[{"data":1,"prerenderedAt":2880},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-amazon-q":8,"alt-list-amazon-q":490},{"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":16,"category":457,"chinese_friendly":446,"cover":458,"description":459,"domestic":460,"extension":461,"faq":15,"free":462,"github":15,"languages":463,"lastVerified":465,"meta":466,"models":15,"navigation":462,"notSuitable":15,"opensource":460,"path":467,"pillar":468,"platforms":469,"priceTable":15,"pricing":473,"published":474,"relatedPlaybooks":15,"relatedReviews":15,"score":475,"self_host":460,"seo":477,"seoTitle":478,"slug":479,"sources":480,"stem":482,"suitable":15,"tagline":483,"tags":484,"updated":465,"verdict":488,"website":437,"__hash__":489},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Famazon-q.md","Amazon Q Developer",[12,13,14],"coding\u002Fcopilot\u002Fgithub-copilot","coding\u002Fide\u002Fcursor","coding\u002Fcopilot\u002Ftongyi-lingma",null,{"type":17,"value":18,"toc":441},"minimark",[19,24,33,36,39,91,94,100,144,147,151,159,176,181,198,201,222,225,320,323,355,359,382,386,392,398,404,407,423,426,431],[20,21,23],"h2",{"id":22},"tldr","TL;DR",[25,26,27,28,32],"p",{},"Amazon Q Developer 是 AWS 的 AI 编程助手（前身 CodeWhisperer），最大特点是",[29,30,31],"strong",{},"和 AWS 生态深度绑定","。除了代码补全，它还能问答 AWS 资源状态、做代码安全扫描、辅助 Java \u002F .NET 代码迁移。免费版额度尚可，Pro $19\u002F月偏贵但含 AWS 管理功能。",[25,34,35],{},"适合：AWS 重度用户、需要云资源运维问答、企业级 Java\u002F.NET 代码迁移、看重安全扫描的团队。不适合：非 AWS 技术栈用户、个人开发者（$19 偏贵）、追求最强补全体验的用户。",[20,37,38],{"id":38},"核心能力",[40,41,42,49,55,61,67,73,79,85],"ul",{},[43,44,45,48],"li",{},[29,46,47],{},"代码补全","：行内补全 + 函数级生成，覆盖 Python \u002F Java \u002F JS \u002F TypeScript 等主流语言",[43,50,51,54],{},[29,52,53],{},"AWS 资源问答","：直接问\"我的 EC2 实例为什么 CPU 高\"，Q 会查询 CloudWatch 等给出分析",[43,56,57,60],{},[29,58,59],{},"安全扫描","：内置代码安全扫描，检测漏洞 \u002F 硬编码密钥 \u002F 不安全模式",[43,62,63,66],{},[29,64,65],{},"代码迁移","：Java 8\u002F11 → 17\u002F21、.NET Framework → .NET Core 的自动迁移辅助",[43,68,69,72],{},[29,70,71],{},"AWS 最佳实践","：补全代码会主动建议 AWS SDK 最佳实践（如重试逻辑、错误处理）",[43,74,75,78],{},[29,76,77],{},"多 IDE 支持","：VS Code、IntelliJ、JetBrains 全家桶、AWS Cloud9、命令行",[43,80,81,84],{},[29,82,83],{},"AWS 管理助手（Pro）","：在 AWS Console 内直接用自然语言操作云资源",[43,86,87,90],{},[29,88,89],{},"参考追踪","：补全代码如匹配开源代码，会标注来源和 license",[20,92,93],{"id":93},"价格",[95,96,97],"blockquote",{},[25,98,99],{},"以下价格为 2026-07-30 查询官网，可能有变动。",[101,102,103,118],"table",{},[104,105,106],"thead",{},[107,108,109,113,115],"tr",{},[110,111,112],"th",{},"方案",[110,114,93],{},[110,116,117],{},"核心功能",[119,120,121,133],"tbody",{},[107,122,123,127,130],{},[124,125,126],"td",{},"Free",[124,128,129],{},"$0",[124,131,132],{},"每月无限补全 + 50 次代理请求（问答\u002F编码）\u002F月 + 基础安全扫描",[107,134,135,138,141],{},[124,136,137],{},"Pro",[124,139,140],{},"$19\u002F月",[124,142,143],{},"无限聊天 + 高级安全扫描 + AWS 管理 + 代码迁移",[25,145,146],{},"Free 版补全无限量是亮点，但代理请求仅 50 次\u002F月。Pro $19 比 Copilot 贵近一倍，价值在 AWS 管理和迁移功能。",[20,148,150],{"id":149},"体验与评测资料整理","体验与评测（资料整理）",[95,152,153],{},[25,154,155,156],{},"说明：本节基于官方文档与公开评测整理，非本站独立实测环境，具体数据请以官方为准。\n",[29,157,158],{},"亮点：",[40,160,161,164,167,170,173],{},[43,162,163],{},"AWS SDK 代码补全质量高：IAM \u002F S3 \u002F Lambda 相关代码补全准确率明显优于 Copilot",[43,165,166],{},"AWS 资源问答实用：运维时直接问 Q 排查问题，省去翻 Console 的时间",[43,168,169],{},"安全扫描好用：能检出硬编码 AWS Key、不安全的 IAM Policy 等常见问题",[43,171,172],{},"Java 迁移功能惊艳：Java 8 → 17 的自动重构准确率高，省大量人工",[43,174,175],{},"免费版补全无限量，AWS 项目日常开发够用",[25,177,178],{},[29,179,180],{},"踩坑：",[40,182,183,186,189,192,195],{},[43,184,185],{},"非 AWS 技术栈补全质量一般，不如 Copilot 全面",[43,187,188],{},"$19\u002F月偏贵，不用 AWS 管理功能的话性价比低",[43,190,191],{},"中文交互支持弱，提问和回答都以英文为主",[43,193,194],{},"和 AWS 账号绑定，登录流程比 Copilot 麻烦",[43,196,197],{},"补全速度偶有波动，高峰期有延迟",[20,199,200],{"id":200},"上手",[202,203,204,207,210,213,216,219],"ol",{},[43,205,206],{},"安装 AWS Toolkit 插件（VS Code \u002F IntelliJ 搜索 \"AWS Toolkit\"）",[43,208,209],{},"用 AWS Builder ID 或 AWS 账号登录（免费版用 Builder ID 即可）",[43,211,212],{},"在 IDE 中启用 Amazon Q 功能",[43,214,215],{},"写代码时自动触发补全；侧边栏可打开聊天问答",[43,217,218],{},"需要安全扫描：右键文件 → Amazon Q → Scan",[43,220,221],{},"需要代码迁移 \u002F AWS 管理功能：升级 Pro（$19\u002F月）",[20,223,224],{"id":224},"对比",[101,226,227,243],{},[104,228,229],{},[107,230,231,234,237,240],{},[110,232,233],{},"维度",[110,235,236],{},"Amazon Q",[110,238,239],{},"GitHub Copilot",[110,241,242],{},"通义灵码",[119,244,245,258,272,284,295,308],{},[107,246,247,250,253,256],{},[124,248,249],{},"AWS 生态集成",[124,251,252],{},"✅ 深度",[124,254,255],{},"❌",[124,257,255],{},[107,259,260,263,266,269],{},[124,261,262],{},"补全能力",[124,264,265],{},"中（AWS 强）",[124,267,268],{},"强",[124,270,271],{},"中上",[107,273,274,276,279,282],{},[124,275,59],{},[124,277,278],{},"✅ 内置",[124,280,281],{},"插件",[124,283,255],{},[107,285,286,288,291,293],{},[124,287,65],{},[124,289,290],{},"✅ Java\u002F.NET",[124,292,255],{},[124,294,255],{},[107,296,297,299,302,305],{},[124,298,93],{},[124,300,301],{},"Free \u002F $19",[124,303,304],{},"$10\u002F月",[124,306,307],{},"免费",[107,309,310,313,316,318],{},[124,311,312],{},"非 AWS 场景",[124,314,315],{},"弱",[124,317,268],{},[124,319,268],{},[20,321,322],{"id":322},"避坑",[40,324,325,331,337,343,349],{},[43,326,327,330],{},[29,328,329],{},"非 AWS 项目别用 Q","：补全质量和性价比都不如 Copilot",[43,332,333,336],{},[29,334,335],{},"Pro 值不值看用量","：不用 AWS 管理和迁移功能，$19 纯浪费",[43,338,339,342],{},[29,340,341],{},"安全扫描别完全依赖","：能检常见问题但不是专业 SAST 工具，复杂漏洞检不出",[43,344,345,348],{},[29,346,347],{},"迁移功能要先备份","：自动重构偶有误改，Git 提交后再跑",[43,350,351,354],{},[29,352,353],{},"Free 聊天额度省着用","：50 次\u002F月很少，留给复杂问题",[20,356,358],{"id":357},"适合-不适合","适合 \u002F 不适合",[40,360,361,364,367,370,373,376,379],{},[43,362,363],{},"✅ AWS 重度用户，日常写 AWS SDK 代码",[43,365,366],{},"✅ 需要云资源运维问答排查问题",[43,368,369],{},"✅ 企业级 Java \u002F .NET 代码迁移项目",[43,371,372],{},"✅ 看重代码安全扫描的团队",[43,374,375],{},"❌ 非 AWS 技术栈（用 Copilot）",[43,377,378],{},"❌ 个人开发者（$19 偏贵，Free 版聊天太少）",[43,380,381],{},"❌ 追求最强通用补全能力",[20,383,385],{"id":384},"faq","FAQ",[25,387,388,391],{},[29,389,390],{},"Q: Amazon Q 和 CodeWhisperer 是什么关系？","\nA: CodeWhisperer 是前身。2024 年 AWS 将其整合进 Amazon Q 品牌，更名为 Amazon Q Developer，功能在原补全基础上增加了聊天、安全扫描、AWS 管理等。",[25,393,394,397],{},[29,395,396],{},"Q: 免费版和 Copilot 免费版比？","\nA: Q 免费版补全无限量但聊天仅 50 次\u002F月；Copilot 免费版有限补全次数。AWS 项目选 Q，通用项目选 Copilot。",[25,399,400,403],{},[29,401,402],{},"Q: Java 迁移功能好用吗？","\nA: Java 8 → 17 迁移效果不错，能自动处理 deprecated API、模块化、record 类等。但仍需人工 review，不要全自动信任。",[20,405,406],{"id":406},"相关阅读",[25,408,409,414,415,414,419],{},[410,411,413],"a",{"href":412},"\u002Fcoding\u002Fcli\u002Fgoose.html","Goose"," · ",[410,416,418],{"href":417},"\u002Fcoding\u002Fcopilot\u002Fcody.html","Cody (Sourcegraph)",[410,420,422],{"href":421},"\u002Fcoding\u002Fcopilot\u002Ftabnine.html","Tabnine",[20,424,425],{"id":425},"来源",[95,427,428],{},[25,429,430],{},"本文的价格、版本号与性能数据均参考以下官方渠道整理，可能随时间变动，请以官方实时信息为准。",[40,432,433],{},[43,434,435],{},[410,436,440],{"href":437,"rel":438},"https:\u002F\u002Faws.amazon.com\u002Fq\u002Fdeveloper",[439],"nofollow","官网",{"title":442,"searchDepth":443,"depth":443,"links":444},"",3,[445,447,448,449,450,451,452,453,454,455,456],{"id":22,"depth":446,"text":23},2,{"id":38,"depth":446,"text":38},{"id":93,"depth":446,"text":93},{"id":149,"depth":446,"text":150},{"id":200,"depth":446,"text":200},{"id":224,"depth":446,"text":224},{"id":322,"depth":446,"text":322},{"id":357,"depth":446,"text":358},{"id":384,"depth":446,"text":385},{"id":406,"depth":446,"text":406},{"id":425,"depth":446,"text":425},"copilot","\u002Fimg\u002Ftools\u002Famazon-q.webp","Amazon Q Developer 真实评测：AWS 出品的 AI 编程助手（原 CodeWhisperer），深度集成 AWS 生态，支持代码补全、安全扫描、AWS 资源问答。Free + Pro $19\u002F月，适合 AWS 重度用户和企业级代码迁移场景。",false,"md",true,[464],"en","2026-07-30",{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Famazon-q","coding",[470,471,472],"windows","macos","linux","Free \u002F Pro $19\u002Fmo","2026-07-05",{"power":443,"ux":443,"price":443,"cn_support":446,"stability":476},4,{"title":10,"description":459},"Amazon Q Developer - AWS AI 编程助手评测 | AIHO","coding\u002Fcopilot\u002Famazon-q",[481],{"title":440,"url":437},"tools\u002Fcoding\u002Fcopilot\u002Famazon-q","AWS AI 编程助手（原 CodeWhisperer），深度集成 AWS 生态",[457,485,486,487],"aws","cloud","code-completion","AWS 生态重度用户和云资源运维场景的首选，代码迁移和安全扫描是亮点；补全能力中等且绑死 AWS 体系，非 AWS 用户性价比低。","YfMBxb9apjKJwqRJg2t7n4KG1GeAUsf8Cmpsoajjb_0",[491,1755,2374],{"id":492,"title":239,"alternatives":493,"api_compatible":497,"body":498,"category":457,"chinese_friendly":443,"cover":1665,"description":1666,"domestic":460,"extension":461,"faq":15,"free":462,"github":1613,"languages":1667,"lastVerified":1669,"meta":1670,"models":1671,"navigation":462,"notSuitable":1677,"opensource":460,"path":1681,"pillar":468,"platforms":1682,"priceTable":1683,"pricing":1706,"published":1707,"relatedPlaybooks":15,"relatedReviews":15,"score":1708,"self_host":460,"seo":1709,"seoTitle":1710,"slug":12,"sources":1711,"stem":1738,"suitable":1739,"tagline":1745,"tags":1746,"updated":1752,"verdict":1753,"website":1613,"__hash__":1754},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md",[13,494,495,496],"coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fcline","coding\u002Fagent\u002Fcontinue",[],{"type":17,"value":499,"toc":1646},[500,502,557,562,565,570,622,626,634,648,656,661,665,673,691,694,698,708,711,755,780,784,787,790,804,811,815,826,852,910,921,924,932,1013,1018,1043,1047,1167,1170,1173,1213,1216,1379,1384,1418,1421,1485,1487,1490,1507,1510,1539,1541,1604,1606,1634,1642],[20,501,23],{"id":22},[503,504,509,524,535],"div",{"className":505},[506,507,508],"card","p-5","my-4",[25,510,511,514,515,519,520,523],{},[29,512,513],{},"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 ",[410,516,518],{"href":517},"\u002Fwiki\u002Fmcp.html","MCP","，到 2026 Q2 已经从\"补全工具\"演化成 ",[29,521,522],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[25,525,526,527,530,531,534],{},"最大优势是 ",[29,528,529],{},"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 ",[29,532,533],{},"国内门槛","：账号 + 网络 + 支付。",[25,536,537,540,541,544,545,548,549,552,553,556],{},[29,538,539],{},"2026-07 最新变化","：① 自 ",[29,542,543],{},"2026-06-01 起转 AI Credits 按量计费","（1 credit = $0.01），基础订阅价不变，",[29,546,547],{},"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 ",[29,550,551],{},"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 ",[29,554,555],{},"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。",[95,558,559],{},[25,560,561],{},"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。",[20,563,564],{"id":564},"核心特性",[566,567,569],"h3",{"id":568},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[40,571,572,578,584,590,596,616],{},[43,573,574,577],{},[29,575,576],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[43,579,580,583],{},[29,581,582],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[43,585,586,589],{},[29,587,588],{},"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",[43,591,592,595],{},[29,593,594],{},"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",[43,597,598,601,602,606,607,606,610,606,613],{},[29,599,600],{},"Copilot CLI 新终端界面","（2026-06-23 GA）：Tabbed TUI、Issues\u002FPRs\u002FGists 标签页、内置 ",[603,604,605],"code",{},"\u002Fmcp add","、",[603,608,609],{},"\u002Fskills",[603,611,612],{},"\u002Fplugin",[603,614,615],{},"\u002Fsettings",[43,617,618,621],{},[29,619,620],{},"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",[566,623,625],{"id":624},"agent-mode-详解","Agent Mode 详解",[25,627,628,633],{},[410,629,632],{"href":630,"rel":631},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[439],"GitHub Blog 公告"," 描述的 Agent Mode 能力：",[40,635,636,639,642,645],{},[43,637,638],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[43,640,641],{},"调用 terminal 跑测试 \u002F linter",[43,643,644],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[43,646,647],{},"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",[25,649,650,655],{},[410,651,654],{"href":652,"rel":653},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[439],"4geeks.com 2025 评测","：",[95,657,658],{},[25,659,660],{},"\"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.\"",[566,662,664],{"id":663},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[25,666,667,672],{},[410,668,671],{"href":669,"rel":670},"https:\u002F\u002Fdocs.github.com\u002F",[439],"GitHub 官方文档"," 描述的 Coding Agent：",[40,674,675,678,685,688],{},[43,676,677],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[43,679,680,681,684],{},"在 ",[29,682,683],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[43,686,687],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[43,689,690],{},"你只 review + merge",[25,692,693],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[566,695,697],{"id":696},"copilot-cli2026-新终端界面-ga","Copilot CLI（2026 新终端界面 GA）",[25,699,700,701,606,704,707],{},"2026-06-23，GitHub 将新版 Copilot CLI terminal interface 推到 GA。它已经不只是 ",[603,702,703],{},"gh copilot suggest",[603,705,706],{},"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。",[25,709,710],{},"关键变化：",[40,712,713,719,729,746],{},[43,714,715,718],{},[29,716,717],{},"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。",[43,720,721,724,725,728],{},[29,722,723],{},"引用工作项","：在 Issues \u002F PRs tab 高亮条目后按 ",[603,726,727],{},"c","，可以把该 issue \u002F PR 直接塞进 prompt，让 Copilot 调查、修复或 review。",[43,730,731,655,734,606,736,606,739,606,741,606,743,745],{},[29,732,733],{},"内置配置",[603,735,605],{},[603,737,738],{},"\u002Fmcp search",[603,740,609],{},[603,742,612],{},[603,744,615],{}," 都可以在会话中完成，不再手写配置文件。",[43,747,748,655,751,754],{},[29,749,750],{},"无障碍主题",[603,752,753],{},"\u002Ftheme"," 支持 default \u002F dim \u002F high-contrast \u002F colorblind，并自动检测 screen reader。",[756,757,761],"pre",{"className":758,"code":759,"language":760,"meta":442,"style":442},"language-bash shiki shiki-themes github-light github-dark","copilot update\ncopilot\n","bash",[603,762,763,775],{"__ignoreMap":442},[764,765,768,771],"span",{"class":766,"line":767},"line",1,[764,769,457],{"class":770},"sScJk",[764,772,774],{"class":773},"sZZnC"," update\n",[764,776,777],{"class":766,"line":446},[764,778,779],{"class":770},"copilot\n",[566,781,783],{"id":782},"agent-finder资源发现开始标准化","Agent Finder：资源发现开始标准化",[25,785,786],{},"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。",[25,788,789],{},"Agent Finder 的思路是：",[202,791,792,795,798,801],{},[43,793,794],{},"用户用自然语言描述任务。",[43,796,797],{},"Copilot 到公开 catalog 或企业私有 registry 里搜索资源。",[43,799,800],{},"返回 ranked matches。",[43,802,803],{},"用户确认后，Copilot 再按需加载对应工具 \u002F skill。",[25,805,806,807,810],{},"GitHub 表示它实现了开放的 ",[29,808,809],{},"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」。",[566,812,814],{"id":813},"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）",[25,816,817,818,821,822,825],{},"自 ",[29,819,820],{},"2026-06-01"," 起，Copilot 全面转向 ",[29,823,824],{},"AI Credits 按量计费","（1 credit = $0.01），取代原 PRU（Premium Request Units）。核心逻辑：",[40,827,828,834,839,846,849],{},[43,829,830,833],{},[29,831,832],{},"基础订阅价不变","：Pro $10（含 $10 credits）、Pro+ $39（含 $39）、Business $19（含 $19）、Enterprise $39（含 $39）",[43,835,836,838],{},[29,837,547],{},"——轻度用户体验和成本几乎不变",[43,840,841,842,845],{},"仅 ",[29,843,844],{},"Chat \u002F Agent \u002F PR 评审 \u002F CLI \u002F 超长上下文"," 消耗 credits",[43,847,848],{},"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）",[43,850,851],{},"Business\u002FEnterprise 6-8 月有促销额度（$30 \u002F $70）；code review 另计 Actions 分钟",[101,853,854,864],{},[104,855,856],{},[107,857,858,861],{},[110,859,860],{},"项目",[110,862,863],{},"是否消耗 credits",[119,865,866,874,881,889,896,903],{},[107,867,868,871],{},[124,869,870],{},"单行补全",[124,872,873],{},"❌ 免费",[107,875,876,879],{},[124,877,878],{},"Next Edit 建议",[124,880,873],{},[107,882,883,886],{},[124,884,885],{},"Chat 对话",[124,887,888],{},"✅ 计费",[107,890,891,894],{},[124,892,893],{},"Agent 任务",[124,895,888],{},[107,897,898,901],{},[124,899,900],{},"PR 评审 \u002F CLI",[124,902,888],{},[107,904,905,908],{},[124,906,907],{},"超长上下文",[124,909,888],{},[25,911,912,655,915,917,918,920],{},[29,913,914],{},"模型阵营大扩容",[29,916,551],{},"（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）；",[29,919,555],{}," 家族 7-09 全 IDE 上线；Codex 作为公测 Agent provider 进入 JetBrains（7-07）。",[20,922,923],{"id":923},"价格与运行成本",[25,925,926,931],{},[410,927,930],{"href":928,"rel":929},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[439],"官方 Plans 页"," 2026 Q2 公开数据：",[101,933,934,946],{},[104,935,936],{},[107,937,938,941,943],{},[110,939,940],{},"档位",[110,942,93],{},[110,944,945],{},"关键点",[119,947,948,960,969,980,991,1002],{},[107,949,950,952,954],{},[124,951,126],{},[124,953,129],{},[124,955,956,957],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[29,958,959],{},"无需信用卡",[107,961,962,964,966],{},[124,963,137],{},[124,965,304],{},[124,967,968],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[107,970,971,974,977],{},[124,972,973],{},"Pro+",[124,975,976],{},"$39\u002F月",[124,978,979],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[107,981,982,985,988],{},[124,983,984],{},"Max",[124,986,987],{},"$100\u002F月",[124,989,990],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[107,992,993,996,999],{},[124,994,995],{},"Business",[124,997,998],{},"$19\u002Fseat\u002F月",[124,1000,1001],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[107,1003,1004,1007,1010],{},[124,1005,1006],{},"Enterprise",[124,1008,1009],{},"$39\u002Fseat\u002F月",[124,1011,1012],{},"Business + Enterprise 索引 + 优先模型",[25,1014,1015,655],{},[29,1016,1017],{},"重要福利",[40,1019,1020,1031,1037],{},[43,1021,1022,655,1025,1030],{},[29,1023,1024],{},"学生免费",[410,1026,1029],{"href":1027,"rel":1028},"https:\u002F\u002Feducation.github.com\u002Fpack",[439],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[43,1032,1033,1036],{},[29,1034,1035],{},"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",[43,1038,1039,1042],{},[29,1040,1041],{},"教师免费","：通过 GitHub Education 认证",[20,1044,1046],{"id":1045},"上手-3-分钟","上手 3 分钟",[756,1048,1050],{"className":758,"code":1049,"language":760,"meta":442,"style":442},"# 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",[603,1051,1052,1058,1063,1068,1073,1079,1085,1100,1114,1120,1125,1140,1153],{"__ignoreMap":442},[764,1053,1054],{"class":766,"line":767},[764,1055,1057],{"class":1056},"sJ8bj","# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[764,1059,1060],{"class":766,"line":446},[764,1061,1062],{"class":1056},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[764,1064,1065],{"class":766,"line":443},[764,1066,1067],{"class":1056},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[764,1069,1070],{"class":766,"line":476},[764,1071,1072],{"class":1056},"# Xcode：装 github\u002FCopilotForXcode\n",[764,1074,1076],{"class":766,"line":1075},5,[764,1077,1078],{"emptyLinePlaceholder":462},"\n",[764,1080,1082],{"class":766,"line":1081},6,[764,1083,1084],{"class":1056},"# 命令行\n",[764,1086,1088,1091,1094,1097],{"class":766,"line":1087},7,[764,1089,1090],{"class":770},"brew",[764,1092,1093],{"class":773}," install",[764,1095,1096],{"class":773}," gh",[764,1098,1099],{"class":1056},"                  # macOS\n",[764,1101,1103,1106,1108,1111],{"class":766,"line":1102},8,[764,1104,1105],{"class":770},"winget",[764,1107,1093],{"class":773},[764,1109,1110],{"class":773}," GitHub.cli",[764,1112,1113],{"class":1056},"        # Windows\n",[764,1115,1117],{"class":766,"line":1116},9,[764,1118,1119],{"class":1056},"# Linux：参考 cli.github.com\n",[764,1121,1123],{"class":766,"line":1122},10,[764,1124,1078],{"emptyLinePlaceholder":462},[764,1126,1128,1131,1134,1137],{"class":766,"line":1127},11,[764,1129,1130],{"class":770},"gh",[764,1132,1133],{"class":773}," auth",[764,1135,1136],{"class":773}," login",[764,1138,1139],{"class":1056},"                    # 登录 GitHub\n",[764,1141,1143,1145,1148,1150],{"class":766,"line":1142},12,[764,1144,1130],{"class":770},[764,1146,1147],{"class":773}," extension",[764,1149,1093],{"class":773},[764,1151,1152],{"class":773}," github\u002Fgh-copilot\n",[764,1154,1156,1158,1161,1164],{"class":766,"line":1155},13,[764,1157,1130],{"class":770},[764,1159,1160],{"class":773}," copilot",[764,1162,1163],{"class":773}," suggest",[764,1165,1166],{"class":773}," \"重启 docker 并清理缓存\"\n",[25,1168,1169],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[20,1171,1172],{"id":1172},"国内使用注意事项",[202,1174,1175,1181,1191,1197],{},[43,1176,1177,1180],{},[29,1178,1179],{},"账号","：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[43,1182,1183,1186,1187,1190],{},[29,1184,1185],{},"网络","：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[29,1188,1189],{},"必须有稳定代理","，否则补全卡顿到不可用",[43,1192,1193,1196],{},[29,1194,1195],{},"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",[43,1198,1199,1202,1203,1207,1208,1212],{},[29,1200,1201],{},"替代路径","：用 ",[410,1204,1206],{"href":1205},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," \u002F ",[410,1209,1211],{"href":1210},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue"," + 国产模型，国内体验更顺畅",[20,1214,1215],{"id":1215},"与同类怎么选",[101,1217,1218,1242],{},[104,1219,1220],{},[107,1221,1222,1224,1226,1232,1238],{},[110,1223,233],{},[110,1225,239],{},[110,1227,1228],{},[410,1229,1231],{"href":1230},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[110,1233,1234],{},[410,1235,1237],{"href":1236},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[110,1239,1240],{},[410,1241,1206],{"href":1205},[119,1243,1244,1260,1276,1290,1306,1321,1336,1350,1365],{},[107,1245,1246,1249,1252,1255,1257],{},[124,1247,1248],{},"形态",[124,1250,1251],{},"插件（VS Code\u002FJetBrains 等）",[124,1253,1254],{},"AI-first IDE",[124,1256,1254],{},[124,1258,1259],{},"VS Code 扩展",[107,1261,1262,1265,1268,1271,1273],{},[124,1263,1264],{},"多 IDE 覆盖",[124,1266,1267],{},"★★★★★",[124,1269,1270],{},"★★☆☆☆ 仅自家",[124,1272,1270],{},[124,1274,1275],{},"★★★★☆",[107,1277,1278,1281,1283,1285,1287],{},[124,1279,1280],{},"补全速度",[124,1282,1275],{},[124,1284,1275],{},[124,1286,1267],{},[124,1288,1289],{},"★★★☆☆",[107,1291,1292,1295,1298,1301,1304],{},[124,1293,1294],{},"Agent 模式",[124,1296,1297],{},"★★★★☆ Agent Mode",[124,1299,1300],{},"★★★★★ Composer",[124,1302,1303],{},"★★★★★ Cascade",[124,1305,1275],{},[107,1307,1308,1311,1314,1317,1319],{},[124,1309,1310],{},"云端后台 Agent",[124,1312,1313],{},"★★★★★ Coding Agent",[124,1315,1316],{},"⚠️ Bug bot",[124,1318,255],{},[124,1320,255],{},[107,1322,1323,1326,1329,1331,1333],{},[124,1324,1325],{},"模型选择",[124,1327,1328],{},"★★★★★ 多家",[124,1330,1275],{},[124,1332,1275],{},[124,1334,1335],{},"★★★★★ BYOK",[107,1337,1338,1341,1344,1346,1348],{},[124,1339,1340],{},"企业合规",[124,1342,1343],{},"★★★★★ SOC2\u002FISO",[124,1345,1275],{},[124,1347,1289],{},[124,1349,1289],{},[107,1351,1352,1355,1358,1360,1362],{},[124,1353,1354],{},"免费档",[124,1356,1357],{},"★★★★☆ 2000\u002F月",[124,1359,1289],{},[124,1361,1275],{},[124,1363,1364],{},"完全免费（自带 API）",[107,1366,1367,1369,1372,1374,1376],{},[124,1368,533],{},[124,1370,1371],{},"高",[124,1373,1371],{},[124,1375,1371],{},[124,1377,1378],{},"低",[25,1380,1381,655],{},[29,1382,1383],{},"怎么选",[40,1385,1386,1392,1398,1408],{},[43,1387,1388,1391],{},[29,1389,1390],{},"公司发账号 \u002F 团队"," → GitHub Copilot Business",[43,1393,1394,1397],{},[29,1395,1396],{},"个人海外 + 想要稳定生态"," → Pro $10\u002F月",[43,1399,1400,1403,1404,1207,1406],{},[29,1401,1402],{},"追求 IDE 级 Agent 激进度"," → ",[410,1405,1231],{"href":1230},[410,1407,1237],{"href":1236},[43,1409,1410,1403,1413,1207,1415,1417],{},[29,1411,1412],{},"国内 \u002F 完全自主可控",[410,1414,1206],{"href":1205},[410,1416,1211],{"href":1210}," + 国产模型",[20,1419,1420],{"id":1420},"避坑清单",[40,1422,1423,1429,1435,1441,1451,1461,1467,1473,1479],{},[43,1424,1425,1428],{},[29,1426,1427],{},"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",[43,1430,1431,1434],{},[29,1432,1433],{},"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",[43,1436,1437,1440],{},[29,1438,1439],{},"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",[43,1442,1443,1446,1447,1450],{},[29,1444,1445],{},"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 ",[603,1448,1449],{},".github\u002Fcopilot-instructions.md"," 把规则成文",[43,1452,1453,1460],{},[29,1454,1455,1456,1459],{},"不要把 ",[603,1457,1458],{},"OPENAI_API_KEY"," 暴露","：Copilot 自带模型供给，不需要你的 API key",[43,1462,1463,1466],{},[29,1464,1465],{},"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",[43,1468,1469,1472],{},[29,1470,1471],{},"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",[43,1474,1475,1478],{},[29,1476,1477],{},"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",[43,1480,1481,1484],{},[29,1482,1483],{},"Pro+ \u002F Max 是个人订阅，不能给团队共享","：要团队就上 Business",[20,1486,358],{"id":357},[25,1488,1489],{},"✅ 适合：",[40,1491,1492,1495,1498,1501,1504],{},[43,1493,1494],{},"已经全员在 GitHub 的团队（开 Business 最省事）",[43,1496,1497],{},"个人海外开发者，重视生态稳定",[43,1499,1500],{},"学生 \u002F 开源维护者（薅免费 Pro）",[43,1502,1503],{},"多 IDE 切换的开发者（VS Code + JetBrains + Neovim）",[43,1505,1506],{},"需要\"issue → PR\"自动化流程",[25,1508,1509],{},"❌ 不适合：",[40,1511,1512,1523,1530,1536],{},[43,1513,1514,1515,1207,1519,1522],{},"国内首选 IDE 体验（去 ",[410,1516,1518],{"href":1517},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[410,1520,1521],{"href":1230},"Cursor 国内代付","）",[43,1524,1525,1526,1207,1528,1522],{},"想要最激进的多文件 Agent（去 ",[410,1527,1231],{"href":1230},[410,1529,1237],{"href":1236},[43,1531,1532,1533,1535],{},"私有部署 \u002F 数据不出网（",[410,1534,1211],{"href":1210}," + 自建模型）",[43,1537,1538],{},"反对一切 credit 制",[20,1540,406],{"id":406},[40,1542,1543,1562,1575,1593],{},[43,1544,1545,1546,1207,1548,1207,1550,1207,1552,1207,1556,1207,1558],{},"同类对比：",[410,1547,1231],{"href":1230},[410,1549,1237],{"href":1236},[410,1551,1518],{"href":1517},[410,1553,1555],{"href":1554},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[410,1557,1206],{"href":1205},[410,1559,1561],{"href":1560},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[43,1563,1564,1565,1207,1569,1207,1571],{},"概念：",[410,1566,1568],{"href":1567},"\u002Fwiki\u002Fai-agent.html","AI Agent",[410,1570,518],{"href":517},[410,1572,1574],{"href":1573},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[43,1576,1577,1578,1207,1581,1207,1585,1207,1589],{},"模型：",[410,1579,555],{"href":1580},"\u002Fmodels\u002Fgpt-5-6.html",[410,1582,1584],{"href":1583},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5",[410,1586,1588],{"href":1587},"\u002Fmodels\u002Fkimi-k3.html","Kimi K3",[410,1590,1592],{"href":1591},"\u002Fmodels\u002Fgemini-3-pro.html","Gemini 3 Pro",[43,1594,1595,1596,1207,1600],{},"进阶：",[410,1597,1599],{"href":1598},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[410,1601,1603],{"href":1602},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[20,1605,425],{"id":425},[40,1607,1608,1615,1621,1628,1631],{},[43,1609,1610,1611],{},"官网：",[410,1612,1613],{"href":1613,"rel":1614},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",[439],[43,1616,1617,1618],{},"定价：",[410,1619,928],{"href":928,"rel":1620},[439],[43,1622,1623,1624],{},"企业文档：",[410,1625,1626],{"href":1626,"rel":1627},"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fenterprise-cloud@latest\u002Fcopilot\u002Fget-started\u002Fplans",[439],[43,1629,1630],{},"公告：github.blog",[43,1632,1633],{},"第三方评测：augmentcode.com \u002F tossitt.com \u002F 4geeks.com",[25,1635,1636,1637,1641],{},"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 ",[410,1638,1640],{"href":1639},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1643,1644,1645],"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":442,"searchDepth":443,"depth":443,"links":1647},[1648,1649,1657,1658,1659,1660,1661,1662,1663,1664],{"id":22,"depth":446,"text":23},{"id":564,"depth":446,"text":564,"children":1650},[1651,1652,1653,1654,1655,1656],{"id":568,"depth":443,"text":569},{"id":624,"depth":443,"text":625},{"id":663,"depth":443,"text":664},{"id":696,"depth":443,"text":697},{"id":782,"depth":443,"text":783},{"id":813,"depth":443,"text":814},{"id":923,"depth":446,"text":923},{"id":1045,"depth":446,"text":1046},{"id":1172,"depth":446,"text":1172},{"id":1215,"depth":446,"text":1215},{"id":1420,"depth":446,"text":1420},{"id":357,"depth":446,"text":358},{"id":406,"depth":446,"text":406},{"id":425,"depth":446,"text":425},"\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。",[1668,464],"zh","2026-08-02",{},[1672,1673,1674,1675,1676],"claude-sonnet-5","gpt-5.6","kimi-k2.7-code","gemini-3-pro","haiku-4.5",[1678,1679,1680],"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）","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[470,471,472],[1684,1688,1692,1696,1698,1702],{"plan":126,"price":129,"limit":1685,"cn_pay":1686,"note":1687},"2,000 completions\u002F月 + Haiku\u002FGPT-5 mini + Copilot CLI","—","学生免费升级 Pro",{"plan":137,"price":304,"limit":1689,"cn_pay":1690,"note":1691},"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":973,"price":976,"limit":1693,"cn_pay":1694,"note":1695},"Pro + Opus 等 premium 模型 + 4x credits ($70)","⚠️","重度用户",{"plan":984,"price":987,"limit":990,"cn_pay":1694,"note":1697},"高并发 agent",{"plan":995,"price":998,"limit":1699,"cn_pay":1700,"note":1701},"组织管理 + 策略控制 + 代码库索引","✅ 企业发票","团队首选",{"plan":1006,"price":1009,"limit":1703,"cn_pay":1704,"note":1705},"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","2026-06-19",{"power":476,"ux":1075,"price":476,"cn_support":443,"stability":1075},{"title":239,"description":1666},"GitHub Copilot 评测 2026：微软 AI 编程助手，VS Code 集成，Copilot Chat 功能",[1712,1714,1716,1718,1720,1723,1726,1729,1732,1735],{"title":1713,"url":1613},"GitHub Copilot 官方",{"title":1715,"url":928},"Copilot Plans & Pricing",{"title":1717,"url":1626},"Copilot Enterprise Docs",{"title":1719,"url":630},"Agent Mode GA Blog",{"title":1721,"url":1722},"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":1724,"url":1725},"Copilot vs Intent 2026 评测","https:\u002F\u002Fwww.augmentcode.com\u002Ftools\u002Fintent-vs-github-copilot",{"title":1727,"url":1728},"Copilot 2026 完整指南","https:\u002F\u002Ftossitt.com\u002Fgithub-copilot-guide-2026",{"title":1730,"url":1731},"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":1733,"url":1734},"Agent Finder for GitHub Copilot","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-06-17-agent-finder-for-github-copilot-now-available\u002F",{"title":1736,"url":1737},"AI Credits 计费模型（github.blog changelog）","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F","tools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[1740,1741,1742,1743,1744],"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",[457,1747,1748,1749,1750,1751],"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。","9vc80L02ea_FUXDIUPacGkV7VozaScLx5OStbKs2j5k",{"id":1756,"title":1231,"alternatives":1757,"api_compatible":1761,"body":1764,"category":2276,"chinese_friendly":476,"cover":2277,"description":2278,"domestic":460,"extension":461,"faq":2279,"free":462,"github":442,"languages":2298,"lastVerified":1669,"meta":2299,"models":2300,"navigation":462,"notSuitable":2303,"opensource":460,"path":2308,"pillar":468,"platforms":2309,"priceTable":2310,"pricing":2332,"published":2333,"relatedPlaybooks":2334,"relatedReviews":2338,"score":2345,"self_host":460,"seo":2346,"seoTitle":2347,"slug":13,"sources":2348,"stem":2358,"suitable":2359,"tagline":2364,"tags":2365,"updated":1752,"verdict":2371,"website":2372,"__hash__":2373},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[1758,494,1759,1760],"coding\u002Fide\u002Ftrae","coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fcodex",[1762,1763],"openai","anthropic",{"type":17,"value":1765,"toc":2259},[1766,1768,1810,1813,1816,1822,1865,1880,1886,1890,1893,1912,1931,1934,1938,1943,1947,1956,1960,1970,1974,1980,1984,2014,2017,2114,2119,2121,2159,2161,2167,2171,2181,2183,2220,2222,2248,2256],[20,1767,23],{"id":22},[503,1769,1771,1776,1794],{"className":1770},[506,507,508],[25,1772,1773,1775],{},[29,1774,513],{}," 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。",[25,1777,1778,1781,1782,1785,1786,1789,1790,1793],{},[29,1779,1780],{},"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 ",[29,1783,1784],{},"Composer 2.5"," 与低价的 ",[29,1787,1788],{},"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 ",[29,1791,1792],{},"3.11","。",[25,1795,1796,1797,606,1800,606,1803,606,1806,1809],{},"代价是：",[29,1798,1799],{},"$20\u002F月起",[29,1801,1802],{},"国内访问不稳",[29,1804,1805],{},"2025-06 之后按 token 计费",[29,1807,1808],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[20,1811,1812],{"id":1812},"它到底是个什么",[25,1814,1815],{},"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。",[25,1817,1818,1819,655],{},"它的护城河不是某一个 feature，而是",[29,1820,1821],{},"三件套乘以工程化",[202,1823,1824,1837,1843],{},[43,1825,1826,1829,1830,1833,1834,1836],{},[29,1827,1828],{},"Composer","（",[603,1831,1832],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[29,1835,1784],{}," 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。",[43,1838,1839,1842],{},[29,1840,1841],{},"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。",[43,1844,1845,1848,1849,1852,1853,1856,1857,1860,1861,1864],{},[29,1846,1847],{},"@-symbol 上下文"," — ",[603,1850,1851],{},"@codebase"," 自动召回相关文件、",[603,1854,1855],{},"@docs"," 引外部文档、",[603,1858,1859],{},"@web"," 联网搜、",[603,1862,1863],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[25,1866,1867,1868,1871,1872,1875,1876,1879],{},"2026 年另加两件大件：",[29,1869,1870],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[603,1873,1874],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[29,1877,1878],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[25,1881,1882,1885],{},[29,1883,1884],{},"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。",[20,1887,1889],{"id":1888},"价格-计费重点","价格 & 计费（重点）",[25,1891,1892],{},"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：",[40,1894,1895,1902,1909],{},[43,1896,1897,1898,1901],{},"每档套餐有",[29,1899,1900],{},"包含的美元额度","，按底层模型 API 价折算。",[43,1903,1904,1905,1908],{},"超出后",[29,1906,1907],{},"按需续费","（on-demand），月底结算。",[43,1910,1911],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[25,1913,1914,1917,1918,1921,1924,1925,1927,1930],{},[29,1915,1916],{},"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。",[1919,1920],"br",{},[29,1922,1923],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[1919,1926],{},[29,1928,1929],{},"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。",[25,1932,1933],{},"国内付款：结账页选 Alipay，可走支付宝。",[20,1935,1937],{"id":1936},"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）",[95,1939,1940],{},[25,1941,1942],{},"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。",[566,1944,1946],{"id":1945},"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",[25,1948,1949,1952,1953,1955],{},[603,1950,1951],{},"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。",[1919,1954],{},"\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。",[566,1957,1959],{"id":1958},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[25,1961,1962,1964,1965,1856,1967,1969],{},[603,1963,1851],{}," 在 50k+ 行项目里召回相关文件、",[603,1966,1855],{},[603,1968,1859],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[566,1971,1973],{"id":1972},"任务-3mcp-接入","任务 3：MCP 接入",[25,1975,1976,1979],{},[603,1977,1978],{},"~\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。",[20,1981,1983],{"id":1982},"上手-5-分钟","上手 5 分钟",[756,1985,1987],{"className":758,"code":1986,"language":760,"meta":442,"style":442},"# 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",[603,1988,1989,1994,1999,2004,2009],{"__ignoreMap":442},[764,1990,1991],{"class":766,"line":767},[764,1992,1993],{"class":1056},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[764,1995,1996],{"class":766,"line":446},[764,1997,1998],{"class":1056},"# 2. 用 GitHub \u002F Google 登录\n",[764,2000,2001],{"class":766,"line":443},[764,2002,2003],{"class":1056},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[764,2005,2006],{"class":766,"line":476},[764,2007,2008],{"class":1056},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[764,2010,2011],{"class":766,"line":1075},[764,2012,2013],{"class":1056},"# 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",[20,2015,2016],{"id":2016},"同类对比",[101,2018,2019,2033],{},[104,2020,2021],{},[107,2022,2023,2025,2027,2029,2031],{},[110,2024,233],{},[110,2026,1231],{},[110,2028,1555],{},[110,2030,239],{},[110,2032,1518],{},[119,2034,2035,2050,2065,2081,2097],{},[107,2036,2037,2039,2042,2045,2048],{},[124,2038,1248],{},[124,2040,2041],{},"VS Code fork",[124,2043,2044],{},"终端 CLI",[124,2046,2047],{},"VS Code 插件",[124,2049,2041],{},[107,2051,2052,2054,2057,2060,2062],{},[124,2053,93],{},[124,2055,2056],{},"$20\u002F月起 + 用量",[124,2058,2059],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[124,2061,304],{},[124,2063,2064],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[107,2066,2067,2070,2073,2075,2078],{},[124,2068,2069],{},"国内访问",[124,2071,2072],{},"需稳定代理",[124,2074,2072],{},[124,2076,2077],{},"需代理",[124,2079,2080],{},"国内版直连",[107,2082,2083,2086,2089,2092,2094],{},[124,2084,2085],{},"Agent 形态",[124,2087,2088],{},"Composer + Cloud Agents",[124,2090,2091],{},"全终端",[124,2093,588],{},[124,2095,2096],{},"Builder + SOLO",[107,2098,2099,2102,2105,2108,2111],{},[124,2100,2101],{},"适合",[124,2103,2104],{},"IDE-first 全栈",[124,2106,2107],{},"终端 \u002F 后端 \u002F DevOps",[124,2109,2110],{},"老 VS Code 党",[124,2112,2113],{},"国内 \u002F 中文场景",[95,2115,2116],{},[25,2117,2118],{},"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」。",[20,2120,1420],{"id":1420},[202,2122,2123,2129,2135,2141,2147,2153],{},[43,2124,2125,2128],{},[29,2126,2127],{},"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。",[43,2130,2131,2134],{},[29,2132,2133],{},"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。",[43,2136,2137,2140],{},[29,2138,2139],{},"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。",[43,2142,2143,2146],{},[29,2144,2145],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[43,2148,2149,2152],{},[29,2150,2151],{},"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。",[43,2154,2155,2158],{},[29,2156,2157],{},"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。",[20,2160,358],{"id":357},[25,2162,2163,2164,2166],{},"✅ 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。",[1919,2165],{},"\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。",[20,2168,2170],{"id":2169},"市场地位2026-中","市场地位（2026 中）",[25,2172,2173,2174,2177,2178,2180],{},"Cursor 6 月初年化营收约 ",[29,2175,2176],{},"$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%（",[410,2179,1555],{"href":1554}," 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%。",[20,2182,406],{"id":406},[40,2184,2185,2196,2203,2210],{},[43,2186,2187,2188,414,2192],{},"最新资讯：",[410,2189,2191],{"href":2190},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor",[410,2193,2195],{"href":2194},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[43,2197,2198,2199],{},"配套 playbook：",[410,2200,2202],{"href":2201},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[43,2204,2205,2206],{},"同分类：",[410,2207,2209],{"href":2208},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[43,2211,2212,2213,414,2215,414,2218],{},"替代品：",[410,2214,1518],{"href":1517},[410,2216,2217],{"href":1236},"Devin Desktop（原 Windsurf）",[410,2219,1555],{"href":1554},[20,2221,425],{"id":425},[40,2223,2224,2231,2238,2245],{},[43,2225,2226,2227],{},"官方定价页：",[410,2228,2229],{"href":2229,"rel":2230},"https:\u002F\u002Fcursor.com\u002Fpricing",[439],[43,2232,2233,2234],{},"Composer 文档：",[410,2235,2236],{"href":2236,"rel":2237},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[439],[43,2239,2240,2241],{},"Cursor 3.5 Cloud Agents 公告：",[410,2242,2243],{"href":2243,"rel":2244},"https:\u002F\u002Fcursor.com\u002Fchangelog",[439],[43,2246,2247],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[95,2249,2250],{},[25,2251,2252,2253,2255],{},"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 ",[410,2254,1640],{"href":1639}," 反馈更新。",[1643,2257,2258],{},"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":442,"searchDepth":443,"depth":443,"links":2260},[2261,2262,2263,2264,2269,2270,2271,2272,2273,2274,2275],{"id":22,"depth":446,"text":23},{"id":1812,"depth":446,"text":1812},{"id":1888,"depth":446,"text":1889},{"id":1936,"depth":446,"text":1937,"children":2265},[2266,2267,2268],{"id":1945,"depth":443,"text":1946},{"id":1958,"depth":443,"text":1959},{"id":1972,"depth":443,"text":1973},{"id":1982,"depth":446,"text":1983},{"id":2016,"depth":446,"text":2016},{"id":1420,"depth":446,"text":1420},{"id":357,"depth":446,"text":358},{"id":2169,"depth":446,"text":2170},{"id":406,"depth":446,"text":406},{"id":425,"depth":446,"text":425},"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。",[2280,2283,2286,2289,2292,2295],{"q":2281,"a":2282},"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":2284,"a":2285},"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":2287,"a":2288},"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":2290,"a":2291},"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":2293,"a":2294},"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":2296,"a":2297},"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）。",[1668,464],{},[1672,1673,2301,1675,2302],"grok-4.5","composer-2.5",[2304,2305,2306,2307],"国内纯内网开发（连不上）","重度 JetBrains 用户（IDEA \u002F WebStorm \u002F GoLand）","预算敏感或学生（先试 Trae \u002F 通义灵码）","对 usage-based 计费高度敏感（2025-06 之后按 token 计费，重度用户月底容易超）","\u002Ftools\u002Fcoding\u002Fide\u002Fcursor",[470,471,472],[2311,2315,2319,2323,2328],{"plan":2312,"price":129,"limit":2313,"cn_pay":255,"note":2314},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":137,"price":2316,"limit":2317,"cn_pay":2318,"note":1691},"$20\u002F月","扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝",{"plan":1923,"price":2320,"limit":2321,"cn_pay":1704,"note":2322},"$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":2324,"price":2325,"limit":2326,"cn_pay":1704,"note":2327},"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":1006,"price":2329,"limit":2330,"cn_pay":1704,"note":2331},"Custom","Pool 用量 \u002F SCIM \u002F 审计 \u002F 仓库与模型访问控制","大型组织","Free \u002F Pro $20\u002Fmo \u002F Pro+ \u002F Ultra \u002F Teams $40\u002Fuser\u002Fmo \u002F Enterprise","2026-06-18",[2335,2336,2337],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[2339,2340,2341,2342,2343,2344],"ai-coding-tool-decision-tree","cursor-deep-review","cursor-vs-windsurf-vs-trae","qoder-deep-review","trae-deep-review","windsurf-deep-review",{"power":1075,"ux":1075,"price":443,"cn_support":443,"stability":476},{"title":1231,"description":2278},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[2349,2351,2353,2355],{"title":2350,"url":2229},"Cursor 官方定价页",{"title":2352,"url":2236},"Cursor Composer 官方文档",{"title":2354,"url":2243},"Cursor Changelog（3.9–3.11）",{"title":2356,"url":2357},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[2360,2361,2362,2363],"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）",[2276,1750,2366,2367,2368,2369,2370],"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":2375,"title":2376,"alternatives":2377,"api_compatible":2382,"body":2384,"category":457,"chinese_friendly":1075,"cover":2818,"description":2819,"domestic":462,"extension":461,"faq":2820,"free":462,"github":15,"languages":2833,"lastVerified":1669,"meta":2834,"models":15,"navigation":462,"notSuitable":15,"opensource":462,"path":2835,"pillar":468,"platforms":2836,"priceTable":2839,"pricing":2850,"published":1707,"relatedPlaybooks":2851,"relatedReviews":2854,"score":2857,"self_host":460,"seo":2858,"seoTitle":2859,"slug":14,"sources":2860,"stem":2868,"suitable":15,"tagline":2869,"tags":2870,"updated":2863,"verdict":2877,"website":2878,"__hash__":2879},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.md","通义灵码 Tongyi Lingma",[2378,2379,2380,2381],"coding\u002Fide\u002Fqoder","coding\u002Fcopilot\u002Fcodegeex","coding\u002Fcopilot\u002Fcomate","coding\u002Fcopilot\u002Fcodebuddy",[2383],"阿里通义",{"type":17,"value":2385,"toc":2806},[2386,2388,2395,2398,2400,2444,2448,2497,2506,2510,2514,2531,2535,2552,2554,2577,2579,2696,2698,2730,2732,2755,2757,2781,2783],[20,2387,23],{"id":22},[25,2389,2390,2391,2394],{},"通义灵码是阿里云通义系列的 AI 编程助手，深度集成 Qwen3-Coder 开源模型。2026 年品牌迁移为 ",[29,2392,2393],{},"Qoder CN","——Qoder 在国内的中国云区版本，账号 \u002F 计费独立但模型 \u002F 能力同源。老灵码插件仍正常使用，新功能（Quest 模式、Repo Wiki、跨项目并行）通过 Qoder CN 提供。实际客户数据：信也科技数百研发周活 70%、新增代码 33% 由灵码编写、整体研发效率提升 11%。",[25,2396,2397],{},"适合：国内开发者免费上手、阿里云用户、想用 Qwen3-Coder 开源模型、追求中文体验顶级。不适合：海外纯英文团队、不愿同步迁到 Qoder CN 体验完整 Quest 流的重度用户。",[20,2399,38],{"id":38},[40,2401,2402,2408,2414,2420,2426,2432,2438],{},[43,2403,2404,2407],{},[29,2405,2406],{},"代码补全 \u002F 续写 \u002F 注释生成","：行级 \u002F 函数级 \u002F 多行",[43,2409,2410,2413],{},[29,2411,2412],{},"代码解释 + 重构建议","：右键菜单一键",[43,2415,2416,2419],{},[29,2417,2418],{},"单元测试生成","：选中函数自动出测试",[43,2421,2422,2425],{},[29,2423,2424],{},"跨文件编辑","：理解项目结构，多文件改动",[43,2427,2428,2431],{},[29,2429,2430],{},"多模型选择","：Qwen2.5-Max \u002F Qwen3-Coder 等",[43,2433,2434,2437],{},[29,2435,2436],{},"阿里云生态深度","：函数计算 \u002F SLS \u002F OSS 等 SDK 调用准确度高",[43,2439,2440,2443],{},[29,2441,2442],{},"企业能力","：私有部署 \u002F 团队管理 \u002F 模型微调（Qoder CN 企业版）",[20,2445,2447],{"id":2446},"价格2026-06","价格（2026-06）",[101,2449,2450,2462],{},[104,2451,2452],{},[107,2453,2454,2457,2459],{},[110,2455,2456],{},"套餐",[110,2458,93],{},[110,2460,2461],{},"含什么",[119,2463,2464,2475,2486],{},[107,2465,2466,2469,2472],{},[124,2467,2468],{},"个人免费",[124,2470,2471],{},"0",[124,2473,2474],{},"插件全功能、无次数限制",[107,2476,2477,2480,2483],{},[124,2478,2479],{},"Qoder CN 订阅",[124,2481,2482],{},"对标 Qoder 个人方案",[124,2484,2485],{},"Qwen3-Coder Max + Quest + Repo Wiki",[107,2487,2488,2491,2494],{},[124,2489,2490],{},"企业版",[124,2492,2493],{},"咨询",[124,2495,2496],{},"私有部署 \u002F SSO \u002F 团队 \u002F 微调",[95,2498,2499],{},[25,2500,2501,2502,1793],{},"通义灵码插件仍正常使用且免费；重度场景建议同步关注 ",[410,2503,2505],{"href":2504},"\u002Ftools\u002Fcoding\u002Fide\u002Fqoder","Qoder 评测",[20,2507,2509],{"id":2508},"实测中型-java-react-项目","实测（中型 Java + React 项目）",[25,2511,2512],{},[29,2513,158],{},[40,2515,2516,2519,2522,2525,2528],{},[43,2517,2518],{},"阿里云 SDK 调用准确度高：写函数计算 \u002F SLS \u002F RDS 代码时 API 调用几乎不用查文档",[43,2520,2521],{},"中文需求理解一流，prompt 中文写法不会被误解",[43,2523,2524],{},"个人完全免费 + 无次数限制，对学习 \u002F 中小项目压力极小",[43,2526,2527],{},"Qwen3-Coder 升级后多文件改 \u002F 跨函数重构成功率明显提升",[43,2529,2530],{},"与阿里通义其他产品（千问 \u002F 灵积）账号互通",[25,2532,2533],{},[29,2534,180],{},[40,2536,2537,2540,2543,2546,2549],{},[43,2538,2539],{},"老插件 UI 比 Cursor \u002F Copilot 略保守，但 Qoder CN 桌面端补齐",[43,2541,2542],{},"海外开发者访问国内 endpoint 偶有延迟",[43,2544,2545],{},"复杂跨仓库 Agent 任务建议直接用 Qoder CN Quest 模式",[43,2547,2548],{},"部分极偏门语言（Erlang \u002F Crystal 等）支持弱于通用语言",[43,2550,2551],{},"与阿里云外部生态（如 AWS \u002F GCP）SDK 准确度略逊",[20,2553,200],{"id":200},[202,2555,2556,2559,2562,2565,2568,2574],{},[43,2557,2558],{},"lingma.aliyun.com 注册（阿里云账号），免费版立即可用",[43,2560,2561],{},"VS Code \u002F JetBrains 装 \"通义灵码\" 插件",[43,2563,2564],{},"阿里云账号登录，选 Qwen2.5-Max \u002F Qwen3-Coder",[43,2566,2567],{},"体验：注释 → 代码、选中代码右键解释 \u002F 重构 \u002F 生成单测",[43,2569,2570,2571,2573],{},"重度场景：迁移到 ",[410,2572,2393],{"href":2504},"，体验 Quest + Repo Wiki + 跨项目并行",[43,2575,2576],{},"企业：咨询私有化部署 \u002F 团队管理",[20,2578,224],{"id":224},[101,2580,2581,2599],{},[104,2582,2583],{},[107,2584,2585,2587,2590,2593,2596],{},[110,2586,233],{},[110,2588,2589],{},"通义灵码 \u002F Qoder CN",[110,2591,2592],{},"Comate",[110,2594,2595],{},"CodeBuddy",[110,2597,2598],{},"CodeGeeX",[119,2600,2601,2617,2634,2649,2665,2679],{},[107,2602,2603,2606,2608,2611,2614],{},[124,2604,2605],{},"个人价格",[124,2607,307],{},[124,2609,2610],{},"免费 \u002F 59",[124,2612,2613],{},"免费 \u002F 58",[124,2615,2616],{},"免费 \u002F 49",[107,2618,2619,2622,2625,2628,2631],{},[124,2620,2621],{},"主力模型",[124,2623,2624],{},"Qwen3-Coder（开源）",[124,2626,2627],{},"文心",[124,2629,2630],{},"混元 + DeepSeek V3",[124,2632,2633],{},"GLM-5.1",[107,2635,2636,2639,2642,2645,2647],{},[124,2637,2638],{},"阿里云 SDK 准确度",[124,2640,2641],{},"✅ 最高",[124,2643,2644],{},"中等",[124,2646,2644],{},[124,2648,2644],{},[107,2650,2651,2654,2657,2660,2663],{},[124,2652,2653],{},"自主 Agent",[124,2655,2656],{},"✅ Quest（Qoder CN）",[124,2658,2659],{},"✅ Zulu",[124,2661,2662],{},"✅ Craft",[124,2664,315],{},[107,2666,2667,2670,2673,2675,2677],{},[124,2668,2669],{},"中文体验",[124,2671,2672],{},"5\u002F5",[124,2674,2672],{},[124,2676,2672],{},[124,2678,2672],{},[107,2680,2681,2684,2687,2690,2693],{},[124,2682,2683],{},"生态深耕",[124,2685,2686],{},"阿里云 \u002F 信也 \u002F 淘宝",[124,2688,2689],{},"百度 \u002F 顺丰 \u002F 吉利",[124,2691,2692],{},"腾讯 \u002F 微信小程序",[124,2694,2695],{},"智谱 \u002F 信创",[20,2697,322],{"id":322},[40,2699,2700,2706,2712,2718,2724],{},[43,2701,2702,2705],{},[29,2703,2704],{},"重度任务迁 Qoder CN","：Quest \u002F Repo Wiki \u002F 跨项目并行只在 Qoder CN 完整提供",[43,2707,2708,2711],{},[29,2709,2710],{},"个人免费版没必要急升级","：插件够用就行，跑大型 Agent 任务再迁",[43,2713,2714,2717],{},[29,2715,2716],{},"阿里云 SDK 优先用灵码","：其他 Copilot 容易写错版本 \u002F 鉴权链",[43,2719,2720,2723],{},[29,2721,2722],{},"Qwen3-Coder 私有部署有 GPU 门槛","：开源权重免费，但跑 Max 级模型对显存要求高",[43,2725,2726,2729],{},[29,2727,2728],{},"品牌迁移过渡期看清账号体系","：通义灵码账号 ≠ Qoder CN 账号，重度用户提前准备",[20,2731,358],{"id":357},[40,2733,2734,2737,2740,2743,2746,2749,2752],{},[43,2735,2736],{},"✅ 国内开发者免费上手",[43,2738,2739],{},"✅ 阿里云用户（函数计算 \u002F SLS \u002F OSS \u002F RDS 等）",[43,2741,2742],{},"✅ 想用 Qwen3-Coder 开源模型",[43,2744,2745],{},"✅ 中文项目主力",[43,2747,2748],{},"❌ 海外纯英文团队",[43,2750,2751],{},"❌ 完全没有阿里云业务",[43,2753,2754],{},"❌ 已订 Cursor \u002F Copilot 且不愿换工具",[20,2756,406],{"id":406},[40,2758,2759,2763,2769,2775],{},[43,2760,2761],{},[410,2762,2505],{"href":2504},[43,2764,2765],{},[410,2766,2768],{"href":2767},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate","Comate 评测",[43,2770,2771],{},[410,2772,2774],{"href":2773},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex","CodeGeeX 评测",[43,2776,2777],{},[410,2778,2780],{"href":2779},"\u002Fplaybook\u002Frefactor\u002Flarge-refactor-with-ai-agent","AI 大型重构 Playbook",[20,2782,425],{"id":425},[202,2784,2785,2792,2799],{},[43,2786,2787,2788],{},"阿里云 — 通义灵码 \u002F Qoder CN 产品页（含信也客户数据）",[410,2789,2790],{"href":2790,"rel":2791},"https:\u002F\u002Fwww.alibabacloud.com\u002Fzh\u002Fproduct\u002Flingma",[439],[43,2793,2794,2795],{},"Codnaut — Tongyi Lingma 评测 ",[410,2796,2797],{"href":2797,"rel":2798},"https:\u002F\u002Fwww.codnaut.com\u002Fen\u002Ftools\u002Ftongyi-lingma",[439],[43,2800,2801,2802],{},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级（2025-07）",[410,2803,2804],{"href":2804,"rel":2805},"https:\u002F\u002Fai.zol.com.cn\u002F1019\u002F10197976.html",[439],{"title":442,"searchDepth":443,"depth":443,"links":2807},[2808,2809,2810,2811,2812,2813,2814,2815,2816,2817],{"id":22,"depth":446,"text":23},{"id":38,"depth":446,"text":38},{"id":2446,"depth":446,"text":2447},{"id":2508,"depth":446,"text":2509},{"id":200,"depth":446,"text":200},{"id":224,"depth":446,"text":224},{"id":322,"depth":446,"text":322},{"id":357,"depth":446,"text":358},{"id":406,"depth":446,"text":406},{"id":425,"depth":446,"text":425},"\u002Fimg\u002Ftools\u002Ftongyi-lingma.webp","通义灵码 真实评测：阿里云通义 AI 编程助手，2025 年起底层升级 Qwen3-Coder 开源模型；2026 年品牌迁移为 Qoder CN（国内云区版本，账号 \u002F 计费独立但同源）。Qwen2.5-Max 一度登顶编程能力榜，深度整合阿里云生态。信也科技数百研发周活 70%、新增代码 33% 由灵码编写，整体效率提升 11%。",[2821,2824,2827,2830],{"q":2822,"a":2823},"通义灵码和 Qoder 是同一个产品吗？","通义灵码 2026 年改名 Qoder CN，是 Qoder 在国内的中国云区版本，账号 \u002F 计费独立，但底层 Qwen3-Coder 模型一致。原插件仍可正常使用，重度用户建议迁到 Qoder CN 体验完整 Quest \u002F Repo Wiki。",{"q":2825,"a":2826},"Qwen3-Coder 编程能力如何？","阿里 2025-07 开源的最新一代代码大模型，多个基准测试领先开源同类；通义灵码 Qwen2.5-Max 一度登顶 LMArena 编程能力榜（开源）。",{"q":2828,"a":2829},"对个人开发者真的免费吗？","插件全功能免费、无次数限制。代码生成、解释、重构、单测都不收费。重度跑 Quest 模式建议升 Qoder CN 订阅，享受 Qwen3-Coder Max 旗舰。",{"q":2831,"a":2832},"和 Cursor \u002F Copilot 比？","Cursor \u002F Copilot 海外个人开发仍最强；通义灵码（Qoder CN）强在中文场景、阿里云生态、Qwen3-Coder 开源模型、国内访问稳定。信也、淘宝、阿里系内部规模化用。",[1668,464],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma",[1747,1748,2837,2838],"intellij","pycharm",[2840,2843,2846],{"plan":2468,"price":2471,"features":2841,"notes":2842},"代码补全 \u002F 解释 \u002F 重构 \u002F 单测生成 \u002F 跨文件编辑","全功能免费、无次数限制",{"plan":2844,"price":2482,"features":2485,"notes":2845},"Qoder CN（原灵码）订阅","国内云区版本、独立账号 \u002F 计费",{"plan":2490,"price":2847,"features":2848,"notes":2849},"咨询定制","私有部署 \u002F SSO \u002F 团队管理 \u002F 模型微调","信也、阿里系等头部客户","个人免费 \u002F 企业版咨询定制 \u002F Qoder CN 订阅",[2852,2853],"refactor\u002Flarge-refactor-with-ai-agent","onboarding\u002Flegacy-codebase-onboarding",[2855,2856,2343],"codebuddy-deep-review","copilot-four-comparison",{"power":476,"ux":476,"price":1075,"cn_support":1075,"stability":476},{"title":2376,"description":2819},"通义灵码评测 2026：阿里 AI 编程助手，企业级代码补全，国内免费",[2861,2864,2866],{"name":2862,"url":2797,"accessed":2863},"Codnaut — Tongyi Lingma 介绍","2026-06-24",{"name":2865,"url":2790,"accessed":2863},"阿里云 — 通义灵码 \u002F Qoder CN 产品页",{"name":2867,"url":2804,"accessed":2863},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级","tools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma","阿里通义 AI 编程助手，深度集成 Qwen3-Coder，已升级为 Qoder CN（国内云区版本）",[457,2871,2872,2873,2874,2875,2876],"china","alibaba","qwen","tongyi","qoder-cn","free","国产免费 Copilot 主力，背靠阿里 Qwen3-Coder 开源模型。已用户基本盘大、阿里云生态深度。2026 年品牌迁移为 Qoder CN 后产品同步性提升；老 IDE 插件仍可用。","https:\u002F\u002Flingma.aliyun.com","HGXpb5YuW3_S9qLGduX03Vhuh41iW5TkoM6piP9B5LY",1785660640599]