,234,251,254,279,282,386,389,421,425,445,448,475,478],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,29,30,34],"p",{},"Augment Code 是企业级 AI 编程平台，最大差异点是 ",[31,32,33],"strong",{},"Context Engine","——对整个代码库（包括跨仓库 \u002F 跨语言 \u002F git history）做深度索引，让 agent 在百万行 monorepo 里也能找对上下文。2026 年定价改成 credits 制：Indie $20 \u002F Standard $60 \u002F Max $200，含 IDE Agent（VS Code \u002F JetBrains）+ Auggie CLI + 异步 Cloud Agent。",[27,36,37],{},"适合：>30 万行、>20 工程师、跨仓库强引用的企业项目（Pure Storage \u002F Webflow \u002F Observe 这种）。不适合：个人 \u002F 小项目（Cursor 性价比完胜）、国内团队（无中文官方支持、网络欠佳）。",[22,39,40],{"id":40},"它是什么",[27,42,43],{},"Augment 把 AI 编程产品拆成三件套：",[45,46,47,54,60],"ol",{},[48,49,50,53],"li",{},[31,51,52],{},"Context Engine（核心 IP）","：索引整个 monorepo，含跨仓库依赖、函数调用图、commit 历史。每次 agent 推理时按需检索相关上下文。",[48,55,56,59],{},[31,57,58],{},"IDE Agent","：VS Code \u002F JetBrains 扩展，提供 Chat、Edit、Agent、Next Edit（预测下一步要改的位置）四模式。",[48,61,62,65],{},[31,63,64],{},"Auggie CLI + Async Cloud Agent","：terminal 里跑同步任务，或扔到 Cloud（Cosmos sandbox）异步跑大任务。",[27,67,68,69,72],{},"底层 LLM 走 ",[31,70,71],{},"Prism routing","——按任务复杂度动态选 Claude Sonnet \u002F Opus \u002F Haiku \u002F Gemini Pro \u002F GPT-5，平均比直接调 frontier 模型省 20–30%。",[22,74,76],{"id":75},"价格2026-06","价格（2026-06）",[78,79,80,102],"table",{},[81,82,83],"thead",{},[84,85,86,90,93,96,99],"tr",{},[87,88,89],"th",{},"Plan",[87,91,92],{},"价格",[87,94,95],{},"Credits",[87,97,98],{},"团队规模",[87,100,101],{},"适用",[103,104,105,125,144,162],"tbody",{},[84,106,107,113,116,119,122],{},[108,109,110],"td",{},[31,111,112],{},"Indie",[108,114,115],{},"$20\u002F月",[108,117,118],{},"40k",[108,120,121],{},"1",[108,123,124],{},"个人开发者",[84,126,127,132,135,138,141],{},[108,128,129],{},[31,130,131],{},"Standard",[108,133,134],{},"$60\u002F席\u002F月",[108,136,137],{},"130k\u002F席（池化）",[108,139,140],{},"≤20",[108,142,143],{},"中小生产团队",[84,145,146,151,154,157,159],{},[108,147,148],{},[31,149,150],{},"Max",[108,152,153],{},"$200\u002F席\u002F月",[108,155,156],{},"450k\u002F席（池化）",[108,158,140],{},[108,160,161],{},"重度 + 异步任务多",[84,163,164,167,170,172,175],{},[108,165,166],{},"Enterprise",[108,168,169],{},"Custom",[108,171,169],{},[108,173,174],{},"∞",[108,176,177],{},"大型企业",[27,179,180,183],{},[31,181,182],{},"credits 单价","（一次中等任务）：",[185,186,187,190,193,196,199],"ul",{},[48,188,189],{},"Haiku 4.5：~88 credits",[48,191,192],{},"Sonnet 4.6：~293 credits",[48,194,195],{},"Opus 4.7：~488 credits",[48,197,198],{},"Gemini 3.1 Pro：~268 credits",[48,200,201],{},"GPT-5.1：~219 credits",[27,203,204],{},"超额 top-up：$15 \u002F 24k credits（≈ 80 次 Sonnet 任务）。Cosmos cloud sandbox 另算 300 credits\u002F小时。",[22,206,208],{"id":207},"实测在-80-万行-go-typescript-monorepo-上","实测（在 ~80 万行 Go + TypeScript monorepo 上）",[27,210,211,214],{},[31,212,213],{},"亮点","：",[185,216,217,220,223,226],{},[48,218,219],{},"Context Engine 真有用：让它『改 user service 加字段，同时更新所有调用方』，agent 自己跨 5 个仓库找到 17 处引用并改",[48,221,222],{},"Next Edit 预测准确率 ~60%：写完一行，它能猜到下一步要在另一个文件改什么",[48,224,225],{},"Auggie CLI 配合 Slack 用很顺——丢个任务、等 PR",[48,227,228],{},"SOC 2 Type II 合规对企业采购友好",[27,230,231,214],{},[31,232,233],{},"踩坑",[185,235,236,239,242,245,248],{},[48,237,238],{},"索引初始化慢：80 万行项目首次扫了约 40 分钟",[48,240,241],{},"credit 烧得快：用 Opus 跑复杂任务，单天烧掉 $30+ credits 不稀奇",[48,243,244],{},"中文几乎不支持：UI 英文，prompt 中文回英文 + 偶尔识别错关键词",[48,246,247],{},"国内访问偶发抖动（CDN 美国）",[48,249,250],{},"小项目用不出 Context Engine 优势——和 Cursor 没差别但贵 3 倍",[22,252,253],{"id":253},"上手",[45,255,256,259,262,265,268,271],{},[48,257,258],{},"augmentcode.com 注册（GitHub OAuth），Indie 起付 $20",[48,260,261],{},"VS Code \u002F JetBrains 装 Augment 扩展，登录账号",[48,263,264],{},"选要 onboard 的 repo（个人 1 个、Standard 起 unlimited）",[48,266,267],{},"等首次索引（10 分钟–1 小时取决于规模）",[48,269,270],{},"Chat 模式让它 explore 仓库；Agent 模式让它做改动",[48,272,273,274,278],{},"进阶：装 Auggie CLI（",[275,276,277],"code",{},"npm i -g @augmentcode\u002Fauggie","），terminal 里用",[22,280,281],{"id":281},"对比一览",[78,283,284,303],{},[81,285,286],{},[84,287,288,291,294,297,300],{},[87,289,290],{},"维度",[87,292,293],{},"Augment",[87,295,296],{},"Cursor",[87,298,299],{},"Copilot Enterprise",[87,301,302],{},"Claude Code",[103,304,305,322,339,355,371],{},[84,306,307,310,313,316,319],{},[108,308,309],{},"Context 覆盖",[108,311,312],{},"整个 monorepo + 跨仓",[108,314,315],{},"单仓库 + 文件 @",[108,317,318],{},"单仓库 + indexing",[108,320,321],{},"单仓 + 上下文",[84,323,324,327,330,333,336],{},[108,325,326],{},"起步价（团队）",[108,328,329],{},"$60\u002F席",[108,331,332],{},"$40\u002F席（Business）",[108,334,335],{},"$39\u002F席",[108,337,338],{},"$20\u002F账号",[84,340,341,344,347,350,353],{},[108,342,343],{},"Async cloud agent",[108,345,346],{},"✅",[108,348,349],{},"部分",[108,351,352],{},"❌",[108,354,352],{},[84,356,357,360,363,366,369],{},[108,358,359],{},"合规",[108,361,362],{},"SOC 2 II ✅",[108,364,365],{},"SOC 2 ✅",[108,367,368],{},"SOC 2 + GDPR ✅",[108,370,365],{},[84,372,373,376,379,382,384],{},[108,374,375],{},"中文",[108,377,378],{},"2\u002F5",[108,380,381],{},"3\u002F5",[108,383,381],{},[108,385,381],{},[22,387,388],{"id":388},"避坑",[185,390,391,397,403,409,415],{},[48,392,393,396],{},[31,394,395],{},"小团队 \u002F 小项目 ≠ 价值场景","：\u003C 10 万行的项目，Cursor 完全够用，Augment 多花的钱买不到差异",[48,398,399,402],{},[31,400,401],{},"credit 上限要设","：仪表盘里给每个 dev 设月度 cap，避免 Opus 任务 runaway 烧光团队 pool",[48,404,405,408],{},[31,406,407],{},"不要把所有仓库都 onboard","：每个仓库的索引都吃 credits \u002F 存储，挑核心 1–3 个仓库即可",[48,410,411,414],{},[31,412,413],{},"国内团队三思","：网络 + 中文支持差 + 价格高，国内大型项目可优先评估 通义灵码 \u002F CodeFuse 这类本土方案",[48,416,417,420],{},[31,418,419],{},"PR 必须人工 review","：尤其是 Async Agent 在 Cosmos 沙箱里改的代码，可能引入 hardcoded value",[22,422,424],{"id":423},"适合-不适合","适合 \u002F 不适合",[185,426,427,430,433,436,439,442],{},[48,428,429],{},"✅ 海外大型工程团队、monorepo > 30 万行",[48,431,432],{},"✅ 合规严（金融 \u002F 医疗），需要 SOC 2 + 审计",[48,434,435],{},"✅ 多仓库强引用，希望 agent 跨仓改代码",[48,437,438],{},"❌ 个人开发者 \u002F 创业初期小项目",[48,440,441],{},"❌ 主语言为中文的国内团队",[48,443,444],{},"❌ 预算敏感（同样钱够 3 个 Cursor 席位）",[22,446,447],{"id":447},"相关阅读",[185,449,450,457,463,469],{},[48,451,452],{},[453,454,456],"a",{"href":455},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot","GitHub Copilot 评测",[48,458,459],{},[453,460,462],{"href":461},"\u002Ftools\u002Fcoding\u002Fide\u002Fcursor","Cursor 评测",[48,464,465],{},[453,466,468],{"href":467},"\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code","Claude Code 评测",[48,470,471],{},[453,472,474],{"href":473},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[22,476,477],{"id":477},"来源",[45,479,480,488,495],{},[48,481,482,483],{},"AgentDeals — Augment Code Pricing 2026（2026-06-06）",[453,484,485],{"href":485,"rel":486},"https:\u002F\u002Fagentdeals.dev\u002Fvendor\u002Faugment-code",[487],"nofollow",[48,489,490,491],{},"CheckThat.ai — Augment Code Pricing & TCO（2026-03-30）",[453,492,493],{"href":493,"rel":494},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Faugment-code\u002Fpricing",[487],[48,496,497,498],{},"UsagePricing — Augment Code Blueprint（2026-06-02）",[453,499,500],{"href":500,"rel":501},"https:\u002F\u002Fwww.usagepricing.com\u002Fblueprint\u002Faugment-code",[487],{"title":503,"searchDepth":504,"depth":504,"links":505},"",3,[506,508,509,510,511,512,513,514,515,516],{"id":24,"depth":507,"text":25},2,{"id":40,"depth":507,"text":40},{"id":75,"depth":507,"text":76},{"id":207,"depth":507,"text":208},{"id":253,"depth":507,"text":253},{"id":281,"depth":507,"text":281},{"id":388,"depth":507,"text":388},{"id":423,"depth":507,"text":424},{"id":447,"depth":507,"text":447},{"id":477,"depth":507,"text":477},"agent","\u002Fimg\u002Ftools\u002Faugment.webp","Augment Code 真实评测：主打『Context Engine』全仓索引的 AI 编程平台。2026 改成 credit-based：Indie $20 \u002F Standard $60 \u002F Max $200 \u002F Enterprise 定制，含 IDE Agent + Auggie CLI + 异步 Cloud Agent。",false,"md",[523,526,529,532],{"q":524,"a":525},"Context Engine 到底有什么不一样？","一般 IDE AI 工具的『codebase 检索』是 embedding + 几十 K 上下文塞 prompt；Augment 的 Context Engine 是把整个 monorepo 索引到自家向量 + AST 图谱，agent 调用时按需取相关代码，覆盖跨仓库引用、调用链、历史 commit。在 100w+ 行项目上，差距会非常明显。",{"q":527,"a":528},"credit 怎么算？","credits 按模型 + 任务规模分级：Claude Sonnet 4.6 一次中等任务约 293 credits、Opus 4.7 约 488、Haiku 4.5 约 88。Indie 40k credits 约能跑 100 次中等任务；Standard 130k\u002F席 团队池化。",{"q":530,"a":531},"Auggie CLI 是什么？","Augment 的命令行 agent，类似 Claude Code \u002F Codex CLI，但默认带 Context Engine——可以在 terminal 里直接『改这个 feature』，agent 自动跨仓库找上下文。",{"q":533,"a":534},"和 Cursor \u002F Copilot 比？","小项目 Cursor 已经够好且更便宜（$20 vs $60\u002F席）；大型 monorepo（>30 万行）、跨多仓库引用频繁的团队，Augment 的 Context Engine 优势能展现出来。Copilot Enterprise 价位接近但 context 能力差一档。",null,[537],"en","2026-08-02",{},true,"\u002Ftools\u002Fcoding\u002Fagent\u002Faugment","coding",[544,545,546],"vscode","jetbrains","cli",[548,550,553,556],{"plan":112,"price":115,"seats":121,"credits":118,"notes":549},"解决方案给个人开发者，每月 40K credits 池",{"plan":131,"price":134,"seats":140,"credits":551,"notes":552},"130k\u002F席","团队池化、共享 agent、SOC 2",{"plan":150,"price":153,"seats":140,"credits":554,"notes":555},"450k\u002F席","重度任务、async cloud agent 优先",{"plan":166,"price":169,"seats":174,"credits":169,"notes":557},"SSO\u002FSAML、审计、专属 CSM、私有部署","Indie $20·月 \u002F Standard $60·席·月 \u002F Max $200·席·月 \u002F Enterprise","2026-06-19",[561],"refactor\u002Flarge-refactor-with-ai-agent",[563],"augment-deep-review",{"power":565,"ux":566,"price":507,"cn_support":507,"stability":566},5,4,{"title":10,"description":519},"Augment Code 评测 2026：AI 编程 Agent，代码库智能理解，对比 Cursor","coding\u002Fagent\u002Faugment",[571,574,576],{"name":572,"url":485,"accessed":573},"AgentDeals — Augment Code Pricing 2026","2026-06-24",{"name":575,"url":493,"accessed":573},"CheckThat.ai — Augment Code Pricing & TCO",{"name":577,"url":500,"accessed":573},"UsagePricing — Augment Code","tools\u002Fcoding\u002Fagent\u002Faugment","Context Engine 为核心：面向大型生产代码库的 AI 工程师 + Auggie CLI",[581,582,583,517,546,584],"enterprise","context-engine","monorepo","soc2","为『百万行 monorepo』而生的 AI 编程平台——Context Engine 真能覆盖整个仓库。小项目用不出价值，大型工程团队（>20 dev）值这个钱。","https:\u002F\u002Fwww.augmentcode.com","5ScUX1lETThRkABf6OnVPkjVRIB60lvNW210-yWIJKY",[589,1850,2466],{"id":590,"title":591,"alternatives":592,"api_compatible":596,"body":597,"category":869,"chinese_friendly":504,"cover":1763,"description":1764,"domestic":520,"extension":521,"faq":535,"free":540,"github":1711,"languages":1765,"lastVerified":538,"meta":1767,"models":1768,"navigation":540,"notSuitable":1774,"opensource":520,"path":455,"pillar":542,"platforms":1778,"priceTable":1782,"pricing":1804,"published":559,"relatedPlaybooks":535,"relatedReviews":535,"score":1805,"self_host":520,"seo":1806,"seoTitle":1807,"slug":12,"sources":1808,"stem":1835,"suitable":1836,"tagline":1842,"tags":1843,"updated":1847,"verdict":1848,"website":1711,"__hash__":1849},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md","GitHub Copilot",[13,593,594,595],"coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fcline","coding\u002Fagent\u002Fcontinue",[],{"type":19,"value":598,"toc":1744},[599,601,656,662,665,670,721,725,733,747,754,759,763,771,789,792,796,806,809,853,879,883,886,889,903,910,914,925,951,1009,1020,1023,1031,1114,1119,1144,1148,1267,1270,1273,1313,1316,1478,1483,1517,1520,1584,1586,1589,1606,1609,1638,1640,1702,1704,1732,1740],[22,600,25],{"id":24},[602,603,608,623,634],"div",{"className":604},[605,606,607],"card","p-5","my-4",[27,609,610,613,614,618,619,622],{},[31,611,612],{},"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 ",[453,615,617],{"href":616},"\u002Fwiki\u002Fmcp.html","MCP","，到 2026 Q2 已经从\"补全工具\"演化成 ",[31,620,621],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[27,624,625,626,629,630,633],{},"最大优势是 ",[31,627,628],{},"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 ",[31,631,632],{},"国内门槛","：账号 + 网络 + 支付。",[27,635,636,639,640,643,644,647,648,651,652,655],{},[31,637,638],{},"2026-07 最新变化","：① 自 ",[31,641,642],{},"2026-06-01 起转 AI Credits 按量计费","（1 credit = $0.01），基础订阅价不变，",[31,645,646],{},"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 ",[31,649,650],{},"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 ",[31,653,654],{},"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。",[657,658,659],"blockquote",{},[27,660,661],{},"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。",[22,663,664],{"id":664},"核心特性",[666,667,669],"h3",{"id":668},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[185,671,672,678,684,690,696,715],{},[48,673,674,677],{},[31,675,676],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[48,679,680,683],{},[31,681,682],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[48,685,686,689],{},[31,687,688],{},"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",[48,691,692,695],{},[31,693,694],{},"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",[48,697,698,701,702,705,706,705,709,705,712],{},[31,699,700],{},"Copilot CLI 新终端界面","（2026-06-23 GA）：Tabbed TUI、Issues\u002FPRs\u002FGists 标签页、内置 ",[275,703,704],{},"\u002Fmcp add","、",[275,707,708],{},"\u002Fskills",[275,710,711],{},"\u002Fplugin",[275,713,714],{},"\u002Fsettings",[48,716,717,720],{},[31,718,719],{},"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",[666,722,724],{"id":723},"agent-mode-详解","Agent Mode 详解",[27,726,727,732],{},[453,728,731],{"href":729,"rel":730},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[487],"GitHub Blog 公告"," 描述的 Agent Mode 能力：",[185,734,735,738,741,744],{},[48,736,737],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[48,739,740],{},"调用 terminal 跑测试 \u002F linter",[48,742,743],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[48,745,746],{},"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",[27,748,749,214],{},[453,750,753],{"href":751,"rel":752},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[487],"4geeks.com 2025 评测",[657,755,756],{},[27,757,758],{},"\"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.\"",[666,760,762],{"id":761},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[27,764,765,770],{},[453,766,769],{"href":767,"rel":768},"https:\u002F\u002Fdocs.github.com\u002F",[487],"GitHub 官方文档"," 描述的 Coding Agent：",[185,772,773,776,783,786],{},[48,774,775],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[48,777,778,779,782],{},"在 ",[31,780,781],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[48,784,785],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[48,787,788],{},"你只 review + merge",[27,790,791],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[666,793,795],{"id":794},"copilot-cli2026-新终端界面-ga","Copilot CLI（2026 新终端界面 GA）",[27,797,798,799,705,802,805],{},"2026-06-23，GitHub 将新版 Copilot CLI terminal interface 推到 GA。它已经不只是 ",[275,800,801],{},"gh copilot suggest",[275,803,804],{},"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。",[27,807,808],{},"关键变化：",[185,810,811,817,827,844],{},[48,812,813,816],{},[31,814,815],{},"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。",[48,818,819,822,823,826],{},[31,820,821],{},"引用工作项","：在 Issues \u002F PRs tab 高亮条目后按 ",[275,824,825],{},"c","，可以把该 issue \u002F PR 直接塞进 prompt，让 Copilot 调查、修复或 review。",[48,828,829,214,832,705,834,705,837,705,839,705,841,843],{},[31,830,831],{},"内置配置",[275,833,704],{},[275,835,836],{},"\u002Fmcp search",[275,838,708],{},[275,840,711],{},[275,842,714],{}," 都可以在会话中完成，不再手写配置文件。",[48,845,846,214,849,852],{},[31,847,848],{},"无障碍主题",[275,850,851],{},"\u002Ftheme"," 支持 default \u002F dim \u002F high-contrast \u002F colorblind，并自动检测 screen reader。",[854,855,859],"pre",{"className":856,"code":857,"language":858,"meta":503,"style":503},"language-bash shiki shiki-themes github-light github-dark","copilot update\ncopilot\n","bash",[275,860,861,874],{"__ignoreMap":503},[862,863,866,870],"span",{"class":864,"line":865},"line",1,[862,867,869],{"class":868},"sScJk","copilot",[862,871,873],{"class":872},"sZZnC"," update\n",[862,875,876],{"class":864,"line":507},[862,877,878],{"class":868},"copilot\n",[666,880,882],{"id":881},"agent-finder资源发现开始标准化","Agent Finder：资源发现开始标准化",[27,884,885],{},"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。",[27,887,888],{},"Agent Finder 的思路是：",[45,890,891,894,897,900],{},[48,892,893],{},"用户用自然语言描述任务。",[48,895,896],{},"Copilot 到公开 catalog 或企业私有 registry 里搜索资源。",[48,898,899],{},"返回 ranked matches。",[48,901,902],{},"用户确认后，Copilot 再按需加载对应工具 \u002F skill。",[27,904,905,906,909],{},"GitHub 表示它实现了开放的 ",[31,907,908],{},"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」。",[666,911,913],{"id":912},"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）",[27,915,916,917,920,921,924],{},"自 ",[31,918,919],{},"2026-06-01"," 起，Copilot 全面转向 ",[31,922,923],{},"AI Credits 按量计费","（1 credit = $0.01），取代原 PRU（Premium Request Units）。核心逻辑：",[185,926,927,933,938,945,948],{},[48,928,929,932],{},[31,930,931],{},"基础订阅价不变","：Pro $10（含 $10 credits）、Pro+ $39（含 $39）、Business $19（含 $19）、Enterprise $39（含 $39）",[48,934,935,937],{},[31,936,646],{},"——轻度用户体验和成本几乎不变",[48,939,940,941,944],{},"仅 ",[31,942,943],{},"Chat \u002F Agent \u002F PR 评审 \u002F CLI \u002F 超长上下文"," 消耗 credits",[48,946,947],{},"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）",[48,949,950],{},"Business\u002FEnterprise 6-8 月有促销额度（$30 \u002F $70）；code review 另计 Actions 分钟",[78,952,953,963],{},[81,954,955],{},[84,956,957,960],{},[87,958,959],{},"项目",[87,961,962],{},"是否消耗 credits",[103,964,965,973,980,988,995,1002],{},[84,966,967,970],{},[108,968,969],{},"单行补全",[108,971,972],{},"❌ 免费",[84,974,975,978],{},[108,976,977],{},"Next Edit 建议",[108,979,972],{},[84,981,982,985],{},[108,983,984],{},"Chat 对话",[108,986,987],{},"✅ 计费",[84,989,990,993],{},[108,991,992],{},"Agent 任务",[108,994,987],{},[84,996,997,1000],{},[108,998,999],{},"PR 评审 \u002F CLI",[108,1001,987],{},[84,1003,1004,1007],{},[108,1005,1006],{},"超长上下文",[108,1008,987],{},[27,1010,1011,214,1014,1016,1017,1019],{},[31,1012,1013],{},"模型阵营大扩容",[31,1015,650],{},"（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）；",[31,1018,654],{}," 家族 7-09 全 IDE 上线；Codex 作为公测 Agent provider 进入 JetBrains（7-07）。",[22,1021,1022],{"id":1022},"价格与运行成本",[27,1024,1025,1030],{},[453,1026,1029],{"href":1027,"rel":1028},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[487],"官方 Plans 页"," 2026 Q2 公开数据：",[78,1032,1033,1045],{},[81,1034,1035],{},[84,1036,1037,1040,1042],{},[87,1038,1039],{},"档位",[87,1041,92],{},[87,1043,1044],{},"关键点",[103,1046,1047,1061,1072,1083,1093,1104],{},[84,1048,1049,1052,1055],{},[108,1050,1051],{},"Free",[108,1053,1054],{},"$0",[108,1056,1057,1058],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[31,1059,1060],{},"无需信用卡",[84,1062,1063,1066,1069],{},[108,1064,1065],{},"Pro",[108,1067,1068],{},"$10\u002F月",[108,1070,1071],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[84,1073,1074,1077,1080],{},[108,1075,1076],{},"Pro+",[108,1078,1079],{},"$39\u002F月",[108,1081,1082],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[84,1084,1085,1087,1090],{},[108,1086,150],{},[108,1088,1089],{},"$100\u002F月",[108,1091,1092],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[84,1094,1095,1098,1101],{},[108,1096,1097],{},"Business",[108,1099,1100],{},"$19\u002Fseat\u002F月",[108,1102,1103],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[84,1105,1106,1108,1111],{},[108,1107,166],{},[108,1109,1110],{},"$39\u002Fseat\u002F月",[108,1112,1113],{},"Business + Enterprise 索引 + 优先模型",[27,1115,1116,214],{},[31,1117,1118],{},"重要福利",[185,1120,1121,1132,1138],{},[48,1122,1123,214,1126,1131],{},[31,1124,1125],{},"学生免费",[453,1127,1130],{"href":1128,"rel":1129},"https:\u002F\u002Feducation.github.com\u002Fpack",[487],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[48,1133,1134,1137],{},[31,1135,1136],{},"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",[48,1139,1140,1143],{},[31,1141,1142],{},"教师免费","：通过 GitHub Education 认证",[22,1145,1147],{"id":1146},"上手-3-分钟","上手 3 分钟",[854,1149,1151],{"className":856,"code":1150,"language":858,"meta":503,"style":503},"# 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",[275,1152,1153,1159,1164,1169,1174,1179,1185,1200,1214,1220,1225,1240,1253],{"__ignoreMap":503},[862,1154,1155],{"class":864,"line":865},[862,1156,1158],{"class":1157},"sJ8bj","# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[862,1160,1161],{"class":864,"line":507},[862,1162,1163],{"class":1157},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[862,1165,1166],{"class":864,"line":504},[862,1167,1168],{"class":1157},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[862,1170,1171],{"class":864,"line":566},[862,1172,1173],{"class":1157},"# Xcode：装 github\u002FCopilotForXcode\n",[862,1175,1176],{"class":864,"line":565},[862,1177,1178],{"emptyLinePlaceholder":540},"\n",[862,1180,1182],{"class":864,"line":1181},6,[862,1183,1184],{"class":1157},"# 命令行\n",[862,1186,1188,1191,1194,1197],{"class":864,"line":1187},7,[862,1189,1190],{"class":868},"brew",[862,1192,1193],{"class":872}," install",[862,1195,1196],{"class":872}," gh",[862,1198,1199],{"class":1157},"                  # macOS\n",[862,1201,1203,1206,1208,1211],{"class":864,"line":1202},8,[862,1204,1205],{"class":868},"winget",[862,1207,1193],{"class":872},[862,1209,1210],{"class":872}," GitHub.cli",[862,1212,1213],{"class":1157},"        # Windows\n",[862,1215,1217],{"class":864,"line":1216},9,[862,1218,1219],{"class":1157},"# Linux：参考 cli.github.com\n",[862,1221,1223],{"class":864,"line":1222},10,[862,1224,1178],{"emptyLinePlaceholder":540},[862,1226,1228,1231,1234,1237],{"class":864,"line":1227},11,[862,1229,1230],{"class":868},"gh",[862,1232,1233],{"class":872}," auth",[862,1235,1236],{"class":872}," login",[862,1238,1239],{"class":1157},"                    # 登录 GitHub\n",[862,1241,1243,1245,1248,1250],{"class":864,"line":1242},12,[862,1244,1230],{"class":868},[862,1246,1247],{"class":872}," extension",[862,1249,1193],{"class":872},[862,1251,1252],{"class":872}," github\u002Fgh-copilot\n",[862,1254,1256,1258,1261,1264],{"class":864,"line":1255},13,[862,1257,1230],{"class":868},[862,1259,1260],{"class":872}," copilot",[862,1262,1263],{"class":872}," suggest",[862,1265,1266],{"class":872}," \"重启 docker 并清理缓存\"\n",[27,1268,1269],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[22,1271,1272],{"id":1272},"国内使用注意事项",[45,1274,1275,1281,1291,1297],{},[48,1276,1277,1280],{},[31,1278,1279],{},"账号","：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[48,1282,1283,1286,1287,1290],{},[31,1284,1285],{},"网络","：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[31,1288,1289],{},"必须有稳定代理","，否则补全卡顿到不可用",[48,1292,1293,1296],{},[31,1294,1295],{},"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",[48,1298,1299,1302,1303,1307,1308,1312],{},[31,1300,1301],{},"替代路径","：用 ",[453,1304,1306],{"href":1305},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," \u002F ",[453,1309,1311],{"href":1310},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue"," + 国产模型，国内体验更顺畅",[22,1314,1315],{"id":1315},"与同类怎么选",[78,1317,1318,1341],{},[81,1319,1320],{},[84,1321,1322,1324,1326,1331,1337],{},[87,1323,290],{},[87,1325,591],{},[87,1327,1328],{},[453,1329,296],{"href":1330},"\u002Fcoding\u002Fide\u002Fcursor.html",[87,1332,1333],{},[453,1334,1336],{"href":1335},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[87,1338,1339],{},[453,1340,1306],{"href":1305},[103,1342,1343,1359,1375,1389,1405,1420,1435,1449,1464],{},[84,1344,1345,1348,1351,1354,1356],{},[108,1346,1347],{},"形态",[108,1349,1350],{},"插件（VS Code\u002FJetBrains 等）",[108,1352,1353],{},"AI-first IDE",[108,1355,1353],{},[108,1357,1358],{},"VS Code 扩展",[84,1360,1361,1364,1367,1370,1372],{},[108,1362,1363],{},"多 IDE 覆盖",[108,1365,1366],{},"★★★★★",[108,1368,1369],{},"★★☆☆☆ 仅自家",[108,1371,1369],{},[108,1373,1374],{},"★★★★☆",[84,1376,1377,1380,1382,1384,1386],{},[108,1378,1379],{},"补全速度",[108,1381,1374],{},[108,1383,1374],{},[108,1385,1366],{},[108,1387,1388],{},"★★★☆☆",[84,1390,1391,1394,1397,1400,1403],{},[108,1392,1393],{},"Agent 模式",[108,1395,1396],{},"★★★★☆ Agent Mode",[108,1398,1399],{},"★★★★★ Composer",[108,1401,1402],{},"★★★★★ Cascade",[108,1404,1374],{},[84,1406,1407,1410,1413,1416,1418],{},[108,1408,1409],{},"云端后台 Agent",[108,1411,1412],{},"★★★★★ Coding Agent",[108,1414,1415],{},"⚠️ Bug bot",[108,1417,352],{},[108,1419,352],{},[84,1421,1422,1425,1428,1430,1432],{},[108,1423,1424],{},"模型选择",[108,1426,1427],{},"★★★★★ 多家",[108,1429,1374],{},[108,1431,1374],{},[108,1433,1434],{},"★★★★★ BYOK",[84,1436,1437,1440,1443,1445,1447],{},[108,1438,1439],{},"企业合规",[108,1441,1442],{},"★★★★★ SOC2\u002FISO",[108,1444,1374],{},[108,1446,1388],{},[108,1448,1388],{},[84,1450,1451,1454,1457,1459,1461],{},[108,1452,1453],{},"免费档",[108,1455,1456],{},"★★★★☆ 2000\u002F月",[108,1458,1388],{},[108,1460,1374],{},[108,1462,1463],{},"完全免费（自带 API）",[84,1465,1466,1468,1471,1473,1475],{},[108,1467,632],{},[108,1469,1470],{},"高",[108,1472,1470],{},[108,1474,1470],{},[108,1476,1477],{},"低",[27,1479,1480,214],{},[31,1481,1482],{},"怎么选",[185,1484,1485,1491,1497,1507],{},[48,1486,1487,1490],{},[31,1488,1489],{},"公司发账号 \u002F 团队"," → GitHub Copilot Business",[48,1492,1493,1496],{},[31,1494,1495],{},"个人海外 + 想要稳定生态"," → Pro $10\u002F月",[48,1498,1499,1502,1503,1307,1505],{},[31,1500,1501],{},"追求 IDE 级 Agent 激进度"," → ",[453,1504,296],{"href":1330},[453,1506,1336],{"href":1335},[48,1508,1509,1502,1512,1307,1514,1516],{},[31,1510,1511],{},"国内 \u002F 完全自主可控",[453,1513,1306],{"href":1305},[453,1515,1311],{"href":1310}," + 国产模型",[22,1518,1519],{"id":1519},"避坑清单",[185,1521,1522,1528,1534,1540,1550,1560,1566,1572,1578],{},[48,1523,1524,1527],{},[31,1525,1526],{},"AI Credits 制下重度 Agent 用户要算账","：单行补全和 Next Edit 免费，但 Chat\u002FAgent\u002FPR 评审都计费，Sol 级模型一次复杂 agent 任务可能耗掉不少 credits，重度使用建议用企业版的预算管控 + 额度池化",[48,1529,1530,1533],{},[31,1531,1532],{},"Kimi K2.7 默认关（企业版）","：Business\u002FEnterprise 需管理员在后台开启才能选用 Kimi K2.7 Code",[48,1535,1536,1539],{},[31,1537,1538],{},"Coding Agent 跑在 Actions 上","：你的 Actions minutes 会被消耗，免费仓库够用，私有仓库要注意账单",[48,1541,1542,1545,1546,1549],{},[31,1543,1544],{},"Agent Mode 默认权限要 review","：第一次跑会让你授权\"能改文件 \u002F 能跑命令\"，团队建议设置 ",[275,1547,1548],{},".github\u002Fcopilot-instructions.md"," 把规则成文",[48,1551,1552,1559],{},[31,1553,1554,1555,1558],{},"不要把 ",[275,1556,1557],{},"OPENAI_API_KEY"," 暴露","：Copilot 自带模型供给，不需要你的 API key",[48,1561,1562,1565],{},[31,1563,1564],{},"国内首次激活有\"需要海外手机\"的概率事件","：失败时换网络环境或换手机号",[48,1567,1568,1571],{},[31,1569,1570],{},"JetBrains 插件偶发崩溃","：IDE 端体验略落后 VS Code，遇到崩溃先升 plugin 版本",[48,1573,1574,1577],{},[31,1575,1576],{},"Agent Finder 不等于自动装工具","：它只负责发现和推荐，企业管理员仍应控制允许的 registry；不要把未知 MCP server 直接接进生产仓库",[48,1579,1580,1583],{},[31,1581,1582],{},"Pro+ \u002F Max 是个人订阅，不能给团队共享","：要团队就上 Business",[22,1585,424],{"id":423},[27,1587,1588],{},"✅ 适合：",[185,1590,1591,1594,1597,1600,1603],{},[48,1592,1593],{},"已经全员在 GitHub 的团队（开 Business 最省事）",[48,1595,1596],{},"个人海外开发者，重视生态稳定",[48,1598,1599],{},"学生 \u002F 开源维护者（薅免费 Pro）",[48,1601,1602],{},"多 IDE 切换的开发者（VS Code + JetBrains + Neovim）",[48,1604,1605],{},"需要\"issue → PR\"自动化流程",[27,1607,1608],{},"❌ 不适合：",[185,1610,1611,1622,1629,1635],{},[48,1612,1613,1614,1307,1618,1621],{},"国内首选 IDE 体验（去 ",[453,1615,1617],{"href":1616},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[453,1619,1620],{"href":1330},"Cursor 国内代付","）",[48,1623,1624,1625,1307,1627,1621],{},"想要最激进的多文件 Agent（去 ",[453,1626,296],{"href":1330},[453,1628,1336],{"href":1335},[48,1630,1631,1632,1634],{},"私有部署 \u002F 数据不出网（",[453,1633,1311],{"href":1310}," + 自建模型）",[48,1636,1637],{},"反对一切 credit 制",[22,1639,447],{"id":447},[185,1641,1642,1660,1673,1691],{},[48,1643,1644,1645,1307,1647,1307,1649,1307,1651,1307,1654,1307,1656],{},"同类对比：",[453,1646,296],{"href":1330},[453,1648,1336],{"href":1335},[453,1650,1617],{"href":1616},[453,1652,302],{"href":1653},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[453,1655,1306],{"href":1305},[453,1657,1659],{"href":1658},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[48,1661,1662,1663,1307,1667,1307,1669],{},"概念：",[453,1664,1666],{"href":1665},"\u002Fwiki\u002Fai-agent.html","AI Agent",[453,1668,617],{"href":616},[453,1670,1672],{"href":1671},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[48,1674,1675,1676,1307,1679,1307,1683,1307,1687],{},"模型：",[453,1677,654],{"href":1678},"\u002Fmodels\u002Fgpt-5-6.html",[453,1680,1682],{"href":1681},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5",[453,1684,1686],{"href":1685},"\u002Fmodels\u002Fkimi-k3.html","Kimi K3",[453,1688,1690],{"href":1689},"\u002Fmodels\u002Fgemini-3-pro.html","Gemini 3 Pro",[48,1692,1693,1694,1307,1698],{},"进阶：",[453,1695,1697],{"href":1696},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[453,1699,1701],{"href":1700},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[22,1703,477],{"id":477},[185,1705,1706,1713,1719,1726,1729],{},[48,1707,1708,1709],{},"官网：",[453,1710,1711],{"href":1711,"rel":1712},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",[487],[48,1714,1715,1716],{},"定价：",[453,1717,1027],{"href":1027,"rel":1718},[487],[48,1720,1721,1722],{},"企业文档：",[453,1723,1724],{"href":1724,"rel":1725},"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fenterprise-cloud@latest\u002Fcopilot\u002Fget-started\u002Fplans",[487],[48,1727,1728],{},"公告：github.blog",[48,1730,1731],{},"第三方评测：augmentcode.com \u002F tossitt.com \u002F 4geeks.com",[27,1733,1734,1735,1739],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 模型 \u002F 功能与最新官方信息不一致，请通过 ",[453,1736,1738],{"href":1737},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1741,1742,1743],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":503,"searchDepth":504,"depth":504,"links":1745},[1746,1747,1755,1756,1757,1758,1759,1760,1761,1762],{"id":24,"depth":507,"text":25},{"id":664,"depth":507,"text":664,"children":1748},[1749,1750,1751,1752,1753,1754],{"id":668,"depth":504,"text":669},{"id":723,"depth":504,"text":724},{"id":761,"depth":504,"text":762},{"id":794,"depth":504,"text":795},{"id":881,"depth":504,"text":882},{"id":912,"depth":504,"text":913},{"id":1022,"depth":507,"text":1022},{"id":1146,"depth":507,"text":1147},{"id":1272,"depth":507,"text":1272},{"id":1315,"depth":507,"text":1315},{"id":1519,"depth":507,"text":1519},{"id":423,"depth":507,"text":424},{"id":447,"depth":507,"text":447},{"id":477,"depth":507,"text":477},"\u002Fimg\u002Ftools\u002Fgithub-copilot.webp","GitHub Copilot 真实评测：微软+OpenAI 出品的 IDE 插件鼻祖，覆盖 VS Code \u002F JetBrains \u002F Neovim \u002F Visual Studio。Copilot Chat、Agent Mode、Coding Agent、Copilot CLI 新终端界面、Agent Finder 多模型资源发现一应俱全。AIHO 编辑部基于官方文档与多份评测整理。",[1766,537],"zh",{},[1769,1770,1771,1772,1773],"claude-sonnet-5","gpt-5.6","kimi-k2.7-code","gemini-3-pro","haiku-4.5",[1775,1776,1777],"完全无网络代理的国内开发者","追求最激进的多文件 Agent（去 Cursor \u002F Windsurf）","想私有部署 \u002F 数据不出网（去 Continue.dev）",[1779,1780,1781],"windows","macos","linux",[1783,1787,1791,1795,1797,1801],{"plan":1051,"price":1054,"limit":1784,"cn_pay":1785,"note":1786},"2,000 completions\u002F月 + Haiku\u002FGPT-5 mini + Copilot CLI","—","学生免费升级 Pro",{"plan":1065,"price":1068,"limit":1788,"cn_pay":1789,"note":1790},"无限补全 + Cloud agent + Code review + $15 credits","⚠️ 需海外卡 \u002F Apple 礼品卡","个人主力档",{"plan":1076,"price":1079,"limit":1792,"cn_pay":1793,"note":1794},"Pro + Opus 等 premium 模型 + 4x credits ($70)","⚠️","重度用户",{"plan":150,"price":1089,"limit":1092,"cn_pay":1793,"note":1796},"高并发 agent",{"plan":1097,"price":1100,"limit":1798,"cn_pay":1799,"note":1800},"组织管理 + 策略控制 + 代码库索引","✅ 企业发票","团队首选",{"plan":166,"price":1110,"limit":1802,"cn_pay":346,"note":1803},"Business + 优先模型 + 更大 AI credits","大企业","Free \u002F Pro $10\u002Fmo \u002F Pro+ $39\u002Fmo \u002F Max $100\u002Fmo \u002F Business $19 seat \u002F Enterprise $39 seat",{"power":566,"ux":565,"price":566,"cn_support":504,"stability":565},{"title":591,"description":1764},"GitHub Copilot 评测 2026：微软 AI 编程助手，VS Code 集成，Copilot Chat 功能",[1809,1811,1813,1815,1817,1820,1823,1826,1829,1832],{"title":1810,"url":1711},"GitHub Copilot 官方",{"title":1812,"url":1027},"Copilot Plans & Pricing",{"title":1814,"url":1724},"Copilot Enterprise Docs",{"title":1816,"url":729},"Agent Mode GA Blog",{"title":1818,"url":1819},"MCP Support Public Preview","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2025\u002F04\u002F04\u002Fgithub-copilot-now-supports-mcp-servers-in-public-preview-in-vs-code\u002F",{"title":1821,"url":1822},"Copilot vs Intent 2026 评测","https:\u002F\u002Fwww.augmentcode.com\u002Ftools\u002Fintent-vs-github-copilot",{"title":1824,"url":1825},"Copilot 2026 完整指南","https:\u002F\u002Ftossitt.com\u002Fgithub-copilot-guide-2026",{"title":1827,"url":1828},"Copilot CLI 新终端界面 GA","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-06-23-copilot-cli-new-terminal-interface-is-generally-available\u002F",{"title":1830,"url":1831},"Agent Finder for GitHub Copilot","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-06-17-agent-finder-for-github-copilot-now-available\u002F",{"title":1833,"url":1834},"AI Credits 计费模型（github.blog changelog）","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F","tools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[1837,1838,1839,1840,1841],"已经在用 GitHub 的所有人（最低成本）","团队 \u002F 企业（合规、SOC2、ISO 27001）","JetBrains 用户 \u002F Neovim \u002F Visual Studio \u002F Xcode","学生 \u002F 开源维护者（免费 Pro 资格）","需要 Coding Agent 自动从 issue 生成 PR","AI Copilot 鼻祖，VS Code \u002F JetBrains \u002F Neovim 全家桶覆盖",[869,544,545,1844,1845,1846],"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。","9vc80L02ea_FUXDIUPacGkV7VozaScLx5OStbKs2j5k",{"id":1851,"title":296,"alternatives":1852,"api_compatible":1855,"body":1858,"category":2371,"chinese_friendly":566,"cover":2372,"description":2373,"domestic":520,"extension":521,"faq":2374,"free":540,"github":503,"languages":2393,"lastVerified":538,"meta":2394,"models":2395,"navigation":540,"notSuitable":2398,"opensource":520,"path":461,"pillar":542,"platforms":2403,"priceTable":2404,"pricing":2424,"published":2425,"relatedPlaybooks":2426,"relatedReviews":2430,"score":2437,"self_host":520,"seo":2438,"seoTitle":2439,"slug":13,"sources":2440,"stem":2450,"suitable":2451,"tagline":2456,"tags":2457,"updated":1847,"verdict":2463,"website":2464,"__hash__":2465},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[1853,593,14,1854],"coding\u002Fide\u002Ftrae","coding\u002Fcli\u002Fcodex",[1856,1857],"openai","anthropic",{"type":19,"value":1859,"toc":2354},[1860,1862,1904,1907,1910,1916,1959,1974,1980,1984,1987,2006,2025,2028,2032,2037,2041,2050,2054,2064,2068,2074,2078,2108,2111,2208,2213,2215,2253,2255,2261,2265,2275,2277,2315,2317,2343,2351],[22,1861,25],{"id":24},[602,1863,1865,1870,1888],{"className":1864},[605,606,607],[27,1866,1867,1869],{},[31,1868,612],{}," Cursor 是当前 AI IDE 综合体验的天花板。Composer 的多文件改写、Tab 的连续预测、@-symbol 的上下文召回三件套，加上 2026 年加上的 Cloud Agents 和 Bugbot，使「让 AI 真的写一段能跑的代码」这件事比纯插件方案高一个量级。",[27,1871,1872,1875,1876,1879,1880,1883,1884,1887],{},[31,1873,1874],{},"2026 年最大变化：SpaceX 以 600 亿美元全股票收购 Cursor 母公司 Anysphere","（2026-06-16 签约，预计 Q3 交割）。收购带来 Colossus 超算算力与 xAI 联合训练——自研模型 ",[31,1877,1878],{},"Composer 2.5"," 与低价的 ",[31,1881,1882],{},"Grok 4.5","（用 Cursor 会话数据训练）先后落地，降低了对 Anthropic\u002FOpenAI 的依赖。当前版本已迭代到 ",[31,1885,1886],{},"3.11","。",[27,1889,1890,1891,705,1894,705,1897,705,1900,1903],{},"代价是：",[31,1892,1893],{},"$20\u002F月起",[31,1895,1896],{},"国内访问不稳",[31,1898,1899],{},"2025-06 之后按 token 计费",[31,1901,1902],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[22,1905,1906],{"id":1906},"它到底是个什么",[27,1908,1909],{},"Cursor 是 VS Code 的 fork（不是插件，是独立编辑器），整套 UI \u002F 快捷键 \u002F 插件生态完全继承，但把 AI 当成一等公民重写了所有交互层。如果你今天用 VS Code，切到 Cursor 5 分钟就能上手，所有 keybindings \u002F 主题 \u002F 扩展都直接迁移。",[27,1911,1912,1913,214],{},"它的护城河不是某一个 feature，而是",[31,1914,1915],{},"三件套乘以工程化",[45,1917,1918,1931,1937],{},[48,1919,1920,1923,1924,1927,1928,1930],{},[31,1921,1922],{},"Composer","（",[275,1925,1926],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[31,1929,1878],{}," 是 Cursor 自研模型（85%+ 自主研发，以 Kimi K2.5 为底），已能在文件树尺度做重构。",[48,1932,1933,1936],{},[31,1934,1935],{},"Tab 补全"," — 不只是补当前行，而是预测你的下一步光标位置 + 多行 diff。收购 Supermaven 后补全采纳率达 72%，是 GitHub Copilot 没追上的部分。",[48,1938,1939,1942,1943,1946,1947,1950,1951,1954,1955,1958],{},[31,1940,1941],{},"@-symbol 上下文"," — ",[275,1944,1945],{},"@codebase"," 自动召回相关文件、",[275,1948,1949],{},"@docs"," 引外部文档、",[275,1952,1953],{},"@web"," 联网搜、",[275,1956,1957],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[27,1960,1961,1962,1965,1966,1969,1970,1973],{},"2026 年另加两件大件：",[31,1963,1964],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[275,1967,1968],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[31,1971,1972],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[27,1975,1976,1979],{},[31,1977,1978],{},"版本迭代速度极快","：3.0（4 月，Agents Window 成主界面）→ 3.5（5-20，Cloud Agents 并行）→ 3.9（6-30，团队市场加入 MCP 与组织）→ 3.10（7-10，Side Chats + 对话搜索）→ 3.11（7-17，Slack 集成改进）；iOS 版 Cursor Mobile 已于 6-29 上线。",[22,1981,1983],{"id":1982},"价格-计费重点","价格 & 计费（重点）",[27,1985,1986],{},"2025-06 起 Cursor 从「请求数」改成「按 token 配额」，引发过一轮社区反弹。当前的逻辑：",[185,1988,1989,1996,2003],{},[48,1990,1991,1992,1995],{},"每档套餐有",[31,1993,1994],{},"包含的美元额度","，按底层模型 API 价折算。",[48,1997,1998,1999,2002],{},"超出后",[31,2000,2001],{},"按需续费","（on-demand），月底结算。",[48,2004,2005],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[27,2007,2008,2011,2012,2015,2018,2019,2021,2024],{},[31,2009,2010],{},"Pro $20\u002F月","：日常 Agent 使用够；如果天天 Composer + Background Agents，月底会冲到额度上限。",[2013,2014],"br",{},[31,2016,2017],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[2013,2020],{},[31,2022,2023],{},"Teams $40\u002F用户\u002F月","：除了用量，主要买的是团队 Rules \u002F Skills 共享、团队级 Bugbot、SSO、隐私模式。",[27,2026,2027],{},"国内付款：结账页选 Alipay，可走支付宝。",[22,2029,2031],{"id":2030},"真实任务实测基于公开示例归纳","真实任务实测（基于公开示例归纳）",[657,2033,2034],{},[27,2035,2036],{},"来源说明：以下场景为 Cursor 官方 Composer 文档与公开 YouTube 实测视频常见演示流程的整合，非 AIHO 编辑部全程亲测，仅作为「能不能干」的参考。",[666,2038,2040],{"id":2039},"任务-1重构一个-800-行的-react-组件","任务 1：重构一个 800 行的 React 组件",[27,2042,2043,2046,2047,2049],{},[275,2044,2045],{},"Cmd+I"," → \"把这个组件按业务拆 3 个子组件，提取自定义 hook\" → Composer 列出涉及文件 + 新建 hook → Accept All。",[2013,2048],{},"\n经验值：90 秒级别能跑完，约 18k input \u002F 6k output token；import 路径偶尔错一两行，需手动改。",[666,2051,2053],{"id":2052},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[27,2055,2056,2058,2059,1950,2061,2063],{},[275,2057,1945],{}," 在 50k+ 行项目里召回相关文件、",[275,2060,1949],{},[275,2062,1953],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[666,2065,2067],{"id":2066},"任务-3mcp-接入","任务 3：MCP 接入",[27,2069,2070,2073],{},[275,2071,2072],{},"~\u002F.cursor\u002Fmcp.json"," 配 GitHub \u002F Linear \u002F Slack 或自建 MCP server，让 Agent 能直接调外部工具。2026-05 社区 MCP 注册表已超 200 个。",[22,2075,2077],{"id":2076},"上手-5-分钟","上手 5 分钟",[854,2079,2081],{"className":856,"code":2080,"language":858,"meta":503,"style":503},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n# 2. 用 GitHub \u002F Google 登录\n# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n# 4. 打开任意项目 → Cmd+I 试 Composer\n# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[275,2082,2083,2088,2093,2098,2103],{"__ignoreMap":503},[862,2084,2085],{"class":864,"line":865},[862,2086,2087],{"class":1157},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[862,2089,2090],{"class":864,"line":507},[862,2091,2092],{"class":1157},"# 2. 用 GitHub \u002F Google 登录\n",[862,2094,2095],{"class":864,"line":504},[862,2096,2097],{"class":1157},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[862,2099,2100],{"class":864,"line":566},[862,2101,2102],{"class":1157},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[862,2104,2105],{"class":864,"line":565},[862,2106,2107],{"class":1157},"# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[22,2109,2110],{"id":2110},"同类对比",[78,2112,2113,2127],{},[81,2114,2115],{},[84,2116,2117,2119,2121,2123,2125],{},[87,2118,290],{},[87,2120,296],{},[87,2122,302],{},[87,2124,591],{},[87,2126,1617],{},[103,2128,2129,2144,2159,2175,2191],{},[84,2130,2131,2133,2136,2139,2142],{},[108,2132,1347],{},[108,2134,2135],{},"VS Code fork",[108,2137,2138],{},"终端 CLI",[108,2140,2141],{},"VS Code 插件",[108,2143,2135],{},[84,2145,2146,2148,2151,2154,2156],{},[108,2147,92],{},[108,2149,2150],{},"$20\u002F月起 + 用量",[108,2152,2153],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[108,2155,1068],{},[108,2157,2158],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[84,2160,2161,2164,2167,2169,2172],{},[108,2162,2163],{},"国内访问",[108,2165,2166],{},"需稳定代理",[108,2168,2166],{},[108,2170,2171],{},"需代理",[108,2173,2174],{},"国内版直连",[84,2176,2177,2180,2183,2186,2188],{},[108,2178,2179],{},"Agent 形态",[108,2181,2182],{},"Composer + Cloud Agents",[108,2184,2185],{},"全终端",[108,2187,688],{},[108,2189,2190],{},"Builder + SOLO",[84,2192,2193,2196,2199,2202,2205],{},[108,2194,2195],{},"适合",[108,2197,2198],{},"IDE-first 全栈",[108,2200,2201],{},"终端 \u002F 后端 \u002F DevOps",[108,2203,2204],{},"老 VS Code 党",[108,2206,2207],{},"国内 \u002F 中文场景",[657,2209,2210],{},[27,2211,2212],{},"一句话区分：Cursor 是「GUI 全能型」，Claude Code 是「终端硬核派」，Copilot 是「便宜稳定但天花板低」，Trae 是「国内能用的 Cursor 替代」。",[22,2214,1519],{"id":1519},[45,2216,2217,2223,2229,2235,2241,2247],{},[48,2218,2219,2222],{},[31,2220,2221],{},"不要在多个 IP \u002F 设备频繁切换登录","，2025 之后 Cursor 风控严，账号一冻 24 小时起。",[48,2224,2225,2228],{},[31,2226,2227],{},"检查 usage 仪表盘","，Pro 用户每周看一次额度。开 MAX 模式跑长任务前，预估 token 量。",[48,2230,2231,2234],{},[31,2232,2233],{},"Cursor Rules 写短而精","，把超过 2000 字的项目说明拆成多个 .mdc 文件，否则每轮上下文吃得太多。",[48,2236,2237,2240],{},[31,2238,2239],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[48,2242,2243,2246],{},[31,2244,2245],{},"付费别走第三方账号","，官方明确表示只通过 cursor.com 直销，第三方账号可能被封。",[48,2248,2249,2252],{},[31,2250,2251],{},"国内信用卡如果被拒","，先开支付宝、再开 Stripe 友好的虚拟卡（Wise \u002F WildCard），别反复试同一张。",[22,2254,424],{"id":423},[27,2256,2257,2258,2260],{},"✅ 全栈开发者；习惯 VS Code 的人；多文件大改 \u002F Agent 长任务；已经在用 MCP 生态。",[2013,2259],{},"\n❌ 国内纯内网开发；JetBrains 重度用户；预算敏感的学生；对 usage-based 计费敏感的人。",[22,2262,2264],{"id":2263},"市场地位2026-中","市场地位（2026 中）",[27,2266,2267,2268,2271,2272,2274],{},"Cursor 6 月初年化营收约 ",[31,2269,2270],{},"$4B","，服务 60% 财富 500 强，约 700 名员工。市占率从 2025-06 的 41% 回落到 2026-05 的 26%（",[453,2273,302],{"href":1653}," 约占赛道一半），但 SpaceX 收购带来的算力与自研模型资源，让它在下半年的竞争中重新握有底牌。三方估算显示，Cursor 接 Sonnet 5 后端时 SWE-bench 约 65.7%，默认配置约 51.7%。",[22,2276,447],{"id":447},[185,2278,2279,2291,2298,2305],{},[48,2280,2281,2282,2286,2287],{},"最新资讯：",[453,2283,2285],{"href":2284},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor"," · ",[453,2288,2290],{"href":2289},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[48,2292,2293,2294],{},"配套 playbook：",[453,2295,2297],{"href":2296},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[48,2299,2300,2301],{},"同分类：",[453,2302,2304],{"href":2303},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[48,2306,2307,2308,2286,2310,2286,2313],{},"替代品：",[453,2309,1617],{"href":1616},[453,2311,2312],{"href":1335},"Devin Desktop（原 Windsurf）",[453,2314,302],{"href":1653},[22,2316,477],{"id":477},[185,2318,2319,2326,2333,2340],{},[48,2320,2321,2322],{},"官方定价页：",[453,2323,2324],{"href":2324,"rel":2325},"https:\u002F\u002Fcursor.com\u002Fpricing",[487],[48,2327,2328,2329],{},"Composer 文档：",[453,2330,2331],{"href":2331,"rel":2332},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[487],[48,2334,2335,2336],{},"Cursor 3.5 Cloud Agents 公告：",[453,2337,2338],{"href":2338,"rel":2339},"https:\u002F\u002Fcursor.com\u002Fchangelog",[487],[48,2341,2342],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[657,2344,2345],{},[27,2346,2347,2348,2350],{},"本卡片由 AIHO 编辑部基于以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[453,2349,1738],{"href":1737}," 反馈更新。",[1741,2352,2353],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":503,"searchDepth":504,"depth":504,"links":2355},[2356,2357,2358,2359,2364,2365,2366,2367,2368,2369,2370],{"id":24,"depth":507,"text":25},{"id":1906,"depth":507,"text":1906},{"id":1982,"depth":507,"text":1983},{"id":2030,"depth":507,"text":2031,"children":2360},[2361,2362,2363],{"id":2039,"depth":504,"text":2040},{"id":2052,"depth":504,"text":2053},{"id":2066,"depth":504,"text":2067},{"id":2076,"depth":507,"text":2077},{"id":2110,"depth":507,"text":2110},{"id":1519,"depth":507,"text":1519},{"id":423,"depth":507,"text":424},{"id":2263,"depth":507,"text":2264},{"id":447,"depth":507,"text":447},{"id":477,"depth":507,"text":477},"ide","\u002Fimg\u002Ftools\u002Fcursor.webp","Cursor 2026 真实评测：SpaceX 以 600 亿美元收购后的最强 AI IDE，基于 VS Code，支持 Composer 2.5 多文件改写、Cloud Agents、MCP、Claude Sonnet 5 \u002F GPT-5.6 \u002F Grok 4.5 多模型和 Bugbot。本文整理最新版本、价格、支付宝付款、国内网络风险、封号避坑，以及和 Trae、Devin Desktop、Claude Code 的选择建议。",[2375,2378,2381,2384,2387,2390],{"q":2376,"a":2377},"Cursor 国内能用吗？","可以，但需要全程稳定的代理。直连不稳，且高频切 IP 会触发账号风控。建议：固定家庭网 + 稳定代理，避免频繁切换。",{"q":2379,"a":2380},"Cursor Pro 多少钱？怎么付款？","$20\u002F月起。Pro 之外还有 Pro+ 和 Ultra（更高用量），Teams $40\u002F用户\u002F月。支持支付宝（结账页选 Alipay），也支持 Visa\u002FMastercard 国际信用卡。开发票需 Business \u002F Teams 计划。",{"q":2382,"a":2383},"Cursor 和 VS Code 区别？","Cursor 是 VS Code 的 fork，几乎所有 VS Code 插件都兼容。最大差异是内置 Composer（多文件 Agent）、Tab 智能补全、@-symbol 上下文检索，这三个 VS Code 原生没有。",{"q":2385,"a":2386},"Cursor 支持自定义 API（DeepSeek \u002F Qwen）吗？","支持。设置里可填 OpenAI \u002F Anthropic 兼容的 base_url 和 key，但 Composer \u002F Tab 等高级功能仅在自带模型上工作最好。",{"q":2388,"a":2389},"Cursor Rules 是什么？","项目根目录下的 .cursor\u002Frules\u002F*.mdc（新版）或 .cursorrules（旧版）文件，给 AI 提供项目级上下文（编码规范、技术栈、目录结构）。每次对话都会自动注入。",{"q":2391,"a":2392},"Background Agent \u002F Bugbot 是什么？","Background Agents 在云端 VM 异步跑任务，你可以同时做别的；Bugbot 是 PR 检查器，自动扫描漏洞和给 fix 建议（2026 起进 Pro 默认按量计费）。",[1766,537],{},[1769,1770,2396,1772,2397],"grok-4.5","composer-2.5",[2399,2400,2401,2402],"国内纯内网开发（连不上）","重度 JetBrains 用户（IDEA \u002F WebStorm \u002F GoLand）","预算敏感或学生（先试 Trae \u002F 通义灵码）","对 usage-based 计费高度敏感（2025-06 之后按 token 计费，重度用户月底容易超）",[1779,1780,1781],[2405,2409,2412,2416,2421],{"plan":2406,"price":1054,"limit":2407,"cn_pay":352,"note":2408},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":1065,"price":115,"limit":2410,"cn_pay":2411,"note":1790},"扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝",{"plan":2017,"price":2413,"limit":2414,"cn_pay":346,"note":2415},"$60+ \u002F $200\u002F月","更高用量配额，Agent 重度用户","天天跑 Agent 的开发者",{"plan":2417,"price":2418,"limit":2419,"cn_pay":346,"note":2420},"Teams","$40\u002F用户\u002F月","团队计费 + SSO + 团队 Rules \u002F Skills \u002F 共享 Bugbot","团队档",{"plan":166,"price":169,"limit":2422,"cn_pay":346,"note":2423},"Pool 用量 \u002F SCIM \u002F 审计 \u002F 仓库与模型访问控制","大型组织","Free \u002F Pro $20\u002Fmo \u002F Pro+ \u002F Ultra \u002F Teams $40\u002Fuser\u002Fmo \u002F Enterprise","2026-06-18",[2427,2428,2429],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[2431,2432,2433,2434,2435,2436],"ai-coding-tool-decision-tree","cursor-deep-review","cursor-vs-windsurf-vs-trae","qoder-deep-review","trae-deep-review","windsurf-deep-review",{"power":565,"ux":565,"price":504,"cn_support":504,"stability":566},{"title":296,"description":2373},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[2441,2443,2445,2447],{"title":2442,"url":2324},"Cursor 官方定价页",{"title":2444,"url":2331},"Cursor Composer 官方文档",{"title":2446,"url":2338},"Cursor Changelog（3.9–3.11）",{"title":2448,"url":2449},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[2452,2453,2454,2455],"全栈开发者（前端 \u002F 后端 \u002F 全栈一把抓）","习惯 VS Code 不想换编辑器的人","需要多文件大改、Agent 长任务的人","已经在用 MCP 生态（GitHub \u002F Linear \u002F Slack 等）的团队","AI 原生代码编辑器，Composer 多文件改写一时无两（现为 SpaceX 子公司）",[2371,1845,2458,2459,2460,2461,2462],"composer","mcp","vscode-fork","bugbot","background-agent","SpaceX 收购后资源更足、自研模型加持；如果不在乎价格和网络，这是开发者第一选择；如果在乎，先看 Trae \u002F Claude Code。","https:\u002F\u002Fcursor.com","vww7kN49iNqNo2dyRLS1_4hVRJ2bDccVwiFMT5YtpBE",{"id":2467,"title":302,"alternatives":2468,"api_compatible":2470,"body":2471,"category":546,"chinese_friendly":504,"cover":3659,"description":3660,"domestic":520,"extension":521,"faq":535,"free":520,"github":3616,"languages":3661,"lastVerified":538,"meta":3662,"models":3663,"navigation":540,"notSuitable":3666,"opensource":520,"path":467,"pillar":542,"platforms":3670,"priceTable":3671,"pricing":3690,"published":2425,"relatedPlaybooks":535,"relatedReviews":3691,"score":3696,"self_host":520,"seo":3697,"seoTitle":3698,"slug":14,"sources":3699,"stem":3712,"suitable":3713,"tagline":3719,"tags":3720,"updated":1847,"verdict":3723,"website":3602,"__hash__":3724},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[1854,2469,594],"coding\u002Fcli\u002Faider",[1857],{"type":19,"value":2472,"toc":3642},[2473,2475,2519,2524,2526,2530,2540,2571,2574,2578,2585,2620,2635,2639,2642,2797,2815,2819,2828,2904,2907,2911,2925,2927,2942,3021,3024,3041,3054,3062,3064,3218,3220,3258,3260,3407,3412,3426,3431,3450,3452,3548,3550,3594,3596,3634,3639],[22,2474,25],{"id":24},[602,2476,2478,2487,2498],{"className":2477},[605,606,607],[27,2479,2480,2482,2483,2486],{},[31,2481,612],{}," 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 ",[275,2484,2485],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[27,2488,2489,2490,2493,2494,2497],{},"最大价值是 ",[31,2491,2492],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[31,2495,2496],{},"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。",[27,2499,2500,2503,2504,2506,2507,2510,2511,2514,2515,2518],{},[31,2501,2502],{},"2026-07 最新进展","：核心模型已升级为 ",[453,2505,1682],{"href":1681},"（复杂任务用 Opus 4.8），1M 上下文；新增 ",[275,2508,2509],{},"\u002Ffork","（复制会话到后台并行）、",[275,2512,2513],{},"\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。",[31,2516,2517],{},"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。",[657,2520,2521],{},[27,2522,2523],{},"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。",[22,2525,664],{"id":664},[666,2527,2529],{"id":2528},"终端原生的-agent-体验","终端原生的 Agent 体验",[27,2531,2532,2533,2536,2537,2539],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[31,2534,2535],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[275,2538,2485],{},"，就进入了一个能读你整个 codebase 的对话环境。",[854,2541,2543],{"className":856,"code":2542,"language":858,"meta":503,"style":503},"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",[275,2544,2545,2554,2561],{"__ignoreMap":503},[862,2546,2547,2551],{"class":864,"line":865},[862,2548,2550],{"class":2549},"sj4cs","cd",[862,2552,2553],{"class":872}," your-project\n",[862,2555,2556,2558],{"class":864,"line":507},[862,2557,2485],{"class":868},[862,2559,2560],{"class":1157},"                          # 进入交互模式\n",[862,2562,2563,2567],{"class":864,"line":504},[862,2564,2566],{"class":2565},"szBVR",">",[862,2568,2570],{"class":2569},"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",[27,2572,2573],{},"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。",[666,2575,2577],{"id":2576},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[27,2579,2580,2581,2584],{},"Claude Code 2.x 引入了 ",[453,2582,2583],{"href":1665},"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：",[854,2586,2588],{"className":856,"code":2587,"language":858,"meta":503,"style":503},"\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",[275,2589,2590,2597,2604,2612],{"__ignoreMap":503},[862,2591,2592,2594],{"class":864,"line":865},[862,2593,2513],{"class":868},[862,2595,2596],{"class":1157},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[862,2598,2599,2601],{"class":864,"line":507},[862,2600,2509],{"class":868},[862,2602,2603],{"class":1157},"               # 复制当前会话到后台并行推进\n",[862,2605,2606,2609],{"class":864,"line":504},[862,2607,2608],{"class":868},"\u002Fagents",[862,2610,2611],{"class":1157},"             # 管理子代理\n",[862,2613,2614,2617],{"class":864,"line":566},[862,2615,2616],{"class":868},"\u002Ftasks",[862,2618,2619],{"class":1157},"              # 列出后台运行的子代理\n",[27,2621,2622,2623,2628,2629,2631,2632,2634],{},"据 ",[453,2624,2627],{"href":2625,"rel":2626},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[487],"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，",[275,2630,2513],{}," 取代了旧的内联子 agent 写法，",[275,2633,2509],{}," 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。",[666,2636,2638],{"id":2637},"slash-命令生产力关键","Slash 命令（生产力关键）",[27,2640,2641],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[78,2643,2644,2654],{},[81,2645,2646],{},[84,2647,2648,2651],{},[87,2649,2650],{},"命令",[87,2652,2653],{},"用途",[103,2655,2656,2670,2680,2693,2703,2713,2723,2733,2743,2753,2763,2773,2783],{},[84,2657,2658,2663],{},[108,2659,2660],{},[275,2661,2662],{},"\u002Finit",[108,2664,2665,2666,2669],{},"第一次进入仓库时跑，生成 ",[275,2667,2668],{},"CLAUDE.md","（项目记忆）",[84,2671,2672,2677],{},[108,2673,2674],{},[275,2675,2676],{},"\u002Fmemory",[108,2678,2679],{},"编辑长期记忆",[84,2681,2682,2687],{},[108,2683,2684],{},[275,2685,2686],{},"\u002Fclear",[108,2688,2689,2690,1621],{},"清空当前对话，重新开始（",[31,2691,2692],{},"最被低估的命令",[84,2694,2695,2700],{},[108,2696,2697],{},[275,2698,2699],{},"\u002Fcompact",[108,2701,2702],{},"长对话压缩，挽救快爆炸的 context window",[84,2704,2705,2710],{},[108,2706,2707],{},[275,2708,2709],{},"\u002Fcontext",[108,2711,2712],{},"显示当前 context 用量",[84,2714,2715,2720],{},[108,2716,2717],{},[275,2718,2719],{},"\u002Fplan",[108,2721,2722],{},"切到 plan 模式（只规划不执行）",[84,2724,2725,2730],{},[108,2726,2727],{},[275,2728,2729],{},"\u002Fmodel",[108,2731,2732],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[84,2734,2735,2740],{},[108,2736,2737],{},[275,2738,2739],{},"\u002Fdiff",[108,2741,2742],{},"看本轮所有改动",[84,2744,2745,2750],{},[108,2746,2747],{},[275,2748,2749],{},"\u002Fcode-review",[108,2751,2752],{},"对 diff 跑代码审查",[84,2754,2755,2760],{},[108,2756,2757],{},[275,2758,2759],{},"\u002Frewind",[108,2761,2762],{},"回滚到任意 checkpoint（代码 + 对话）",[84,2764,2765,2770],{},[108,2766,2767],{},[275,2768,2769],{},"\u002Fmcp",[108,2771,2772],{},"管理 MCP 服务器",[84,2774,2775,2780],{},[108,2776,2777],{},[275,2778,2779],{},"\u002Fdoctor",[108,2781,2782],{},"排查环境问题",[84,2784,2785,2794],{},[108,2786,2787,2790,2791],{},[275,2788,2789],{},"\u002Fresume"," ",[275,2792,2793],{},"\u002Fbranch",[108,2795,2796],{},"回到 \u002F fork 历史对话",[27,2798,2799,2804,2805,2807,2808,2810,2811,2814],{},[453,2800,2803],{"href":2801,"rel":2802},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[487],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[275,2806,2699],{},"（每 20-30 分钟一次防止 context drift）、",[275,2809,2686],{},"（新任务开新会话）、自定义命令（写在 ",[275,2812,2813],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[666,2816,2818],{"id":2817},"mcp-集成一等公民","MCP 集成（一等公民）",[27,2820,2821,2823,2824,2827],{},[453,2822,617],{"href":616}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[275,2825,2826],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[854,2829,2833],{"className":2830,"code":2831,"language":2832,"meta":503,"style":503},"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",[275,2834,2835,2840,2848,2855,2869,2889,2894,2899],{"__ignoreMap":503},[862,2836,2837],{"class":864,"line":865},[862,2838,2839],{"class":2569},"{\n",[862,2841,2842,2845],{"class":864,"line":507},[862,2843,2844],{"class":2549},"  \"mcpServers\"",[862,2846,2847],{"class":2569},": {\n",[862,2849,2850,2853],{"class":864,"line":504},[862,2851,2852],{"class":2549},"    \"postgres\"",[862,2854,2847],{"class":2569},[862,2856,2857,2860,2863,2866],{"class":864,"line":566},[862,2858,2859],{"class":2549},"      \"command\"",[862,2861,2862],{"class":2569},": ",[862,2864,2865],{"class":872},"\"npx\"",[862,2867,2868],{"class":2569},",\n",[862,2870,2871,2874,2877,2880,2883,2886],{"class":864,"line":565},[862,2872,2873],{"class":2549},"      \"args\"",[862,2875,2876],{"class":2569},": [",[862,2878,2879],{"class":872},"\"@modelcontextprotocol\u002Fserver-postgres\"",[862,2881,2882],{"class":2569},", ",[862,2884,2885],{"class":872},"\"postgresql:\u002F\u002F...\"",[862,2887,2888],{"class":2569},"]\n",[862,2890,2891],{"class":864,"line":1181},[862,2892,2893],{"class":2569},"    }\n",[862,2895,2896],{"class":864,"line":1187},[862,2897,2898],{"class":2569},"  }\n",[862,2900,2901],{"class":864,"line":1202},[862,2902,2903],{"class":2569},"}\n",[27,2905,2906],{},"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。",[666,2908,2910],{"id":2909},"后台-远程模式","后台 \u002F 远程模式",[27,2912,2913,2916,2917,2920,2921,2924],{},[275,2914,2915],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[275,2918,2919],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[275,2922,2923],{},"\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\"。",[22,2926,1022],{"id":1022},[27,2928,2929,2930,2935,2936,2941],{},"根据 ",[453,2931,2934],{"href":2932,"rel":2933},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[487],"explainx.ai 2026-06 评测"," 和 ",[453,2937,2940],{"href":2938,"rel":2939},"https:\u002F\u002Fclaude.com\u002Fpricing",[487],"Anthropic 官方定价"," 整理：",[78,2943,2944,2956],{},[81,2945,2946],{},[84,2947,2948,2951,2953],{},[87,2949,2950],{},"路径",[87,2952,92],{},[87,2954,2955],{},"适用场景",[103,2957,2958,2971,2983,2995,3008],{},[84,2959,2960,2965,2968],{},[108,2961,2962],{},[31,2963,2964],{},"BYOK（自带 API key）",[108,2966,2967],{},"按 token 计费",[108,2969,2970],{},"全自由，但单月烧到 $500+ 也常见",[84,2972,2973,2977,2980],{},[108,2974,2975],{},[31,2976,1065],{},[108,2978,2979],{},"$20\u002F月（年付 ~$17）",[108,2981,2982],{},"个人开发者，每天 1-4 小时",[84,2984,2985,2990,2992],{},[108,2986,2987],{},[31,2988,2989],{},"Max 5x",[108,2991,1089],{},[108,2993,2994],{},"重度用户 + Opus 模型访问",[84,2996,2997,3002,3005],{},[108,2998,2999],{},[31,3000,3001],{},"Max 20x",[108,3003,3004],{},"$200\u002F月",[108,3006,3007],{},"8h+ agentic 工作流 \u002F 团队共享",[84,3009,3010,3015,3018],{},[108,3011,3012],{},[31,3013,3014],{},"Team Premium",[108,3016,3017],{},"$100\u002Fseat 年付 \u002F $125 月付",[108,3019,3020],{},"团队，含管理",[27,3022,3023],{},"API token 价格（2026-07 公开数据）：",[185,3025,3026,3032,3038],{},[48,3027,3028,3031],{},[31,3029,3030],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[48,3033,3034,3037],{},[31,3035,3036],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[48,3039,3040],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[657,3042,3043],{},[27,3044,3045,3046,3049,3050,3053],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[31,3047,3048],{},"87.6%","、Sonnet 5 ",[31,3051,3052],{},"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。",[27,3055,3056,3061],{},[453,3057,3060],{"href":3058,"rel":3059},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[487],"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。",[22,3063,2077],{"id":2076},[854,3065,3067],{"className":856,"code":3066,"language":858,"meta":503,"style":503},"# 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",[275,3068,3069,3074,3091,3095,3100,3112,3116,3121,3134,3138,3143,3150,3161,3166,3181,3186,3192,3199,3210],{"__ignoreMap":503},[862,3070,3071],{"class":864,"line":865},[862,3072,3073],{"class":1157},"# macOS \u002F Linux \u002F Windows (WSL)\n",[862,3075,3076,3079,3082,3085,3088],{"class":864,"line":507},[862,3077,3078],{"class":868},"curl",[862,3080,3081],{"class":2549}," -fsSL",[862,3083,3084],{"class":872}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[862,3086,3087],{"class":2565}," |",[862,3089,3090],{"class":868}," bash\n",[862,3092,3093],{"class":864,"line":504},[862,3094,1178],{"emptyLinePlaceholder":540},[862,3096,3097],{"class":864,"line":566},[862,3098,3099],{"class":1157},"# macOS 用 Homebrew\n",[862,3101,3102,3104,3106,3109],{"class":864,"line":565},[862,3103,1190],{"class":868},[862,3105,1193],{"class":872},[862,3107,3108],{"class":2549}," --cask",[862,3110,3111],{"class":872}," claude-code\n",[862,3113,3114],{"class":864,"line":1181},[862,3115,1178],{"emptyLinePlaceholder":540},[862,3117,3118],{"class":864,"line":1187},[862,3119,3120],{"class":1157},"# Windows PowerShell\n",[862,3122,3123,3126,3129,3131],{"class":864,"line":1202},[862,3124,3125],{"class":868},"irm",[862,3127,3128],{"class":872}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[862,3130,3087],{"class":2565},[862,3132,3133],{"class":868}," iex\n",[862,3135,3136],{"class":864,"line":1216},[862,3137,1178],{"emptyLinePlaceholder":540},[862,3139,3140],{"class":864,"line":1222},[862,3141,3142],{"class":1157},"# 验证 + 登录\n",[862,3144,3145,3147],{"class":864,"line":1227},[862,3146,2485],{"class":868},[862,3148,3149],{"class":2549}," --version\n",[862,3151,3152,3154,3156,3158],{"class":864,"line":1242},[862,3153,2485],{"class":868},[862,3155,1233],{"class":872},[862,3157,1236],{"class":872},[862,3159,3160],{"class":1157},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[862,3162,3163],{"class":864,"line":1255},[862,3164,3165],{"class":1157},"# 或用 API key\n",[862,3167,3169,3172,3175,3178],{"class":864,"line":3168},14,[862,3170,3171],{"class":2565},"export",[862,3173,3174],{"class":2569}," ANTHROPIC_API_KEY",[862,3176,3177],{"class":2565},"=",[862,3179,3180],{"class":2569},"sk-ant-...\n",[862,3182,3184],{"class":864,"line":3183},15,[862,3185,1178],{"emptyLinePlaceholder":540},[862,3187,3189],{"class":864,"line":3188},16,[862,3190,3191],{"class":1157},"# 进项目，启动\n",[862,3193,3195,3197],{"class":864,"line":3194},17,[862,3196,2550],{"class":2549},[862,3198,2553],{"class":872},[862,3200,3202,3204,3207],{"class":864,"line":3201},18,[862,3203,2485],{"class":868},[862,3205,3206],{"class":872}," \u002Finit",[862,3208,3209],{"class":1157},"               # 生成 CLAUDE.md\n",[862,3211,3213,3215],{"class":864,"line":3212},19,[862,3214,2485],{"class":868},[862,3216,3217],{"class":1157},"                     # 进入交互模式\n",[22,3219,1272],{"id":1272},[45,3221,3222,3227,3232,3237],{},[48,3223,3224,3226],{},[31,3225,1279],{},"：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[48,3228,3229,3231],{},[31,3230,1295],{},"：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",[48,3233,3234,3236],{},[31,3235,1285],{},"：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[48,3238,3239,1302,3241,3245,3246,3248,3249,1307,3253,3257],{},[31,3240,1301],{},[453,3242,3244],{"href":3243},"\u002Fcoding\u002Fcli\u002Faider.html","Aider"," 或 ",[453,3247,1306],{"href":1305}," 接 ",[453,3250,3252],{"href":3251},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[453,3254,3256],{"href":3255},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[22,3259,1315],{"id":1315},[78,3261,3262,3282],{},[81,3263,3264],{},[84,3265,3266,3268,3270,3274,3278],{},[87,3267,290],{},[87,3269,302],{},[87,3271,3272],{},[453,3273,296],{"href":1330},[87,3275,3276],{},[453,3277,1659],{"href":1658},[87,3279,3280],{},[453,3281,3244],{"href":3243},[103,3283,3284,3298,3311,3329,3350,3364,3378,3393],{},[84,3285,3286,3288,3291,3293,3296],{},[108,3287,1347],{},[108,3289,3290],{},"CLI（IDE 无关）",[108,3292,1353],{},[108,3294,3295],{},"CLI",[108,3297,3295],{},[84,3299,3300,3303,3305,3307,3309],{},[108,3301,3302],{},"长任务能力",[108,3304,1366],{},[108,3306,1374],{},[108,3308,1374],{},[108,3310,1388],{},[84,3312,3313,3316,3323,3325,3327],{},[108,3314,3315],{},"上下文管理",[108,3317,3318,3319,2790,3321],{},"★★★★★ ",[275,3320,2699],{},[275,3322,2686],{},[108,3324,1374],{},[108,3326,1374],{},[108,3328,1388],{},[84,3330,3331,3334,3342,3345,3348],{},[108,3332,3333],{},"子代理 \u002F 并行",[108,3335,3336,3337,2790,3339,1621],{},"✅（",[275,3338,2608],{},[275,3340,3341],{},"\u002Fbatch",[108,3343,3344],{},"部分（Bug bot）",[108,3346,3347],{},"⚠️ 有限",[108,3349,352],{},[84,3351,3352,3355,3358,3360,3362],{},[108,3353,3354],{},"MCP 支持",[108,3356,3357],{},"★★★★★ 一等公民",[108,3359,1374],{},[108,3361,1388],{},[108,3363,352],{},[84,3365,3366,3369,3371,3373,3375],{},[108,3367,3368],{},"Git 集成",[108,3370,1374],{},[108,3372,1388],{},[108,3374,1388],{},[108,3376,3377],{},"★★★★★ 每改即 commit",[84,3379,3380,3382,3385,3388,3390],{},[108,3381,632],{},[108,3383,3384],{},"高（账号+支付+网络）",[108,3386,3387],{},"高（账号+支付）",[108,3389,1470],{},[108,3391,3392],{},"低（BYOK 国产模型）",[84,3394,3395,3397,3400,3402,3404],{},[108,3396,92],{},[108,3398,3399],{},"$20-$200\u002F月",[108,3401,115],{},[108,3403,3399],{},[108,3405,3406],{},"仅 API 成本",[27,3408,3409,214],{},[31,3410,3411],{},"选 Claude Code 如果你",[185,3413,3414,3417,3420,3423],{},[48,3415,3416],{},"重视长任务自主性 + 上下文管理",[48,3418,3419],{},"JetBrains \u002F Vim 用户，不想换 IDE",[48,3421,3422],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[48,3424,3425],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[27,3427,3428,214],{},[31,3429,3430],{},"别选 Claude Code 如果你",[185,3432,3433,3439,3444],{},[48,3434,3435,3436,3438],{},"国内、个人、预算紧（去 ",[453,3437,3244],{"href":3243}," + DeepSeek）",[48,3440,3441,3442,1621],{},"想要纯 IDE 内 inline 体验（",[453,3443,296],{"href":1330},[48,3445,3446,3447,1621],{},"主要写补全而非 agent 任务（",[453,3448,591],{"href":3449},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html",[22,3451,1519],{"id":1519},[185,3453,3454,3467,3482,3496,3504,3522,3536,3542],{},[48,3455,3456,3462,3463,3466],{},[31,3457,3458,3461],{},[275,3459,3460],{},"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 ",[275,3464,3465],{},"env | grep ANTHROPIC"," 检查",[48,3468,3469,3475,3476,3478,3479,3481],{},[31,3470,3471,3472,3474],{},"长会话不 ",[275,3473,2699],{}," 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 ",[275,3477,2699],{}," 一次或 ",[275,3480,2686],{}," 开新会话",[48,3483,3484,3489,3490,3495],{},[31,3485,3486,3488],{},[275,3487,2729],{}," 切换是个坑","：跨模型切会丢部分 context ",[453,3491,3494],{"href":3492,"rel":3493},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[487],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[48,3497,3498,3503],{},[31,3499,3500,3502],{},[275,3501,2662],{}," 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",[48,3505,3506,3511,3512,2790,3515,2790,3518,3521],{},[31,3507,3508,3510],{},[275,3509,2813],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[275,3513,3514],{},"\u002Fdeploy",[275,3516,3517],{},"\u002Fmigrate",[275,3519,3520],{},"\u002Freview-pr","，提交进 git",[48,3523,3524,3527,3528,3531,3532,3535],{},[31,3525,3526],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[275,3529,3530],{},"--permission-mode plan"," 或开 ",[275,3533,3534],{},"acceptEdits"," 但配合 git worktree",[48,3537,3538,3541],{},[31,3539,3540],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[48,3543,3544,3547],{},[31,3545,3546],{},"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",[22,3549,447],{"id":447},[185,3551,3552,3564,3576,3588],{},[48,3553,1644,3554,1307,3556,1307,3558,1307,3560,1307,3562],{},[453,3555,296],{"href":1330},[453,3557,1336],{"href":1335},[453,3559,1659],{"href":1658},[453,3561,3244],{"href":3243},[453,3563,1306],{"href":1305},[48,3565,1662,3566,1307,3568,1307,3570,1307,3572],{},[453,3567,1666],{"href":1665},[453,3569,1672],{"href":1671},[453,3571,617],{"href":616},[453,3573,3575],{"href":3574},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[48,3577,1675,3578,1307,3580,1307,3584],{},[453,3579,1682],{"href":1681},[453,3581,3583],{"href":3582},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[453,3585,3587],{"href":3586},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[48,3589,1693,3590,1307,3592],{},[453,3591,1697],{"href":1696},[453,3593,1701],{"href":1700},[22,3595,477],{"id":477},[185,3597,3598,3604,3611,3618,3625,3631],{},[48,3599,1708,3600],{},[453,3601,3602],{"href":3602,"rel":3603},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[487],[48,3605,3606,3607],{},"官方文档：",[453,3608,3609],{"href":3609,"rel":3610},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[487],[48,3612,3613,3614],{},"GitHub：",[453,3615,3616],{"href":3616,"rel":3617},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[487],[48,3619,3620,3621],{},"CLI Reference：",[453,3622,3623],{"href":3623,"rel":3624},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[487],[48,3626,3627,3628],{},"官方定价：",[453,3629,2938],{"href":2938,"rel":3630},[487],[48,3632,3633],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[27,3635,3636,3637,1739],{},"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 ",[453,3638,1738],{"href":1737},[1741,3640,3641],{},"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: 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