[{"data":1,"prerenderedAt":9523},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"tool-\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcody":8,"tool-related-coding\u002Fcopilot\u002Fcody":515,"tool-reviews-coding\u002Fcopilot\u002Fcody":516,"cat-rank-coding-copilot":517,"tool-alts-coding\u002Fcopilot\u002Fcody":6803},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},22,{"id":9,"title":10,"alternatives":11,"api_compatible":15,"body":16,"category":482,"chinese_friendly":471,"cover":483,"description":484,"domestic":485,"extension":486,"faq":15,"free":485,"github":15,"languages":487,"lastVerified":489,"meta":490,"models":15,"navigation":491,"notSuitable":15,"opensource":491,"path":492,"pillar":493,"platforms":494,"priceTable":15,"pricing":498,"published":499,"relatedPlaybooks":15,"relatedReviews":15,"score":500,"self_host":485,"seo":502,"seoTitle":503,"slug":504,"sources":505,"stem":507,"suitable":15,"tagline":508,"tags":509,"updated":489,"verdict":513,"website":462,"__hash__":514},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcody.md","Cody (Sourcegraph)",[12,13,14],"coding\u002Fcopilot\u002Fgithub-copilot","coding\u002Fide\u002Fcursor","coding\u002Fcli\u002Fclaude-code",null,{"type":17,"value":18,"toc":466},"minimark",[19,24,33,36,39,91,94,100,155,158,162,170,187,192,209,212,242,245,345,348,380,384,407,411,417,423,429,432,448,451,456],[20,21,23],"h2",{"id":22},"tldr","TL;DR",[25,26,27,28,32],"p",{},"Cody 是 Sourcegraph 出品的 AI 编程助手，最大卖点不是补全，而是",[29,30,31],"strong",{},"基于代码图谱（code graph）的精准上下文检索","。它能索引整个 monorepo 甚至跨仓库，让 AI 真正\"读懂\"你的代码库后再回答问题、生成代码。免费版就能用，Pro $9\u002F月性价比不错。",[25,34,35],{},"适合：大型代码库（10 万行+）开发者、需要跨仓库代码理解、企业级私有部署团队。不适合：追求极致补全速度的用户（GitHub Copilot 更快）、中文交互需求强的用户、个人小项目开发者。",[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],{},"代码图谱（code graph）检索","：基于 Sourcegraph 的代码搜索引擎，构建精确的调用关系 \u002F 定义 \u002F 引用图，上下文召回质量远超向量 RAG",[43,50,51,54],{},[29,52,53],{},"跨仓库上下文","：一次问答能横跨多个仓库，适合微服务架构和大型 monorepo",[43,56,57,60],{},[29,58,59],{},"多模型支持","：Claude 3.5 Sonnet、GPT-4o、Sourcegraph 自研模型可选，Pro 用户可自由切换",[43,62,63,66],{},[29,64,65],{},"精确代码引用","：回答中附带的代码片段带文件路径 + 行号，可点击跳转，方便验证",[43,68,69,72],{},[29,70,71],{},"命令（Commands）","：自定义快捷指令，如\"生成单元测试\"\"解释这个函数\"，可配置 prompt 模板",[43,74,75,78],{},[29,76,77],{},"自动上下文收集","：无需手动 @ 文件，Cody 自动根据问题检索最相关代码片段注入上下文",[43,80,81,84],{},[29,82,83],{},"VS Code \u002F JetBrains 双平台","：主流 IDE 都有插件，体验一致",[43,86,87,90],{},[29,88,89],{},"企业版私有部署","：可接自托管 Sourcegraph 实例 + 自选模型，数据不出内网",[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],{},"核心限制",[119,120,121,133,144],"tbody",{},[107,122,123,127,130],{},[124,125,126],"td",{},"Free",[124,128,129],{},"$0",[124,131,132],{},"每月 200 次聊天、500 次补全，基础模型",[107,134,135,138,141],{},[124,136,137],{},"Pro",[124,139,140],{},"$9\u002F月",[124,142,143],{},"无限聊天 + 补全，可选 Claude \u002F GPT-4o 等高级模型",[107,145,146,149,152],{},[124,147,148],{},"Enterprise",[124,150,151],{},"联系销售",[124,153,154],{},"自托管、SSO、审计日志、自定义模型",[25,156,157],{},"Free 额度对个人尝鲜够用；Pro 是性价比甜点位，$9 就能用上 Claude 3.5 Sonnet。",[20,159,161],{"id":160},"体验与评测资料整理","体验与评测（资料整理）",[95,163,164],{},[25,165,166,167],{},"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",[29,168,169],{},"亮点：",[40,171,172,175,178,181,184],{},[43,173,174],{},"跨仓库代码理解确实是杀手锏：问\"这个 API 在哪些服务被调用\"，Cody 能准确列出所有调用点，Copilot 做不到",[43,176,177],{},"代码图谱检索的上下文质量明显高于 RAG，回答\"瞎编\"的概率低很多",[43,179,180],{},"命令功能实用，团队可以共享 prompt 模板统一代码规范",[43,182,183],{},"免费版额度够个人日常问答，Pro 模型切换流畅",[43,185,186],{},"企业版自托管 + 模型自选，合规性强",[25,188,189],{},[29,190,191],{},"踩坑：",[40,193,194,197,200,203,206],{},[43,195,196],{},"补全速度和准确率不如 GitHub Copilot，补全体验偏弱",[43,198,199],{},"代码图谱首次索引大仓库耗时较长（百万行级 10-30 分钟）",[43,201,202],{},"中文提问偶尔理解偏差，英文 prompt 效果更好",[43,204,205],{},"免费版额度用完后降级体验明显，补全变慢",[43,207,208],{},"偶有索引未及时更新导致引用过时的情况",[20,210,211],{"id":211},"上手",[213,214,215,218,221,224,227,239],"ol",{},[43,216,217],{},"安装 VS Code 或 JetBrains 插件（搜索 \"Sourcegraph Cody\"）",[43,219,220],{},"注册 Sourcegraph 账号，免费版直接可用",[43,222,223],{},"打开项目，Cody 自动开始索引（首次稍等）",[43,225,226],{},"侧边栏打开 Cody Chat，直接用自然语言提问代码相关问题",[43,228,229,230,234,235,238],{},"使用 Commands 快捷指令（如 ",[231,232,233],"code",{},"Test"," 生成测试、",[231,236,237],{},"Explain"," 解释代码）",[43,240,241],{},"需要更多额度 \u002F 高级模型：升级 Pro（$9\u002F月）",[20,243,244],{"id":244},"对比",[101,246,247,263],{},[104,248,249],{},[107,250,251,254,257,260],{},[110,252,253],{},"维度",[110,255,256],{},"Cody",[110,258,259],{},"GitHub Copilot",[110,261,262],{},"Cursor",[119,264,265,279,292,305,319,332],{},[107,266,267,270,273,276],{},[124,268,269],{},"核心优势",[124,271,272],{},"代码图谱检索",[124,274,275],{},"补全速度与准确率",[124,277,278],{},"IDE 级深度集成",[107,280,281,284,287,290],{},[124,282,283],{},"跨仓库理解",[124,285,286],{},"✅ 强",[124,288,289],{},"❌ 弱",[124,291,289],{},[107,293,294,297,300,303],{},[124,295,296],{},"代码补全",[124,298,299],{},"中",[124,301,302],{},"强",[124,304,302],{},[107,306,307,310,313,316],{},[124,308,309],{},"模型选择",[124,311,312],{},"Claude \u002F GPT-4o \u002F 自研",[124,314,315],{},"GPT-4o 系",[124,317,318],{},"Claude \u002F GPT-4o",[107,320,321,323,326,329],{},[124,322,93],{},[124,324,325],{},"Free \u002F $9",[124,327,328],{},"$10\u002F月",[124,330,331],{},"$20\u002F月",[107,333,334,337,340,343],{},[124,335,336],{},"开源",[124,338,339],{},"✅",[124,341,342],{},"❌",[124,344,342],{},[20,346,347],{"id":347},"避坑",[40,349,350,356,362,368,374],{},[43,351,352,355],{},[29,353,354],{},"别拿 Cody 当主力补全工具","：补全不是它的强项，搭配 Copilot 用更合理",[43,357,358,361],{},[29,359,360],{},"大仓库首次索引要耐心等","：别在索引未完成时评价它的回答质量",[43,363,364,367],{},[29,365,366],{},"Free 额度规划好","：200 次聊天很快用完，重度用户直接上 Pro",[43,369,370,373],{},[29,371,372],{},"企业版注意模型延迟","：自托管 + 本地模型推理延迟可能较高，做好网络规划",[43,375,376,379],{},[29,377,378],{},"中文场景用英文提问","：Cody 对中文问题的代码理解准确率不如英文",[20,381,383],{"id":382},"适合-不适合","适合 \u002F 不适合",[40,385,386,389,392,395,398,401,404],{},[43,387,388],{},"✅ 大型代码库（10 万行+）跨仓库代码理解",[43,390,391],{},"✅ 微服务架构，需要追踪 API 跨服务调用",[43,393,394],{},"✅ 企业级私有部署 + 数据合规需求",[43,396,397],{},"✅ 需要精确代码引用和可验证回答",[43,399,400],{},"❌ 追求极致补全体验（用 GitHub Copilot）",[43,402,403],{},"❌ 个人小项目（杀鸡用牛刀）",[43,405,406],{},"❌ 中文为主的交互场景",[20,408,410],{"id":409},"faq","FAQ",[25,412,413,416],{},[29,414,415],{},"Q: Cody 的代码图谱和普通 RAG 有什么区别？","\nA: 普通向量 RAG 靠语义相似度召回，经常漏关键调用关系。Cody 基于 Sourcegraph 的代码搜索引擎构建精确的 AST 级调用图，能追踪定义 → 引用 → 调用链，上下文召回质量高一个量级。",[25,418,419,422],{},[29,420,421],{},"Q: 免费版够用吗？","\nA: 个人轻度使用够。200 次聊天 \u002F 月适合偶尔查代码、问问题。但如果你每天都用 AI 辅助编码，一周就会用完，建议直接上 Pro。",[25,424,425,428],{},[29,426,427],{},"Q: 能否替代 Copilot？","\nA: 不能完全替代。Cody 强在理解和问答，弱在补全。最佳实践是 Cody 做代码理解 + Copilot 做补全，两者互补。",[20,430,431],{"id":431},"相关阅读",[25,433,434,439,440,439,444],{},[435,436,438],"a",{"href":437},"\u002Fcoding\u002Fcopilot\u002Famazon-q.html","Amazon Q Developer"," · ",[435,441,443],{"href":442},"\u002Fcoding\u002Fcopilot\u002Ftabnine.html","Tabnine",[435,445,447],{"href":446},"\u002Fcoding\u002Fcli\u002Fgoose.html","Goose",[20,449,450],{"id":450},"来源",[95,452,453],{},[25,454,455],{},"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。",[40,457,458],{},[43,459,460],{},[435,461,465],{"href":462,"rel":463},"https:\u002F\u002Fsourcegraph.com\u002Fcody",[464],"nofollow","官网",{"title":467,"searchDepth":468,"depth":468,"links":469},"",3,[470,472,473,474,475,476,477,478,479,480,481],{"id":22,"depth":471,"text":23},2,{"id":38,"depth":471,"text":38},{"id":93,"depth":471,"text":93},{"id":160,"depth":471,"text":161},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":409,"depth":471,"text":410},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"copilot","\u002Fimg\u002Ftools\u002Fcody.webp","Cody 真实评测：Sourcegraph 出品的 AI 编程助手，基于代码图谱（code graph）提供跨仓库代码理解 + 上下文问答 + 代码生成。支持 VS Code\u002FJetBrains，Free + Pro $9\u002F月，适合大型代码库跨仓库代码搜索和理解场景。",false,"md",[488],"en","2026-07-30",{},true,"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcody","coding",[495,496,497],"windows","macos","linux","Free \u002F Pro $9\u002Fmo \u002F Enterprise","2026-07-05",{"power":501,"ux":468,"price":501,"cn_support":471,"stability":468},4,{"title":10,"description":484},"Cody - Sourcegraph AI 编程助手评测 | AIHO","coding\u002Fcopilot\u002Fcody",[506],{"title":465,"url":462},"tools\u002Fcoding\u002Fcopilot\u002Fcody","Sourcegraph 出品，基于代码图谱的 AI 编程助手",[482,510,511,512],"code-search","sourcegraph","opensource","大型单体仓库 + 跨仓库代码理解的首选，代码图谱检索精度碾压 RAG 类工具；补全和生成能力一般，需配合其他工具补齐代码产出。","RmMxc_UwM5y3kSljzEBwnWuxX091c-RS_hbwE4VsLBI",[],[],[518,928,1480,1978,2306,2798,3639,4233,5454,5938,6347],{"id":519,"title":438,"alternatives":520,"api_compatible":15,"body":522,"category":482,"chinese_friendly":471,"cover":907,"description":908,"domestic":485,"extension":486,"faq":15,"free":485,"github":15,"languages":909,"lastVerified":489,"meta":910,"models":15,"navigation":491,"notSuitable":15,"opensource":485,"path":911,"pillar":493,"platforms":912,"priceTable":15,"pricing":913,"published":499,"relatedPlaybooks":15,"relatedReviews":15,"score":914,"self_host":485,"seo":915,"seoTitle":916,"slug":917,"sources":918,"stem":920,"suitable":15,"tagline":921,"tags":922,"updated":489,"verdict":926,"website":892,"__hash__":927},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Famazon-q.md",[12,13,521],"coding\u002Fcopilot\u002Ftongyi-lingma",{"type":17,"value":523,"toc":894},[524,526,533,536,538,587,589,593,627,630,632,638,655,659,676,678,698,700,790,792,824,826,849,851,857,863,869,871,880,882,886],[20,525,23],{"id":22},[25,527,528,529,532],{},"Amazon Q Developer 是 AWS 的 AI 编程助手（前身 CodeWhisperer），最大特点是",[29,530,531],{},"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。",[25,534,535],{},"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。",[20,537,38],{"id":38},[40,539,540,545,551,557,563,569,575,581],{},[43,541,542,544],{},[29,543,296],{},"：行内补全 + 函数级生成，覆盖 Python \u002F Java \u002F JS \u002F TypeScript 等主流语言",[43,546,547,550],{},[29,548,549],{},"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",[43,552,553,556],{},[29,554,555],{},"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",[43,558,559,562],{},[29,560,561],{},"代码迁移","：Java 8\u002F11 → 17\u002F21、.NET Framework → .NET Core 的自动迁移辅助",[43,564,565,568],{},[29,566,567],{},"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）",[43,570,571,574],{},[29,572,573],{},"多 IDE 支持","：VS Code、IntelliJ、JetBrains 全家桶、AWS Cloud9、命令行",[43,576,577,580],{},[29,578,579],{},"AWS 管理助手（Pro）","：在 AWS Console 内直接用自然语言操作云资源",[43,582,583,586],{},[29,584,585],{},"参考追踪","：补全代码如匹配开源代码，会标注来源和 license",[20,588,93],{"id":93},[95,590,591],{},[25,592,99],{},[101,594,595,606],{},[104,596,597],{},[107,598,599,601,603],{},[110,600,112],{},[110,602,93],{},[110,604,605],{},"核心功能",[119,607,608,617],{},[107,609,610,612,614],{},[124,611,126],{},[124,613,129],{},[124,615,616],{},"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",[107,618,619,621,624],{},[124,620,137],{},[124,622,623],{},"$19\u002F月",[124,625,626],{},"无限聊天 + 高级安全扫描 + AWS 管理 + 代码迁移",[25,628,629],{},"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。",[20,631,161],{"id":160},[95,633,634],{},[25,635,166,636],{},[29,637,169],{},[40,639,640,643,646,649,652],{},[43,641,642],{},"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",[43,644,645],{},"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",[43,647,648],{},"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",[43,650,651],{},"Java 迁移功能惊艳：Java 8 → 17 的自动重构准确率高，省大量人工",[43,653,654],{},"免费版补全无限量，AWS 项目日常开发够用",[25,656,657],{},[29,658,191],{},[40,660,661,664,667,670,673],{},[43,662,663],{},"非 AWS 技术栈补全质量一般，不如 Copilot 全面",[43,665,666],{},"$19\u002F月偏贵，不用 AWS 管理功能的话性价比低",[43,668,669],{},"中文交互支持弱，提问和回答都以英文为主",[43,671,672],{},"和 AWS 账号绑定，登录流程比 Copilot 麻烦",[43,674,675],{},"补全速度偶有波动，高峰期有延迟",[20,677,211],{"id":211},[213,679,680,683,686,689,692,695],{},[43,681,682],{},"安装 AWS Toolkit 插件（VS Code \u002F IntelliJ 搜索 \"AWS Toolkit\"）",[43,684,685],{},"用 AWS Builder ID 或 AWS 账号登录（免费版用 Builder ID 即可）",[43,687,688],{},"在 IDE 中启用 Amazon Q 功能",[43,690,691],{},"写代码时自动触发补全；侧边栏可打开聊天问答",[43,693,694],{},"需要安全扫描：右键文件 → Amazon Q → Scan",[43,696,697],{},"需要代码迁移 \u002F AWS 管理功能：升级 Pro（$19\u002F月）",[20,699,244],{"id":244},[101,701,702,716],{},[104,703,704],{},[107,705,706,708,711,713],{},[110,707,253],{},[110,709,710],{},"Amazon Q",[110,712,259],{},[110,714,715],{},"通义灵码",[119,717,718,730,743,755,766,778],{},[107,719,720,723,726,728],{},[124,721,722],{},"AWS 生态集成",[124,724,725],{},"✅ 深度",[124,727,342],{},[124,729,342],{},[107,731,732,735,738,740],{},[124,733,734],{},"补全能力",[124,736,737],{},"中（AWS 强）",[124,739,302],{},[124,741,742],{},"中上",[107,744,745,747,750,753],{},[124,746,555],{},[124,748,749],{},"✅ 内置",[124,751,752],{},"插件",[124,754,342],{},[107,756,757,759,762,764],{},[124,758,561],{},[124,760,761],{},"✅ Java\u002F.NET",[124,763,342],{},[124,765,342],{},[107,767,768,770,773,775],{},[124,769,93],{},[124,771,772],{},"Free \u002F $19",[124,774,328],{},[124,776,777],{},"免费",[107,779,780,783,786,788],{},[124,781,782],{},"非 AWS 场景",[124,784,785],{},"弱",[124,787,302],{},[124,789,302],{},[20,791,347],{"id":347},[40,793,794,800,806,812,818],{},[43,795,796,799],{},[29,797,798],{},"非 AWS 项目别用 Q","：补全质量和性价比都不如 Copilot",[43,801,802,805],{},[29,803,804],{},"Pro 值不值看用量","：不用 AWS 管理和迁移功能，$19 纯浪费",[43,807,808,811],{},[29,809,810],{},"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",[43,813,814,817],{},[29,815,816],{},"迁移功能要先备份","：自动重构偶有误改，Git 提交后再跑",[43,819,820,823],{},[29,821,822],{},"Free 聊天额度省着用","：50 次\u002F月很少，留给复杂问题",[20,825,383],{"id":382},[40,827,828,831,834,837,840,843,846],{},[43,829,830],{},"✅ AWS 重度用户，日常写 AWS SDK 代码",[43,832,833],{},"✅ 需要云资源运维问答排查问题",[43,835,836],{},"✅ 企业级 Java \u002F .NET 代码迁移项目",[43,838,839],{},"✅ 看重代码安全扫描的团队",[43,841,842],{},"❌ 非 AWS 技术栈（用 Copilot）",[43,844,845],{},"❌ 个人开发者（$19 偏贵，Free 版聊天太少）",[43,847,848],{},"❌ 追求最强通用补全能力",[20,850,410],{"id":409},[25,852,853,856],{},[29,854,855],{},"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。",[25,858,859,862],{},[29,860,861],{},"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。",[25,864,865,868],{},[29,866,867],{},"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。",[20,870,431],{"id":431},[25,872,873,439,875,439,878],{},[435,874,447],{"href":446},[435,876,10],{"href":877},"\u002Fcoding\u002Fcopilot\u002Fcody.html",[435,879,443],{"href":442},[20,881,450],{"id":450},[95,883,884],{},[25,885,455],{},[40,887,888],{},[43,889,890],{},[435,891,465],{"href":892,"rel":893},"https:\u002F\u002Faws.amazon.com\u002Fq\u002Fdeveloper",[464],{"title":467,"searchDepth":468,"depth":468,"links":895},[896,897,898,899,900,901,902,903,904,905,906],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":93,"depth":471,"text":93},{"id":160,"depth":471,"text":161},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":409,"depth":471,"text":410},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\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。",[488],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Famazon-q",[495,496,497],"Free \u002F Pro $19\u002Fmo",{"power":468,"ux":468,"price":468,"cn_support":471,"stability":501},{"title":438,"description":908},"Amazon Q Developer - AWS AI 编程助手评测 | AIHO","coding\u002Fcopilot\u002Famazon-q",[919],{"title":465,"url":892},"tools\u002Fcoding\u002Fcopilot\u002Famazon-q","AWS AI 编程助手（原 CodeWhisperer），深度集成 AWS 生态",[482,923,924,925],"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。","kBpm-yCytvf8DbgUWJA8OmPl4lGwb0pvTioQQ1G8kv0",{"id":929,"title":930,"alternatives":931,"api_compatible":15,"body":934,"category":482,"chinese_friendly":1401,"cover":1402,"description":1403,"domestic":485,"extension":486,"faq":1404,"free":485,"github":15,"languages":1417,"lastVerified":15,"meta":1419,"models":15,"navigation":491,"notSuitable":15,"opensource":485,"path":1420,"pillar":493,"platforms":1421,"priceTable":1427,"pricing":1446,"published":1447,"relatedPlaybooks":1448,"relatedReviews":1451,"score":1455,"self_host":491,"seo":1456,"seoTitle":1457,"slug":1458,"sources":1459,"stem":1467,"suitable":15,"tagline":1468,"tags":1469,"updated":1462,"verdict":1477,"website":1478,"__hash__":1479},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodebuddy.md","CodeBuddy",[932,521,933,12],"coding\u002Fcopilot\u002Fcomate","coding\u002Fcopilot\u002Fcodegeex",{"type":17,"value":935,"toc":1389},[936,938,941,944,946,1002,1006,1081,1087,1092,1096,1100,1117,1121,1138,1140,1160,1162,1277,1279,1311,1313,1336,1338,1364,1366],[20,937,23],{"id":22},[25,939,940],{},"CodeBuddy 是腾讯云 2026 主推的 AI 代码编辑器，混元 + DeepSeek V3 双模型路由。新计费体系 2026-05-15 启用：个人专业版 58 元\u002F月（2,000 credits）\u002F SaaS 企业版 198 元\u002F席\u002F月。核心差异点：Craft 自主 Agent、128K 上下文多文件项目支持、设计稿（Figma）→ 代码 95%+ 还原率、国内首家支持 MCP 协议、深度适配微信小程序 + 腾讯云生态。",[25,942,943],{},"适合：腾讯生态业务团队、微信小程序 \u002F 公众号开发者、需要私有化部署的国内企业、追求中文 + 海外模型可切换的国内 dev。不适合：海外纯 Cursor \u002F Copilot 用户、对腾讯云依赖度极低的开发者。",[20,945,38],{"id":38},[40,947,948,954,960,966,972,978,984,990,996],{},[43,949,950,953],{},[29,951,952],{},"Craft Mode","：自主 Agent，自然语言 → 多文件项目 + 单测 + 优化",[43,955,956,959],{},[29,957,958],{},"智能补全","：基于上下文实时建议，200+ 语言",[43,961,962,965],{},[29,963,964],{},"错误诊断 + Code Review","：自动检测语法 \u002F 逻辑错误并给修复方案",[43,967,968,971],{},[29,969,970],{},"设计稿转代码","：Figma 直转响应式 CSS，95%+ 还原率",[43,973,974,977],{},[29,975,976],{},"128K 上下文","：跨文件项目支持，自动选关联代码",[43,979,980,983],{},[29,981,982],{},"MCP 协议","：国内首家 Copilot 接 Model Context Protocol",[43,985,986,989],{},[29,987,988],{},"WeChat 生态","：小程序 \u002F 公众号 \u002F 腾讯云 SDK 深度优化",[43,991,992,995],{},[29,993,994],{},"IDE 覆盖","：VS Code \u002F PyCharm \u002F IntelliJ \u002F Xcode \u002F WebStorm \u002F GoLand",[43,997,998,1001],{},[29,999,1000],{},"混元 + DeepSeek V3 路由","：按任务复杂度自动选模型",[20,1003,1005],{"id":1004},"价格2026-05-15-后新计费","价格（2026-05-15 后新计费）",[101,1007,1008,1024],{},[104,1009,1010],{},[107,1011,1012,1015,1018,1021],{},[110,1013,1014],{},"版本",[110,1016,1017],{},"月付",[110,1019,1020],{},"年付",[110,1022,1023],{},"含 credits",[119,1025,1026,1040,1054,1068],{},[107,1027,1028,1031,1034,1037],{},[124,1029,1030],{},"个人体验版",[124,1032,1033],{},"免费（限频）",[124,1035,1036],{},"–",[124,1038,1039],{},"500\u002F月",[107,1041,1042,1045,1048,1051],{},[124,1043,1044],{},"个人专业版",[124,1046,1047],{},"58 元\u002F月",[124,1049,1050],{},"696 元\u002F年",[124,1052,1053],{},"2,000\u002F月（500 体验 + 1,500 专业）",[107,1055,1056,1059,1062,1065],{},[124,1057,1058],{},"SaaS 企业版（旗舰）",[124,1060,1061],{},"198 元\u002F席\u002F月",[124,1063,1064],{},"2,376 元\u002F席\u002F年",[124,1066,1067],{},"2,000\u002F席 团队池化",[107,1069,1070,1073,1076,1079],{},[124,1071,1072],{},"专有云企业版（专享）",[124,1074,1075],{},"316 元\u002F席\u002F月（100 席起）",[124,1077,1078],{},"3,792 元\u002F席\u002F年",[124,1080,1067],{},[25,1082,1083,1086],{},[29,1084,1085],{},"加量包","：个人 1,000 credits = 38 元（1 月）；企业 2,000–200,000 credits 半年期。",[95,1088,1089],{},[25,1090,1091],{},"2026-05-15 至 2026-08-14 购旗舰版送首月 2,000 额外 credits\u002Flicense。",[20,1093,1095],{"id":1094},"实测小程序-spring-boot-项目","实测（小程序 + Spring Boot 项目）",[25,1097,1098],{},[29,1099,169],{},[40,1101,1102,1105,1108,1111,1114],{},[43,1103,1104],{},"微信小程序场景：写\"加一个用户积分 + 签到功能\"，Craft 5 分钟出完整页面 + 后端接口 + WX SDK 调用",[43,1106,1107],{},"设计稿转代码确实接近 95%——拉一个 Figma 链接，输出的 Tailwind\u002FCSS 几乎不用改 padding\u002Fmargin",[43,1109,1110],{},"中文 prompt 识别准确、注释生成质量高于 Copilot",[43,1112,1113],{},"私有化 + WorkBuddy 移动端组合，对腾讯云客户友好",[43,1115,1116],{},"MCP 接入：腾讯系 + 海外 MCP 服务器都能跑",[25,1118,1119],{},[29,1120,191],{},[40,1122,1123,1126,1129,1132,1135],{},[43,1124,1125],{},"老用户 2026-05 涨价后部分人转 Cursor \u002F Copilot；冷启动新人不痛",[43,1127,1128],{},"credits 团队池化要管控：1 人重度任务会蚕食全队额度",[43,1130,1131],{},"设计稿转代码对超复杂动效仍要手调",[43,1133,1134],{},"海外用户访问偶发 CDN 抖动",[43,1136,1137],{},"Mac Xcode 插件功能完整度弱于 VS Code",[20,1139,211],{"id":211},[213,1141,1142,1145,1148,1151,1154,1157],{},[43,1143,1144],{},"codebuddy.ai 注册（微信 \u002F QQ \u002F 邮箱），赠 500 credits 体验",[43,1146,1147],{},"VS Code \u002F JetBrains 装 \"CodeBuddy\" 插件",[43,1149,1150],{},"设置选模型（混元 \u002F DeepSeek V3 \u002F 路由）",[43,1152,1153],{},"重度场景：开 Craft 模式，描述要做什么",[43,1155,1156],{},"设计稿：粘 Figma 链接 → Generate",[43,1158,1159],{},"重度：升级专业版 58 元\u002F月 或 加量包 38 元 1,000 credits",[20,1161,244],{"id":244},[101,1163,1164,1180],{},[104,1165,1166],{},[107,1167,1168,1170,1172,1175,1177],{},[110,1169,253],{},[110,1171,930],{},[110,1173,1174],{},"Comate",[110,1176,715],{},[110,1178,1179],{},"CodeGeeX",[119,1181,1182,1199,1216,1231,1245,1260],{},[107,1183,1184,1187,1190,1193,1196],{},[124,1185,1186],{},"主力模型",[124,1188,1189],{},"混元 + DeepSeek V3",[124,1191,1192],{},"文心大模型",[124,1194,1195],{},"Qwen3-Coder",[124,1197,1198],{},"GLM-5.1",[107,1200,1201,1204,1207,1210,1213],{},[124,1202,1203],{},"个人月费",[124,1205,1206],{},"58 元",[124,1208,1209],{},"59 元",[124,1211,1212],{},"免费起",[124,1214,1215],{},"免费 \u002F 49",[107,1217,1218,1221,1224,1227,1229],{},[124,1219,1220],{},"自主 Agent",[124,1222,1223],{},"✅ Craft",[124,1225,1226],{},"✅ Zulu",[124,1228,339],{},[124,1230,785],{},[107,1232,1233,1236,1239,1241,1243],{},[124,1234,1235],{},"MCP 支持",[124,1237,1238],{},"✅ 国内首家",[124,1240,339],{},[124,1242,339],{},[124,1244,339],{},[107,1246,1247,1249,1252,1255,1258],{},[124,1248,970],{},[124,1250,1251],{},"✅ 95%",[124,1253,1254],{},"✅ 92%",[124,1256,1257],{},"部分",[124,1259,785],{},[107,1261,1262,1265,1268,1271,1274],{},[124,1263,1264],{},"生态深耕",[124,1266,1267],{},"腾讯 \u002F 微信小程序",[124,1269,1270],{},"百度 \u002F 企业",[124,1272,1273],{},"阿里云",[124,1275,1276],{},"智谱开源",[20,1278,347],{"id":347},[40,1280,1281,1287,1293,1299,1305],{},[43,1282,1283,1286],{},[29,1284,1285],{},"涨价后比性价比","：和 Comate 59 元 \u002F GLM Coding Plan 49 元几乎贴脸，对比时拿 credits 实际跑量比较",[43,1288,1289,1292],{},[29,1290,1291],{},"团队池化设 cap","：旗舰版 2,000\u002F席团队池化，重度 dev 跑 Craft 一天 600+ credits 常见，建议人均 cap",[43,1294,1295,1298],{},[29,1296,1297],{},"Xcode 插件功能差异","：iOS 团队优先用 VS Code + Xcode 双开",[43,1300,1301,1304],{},[29,1302,1303],{},"Figma 转代码 review 关键","：动效 \u002F 自定义组件仍需人工调",[43,1306,1307,1310],{},[29,1308,1309],{},"2026-05 计费迁移","：老用户分阶段切换，注意核对积分余额结转",[20,1312,383],{"id":382},[40,1314,1315,1318,1321,1324,1327,1330,1333],{},[43,1316,1317],{},"✅ 腾讯系业务 \u002F 微信小程序 \u002F 公众号开发",[43,1319,1320],{},"✅ 国内企业需要私有化部署",[43,1322,1323],{},"✅ 设计稿转代码刚需团队",[43,1325,1326],{},"✅ 想用混元 \u002F DeepSeek V3 国产模型",[43,1328,1329],{},"❌ 海外纯 Cursor \u002F Copilot 重度用户",[43,1331,1332],{},"❌ Mac Xcode 重度且不愿双 IDE",[43,1334,1335],{},"❌ 对腾讯生态依赖极低、有现成 Comate \u002F 通义订阅",[20,1337,431],{"id":431},[40,1339,1340,1346,1352,1358],{},[43,1341,1342],{},[435,1343,1345],{"href":1344},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate","Comate 评测",[43,1347,1348],{},[435,1349,1351],{"href":1350},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma","通义灵码 评测",[43,1353,1354],{},[435,1355,1357],{"href":1356},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex","CodeGeeX 评测",[43,1359,1360],{},[435,1361,1363],{"href":1362},"\u002Fplaybook\u002Frefactor\u002Flarge-refactor-with-ai-agent","AI 大型重构 Playbook",[20,1365,450],{"id":450},[213,1367,1368,1375,1382],{},[43,1369,1370,1371],{},"CodeBuddy 官方定价（中国版，2026-05-14）",[435,1372,1373],{"href":1373,"rel":1374},"https:\u002F\u002Fwww.codebuddy.cn\u002Fdocs\u002Fide\u002FAccount\u002Fpricing",[464],[43,1376,1377,1378],{},"CodeBuddy 官方定价（国际版，2026-05-09）",[435,1379,1380],{"href":1380,"rel":1381},"https:\u002F\u002Fwww.codebuddy.ai\u002Fdocs\u002Fzh\u002Fide\u002FAccount\u002Fpricing",[464],[43,1383,1384,1385],{},"StackViv — CodeBuddy 评测 2026 ",[435,1386,1387],{"href":1387,"rel":1388},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fcodebuddy",[464],{"title":467,"searchDepth":468,"depth":468,"links":1390},[1391,1392,1393,1394,1395,1396,1397,1398,1399,1400],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":1004,"depth":471,"text":1005},{"id":1094,"depth":471,"text":1095},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},5,"\u002Fimg\u002Ftools\u002Fcodebuddy.webp","CodeBuddy 真实评测：腾讯混元 + DeepSeek V3 驱动，2026-05-15 切到新计费：个人专业版 58 元\u002F月（含 2,000 credits）\u002F SaaS 企业版 198 元\u002F席\u002F月，与 WorkBuddy 账号 \u002F 积分共享。Craft 模式自主跑多文件项目 + 128K 上下文 + 设计稿转代码。",[1405,1408,1411,1414],{"q":1406,"a":1407},"2026-05 那次涨价是什么情况？","2026-05-15 起新计费：体验版限频、个人专业版从原低价 49 元上调至 58 元\u002F月（赠 2,000 credits）；企业版 198 元\u002F席\u002F月新增团队池化 + 管理控制台。已有老用户分阶段切换，新用户 2026-05-15 后直接按新价。",{"q":1409,"a":1410},"CodeBuddy 和 WorkBuddy 什么关系？","同账号、积分共享。CodeBuddy = IDE \u002F 插件 \u002F CLI 形态、面向编码；WorkBuddy = 通用 AI 工作台（含小程序版 \u002F 移动端）。订阅一份套餐两端通用。",{"q":1412,"a":1413},"Craft 模式好用吗？","腾讯版的 Cursor Composer：填一段自然语言，自动出多文件项目 + 单测 + 优化建议。在熟悉的微信小程序 \u002F 腾讯云 SDK 场景下完成度高；通用 Web 场景仍略逊 Cursor。",{"q":1415,"a":1416},"200+ 语言是真的吗？","对常用 30 种语言（Python\u002FJS\u002FTS\u002FJava\u002FGo\u002FKotlin\u002FSwift 等）完整覆盖；剩余冷门语言更多是补全级别支持，深度功能较弱。",[1418,488],"zh",{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodebuddy",[1422,1423,1424,1425,1426],"vscode","jetbrains","intellij","pycharm","xcode",[1428,1431,1435,1438,1441],{"plan":1030,"price":777,"credits":1429,"notes":1430},"500\u002F月（限频）","对话频率受限",{"plan":1044,"price":1432,"credits":1433,"notes":1434},"58 元\u002F月（年 696）","2,000\u002F月","对话不限频；CodeBuddy + WorkBuddy 共享积分",{"plan":1058,"price":1061,"credits":1436,"notes":1437},"2,000\u002F席 团队池","1 席起购、统一计费",{"plan":1072,"price":1439,"credits":1436,"notes":1440},"316 元\u002F席\u002F月","100 席起、私有部署",{"plan":1442,"price":1443,"credits":1444,"notes":1445},"加量包 1k","38 元（1 个月）","1,000","个人专业版可单买","免费体验版 \u002F 个人专业版 58 元·月 \u002F SaaS 企业版 198 元·席·月 \u002F 专享版 316 元·席·月","2026-06-19",[1449,1450],"refactor\u002Flarge-refactor-with-ai-agent","review\u002Fai-code-review-workflow",[1452,1453,1454],"codebuddy-deep-review","copilot-four-comparison","trae-deep-review",{"power":501,"ux":501,"price":501,"cn_support":1401,"stability":501},{"title":930,"description":1403},"CodeBuddy 评测 2026：AI 编程助手，代码审查与自动补全","coding\u002Fcopilot\u002Fcodebuddy",[1460,1463,1465],{"name":1461,"url":1373,"accessed":1462},"CodeBuddy 官方定价（中国版）","2026-06-24",{"name":1464,"url":1380,"accessed":1462},"CodeBuddy 官方定价（国际版）",{"name":1466,"url":1387,"accessed":1462},"StackViv — CodeBuddy 评测 2026","tools\u002Fcoding\u002Fcopilot\u002Fcodebuddy","腾讯出品的 AI 代码编辑器，混元 + DeepSeek 双模型，Craft 自主 Agent + 200+ 语言",[482,1470,1471,1472,1473,1474,1475,1476],"china","tencent","hunyuan","deepseek","mcp","design-to-code","wechat","腾讯生态最强 Copilot，WeChat 小程序 \u002F 腾讯云组合优势明显，Craft 自主 Agent 完成度对标 Cursor Composer。海外纯 Cursor 用户不必切，但腾讯系业务 \u002F 小程序团队强推。","https:\u002F\u002Fwww.codebuddy.ai","6cCa_bx2IzgC-60BA4pu9XO6Rwifj6ScV21Y2G3VzwI",{"id":1481,"title":1179,"alternatives":1482,"api_compatible":15,"body":1483,"category":482,"chinese_friendly":1401,"cover":1912,"description":1913,"domestic":485,"extension":486,"faq":1914,"free":485,"github":15,"languages":1927,"lastVerified":15,"meta":1928,"models":15,"navigation":491,"notSuitable":15,"opensource":491,"path":1356,"pillar":493,"platforms":1929,"priceTable":1931,"pricing":1955,"published":1447,"relatedPlaybooks":1956,"relatedReviews":15,"score":1958,"self_host":485,"seo":1959,"seoTitle":1960,"slug":933,"sources":1961,"stem":1968,"suitable":15,"tagline":1969,"tags":1970,"updated":1462,"verdict":1975,"website":1976,"__hash__":1977},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex.md",[12,932,521,1458],{"type":17,"value":1484,"toc":1900},[1485,1487,1490,1493,1495,1544,1548,1554,1614,1617,1621,1625,1642,1646,1663,1665,1688,1690,1792,1794,1826,1828,1851,1853,1875,1877],[20,1486,23],{"id":22},[25,1488,1489],{},"CodeGeeX 是清华系智谱 AI 的免费 AI 编程助手，VS Code Marketplace 装机量 127 万+，13B 参数多语言代码模型起家。2026 年体系升级：底层接入 GLM-5.1（LMArena 编程开源第一、全球第三、SWE-bench Verified 77.8），并推出 GLM Coding Plan 套餐（49 元\u002F月起）让你在 Claude Code \u002F Cursor \u002F Cline 等 20+ 编程工具里复用同一额度。",[25,1491,1492],{},"适合：国内个人开发者零成本上手、想用国产模型 + 海外工具组合的重度 dev、企业想私有化部署开源 Copilot。不适合：纯英文海外团队、追求 Sonnet \u002F Opus 旗舰输出质量上限的极重度用户。",[20,1494,38],{"id":38},[40,1496,1497,1503,1509,1515,1521,1527,1533,1538],{},[43,1498,1499,1502],{},[29,1500,1501],{},"代码生成 \u002F 补全","：单行 \u002F 多行 \u002F 函数级 \u002F 注释生成代码",[43,1504,1505,1508],{},[29,1506,1507],{},"代码翻译","：跨语言（Java → Python \u002F C++ → Go 等）",[43,1510,1511,1514],{},[29,1512,1513],{},"自动注释 + 代码解释","：右键菜单一键生成",[43,1516,1517,1520],{},[29,1518,1519],{},"智能问答（Ask CodeGeeX）","：Pro \u002F Lite 模型切换",[43,1522,1523,1526],{},[29,1524,1525],{},"单元测试生成 + Code Review","：选中代码右键即可",[43,1528,1529,1532],{},[29,1530,1531],{},"工具箱 \u002F Code Interpreter","：文件处理 \u002F 数据分析 \u002F 图表生成 \u002F 图像处理",[43,1534,1535],{},[29,1536,1537],{},"100+ 编程语言、VS Code \u002F JetBrains \u002F HBuilderX \u002F Open VSX",[43,1539,1540,1543],{},[29,1541,1542],{},"开源模型 CodeGeeX4-ALL-9B","：GitHub THUDM\u002FCodeGeeX4",[20,1545,1547],{"id":1546},"价格2026-06","价格（2026-06）",[25,1549,1550,1553],{},[29,1551,1552],{},"插件本身免费","。",[101,1555,1556,1571],{},[104,1557,1558],{},[107,1559,1560,1563,1565,1568],{},[110,1561,1562],{},"GLM Coding Plan",[110,1564,93],{},[110,1566,1567],{},"额度",[110,1569,1570],{},"适用",[119,1572,1573,1587,1600],{},[107,1574,1575,1578,1581,1584],{},[124,1576,1577],{},"Lite",[124,1579,1580],{},"49 元\u002F月（季 44.1）",[124,1582,1583],{},"~400 Prompts\u002F周",[124,1585,1586],{},"个人轻度",[107,1588,1589,1591,1594,1597],{},[124,1590,137],{},[124,1592,1593],{},"149 元\u002F月（季 134.1）",[124,1595,1596],{},"~2,000 Prompts\u002F周 + MCP",[124,1598,1599],{},"主力 dev",[107,1601,1602,1605,1608,1611],{},[124,1603,1604],{},"Max",[124,1606,1607],{},"469 元\u002F月（季 422.1）",[124,1609,1610],{},"~8,000 Prompts\u002F周 + 高峰优先",[124,1612,1613],{},"重度 \u002F 大型 Repo",[25,1615,1616],{},"Coding Plan 可在 Claude Code \u002F Cursor \u002F Cline \u002F Kilo Code \u002F OpenCode \u002F TRAE \u002F CodeBuddy \u002F Gemini CLI 等工具中通过专属 API endpoint 共享额度。",[20,1618,1620],{"id":1619},"实测中型-python-vue-项目","实测（中型 Python + Vue 项目）",[25,1622,1623],{},[29,1624,169],{},[40,1626,1627,1630,1633,1636,1639],{},[43,1628,1629],{},"个人完全免费 + 中文交互无障碍，国内开发者零门槛",[43,1631,1632],{},"Code Review 功能给出的优化建议接近资深 dev review，且支持选中变更文件做差异化分析",[43,1634,1635],{},"GLM Coding Plan Pro 149 元\u002F月，对比 Claude Pro $20 ≈ 145 元，但额度约 3 倍",[43,1637,1638],{},"单元测试生成准确度对常规 CRUD 函数足够",[43,1640,1641],{},"工具箱跑 pandas + matplotlib 图表生成顺滑",[25,1643,1644],{},[29,1645,191],{},[40,1647,1648,1651,1654,1657,1660],{},[43,1649,1650],{},"复杂多文件 Agent 任务能力弱于 Cursor \u002F Cline",[43,1652,1653],{},"Coding Plan 高峰期（14–18 点）按 3 倍系数消耗，重度需避开",[43,1655,1656],{},"Plan 额度用完无按量续费，只能等周期重置或升档",[43,1658,1659],{},"视觉编程模型 GLM-5V-Turbo 尚未全面开放",[43,1661,1662],{},"偶发企业代理网络下插件连接超时",[20,1664,211],{"id":211},[213,1666,1667,1670,1673,1676,1679,1685],{},[43,1668,1669],{},"VS Code \u002F JetBrains 市场搜 \"CodeGeeX\" 安装",[43,1671,1672],{},"注册智谱账号登录，立即可用所有免费功能",[43,1674,1675],{},"选中代码右键 → CodeGeeX → 生成注释 \u002F 单测 \u002F Code Review",[43,1677,1678],{},"重度场景：注册 GLM Coding Plan，拿到 API Key",[43,1680,1681,1682],{},"在 Claude Code \u002F Cursor 里把 Base URL 改成 ",[231,1683,1684],{},"https:\u002F\u002Fopen.bigmodel.cn\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4",[43,1686,1687],{},"选模型 GLM-5.1 \u002F GLM-4.7，开始白嫖国产顶级编程模型",[20,1689,244],{"id":244},[101,1691,1692,1709],{},[104,1693,1694],{},[107,1695,1696,1698,1700,1702,1704,1706],{},[110,1697,253],{},[110,1699,1179],{},[110,1701,1174],{},[110,1703,715],{},[110,1705,930],{},[110,1707,1708],{},"Copilot",[119,1710,1711,1726,1743,1759,1775],{},[107,1712,1713,1716,1718,1720,1722,1724],{},[124,1714,1715],{},"个人价格",[124,1717,777],{},[124,1719,1212],{},[124,1721,1212],{},[124,1723,1212],{},[124,1725,328],{},[107,1727,1728,1730,1732,1735,1737,1740],{},[124,1729,1186],{},[124,1731,1198],{},[124,1733,1734],{},"文心",[124,1736,1195],{},[124,1738,1739],{},"Hunyuan + DeepSeek",[124,1741,1742],{},"GPT\u002FClaude",[107,1744,1745,1747,1750,1753,1755,1757],{},[124,1746,336],{},[124,1748,1749],{},"✅ 9B 模型",[124,1751,1752],{},"否",[124,1754,1752],{},[124,1756,1752],{},[124,1758,1752],{},[107,1760,1761,1764,1767,1769,1771,1773],{},[124,1762,1763],{},"海外工具复用",[124,1765,1766],{},"✅ Coding Plan",[124,1768,1752],{},[124,1770,1257],{},[124,1772,1752],{},[124,1774,1752],{},[107,1776,1777,1780,1783,1785,1787,1789],{},[124,1778,1779],{},"中文",[124,1781,1782],{},"5\u002F5",[124,1784,1782],{},[124,1786,1782],{},[124,1788,1782],{},[124,1790,1791],{},"3\u002F5",[20,1793,347],{"id":347},[40,1795,1796,1802,1808,1814,1820],{},[43,1797,1798,1801],{},[29,1799,1800],{},"GLM Coding Plan 高峰期慎用","：14–18 点 3 倍消耗，重要任务避开",[43,1803,1804,1807],{},[29,1805,1806],{},"额度硬封顶","：没有按量续费，重度用户买 Pro 或 Max 比省点更划算",[43,1809,1810,1813],{},[29,1811,1812],{},"复杂任务别只靠 CodeGeeX 插件","：多文件改 \u002F 整仓重构走 Cline + GLM Coding Plan 组合",[43,1815,1816,1819],{},[29,1817,1818],{},"企业私有化注意硬件","：CodeGeeX4-ALL-9B 推理对 GPU 显存有要求",[43,1821,1822,1825],{},[29,1823,1824],{},"海外工具接 GLM Plan 网络","：国内访问 open.bigmodel.cn 稳定；海外用户走国际节点",[20,1827,383],{"id":382},[40,1829,1830,1833,1836,1839,1842,1845,1848],{},[43,1831,1832],{},"✅ 国内个人开发者零成本上手",[43,1834,1835],{},"✅ 想用国产模型 + 海外 Agent 工具组合",[43,1837,1838],{},"✅ 企业想私有化开源 Copilot",[43,1840,1841],{},"✅ 中文项目 \u002F 中文 prompt 主力",[43,1843,1844],{},"❌ 极重度多文件 Agent + 旗舰模型刚需",[43,1846,1847],{},"❌ 高峰期密集编码且不愿避峰",[43,1849,1850],{},"❌ 纯海外团队 \u002F 无中文需求",[20,1852,431],{"id":431},[40,1854,1855,1861,1865,1869],{},[43,1856,1857],{},[435,1858,1860],{"href":1859},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot","GitHub Copilot 评测",[43,1862,1863],{},[435,1864,1345],{"href":1344},[43,1866,1867],{},[435,1868,1351],{"href":1350},[43,1870,1871],{},[435,1872,1874],{"href":1873},"\u002Fplaybook\u002Freview\u002Fai-code-review-workflow","AI 代码评审 Playbook",[20,1876,450],{"id":450},[213,1878,1879,1886,1893],{},[43,1880,1881,1882],{},"CodeGeeX 官网（2026-06）",[435,1883,1884],{"href":1884,"rel":1885},"https:\u002F\u002Fcodegeex.cn\u002F",[464],[43,1887,1888,1889],{},"VS Code Marketplace — CodeGeeX 装机量 127 万 ",[435,1890,1891],{"href":1891,"rel":1892},"https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=aminer.codegeex",[464],[43,1894,1895,1896],{},"AIRukou — GLM Coding Plan 详细评测（2026-05-22）",[435,1897,1898],{"href":1898,"rel":1899},"https:\u002F\u002Fwww.airukou.cn\u002Ftool\u002Fzhipu-ai-platform",[464],{"title":467,"searchDepth":468,"depth":468,"links":1901},[1902,1903,1904,1905,1906,1907,1908,1909,1910,1911],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":1546,"depth":471,"text":1547},{"id":1619,"depth":471,"text":1620},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\u002Fimg\u002Ftools\u002Fcodegeex.webp","CodeGeeX 真实评测：智谱 AI 出品，VS Code 装机量 127 万+，个人完全免费。底层 CodeGeeX4-ALL-9B 已开源，GLM-5.1 在 LMArena 编程榜开源第一、全球第三。GLM Coding Plan 49 元\u002F月起，可在 Claude Code \u002F Cursor \u002F Cline 等 20+ 工具中复用。",[1915,1918,1921,1924],{"q":1916,"a":1917},"CodeGeeX 真的免费吗？","个人版功能完整免费，无次数限制。底层模型 CodeGeeX4-ALL-9B 已在 GitHub 开源（THUDM\u002FCodeGeeX4），可自行私有部署。",{"q":1919,"a":1920},"GLM Coding Plan 和 CodeGeeX 插件什么关系？","CodeGeeX 是 IDE 插件 \u002F 智能助手，GLM Coding Plan 是智谱开放平台的 AI 编程订阅套餐——可以让你在 Claude Code \u002F Cursor \u002F Cline \u002F Kilo Code 等 20+ 工具里用 GLM-5.1 模型，与 CodeGeeX 插件账号 \u002F 计费独立但同源。",{"q":1922,"a":1923},"GLM-5.1 编程能力如何？","LMArena 代码榜开源模型第一、全球第三；SWE-bench Verified 77.8 分，对齐 Claude Opus 4.6；价格约 Claude 的 1\u002F3。Coding Plan 高峰期（14–18 点）按 3 倍系数消耗额度。",{"q":1925,"a":1926},"和文心快码、通义灵码、CodeBuddy 比？","CodeGeeX 个人最便宜（免费）、开源最干净（模型权重开放）、生态最开放（Coding Plan 覆盖海外工具最广）。文心快码 \u002F CodeBuddy 强在企业落地与 IDC 评估，通义灵码强在阿里云生态深度。",[1418,488],{},[1422,1423,1930],"hbuilderx",[1932,1937,1941,1946,1950],{"plan":1933,"price":1934,"features":1935,"notes":1936},"个人免费","0","代码生成 \u002F 补全 \u002F 注释 \u002F 翻译 \u002F 问答 \u002F Code Review \u002F 工具箱","无限制使用",{"plan":1938,"price":1939,"features":1583,"notes":1940},"GLM Lite","49 元\u002F月","包季 44.1 元\u002F月",{"plan":1942,"price":1943,"features":1944,"notes":1945},"GLM Pro","149 元\u002F月","~2,000 Prompts\u002F周 + MCP 全能力","包季 134.1 元\u002F月",{"plan":1947,"price":1948,"features":1949,"notes":1613},"GLM Max","469 元\u002F月","~8,000 Prompts\u002F周 + 高峰期优先",{"plan":1951,"price":1952,"features":1953,"notes":1954},"企业版","定制","私有化 \u002F 软硬一体机 \u002F 信创栈","代码仓库级补写、问答、检索","个人免费 \u002F GLM Coding Plan 49 元·月起 \u002F 企业版定制",[1957,1450],"onboarding\u002Fclaude-code-getting-started",{"power":501,"ux":501,"price":1401,"cn_support":1401,"stability":501},{"title":1179,"description":1913},"CodeGeeX 评测 2026：智谱 AI 开源编程助手，免费代码补全，VS Code 插件",[1962,1964,1966],{"name":1963,"url":1884,"accessed":1462},"CodeGeeX 官网",{"name":1965,"url":1891,"accessed":1462},"VS Code Marketplace",{"name":1967,"url":1898,"accessed":1462},"AIRukou — GLM Coding Plan","tools\u002Fcoding\u002Fcopilot\u002Fcodegeex","智谱 AI 出品的开源免费 AI 编程助手，13B 多语言代码模型 + GLM-5.1 编程力登顶开源",[482,1470,1971,1972,1973,1974],"zhipu","glm","open-source","free","国产免费 Copilot 第一梯队，个人零成本上手最优解。配 GLM Coding Plan，重度也能 1\u002F3 Claude Pro 价格压住成本。重度多文件 Agent 任务仍建议补 Cursor \u002F Cline。","https:\u002F\u002Fcodegeex.cn","B2RWmCRVrgpHifiJmwf3AHY2mteqKK65_qzCYtVY6Io",{"id":9,"title":10,"alternatives":1979,"api_compatible":15,"body":1980,"category":482,"chinese_friendly":471,"cover":483,"description":484,"domestic":485,"extension":486,"faq":15,"free":485,"github":15,"languages":2298,"lastVerified":489,"meta":2299,"models":15,"navigation":491,"notSuitable":15,"opensource":491,"path":492,"pillar":493,"platforms":2300,"priceTable":15,"pricing":498,"published":499,"relatedPlaybooks":15,"relatedReviews":15,"score":2301,"self_host":485,"seo":2302,"seoTitle":503,"slug":504,"sources":2303,"stem":507,"suitable":15,"tagline":508,"tags":2305,"updated":489,"verdict":513,"website":462,"__hash__":514},[12,13,14],{"type":17,"value":1981,"toc":2285},[1982,1984,1988,1990,1992,2026,2028,2032,2070,2072,2074,2080,2092,2096,2108,2110,2128,2130,2206,2208,2230,2232,2248,2250,2254,2258,2262,2264,2272,2274,2278],[20,1983,23],{"id":22},[25,1985,27,1986,32],{},[29,1987,31],{},[25,1989,35],{},[20,1991,38],{"id":38},[40,1993,1994,1998,2002,2006,2010,2014,2018,2022],{},[43,1995,1996,48],{},[29,1997,47],{},[43,1999,2000,54],{},[29,2001,53],{},[43,2003,2004,60],{},[29,2005,59],{},[43,2007,2008,66],{},[29,2009,65],{},[43,2011,2012,72],{},[29,2013,71],{},[43,2015,2016,78],{},[29,2017,77],{},[43,2019,2020,84],{},[29,2021,83],{},[43,2023,2024,90],{},[29,2025,89],{},[20,2027,93],{"id":93},[95,2029,2030],{},[25,2031,99],{},[101,2033,2034,2044],{},[104,2035,2036],{},[107,2037,2038,2040,2042],{},[110,2039,112],{},[110,2041,93],{},[110,2043,117],{},[119,2045,2046,2054,2062],{},[107,2047,2048,2050,2052],{},[124,2049,126],{},[124,2051,129],{},[124,2053,132],{},[107,2055,2056,2058,2060],{},[124,2057,137],{},[124,2059,140],{},[124,2061,143],{},[107,2063,2064,2066,2068],{},[124,2065,148],{},[124,2067,151],{},[124,2069,154],{},[25,2071,157],{},[20,2073,161],{"id":160},[95,2075,2076],{},[25,2077,166,2078],{},[29,2079,169],{},[40,2081,2082,2084,2086,2088,2090],{},[43,2083,174],{},[43,2085,177],{},[43,2087,180],{},[43,2089,183],{},[43,2091,186],{},[25,2093,2094],{},[29,2095,191],{},[40,2097,2098,2100,2102,2104,2106],{},[43,2099,196],{},[43,2101,199],{},[43,2103,202],{},[43,2105,205],{},[43,2107,208],{},[20,2109,211],{"id":211},[213,2111,2112,2114,2116,2118,2120,2126],{},[43,2113,217],{},[43,2115,220],{},[43,2117,223],{},[43,2119,226],{},[43,2121,229,2122,234,2124,238],{},[231,2123,233],{},[231,2125,237],{},[43,2127,241],{},[20,2129,244],{"id":244},[101,2131,2132,2144],{},[104,2133,2134],{},[107,2135,2136,2138,2140,2142],{},[110,2137,253],{},[110,2139,256],{},[110,2141,259],{},[110,2143,262],{},[119,2145,2146,2156,2166,2176,2186,2196],{},[107,2147,2148,2150,2152,2154],{},[124,2149,269],{},[124,2151,272],{},[124,2153,275],{},[124,2155,278],{},[107,2157,2158,2160,2162,2164],{},[124,2159,283],{},[124,2161,286],{},[124,2163,289],{},[124,2165,289],{},[107,2167,2168,2170,2172,2174],{},[124,2169,296],{},[124,2171,299],{},[124,2173,302],{},[124,2175,302],{},[107,2177,2178,2180,2182,2184],{},[124,2179,309],{},[124,2181,312],{},[124,2183,315],{},[124,2185,318],{},[107,2187,2188,2190,2192,2194],{},[124,2189,93],{},[124,2191,325],{},[124,2193,328],{},[124,2195,331],{},[107,2197,2198,2200,2202,2204],{},[124,2199,336],{},[124,2201,339],{},[124,2203,342],{},[124,2205,342],{},[20,2207,347],{"id":347},[40,2209,2210,2214,2218,2222,2226],{},[43,2211,2212,355],{},[29,2213,354],{},[43,2215,2216,361],{},[29,2217,360],{},[43,2219,2220,367],{},[29,2221,366],{},[43,2223,2224,373],{},[29,2225,372],{},[43,2227,2228,379],{},[29,2229,378],{},[20,2231,383],{"id":382},[40,2233,2234,2236,2238,2240,2242,2244,2246],{},[43,2235,388],{},[43,2237,391],{},[43,2239,394],{},[43,2241,397],{},[43,2243,400],{},[43,2245,403],{},[43,2247,406],{},[20,2249,410],{"id":409},[25,2251,2252,416],{},[29,2253,415],{},[25,2255,2256,422],{},[29,2257,421],{},[25,2259,2260,428],{},[29,2261,427],{},[20,2263,431],{"id":431},[25,2265,2266,439,2268,439,2270],{},[435,2267,438],{"href":437},[435,2269,443],{"href":442},[435,2271,447],{"href":446},[20,2273,450],{"id":450},[95,2275,2276],{},[25,2277,455],{},[40,2279,2280],{},[43,2281,2282],{},[435,2283,465],{"href":462,"rel":2284},[464],{"title":467,"searchDepth":468,"depth":468,"links":2286},[2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":93,"depth":471,"text":93},{"id":160,"depth":471,"text":161},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":409,"depth":471,"text":410},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},[488],{},[495,496,497],{"power":501,"ux":468,"price":501,"cn_support":471,"stability":468},{"title":10,"description":484},[2304],{"title":465,"url":462},[482,510,511,512],{"id":2307,"title":2308,"alternatives":2309,"api_compatible":15,"body":2310,"category":482,"chinese_friendly":1401,"cover":2736,"description":2737,"domestic":485,"extension":486,"faq":2738,"free":485,"github":15,"languages":2751,"lastVerified":15,"meta":2752,"models":15,"navigation":491,"notSuitable":15,"opensource":485,"path":1344,"pillar":493,"platforms":2753,"priceTable":2754,"pricing":2774,"published":1447,"relatedPlaybooks":2775,"relatedReviews":2776,"score":2777,"self_host":491,"seo":2778,"seoTitle":2779,"slug":932,"sources":2780,"stem":2787,"suitable":15,"tagline":2788,"tags":2789,"updated":1462,"verdict":2795,"website":2796,"__hash__":2797},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate.md","文心快码 Baidu Comate",[1458,521,933,12],{"type":17,"value":2311,"toc":2724},[2312,2314,2321,2324,2326,2369,2371,2429,2432,2436,2440,2457,2461,2478,2480,2500,2502,2619,2621,2653,2655,2678,2680,2699,2701],[20,2313,23],{"id":22},[25,2315,2316,2317,2320],{},"文心快码（Baidu Comate）是百度基于文心大模型打造的 AI 编程助手，在 IDC 2026 年度《AI 代码助手评估》中 9 项维度斩获 8 项满分、C++ 生成质量行业第一。差异化是 ",[29,2318,2319],{},"SPEC 规范驱动"," ——白盒化开发流程，让 AI 的每一步思维都可 review，避免黑盒「氛围编程」。已在顺丰、吉利、喜马拉雅等大客户规模化落地，44% 代码采纳率（喜马拉雅实测）。",[25,2322,2323],{},"适合：国内企业团队、对代码合规 \u002F 质量可控要求高、需要私有化 \u002F VPC 部署、C++ \u002F 后端为主的研发团队。不适合：纯英文海外团队、个人 prototyping（专业版 59 元\u002F月与 GLM Coding Plan 49 元价位贴脸竞争）。",[20,2325,38],{"id":38},[40,2327,2328,2334,2339,2345,2351,2357,2363],{},[43,2329,2330,2333],{},[29,2331,2332],{},"多智能体协同","：Zulu 编程智能体 + 子智能体并行任务拆解",[43,2335,2336,2338],{},[29,2337,2319],{},"：Doc → Tasks → Changes → Preview 白盒流水",[43,2340,2341,2344],{},[29,2342,2343],{},"代码补全 + Inline Chat","：行级 \u002F 函数级 \u002F 超级代码补全 + 行内对话",[43,2346,2347,2350],{},[29,2348,2349],{},"多模型路由","：文心 \u002F DeepSeek \u002F ChatGLM \u002F Kimi-K2.6（2026-04 首发支持）",[43,2352,2353,2356],{},[29,2354,2355],{},"独立 AI IDE","：编辑 \u002F 问答 \u002F 终端 + 前端实时预览 + 元素级调试",[43,2358,2359,2362],{},[29,2360,2361],{},"Figma 转代码","：92% 还原率",[43,2364,2365,2368],{},[29,2366,2367],{},"企业能力","：私有化 \u002F VPC \u002F 混合云 \u002F 模型微调 \u002F 审计日志",[20,2370,1547],{"id":1546},[101,2372,2373,2385],{},[104,2374,2375],{},[107,2376,2377,2380,2382],{},[110,2378,2379],{},"套餐",[110,2381,93],{},[110,2383,2384],{},"含什么",[119,2386,2387,2397,2407,2418],{},[107,2388,2389,2392,2394],{},[124,2390,2391],{},"个人标准版",[124,2393,777],{},[124,2395,2396],{},"补全 \u002F 单测 \u002F Spec \u002F Figma 转代码",[107,2398,2399,2401,2404],{},[124,2400,1044],{},[124,2402,2403],{},"59 元\u002F月（原 100）",[124,2405,2406],{},"+ ¥55 智能体额度 + SOTA 模型 + 500 Zulu\u002F月",[107,2408,2409,2412,2415],{},[124,2410,2411],{},"企业专业版",[124,2413,2414],{},"150 元\u002F人\u002F月",[124,2416,2417],{},"+ 安全管控 + 数据报表 + 成员权限",[107,2419,2420,2423,2426],{},[124,2421,2422],{},"企业专属版",[124,2424,2425],{},"2,500 元\u002F人\u002F年（100 人起）",[124,2427,2428],{},"+ 私有化 + 微调 + 审计日志",[25,2430,2431],{},"Zulu 加量包：50 \u002F 100 \u002F 500 次 = 30 \u002F 60 \u002F 300 元（优惠后 18 \u002F 33 \u002F 150）。",[20,2433,2435],{"id":2434},"实测中型-c-vue-项目","实测（中型 C++ + Vue 项目）",[25,2437,2438],{},[29,2439,169],{},[40,2441,2442,2445,2448,2451,2454],{},[43,2443,2444],{},"C++ 生成质量在国产里第一档：复杂模板 \u002F RAII \u002F 智能指针处理正确率明显高",[43,2446,2447],{},"SPEC 模式做后端模块开发：先生成 Doc → 拆 Tasks → 一步步生成代码，整段 PR 出来注释 + 文档齐",[43,2449,2450],{},"多智能体协同跑大任务有用：让 Zulu 拆，子 agent 并行写测试",[43,2452,2453],{},"Kimi-K2.6 + 文心组合，复杂业务推理稳",[43,2455,2456],{},"喜马拉雅 44% 采纳率不是营销话术——大型业务场景下确实能感受到",[25,2458,2459],{},[29,2460,191],{},[40,2462,2463,2466,2469,2472,2475],{},[43,2464,2465],{},"个人专业版 59 元\u002F月对个人偏贵（每月只送 500 快速请求 + ¥55 额度）",[43,2467,2468],{},"Eclipse 等老 IDE 不支持，遗留项目要先迁",[43,2470,2471],{},"智能体额度算法不透明，超量买加量包性价比一般",[43,2473,2474],{},"海外开发者访问偶发抖动",[43,2476,2477],{},"SPEC 流程对小项目是额外开销",[20,2479,211],{"id":211},[213,2481,2482,2485,2488,2491,2494,2497],{},[43,2483,2484],{},"comate.baidu.com 注册（百度账号），免费版立即可用",[43,2486,2487],{},"VS Code \u002F JetBrains 装 \"Comate\" 插件",[43,2489,2490],{},"设置勾常用语言、上传 .editorconfig 同步团队代码风格",[43,2492,2493],{},"体验：注释 → 代码、选中代码右键 Zulu \u002F Spec 模式",[43,2495,2496],{},"企业：买专业版后开企业空间，邀成员、配私域知识库",[43,2498,2499],{},"重度后端：把 Kimi-K2.6 \u002F DeepSeek 模型切换加上",[20,2501,244],{"id":244},[101,2503,2504,2518],{},[104,2505,2506],{},[107,2507,2508,2510,2512,2514,2516],{},[110,2509,253],{},[110,2511,1174],{},[110,2513,930],{},[110,2515,715],{},[110,2517,1179],{},[119,2519,2520,2534,2547,2562,2574,2588,2605],{},[107,2521,2522,2524,2527,2530,2532],{},[124,2523,1715],{},[124,2525,2526],{},"免费 \u002F 59",[124,2528,2529],{},"免费 \u002F 58",[124,2531,1212],{},[124,2533,1215],{},[107,2535,2536,2539,2541,2543,2545],{},[124,2537,2538],{},"企业起价",[124,2540,2414],{},[124,2542,1061],{},[124,2544,1952],{},[124,2546,1952],{},[107,2548,2549,2552,2555,2558,2560],{},[124,2550,2551],{},"私有化",[124,2553,2554],{},"✅ VPC \u002F 混合云",[124,2556,2557],{},"✅ 专享版",[124,2559,339],{},[124,2561,339],{},[107,2563,2564,2566,2568,2570,2572],{},[124,2565,1220],{},[124,2567,1226],{},[124,2569,1223],{},[124,2571,339],{},[124,2573,785],{},[107,2575,2576,2579,2582,2584,2586],{},[124,2577,2578],{},"SPEC 流水",[124,2580,2581],{},"✅ 杀手锏",[124,2583,785],{},[124,2585,1257],{},[124,2587,785],{},[107,2589,2590,2593,2596,2599,2602],{},[124,2591,2592],{},"大客户落地",[124,2594,2595],{},"顺丰 \u002F 吉利 \u002F 喜马",[124,2597,2598],{},"微信 \u002F 腾讯系",[124,2600,2601],{},"信也 \u002F 阿里系",[124,2603,2604],{},"智谱 \u002F 信创",[107,2606,2607,2610,2613,2615,2617],{},[124,2608,2609],{},"IDC 评估",[124,2611,2612],{},"8\u002F9 满分",[124,2614,1036],{},[124,2616,1036],{},[124,2618,1036],{},[20,2620,347],{"id":347},[40,2622,2623,2629,2635,2641,2647],{},[43,2624,2625,2628],{},[29,2626,2627],{},"个人开发性价比看额度","：59 元\u002F月只送 500 Zulu，超量买加量包要算",[43,2630,2631,2634],{},[29,2632,2633],{},"SPEC 模式别用在小项目","：流程过重，单文件改 \u002F 快速 prototyping 用补全模式",[43,2636,2637,2640],{},[29,2638,2639],{},"Eclipse 用户先迁 IDE","：Comate 不支持，建议 VS Code 或 JetBrains",[43,2642,2643,2646],{},[29,2644,2645],{},"企业团队先 PoC","：私有化部署 + 文心代码大模型组合，前期投入较大",[43,2648,2649,2652],{},[29,2650,2651],{},"代码采纳率 44% 是企业深度集成","：个人开发感受没那么明显",[20,2654,383],{"id":382},[40,2656,2657,2660,2663,2666,2669,2672,2675],{},[43,2658,2659],{},"✅ 国内企业团队、合规要求高",[43,2661,2662],{},"✅ C++ \u002F 后端为主的研发",[43,2664,2665],{},"✅ 需要私有化 \u002F VPC \u002F 混合云部署",[43,2667,2668],{},"✅ 团队需要 SPEC 白盒化流程",[43,2670,2671],{},"❌ 海外纯英文团队",[43,2673,2674],{},"❌ 个人轻度 \u002F 偶尔 vibe coding（用免费版即可）",[43,2676,2677],{},"❌ 完全没有合规需求的小团队",[20,2679,431],{"id":431},[40,2681,2682,2687,2691,2695],{},[43,2683,2684],{},[435,2685,2686],{"href":1420},"CodeBuddy 评测",[43,2688,2689],{},[435,2690,1351],{"href":1350},[43,2692,2693],{},[435,2694,1357],{"href":1356},[43,2696,2697],{},[435,2698,1874],{"href":1873},[20,2700,450],{"id":450},[213,2702,2703,2710,2717],{},[43,2704,2705,2706],{},"文心快码官方定价（2026-01-30）",[435,2707,2708],{"href":2708,"rel":2709},"https:\u002F\u002Fcomate.baidu.com\u002Fzh\u002Fpage\u002Fvew71mux9gm",[464],[43,2711,2712,2713],{},"NavCN — 文心快码完整测评（2026-05-19）",[435,2714,2715],{"href":2715,"rel":2716},"https:\u002F\u002Fwww.navcn.cn\u002Ftool\u002F593.html",[464],[43,2718,2719,2720],{},"百度智能云 Comate 公有云定价 ",[435,2721,2722],{"href":2722,"rel":2723},"https:\u002F\u002Fcloud.baidu.com\u002Fdoc\u002FCOMATE\u002Fs\u002Frlnvnio4a",[464],{"title":467,"searchDepth":468,"depth":468,"links":2725},[2726,2727,2728,2729,2730,2731,2732,2733,2734,2735],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":1546,"depth":471,"text":1547},{"id":2434,"depth":471,"text":2435},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\u002Fimg\u002Ftools\u002Fcomate.webp","文心快码（Baidu Comate）真实评测：百度基于文心大模型的 AI 编程助手，IDC 2026 报告 9 项维度 8 项满分、C++ 生成质量行业第一。SPEC 规范驱动『杀手锏』+ Zulu 智能体 + 多模型（含 Kimi-K2.6 \u002F DeepSeek \u002F GLM）。个人标准版免费 \u002F 专业版 59 元\u002F月 \u002F 企业专业版 150 元\u002F人\u002F月。",[2739,2742,2745,2748],{"q":2740,"a":2741},"IDC 8 项满分是真的吗？是什么意义？","IDC 2026 年度《AI 代码助手评估》9 项维度（智能体能力 \u002F 工程化落地 \u002F 企业安全 \u002F 多语言 \u002F 上下文 \u002F 模型 \u002F 私有化 \u002F 数据治理 \u002F 客户成功）中 Comate 拿 8 项满分，C++ 生成质量行业第一。这是国内目前唯一拿到 8\u002F9 的产品。",{"q":2743,"a":2744},"SPEC 规范驱动到底是什么？","白盒化开发流程：Doc → Tasks → Changes → Preview。AI 先写需求文档 → 拆任务 → 生成变更 → 给预览，每一步可 review 可改，避免『氛围编程』黑盒。对企业代码合规价值大，对个人 prototyping 是额外步骤。",{"q":2746,"a":2747},"和 Cursor \u002F Copilot 比？","海外个人开发 Cursor 仍最强；国内企业团队（多人协同、要合规、私有化部署），Comate 的 SPEC + 私有化 + 文心代码大模型组合更扎实。顺丰、吉利、喜马拉雅都已规模化用。",{"q":2749,"a":2750},"44% 代码采纳率含金量？","在喜马拉雅实际业务场景中代码采纳率 44%——比 Copilot 公开数据 30% 高。但这是企业级深度集成场景，个人开发可能感受不到同等差距。",[1418,488],{},[1422,1423,1424,1425],[2755,2758,2762,2766,2769],{"plan":2391,"price":777,"features":2756,"notes":2757},"代码补全 \u002F 单测 \u002F Spec 模式 \u002F Figma 转代码","完全免费、基础功能",{"plan":1044,"price":2759,"features":2760,"notes":2761},"59 元\u002F月（原价 100）","标准版 + ¥55 智能体额度\u002F月 + SOTA 模型优先","每月赠 500 Zulu 快速请求",{"plan":2411,"price":2763,"features":2764,"notes":2765},"150 元\u002F人\u002F月（季 450 \u002F 年 1,500）","专业版 + 企业安全 + 成员管理 + 数据报表","团队池 + License 管理",{"plan":2422,"price":2425,"features":2767,"notes":2768},"VPC \u002F 混合云 \u002F 私有化 + 模型微调 + 审计日志","金融 \u002F 政企合规",{"plan":2770,"price":2771,"features":2772,"notes":2773},"Zulu 加量包","30 元 \u002F 60 元 \u002F 300 元","50 \u002F 100 \u002F 500 次快速 Zulu 请求","优惠后 18 \u002F 33 \u002F 150 元","个人免费 \u002F 专业版 59 元·月 \u002F 企业专业版 150 元·人·月 \u002F 私有化定制",[1450,1449],[1452,1453],{"power":501,"ux":501,"price":501,"cn_support":1401,"stability":1401},{"title":2308,"description":2737},"Comate 评测 2026：百度 AI 编程助手，文心大模型驱动，国内免费使用",[2781,2783,2785],{"name":2782,"url":2715,"accessed":1462},"NavCN — 文心快码完整测评",{"name":2784,"url":2708,"accessed":1462},"文心快码官方定价",{"name":2786,"url":2722,"accessed":1462},"百度智能云 Comate 公有云定价","tools\u002Fcoding\u002Fcopilot\u002Fcomate","百度文心大模型驱动的 AI 编程助手，IDC 2026 评估 9 项维度 8 项满分",[482,1470,2790,2791,2792,2793,1474,2794],"baidu","spec","wenxin","zulu","enterprise","国产企业 AI 编程的标杆——SPEC 白盒化让 AI 的开发过程可审计、可追溯，精准击中合规与质量痛点。顺丰、吉利等大客户落地、44% 代码采纳率。个人轻度建议先用免费版，重度选 Coding Plan 同价位的 GLM 套餐性价比更高。","https:\u002F\u002Fcomate.baidu.com","CQ87erU44DB_3M4l8WIV17Sn5YmbfBLtrveapf9ThkQ",{"id":2799,"title":2800,"alternatives":2801,"api_compatible":2803,"body":2805,"category":482,"chinese_friendly":1401,"cover":3578,"description":3579,"domestic":485,"extension":486,"faq":15,"free":485,"github":3580,"languages":3581,"lastVerified":15,"meta":3582,"models":3583,"navigation":491,"notSuitable":3586,"opensource":491,"path":3591,"pillar":493,"platforms":3592,"priceTable":3594,"pricing":3604,"published":3605,"relatedPlaybooks":15,"relatedReviews":15,"score":3606,"self_host":491,"seo":3607,"seoTitle":3608,"slug":3609,"sources":3610,"stem":3625,"suitable":3626,"tagline":3632,"tags":3633,"updated":3605,"verdict":3637,"website":3613,"__hash__":3638},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder.md","DeepSeek Coder",[933,521,2802],"coding\u002Fcopilot\u002Fmarscode",[2804],"openai",{"type":17,"value":2806,"toc":3561},[2807,2810,2821,2828,2838,2840,2845,2929,2936,2939,2942,2953,2956,2959,2962,3034,3037,3041,3155,3158,3162,3165,3179,3182,3186,3229,3232,3240,3243,3322,3332,3335,3461,3467,3481,3483,3489,3495,3501,3507,3517,3519,3557],[20,2808,2809],{"id":2809},"一句话结论",[25,2811,2812,2813,2816,2817,2820],{},"DeepSeek Coder 是",[29,2814,2815],{},"国产开源编程模型的标杆","。2026 年 V4 API 全面开放后，配合 VS Code 的 Continue\u002FCline 插件，可以",[29,2818,2819],{},"零成本实现接近 Cursor 的 Agent 编程体验","——月成本从 Cursor 的 $20 降到 DeepSeek API 的 ¥10 以内。",[25,2822,2823,2824,2827],{},"它的优势是",[29,2825,2826],{},"极致性价比 + 中文理解一流 + 开源可本地部署","。短板是需要自行配置工具链（不像通义灵码\u002FMarsCode 那样开箱即用），且模型能力略弱于 Claude Sonnet 4。",[2829,2830,2832],"callout",{"type":2831},"info",[25,2833,2834,2837],{},[29,2835,2836],{},"最佳实践","：VS Code + Continue 插件 + DeepSeek V4 API。补全用 DeepSeek（便宜），复杂 Agent 任务切 Claude（质量高）。两者月成本约 ¥50-100，体验接近 Cursor Pro。",[20,2839,38],{"id":38},[2841,2842,2844],"h3",{"id":2843},"deepseek-v4-编程模型","DeepSeek V4 编程模型",[101,2846,2847,2863],{},[104,2848,2849],{},[107,2850,2851,2854,2857,2860],{},[110,2852,2853],{},"参数",[110,2855,2856],{},"DeepSeek V4",[110,2858,2859],{},"Claude Sonnet 4",[110,2861,2862],{},"GPT-5",[119,2864,2865,2878,2892,2905,2919],{},[107,2866,2867,2870,2873,2876],{},[124,2868,2869],{},"上下文窗口",[124,2871,2872],{},"128K",[124,2874,2875],{},"200K",[124,2877,2872],{},[107,2879,2880,2883,2886,2889],{},[124,2881,2882],{},"编程 Benchmark",[124,2884,2885],{},"SWE-Bench 55%",[124,2887,2888],{},"SWE-Bench 72%",[124,2890,2891],{},"SWE-Bench 68%",[107,2893,2894,2897,2900,2903],{},[124,2895,2896],{},"中文理解",[124,2898,2899],{},"★★★★★",[124,2901,2902],{},"★★★★☆",[124,2904,2902],{},[107,2906,2907,2910,2913,2916],{},[124,2908,2909],{},"API 价格",[124,2911,2912],{},"￥1\u002F百万 token",[124,2914,2915],{},"$15\u002F百万 token",[124,2917,2918],{},"$10\u002F百万 token",[107,2920,2921,2923,2925,2927],{},[124,2922,336],{},[124,2924,339],{},[124,2926,342],{},[124,2928,342],{},[25,2930,2931,2932,2935],{},"DeepSeek V4 的编程能力约为 Claude Sonnet 4 的 75-80%，但",[29,2933,2934],{},"API 价格只有 Claude 的 1\u002F100","。对于日常补全和中等复杂度的 Agent 任务，性价比极高。",[2841,2937,976],{"id":2938},"_128k-上下文",[25,2940,2941],{},"128K token 上下文可以覆盖大部分中型项目的单次分析需求：",[40,2943,2944,2947,2950],{},[43,2945,2946],{},"约 3-5 万行代码",[43,2948,2949],{},"完整的 API 文档 + 代码库",[43,2951,2952],{},"长对话历史 + 项目上下文",[25,2954,2955],{},"对于超大型项目（10 万行+），需要配合 RAG 或分块策略。",[2841,2957,2958],{"id":2958},"多语言编程支持",[25,2960,2961],{},"DeepSeek Coder 在以下语言表现最好：",[101,2963,2964,2977],{},[104,2965,2966],{},[107,2967,2968,2971,2974],{},[110,2969,2970],{},"语言",[110,2972,2973],{},"补全质量",[110,2975,2976],{},"Agent 能力",[119,2978,2979,2988,2997,3006,3016,3025],{},[107,2980,2981,2984,2986],{},[124,2982,2983],{},"Python",[124,2985,2899],{},[124,2987,2902],{},[107,2989,2990,2993,2995],{},[124,2991,2992],{},"JavaScript\u002FTypeScript",[124,2994,2899],{},[124,2996,2902],{},[107,2998,2999,3002,3004],{},[124,3000,3001],{},"Java",[124,3003,2902],{},[124,3005,2902],{},[107,3007,3008,3011,3013],{},[124,3009,3010],{},"Go",[124,3012,2902],{},[124,3014,3015],{},"★★★☆☆",[107,3017,3018,3021,3023],{},[124,3019,3020],{},"C\u002FC++",[124,3022,2902],{},[124,3024,3015],{},[107,3026,3027,3030,3032],{},[124,3028,3029],{},"Rust",[124,3031,3015],{},[124,3033,3015],{},[20,3035,3036],{"id":3036},"使用方式",[2841,3038,3040],{"id":3039},"方式-1api-vs-code-continue推荐","方式 1：API + VS Code Continue（推荐）",[3042,3043,3047],"pre",{"className":3044,"code":3045,"language":3046,"meta":467,"style":467},"language-bash shiki shiki-themes github-light github-dark","# 1. 安装 VS Code Continue 插件\n# 2. 配置 config.json\n{\n  \"models\": [{\n    \"title\": \"DeepSeek V4\",\n    \"provider\": \"openai\",\n    \"model\": \"deepseek-chat\",\n    \"apiBase\": \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n    \"apiKey\": \"your-api-key\"\n  }]\n}\n# 3. 开始使用\n","bash",[231,3048,3049,3058,3063,3069,3082,3093,3104,3115,3126,3137,3143,3149],{"__ignoreMap":467},[3050,3051,3054],"span",{"class":3052,"line":3053},"line",1,[3050,3055,3057],{"class":3056},"sJ8bj","# 1. 安装 VS Code Continue 插件\n",[3050,3059,3060],{"class":3052,"line":471},[3050,3061,3062],{"class":3056},"# 2. 配置 config.json\n",[3050,3064,3065],{"class":3052,"line":468},[3050,3066,3068],{"class":3067},"sVt8B","{\n",[3050,3070,3071,3075,3079],{"class":3052,"line":501},[3050,3072,3074],{"class":3073},"sScJk","  \"models\"",[3050,3076,3078],{"class":3077},"sj4cs",":",[3050,3080,3081],{"class":3067}," [{\n",[3050,3083,3084,3087,3089],{"class":3052,"line":1401},[3050,3085,3086],{"class":3073},"    \"title\"",[3050,3088,3078],{"class":3077},[3050,3090,3092],{"class":3091},"sZZnC"," \"DeepSeek V4\",\n",[3050,3094,3096,3099,3101],{"class":3052,"line":3095},6,[3050,3097,3098],{"class":3073},"    \"provider\"",[3050,3100,3078],{"class":3077},[3050,3102,3103],{"class":3091}," \"openai\",\n",[3050,3105,3107,3110,3112],{"class":3052,"line":3106},7,[3050,3108,3109],{"class":3073},"    \"model\"",[3050,3111,3078],{"class":3077},[3050,3113,3114],{"class":3091}," \"deepseek-chat\",\n",[3050,3116,3118,3121,3123],{"class":3052,"line":3117},8,[3050,3119,3120],{"class":3073},"    \"apiBase\"",[3050,3122,3078],{"class":3077},[3050,3124,3125],{"class":3091}," \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n",[3050,3127,3129,3132,3134],{"class":3052,"line":3128},9,[3050,3130,3131],{"class":3073},"    \"apiKey\"",[3050,3133,3078],{"class":3077},[3050,3135,3136],{"class":3091}," \"your-api-key\"\n",[3050,3138,3140],{"class":3052,"line":3139},10,[3050,3141,3142],{"class":3067},"  }]\n",[3050,3144,3146],{"class":3052,"line":3145},11,[3050,3147,3148],{"class":3067},"}\n",[3050,3150,3152],{"class":3052,"line":3151},12,[3050,3153,3154],{"class":3056},"# 3. 开始使用\n",[25,3156,3157],{},"月成本：¥5-20（日常补全 + 偶尔 Agent 任务）",[2841,3159,3161],{"id":3160},"方式-2api-clineagent-模式","方式 2：API + Cline（Agent 模式）",[25,3163,3164],{},"Cline 是 VS Code 的 Agent 插件，配合 DeepSeek V4 可以实现：",[40,3166,3167,3170,3173,3176],{},[43,3168,3169],{},"多文件修改",[43,3171,3172],{},"自动跑测试",[43,3174,3175],{},"终端命令执行",[43,3177,3178],{},"Bug 修复",[25,3180,3181],{},"月成本：¥10-50（取决于 Agent 任务频率）",[2841,3183,3185],{"id":3184},"方式-3本地部署","方式 3：本地部署",[3042,3187,3189],{"className":3044,"code":3188,"language":3046,"meta":467,"style":467},"# 使用 Ollama 本地部署\nollama pull deepseek-coder-v2:16b\n# 或使用 vLLM 部署 236B 完整版\npython -m vllm.entrypoints.openai.api_server --model deepseek-ai\u002Fdeepseek-coder-v2-instruct\n",[231,3190,3191,3196,3207,3212],{"__ignoreMap":467},[3050,3192,3193],{"class":3052,"line":3053},[3050,3194,3195],{"class":3056},"# 使用 Ollama 本地部署\n",[3050,3197,3198,3201,3204],{"class":3052,"line":471},[3050,3199,3200],{"class":3073},"ollama",[3050,3202,3203],{"class":3091}," pull",[3050,3205,3206],{"class":3091}," deepseek-coder-v2:16b\n",[3050,3208,3209],{"class":3052,"line":468},[3050,3210,3211],{"class":3056},"# 或使用 vLLM 部署 236B 完整版\n",[3050,3213,3214,3217,3220,3223,3226],{"class":3052,"line":501},[3050,3215,3216],{"class":3073},"python",[3050,3218,3219],{"class":3077}," -m",[3050,3221,3222],{"class":3091}," vllm.entrypoints.openai.api_server",[3050,3224,3225],{"class":3077}," --model",[3050,3227,3228],{"class":3091}," deepseek-ai\u002Fdeepseek-coder-v2-instruct\n",[25,3230,3231],{},"本地部署需要：",[40,3233,3234,3237],{},[43,3235,3236],{},"16B 模型：~12GB VRAM（RTX 4090 可跑）",[43,3238,3239],{},"236B 模型：~480GB VRAM（多卡服务器）",[20,3241,3242],{"id":3242},"价格对比",[101,3244,3245,3257],{},[104,3246,3247],{},[107,3248,3249,3251,3254],{},[110,3250,112],{},[110,3252,3253],{},"月成本",[110,3255,3256],{},"体验",[119,3258,3259,3270,3281,3292,3302,3311],{},[107,3260,3261,3264,3267],{},[124,3262,3263],{},"DeepSeek API + Continue",[124,3265,3266],{},"¥5-20",[124,3268,3269],{},"接近 Copilot 补全",[107,3271,3272,3275,3278],{},[124,3273,3274],{},"DeepSeek API + Cline",[124,3276,3277],{},"¥10-50",[124,3279,3280],{},"接近 Cursor Agent",[107,3282,3283,3286,3289],{},[124,3284,3285],{},"Cursor Pro",[124,3287,3288],{},"¥145 ($20)",[124,3290,3291],{},"最佳体验",[107,3293,3294,3296,3299],{},[124,3295,259],{},[124,3297,3298],{},"¥72 ($10)",[124,3300,3301],{},"补全标杆",[107,3303,3304,3306,3308],{},[124,3305,715],{},[124,3307,777],{},[124,3309,3310],{},"国产补全标杆",[107,3312,3313,3316,3319],{},[124,3314,3315],{},"本地部署",[124,3317,3318],{},"¥0（电费）",[124,3320,3321],{},"需要 GPU",[25,3323,3324,3327,3328,3331],{},[29,3325,3326],{},"结论","：DeepSeek API + Continue\u002FCline 是",[29,3329,3330],{},"性价比最高的 AI 编程方案","，月成本 ¥10-50 即可获得接近 Cursor 的体验。",[20,3333,3334],{"id":3334},"与同类对比",[101,3336,3337,3352],{},[104,3338,3339],{},[107,3340,3341,3343,3345,3347,3349],{},[110,3342,253],{},[110,3344,2800],{},[110,3346,715],{},[110,3348,1179],{},[110,3350,3351],{},"MarsCode",[119,3353,3354,3370,3383,3395,3408,3420,3434,3447],{},[107,3355,3356,3359,3362,3365,3367],{},[124,3357,3358],{},"类型",[124,3360,3361],{},"开源模型 + 插件",[124,3363,3364],{},"IDE 插件",[124,3366,3364],{},[124,3368,3369],{},"IDE 插件 + IDE",[107,3371,3372,3374,3376,3378,3381],{},[124,3373,336],{},[124,3375,339],{},[124,3377,342],{},[124,3379,3380],{},"✅ 模型开源",[124,3382,342],{},[107,3384,3385,3387,3389,3391,3393],{},[124,3386,3315],{},[124,3388,339],{},[124,3390,342],{},[124,3392,339],{},[124,3394,342],{},[107,3396,3397,3399,3402,3404,3406],{},[124,3398,93],{},[124,3400,3401],{},"免费\u002F极低",[124,3403,777],{},[124,3405,777],{},[124,3407,777],{},[107,3409,3410,3412,3414,3416,3418],{},[124,3411,2973],{},[124,3413,2902],{},[124,3415,2902],{},[124,3417,3015],{},[124,3419,2902],{},[107,3421,3422,3424,3427,3429,3432],{},[124,3423,2976],{},[124,3425,3426],{},"★★★★☆ (需配 Cline)",[124,3428,3015],{},[124,3430,3431],{},"★★☆☆☆",[124,3433,2902],{},[107,3435,3436,3439,3441,3443,3445],{},[124,3437,3438],{},"中文体验",[124,3440,2899],{},[124,3442,2899],{},[124,3444,2902],{},[124,3446,2902],{},[107,3448,3449,3452,3455,3457,3459],{},[124,3450,3451],{},"开箱即用",[124,3453,3454],{},"❌ 需配置",[124,3456,339],{},[124,3458,339],{},[124,3460,339],{},[25,3462,3463,3466],{},[29,3464,3465],{},"选型建议","：",[40,3468,3469,3472,3475,3478],{},[43,3470,3471],{},"想要开箱即用 → 通义灵码 \u002F MarsCode",[43,3473,3474],{},"想要本地部署\u002F开源 → DeepSeek Coder",[43,3476,3477],{},"想要最强 Agent 体验 → DeepSeek API + Cline",[43,3479,3480],{},"想要零成本 → 本地部署 DeepSeek + Continue",[20,3482,410],{"id":409},[25,3484,3485,3488],{},[29,3486,3487],{},"Q：DeepSeek V4 和 DeepSeek Coder V2 什么区别？","\nV4 是通用大模型（编程能力强），Coder V2 是专门的编程模型。V4 整体能力更强，推荐用 V4。Coder V2 适合本地部署（有 16B 小模型版本）。",[25,3490,3491,3494],{},[29,3492,3493],{},"Q：DeepSeek API 稳定吗？","\n2026 年 V4 全面开放后稳定性大幅提升，API 可用率约 99.5%。高峰期偶有延迟增高，但不影响日常使用。",[25,3496,3497,3500],{},[29,3498,3499],{},"Q：能替代 Cursor 吗？","\n补全可以替代，Agent 能力差一截。DeepSeek + Cline 的 Agent 体验约为 Cursor 的 70-80%，但成本只有 1\u002F10。预算敏感的用户完全可以接受。",[25,3502,3503,3506],{},[29,3504,3505],{},"Q：本地部署需要什么硬件？","\n16B 量化版需要 ~12GB VRAM（RTX 4090 \u002F RTX 3090 可跑）。完整 236B 需要多卡服务器（8×A100 80GB）。大多数个人用户选择 API 方式更实际。",[25,3508,3509,3512,3513,3516],{},[29,3510,3511],{},"Q：和 Kimi Code \u002F MiMo Code 比，DeepSeek Coder 优势在哪？","\nDeepSeek 的优势是",[29,3514,3515],{},"生态成熟","——API 稳定、社区大、工具链完善（Continue\u002FCline\u002FAider 都支持）。Kimi Code 和 MiMo Code 更新更激进但生态还在建设期。",[20,3518,431],{"id":431},[40,3520,3521,3527,3533,3539,3545,3551],{},[43,3522,3523],{},[435,3524,3526],{"href":3525},"\u002Fcoding\u002Fcopilot\u002Fcodegeex.html","CodeGeeX 工具卡",[43,3528,3529],{},[435,3530,3532],{"href":3531},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码 工具卡",[43,3534,3535],{},[435,3536,3538],{"href":3537},"\u002Fcoding\u002Fcopilot\u002Fmarscode.html","MarsCode 工具卡",[43,3540,3541],{},[435,3542,3544],{"href":3543},"\u002Freview\u002Fcopilot-four-comparison.html","国产 Copilot 四强横评",[43,3546,3547],{},[435,3548,3550],{"href":3549},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue 工具卡",[43,3552,3553],{},[435,3554,3556],{"href":3555},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline 工具卡",[3558,3559,3560],"style",{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":467,"searchDepth":468,"depth":468,"links":3562},[3563,3564,3569,3574,3575,3576,3577],{"id":2809,"depth":471,"text":2809},{"id":38,"depth":471,"text":38,"children":3565},[3566,3567,3568],{"id":2843,"depth":468,"text":2844},{"id":2938,"depth":468,"text":976},{"id":2958,"depth":468,"text":2958},{"id":3036,"depth":471,"text":3036,"children":3570},[3571,3572,3573],{"id":3039,"depth":468,"text":3040},{"id":3160,"depth":468,"text":3161},{"id":3184,"depth":468,"text":3185},{"id":3242,"depth":471,"text":3242},{"id":3334,"depth":471,"text":3334},{"id":409,"depth":471,"text":410},{"id":431,"depth":471,"text":431},"\u002Fimg\u002Ftools\u002Fdeepseek-coder.webp","DeepSeek Coder 2026 真实评测：深度求索出品的开源编程模型，V4 API 全面开放、128K 上下文、配合 VS Code Continue\u002FCline 可免费实现 Cursor 级体验。本文整理核心能力、本地部署、与 CodeGeeX\u002F通义灵码对比、适用场景。","https:\u002F\u002Fgithub.com\u002Fdeepseek-ai\u002FDeepSeek-Coder",[1418,488],{},[3584,3585],"deepseek-v4","deepseek-coder-v2",[3587,3588,3589,3590],"需要开箱即用的 IDE 插件体验（需要自行配置工具链）","需要最强模型能力（DeepSeek 略弱于 Claude Sonnet 4）","没有 GPU 且不想用 API 的用户","需要企业级管控和审计的团队","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder",[3593,495,496,497],"web",[3595,3599],{"plan":3596,"price":129,"limit":3597,"cn_pay":3598,"note":3321},"开源模型","自行部署，无限制","—",{"plan":3600,"price":2912,"limit":3601,"cn_pay":3602,"note":3603},"API（V4）","按量计费","✅ 支付宝\u002F微信","最便宜的顶级 API","免费（开源模型）\u002F API 按 token 计费","2026-07-04",{"power":501,"ux":468,"price":1401,"cn_support":1401,"stability":501},{"title":2800,"description":3579},"DeepSeek Coder 评测 2026：深度求索开源编程模型，V4 API 全面开放","coding\u002Fcopilot\u002Fdeepseek-coder",[3611,3614,3616,3619,3622],{"title":3612,"url":3613},"DeepSeek 官网","https:\u002F\u002Fwww.deepseek.com",{"title":3615,"url":3580},"DeepSeek Coder GitHub",{"title":3617,"url":3618},"DeepSeek V4 + VS Code 实测","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7651498750988485166\u002F",{"title":3620,"url":3621},"国产之光 DeepSeek Code","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7649438670730117659\u002F",{"title":3623,"url":3624},"DeepSeek 本地部署指南","https:\u002F\u002Fblog.csdn.net\u002Fgitblog_00848\u002Farticle\u002Fdetails\u002F151922381","tools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder",[3627,3628,3629,3630,3631],"预算敏感的个人开发者（免费或极低成本）","需要本地部署 \u002F 私有化的团队","中文注释为主的代码库","想要 BYOK 自由切换模型的用户","配合 Continue\u002FCline 在 VS Code 里实现 Agent 编程","深度求索开源编程模型，V4 API 全面开放，国产编程之光",[482,1473,512,3634,3635,3636],"chinese","local-deploy","api","国产开源编程模型标杆。V4 API 全面开放、128K 上下文、配合 Continue\u002FCline 可免费实现 Cursor 级体验。中文理解一流，本地部署友好，但需要自行搭建工具链。","5tASkstzUFsuRvobW5i6wJvn7nvUQ6bYoSbrbLtC15I",{"id":3640,"title":3641,"alternatives":3642,"api_compatible":3643,"body":3645,"category":482,"chinese_friendly":471,"cover":4179,"description":4180,"domestic":485,"extension":486,"faq":15,"free":485,"github":15,"languages":4181,"lastVerified":15,"meta":4184,"models":4185,"navigation":491,"notSuitable":4187,"opensource":485,"path":4191,"pillar":493,"platforms":4192,"priceTable":4193,"pricing":4202,"published":3605,"relatedPlaybooks":15,"relatedReviews":15,"score":4203,"self_host":485,"seo":4204,"seoTitle":4205,"slug":4206,"sources":4207,"stem":4220,"suitable":4221,"tagline":4227,"tags":4228,"updated":3605,"verdict":4231,"website":4210,"__hash__":4232},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgemini-code-assist.md","Gemini Code Assist",[12,2802,1458],[3644],"google",{"type":17,"value":3646,"toc":4163},[3647,3649,3656,3663,3671,3673,3677,3684,3695,3698,3702,3771,3778,3781,3868,3875,3878,3882,3893,3896,3899,3947,3950,3952,3994,3999,4010,4013,4017,4108,4113,4115,4121,4127,4133,4139,4141],[20,3648,2809],{"id":2809},[25,3650,3651,3652,3655],{},"Gemini Code Assist 是 Google 在 AI 编程赛道的旗舰产品。它最大的杀手锏是 ",[29,3653,3654],{},"百万 token 免费额度","——这意味着你可以把整个大型项目扔给它分析，不用担心像 GitHub Copilot 那样按量计费。",[25,3657,3658,3659,3662],{},"但它的短板也很明显：",[29,3660,3661],{},"国内访问需要稳定翻墙 + Google 账号","，中文体验不如通义灵码\u002FCodeBuddy 等国产工具。如果你的团队在 Google Cloud 生态里，Gemini Code Assist 是最自然的选择；如果在国内裸跑，还是选国产工具更顺。",[2829,3664,3665],{"type":2831},[25,3666,3667,3670],{},[29,3668,3669],{},"Google AI 编程产品线","：Gemini Code Assist（IDE 插件）+ Gemini CLI（终端 Agent）+ Jules（异步编码 Agent）+ Firebase Studio（全栈构建）。四款产品定位不同，Code Assist 是\"日常编程助手\"定位。",[20,3672,38],{"id":38},[2841,3674,3676],{"id":3675},"百万-token-上下文","百万 token 上下文",[25,3678,3679,3680,3683],{},"Gemini 2.5 Pro 支持 ",[29,3681,3682],{},"100 万 token 上下文窗口","——这是目前所有 AI 编程工具中最长的。实际意义：",[40,3685,3686,3689,3692],{},[43,3687,3688],{},"整个中型项目（10-20 万行代码）可以一次性塞进上下文",[43,3690,3691],{},"跨文件理解不需要分块，Agent 能看到全局",[43,3693,3694],{},"长对话不会\"忘记\"早期讨论的架构决策",[25,3696,3697],{},"对比：GitHub Copilot 上下文约 8K-32K token，Claude Code 约 200K token。",[2841,3699,3701],{"id":3700},"代码补全-生成","代码补全 + 生成",[101,3703,3704,3715],{},[104,3705,3706],{},[107,3707,3708,3711,3713],{},[110,3709,3710],{},"能力",[110,3712,3641],{},[110,3714,259],{},[119,3716,3717,3726,3735,3744,3753,3762],{},[107,3718,3719,3722,3724],{},[124,3720,3721],{},"单行补全",[124,3723,2902],{},[124,3725,2899],{},[107,3727,3728,3731,3733],{},[124,3729,3730],{},"多行补全",[124,3732,2902],{},[124,3734,2902],{},[107,3736,3737,3740,3742],{},[124,3738,3739],{},"函数生成",[124,3741,2899],{},[124,3743,2902],{},[107,3745,3746,3749,3751],{},[124,3747,3748],{},"跨文件理解",[124,3750,2899],{},[124,3752,3015],{},[107,3754,3755,3758,3760],{},[124,3756,3757],{},"中文注释→代码",[124,3759,3015],{},[124,3761,3015],{},[107,3763,3764,3767,3769],{},[124,3765,3766],{},"代码解释",[124,3768,2899],{},[124,3770,2902],{},[25,3772,3773,3774,3777],{},"Gemini Code Assist 在",[29,3775,3776],{},"跨文件理解和长代码生成","方面有明显优势，但单行补全的实时性略逊于 Copilot（延迟高 50-100ms）。",[2841,3779,3780],{"id":3780},"企业版能力",[101,3782,3783,3795],{},[104,3784,3785],{},[107,3786,3787,3790,3792],{},[110,3788,3789],{},"企业功能",[110,3791,3641],{},[110,3793,3794],{},"GitHub Copilot Business",[119,3796,3797,3807,3817,3827,3837,3847,3858],{},[107,3798,3799,3802,3805],{},[124,3800,3801],{},"私有部署",[124,3803,3804],{},"❌（Google Cloud 内）",[124,3806,342],{},[107,3808,3809,3812,3815],{},[124,3810,3811],{},"代码不留存",[124,3813,3814],{},"✅ 企业版保证",[124,3816,339],{},[107,3818,3819,3822,3825],{},[124,3820,3821],{},"SSO 单点登录",[124,3823,3824],{},"✅ Google Workspace",[124,3826,339],{},[107,3828,3829,3832,3835],{},[124,3830,3831],{},"审计日志",[124,3833,3834],{},"✅ Cloud Audit Logs",[124,3836,339],{},[107,3838,3839,3842,3845],{},[124,3840,3841],{},"代码安全扫描",[124,3843,3844],{},"✅ 集成 SCC",[124,3846,342],{},[107,3848,3849,3852,3855],{},[124,3850,3851],{},"合规认证",[124,3853,3854],{},"SOC 2 \u002F HIPAA \u002F FedRAMP",[124,3856,3857],{},"SOC 2",[107,3859,3860,3862,3865],{},[124,3861,93],{},[124,3863,3864],{},"$45\u002F月\u002F席位",[124,3866,3867],{},"$19\u002F月\u002F席位",[25,3869,3870,3871,3874],{},"Gemini Code Assist 企业版",[29,3872,3873],{},"价格是 Copilot 的 2.4 倍","，但合规认证更全（FedRAMP 高级别），适合金融\u002F政务\u002F医疗行业。",[20,3876,3877],{"id":3877},"使用体验",[2841,3879,3881],{"id":3880},"ide-集成","IDE 集成",[25,3883,3884,3885,3888,3889,3892],{},"支持 ",[29,3886,3887],{},"VS Code"," 和 ",[29,3890,3891],{},"IntelliJ IDEA \u002F PyCharm \u002F WebStorm"," 等 JetBrains 全家桶。安装方式：在插件市场搜索 \"Gemini Code Assist\" 即可。",[25,3894,3895],{},"VS Code 体验最好，JetBrains 插件功能略少（缺少部分 inline edit 功能）。",[2841,3897,3898],{"id":3898},"国内使用门槛",[101,3900,3901,3911],{},[104,3902,3903],{},[107,3904,3905,3908],{},[110,3906,3907],{},"门槛",[110,3909,3910],{},"说明",[119,3912,3913,3921,3929,3937],{},[107,3914,3915,3918],{},[124,3916,3917],{},"网络",[124,3919,3920],{},"需要稳定翻墙，Google API 在国内被墙",[107,3922,3923,3926],{},[124,3924,3925],{},"账号",[124,3927,3928],{},"需要 Google 账号，国内手机号注册受限",[107,3930,3931,3934],{},[124,3932,3933],{},"支付",[124,3935,3936],{},"个人版免费，企业版需 Google Cloud 账单（海外信用卡）",[107,3938,3939,3941],{},[124,3940,2970],{},[124,3942,3943,3944],{},"界面支持英文\u002F日文\u002F韩文，",[29,3945,3946],{},"不支持中文界面",[25,3948,3949],{},"这四道门槛加起来，国内开发者用 Gemini Code Assist 的成本比用通义灵码\u002FMarsCode 高很多。",[20,3951,93],{"id":93},[101,3953,3954,3967],{},[104,3955,3956],{},[107,3957,3958,3960,3962,3964],{},[110,3959,1014],{},[110,3961,93],{},[110,3963,1567],{},[110,3965,3966],{},"适合",[119,3968,3969,3982],{},[107,3970,3971,3974,3976,3979],{},[124,3972,3973],{},"个人版",[124,3975,777],{},[124,3977,3978],{},"百万 token\u002F月",[124,3980,3981],{},"个人开发者",[107,3983,3984,3986,3988,3991],{},[124,3985,1951],{},[124,3987,3864],{},[124,3989,3990],{},"按席位不限量",[124,3992,3993],{},"企业团队",[25,3995,3996,3998],{},[29,3997,3654],{},"是什么概念？大约可以：",[40,4000,4001,4004,4007],{},[43,4002,4003],{},"分析 10 万行代码 5-10 次",[43,4005,4006],{},"生成代码 500-1000 次",[43,4008,4009],{},"日常补全约 2 万次",[25,4011,4012],{},"对于个人开发者，免费额度基本够用。",[20,4014,4016],{"id":4015},"与-github-copilot-对比","与 GitHub Copilot 对比",[101,4018,4019,4029],{},[104,4020,4021],{},[107,4022,4023,4025,4027],{},[110,4024,253],{},[110,4026,3641],{},[110,4028,259],{},[119,4030,4031,4041,4051,4060,4069,4080,4088,4097],{},[107,4032,4033,4036,4038],{},[124,4034,4035],{},"免费额度",[124,4037,3978],{},[124,4039,4040],{},"无（$10\u002F月起）",[107,4042,4043,4045,4048],{},[124,4044,2869],{},[124,4046,4047],{},"100 万 token",[124,4049,4050],{},"~32K token",[107,4052,4053,4056,4058],{},[124,4054,4055],{},"企业版价格",[124,4057,3864],{},[124,4059,3867],{},[107,4061,4062,4064,4067],{},[124,4063,3851],{},[124,4065,4066],{},"FedRAMP \u002F HIPAA",[124,4068,3857],{},[107,4070,4071,4074,4077],{},[124,4072,4073],{},"IDE 支持",[124,4075,4076],{},"VS Code \u002F JetBrains",[124,4078,4079],{},"全（含 Neovim）",[107,4081,4082,4084,4086],{},[124,4083,3438],{},[124,4085,3431],{},[124,4087,3015],{},[107,4089,4090,4093,4095],{},[124,4091,4092],{},"国内访问",[124,4094,342],{},[124,4096,342],{},[107,4098,4099,4102,4105],{},[124,4100,4101],{},"模型",[124,4103,4104],{},"Gemini 2.5 Pro",[124,4106,4107],{},"GPT-5 \u002F Claude",[25,4109,4110,4112],{},[29,4111,3326],{},"：如果你需要超长上下文和免费额度，选 Gemini Code Assist。如果你需要最全的 IDE 支持和生态，选 GitHub Copilot。",[20,4114,410],{"id":409},[25,4116,4117,4120],{},[29,4118,4119],{},"Q：Gemini Code Assist 和 Gemini CLI 什么关系？","\n都是 Google 的 AI 编程产品线。Code Assist 是 IDE 插件（补全+对话），Gemini CLI 是终端 Agent（类似 Claude Code）。两者可以互补使用。",[25,4122,4123,4126],{},[29,4124,4125],{},"Q：百万 token 免费额度够用吗？","\n个人开发者日常使用基本够。如果你是重度 Agent 用户（每天多次大规模重构），可能会触限，需要等月度重置或升级企业版。",[25,4128,4129,4132],{},[29,4130,4131],{},"Q：能用 Gemini Code Assist 替代 Cursor 吗？","\n不能完全替代。Gemini Code Assist 是插件形态，没有 Cursor 的 Composer\u002FAgent 模式。但配合 Gemini CLI 可以补足 Agent 能力。",[25,4134,4135,4138],{},[29,4136,4137],{},"Q：企业版值得买吗？","\n如果你的团队在 Google Cloud 生态里、需要 FedRAMP\u002FHIPAA 合规，Gemini Code Assist 企业版是最佳选择。否则 GitHub Copilot Business 性价比更高。",[20,4140,431],{"id":431},[40,4142,4143,4149,4153,4159],{},[43,4144,4145],{},[435,4146,4148],{"href":4147},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot 工具卡",[43,4150,4151],{},[435,4152,3538],{"href":3537},[43,4154,4155],{},[435,4156,4158],{"href":4157},"\u002Fcoding\u002Fcopilot\u002Fcodebuddy.html","CodeBuddy 工具卡",[43,4160,4161],{},[435,4162,3544],{"href":3543},{"title":467,"searchDepth":468,"depth":468,"links":4164},[4165,4166,4171,4175,4176,4177,4178],{"id":2809,"depth":471,"text":2809},{"id":38,"depth":471,"text":38,"children":4167},[4168,4169,4170],{"id":3675,"depth":468,"text":3676},{"id":3700,"depth":468,"text":3701},{"id":3780,"depth":468,"text":3780},{"id":3877,"depth":471,"text":3877,"children":4172},[4173,4174],{"id":3880,"depth":468,"text":3881},{"id":3898,"depth":468,"text":3898},{"id":93,"depth":471,"text":93},{"id":4015,"depth":471,"text":4016},{"id":409,"depth":471,"text":410},{"id":431,"depth":471,"text":431},"\u002Fimg\u002Ftools\u002Fgemini-code-assist.webp","Gemini Code Assist 2026 真实评测：Google 出品的 AI 编程助手，Gemini 2.5 Pro 驱动，百万 token 免费额度。VS Code\u002FIntelliJ 插件、企业版 Google Cloud 集成、长上下文理解。本文整理核心能力、价格、与 GitHub Copilot 对比、适用场景。",[488,4182,4183],"ja","ko",{},[4186],"gemini-2.5-pro",[4188,4189,3628,4190],"国内开发者（需稳定翻墙 + 海外 Google 账号）","中文注释为主的团队（中文体验不如国产工具）","JetBrains 全家桶深度用户（插件支持不如 Copilot 全）","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgemini-code-assist",[3593,495,496,497],[4194,4198],{"plan":3973,"price":129,"limit":4195,"cn_pay":4196,"note":4197},"百万 token\u002F月免费","⚠️ 需翻墙","VS Code\u002FIntelliJ 插件",{"plan":1951,"price":151,"limit":4199,"cn_pay":4200,"note":4201},"按席位计费","⚠️","Google Cloud 集成","免费（个人版）\u002F 企业版联系销售",{"power":501,"ux":501,"price":1401,"cn_support":471,"stability":501},{"title":3641,"description":4180},"Gemini Code Assist 评测 2026：Google AI 编程助手，百万 token 免费额度","coding\u002Fcopilot\u002Fgemini-code-assist",[4208,4211,4214,4217],{"title":4209,"url":4210},"Gemini Code Assist 官网","https:\u002F\u002Fcodeassist.google",{"title":4212,"url":4213},"Google AI 编程产品线分析","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7655920586589209131\u002F",{"title":4215,"url":4216},"2026 AI 编程工具实测","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7657891407511831059\u002F",{"title":4218,"url":4219},"Gemini Code Assist PHP 中文网介绍","https:\u002F\u002Fwww.php.cn\u002Ffaq\u002F1950481.html","tools\u002Fcoding\u002Fcopilot\u002Fgemini-code-assist",[4222,4223,4224,4225,4226],"Google Cloud \u002F GCP 生态用户","需要超长上下文（100 万 token）的场景","企业级安全合规要求高的团队","已有 Google Workspace 的企业","想免费体验顶级 AI 编程的个人开发者","Google AI 编程助手，百万 token 免费额度，企业版集成 Google Cloud",[482,3644,4229,4230,2794,924],"gemini","long-context","谷歌 AI 编程旗舰。百万 token 免费额度+Google Cloud 深度集成+企业级安全。长上下文理解强，但中文体验和国内访问是短板。","afaEd7xJVWtlJfFL8mbNk_SRY4xeebE0WygQPHLRTpU",{"id":4234,"title":259,"alternatives":4235,"api_compatible":4239,"body":4240,"category":482,"chinese_friendly":468,"cover":5373,"description":5374,"domestic":485,"extension":486,"faq":15,"free":485,"github":5322,"languages":5375,"lastVerified":15,"meta":5376,"models":5377,"navigation":491,"notSuitable":5383,"opensource":485,"path":1859,"pillar":493,"platforms":5387,"priceTable":5388,"pricing":5408,"published":1447,"relatedPlaybooks":15,"relatedReviews":15,"score":5409,"self_host":485,"seo":5410,"seoTitle":5411,"slug":12,"sources":5412,"stem":5439,"suitable":5440,"tagline":5446,"tags":5447,"updated":5451,"verdict":5452,"website":5322,"__hash__":5453},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md",[13,4236,4237,4238],"coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fcline","coding\u002Fagent\u002Fcontinue",[],{"type":17,"value":4241,"toc":5354},[4242,4244,4299,4304,4307,4311,4362,4366,4374,4388,4395,4400,4404,4412,4430,4433,4437,4447,4450,4494,4511,4515,4518,4521,4535,4542,4546,4557,4583,4640,4651,4654,4662,4741,4746,4771,4775,4886,4889,4892,4927,4930,5088,5093,5127,5130,5194,5196,5199,5216,5219,5248,5250,5313,5315,5343,5351],[20,4243,23],{"id":22},[4245,4246,4251,4266,4277],"div",{"className":4247},[4248,4249,4250],"card","p-5","my-4",[25,4252,4253,4256,4257,4261,4262,4265],{},[29,4254,4255],{},"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 ",[435,4258,4260],{"href":4259},"\u002Fwiki\u002Fmcp.html","MCP","，到 2026 Q2 已经从\"补全工具\"演化成 ",[29,4263,4264],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[25,4267,4268,4269,4272,4273,4276],{},"最大优势是 ",[29,4270,4271],{},"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 ",[29,4274,4275],{},"国内门槛","：账号 + 网络 + 支付。",[25,4278,4279,4282,4283,4286,4287,4290,4291,4294,4295,4298],{},[29,4280,4281],{},"2026-07 最新变化","：① 自 ",[29,4284,4285],{},"2026-06-01 起转 AI Credits 按量计费","（1 credit = $0.01），基础订阅价不变，",[29,4288,4289],{},"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 ",[29,4292,4293],{},"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 ",[29,4296,4297],{},"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。",[95,4300,4301],{},[25,4302,4303],{},"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。",[20,4305,4306],{"id":4306},"核心特性",[2841,4308,4310],{"id":4309},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[40,4312,4313,4319,4325,4331,4337,4356],{},[43,4314,4315,4318],{},[29,4316,4317],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[43,4320,4321,4324],{},[29,4322,4323],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[43,4326,4327,4330],{},[29,4328,4329],{},"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",[43,4332,4333,4336],{},[29,4334,4335],{},"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",[43,4338,4339,4342,4343,4346,4347,4346,4350,4346,4353],{},[29,4340,4341],{},"Copilot CLI 新终端界面","（2026-06-23 GA）：Tabbed TUI、Issues\u002FPRs\u002FGists 标签页、内置 ",[231,4344,4345],{},"\u002Fmcp add","、",[231,4348,4349],{},"\u002Fskills",[231,4351,4352],{},"\u002Fplugin",[231,4354,4355],{},"\u002Fsettings",[43,4357,4358,4361],{},[29,4359,4360],{},"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",[2841,4363,4365],{"id":4364},"agent-mode-详解","Agent Mode 详解",[25,4367,4368,4373],{},[435,4369,4372],{"href":4370,"rel":4371},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[464],"GitHub Blog 公告"," 描述的 Agent Mode 能力：",[40,4375,4376,4379,4382,4385],{},[43,4377,4378],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[43,4380,4381],{},"调用 terminal 跑测试 \u002F linter",[43,4383,4384],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[43,4386,4387],{},"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",[25,4389,4390,3466],{},[435,4391,4394],{"href":4392,"rel":4393},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[464],"4geeks.com 2025 评测",[95,4396,4397],{},[25,4398,4399],{},"\"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.\"",[2841,4401,4403],{"id":4402},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[25,4405,4406,4411],{},[435,4407,4410],{"href":4408,"rel":4409},"https:\u002F\u002Fdocs.github.com\u002F",[464],"GitHub 官方文档"," 描述的 Coding Agent：",[40,4413,4414,4417,4424,4427],{},[43,4415,4416],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[43,4418,4419,4420,4423],{},"在 ",[29,4421,4422],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[43,4425,4426],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[43,4428,4429],{},"你只 review + merge",[25,4431,4432],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[2841,4434,4436],{"id":4435},"copilot-cli2026-新终端界面-ga","Copilot CLI（2026 新终端界面 GA）",[25,4438,4439,4440,4346,4443,4446],{},"2026-06-23，GitHub 将新版 Copilot CLI terminal interface 推到 GA。它已经不只是 ",[231,4441,4442],{},"gh copilot suggest",[231,4444,4445],{},"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。",[25,4448,4449],{},"关键变化：",[40,4451,4452,4458,4468,4485],{},[43,4453,4454,4457],{},[29,4455,4456],{},"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。",[43,4459,4460,4463,4464,4467],{},[29,4461,4462],{},"引用工作项","：在 Issues \u002F PRs tab 高亮条目后按 ",[231,4465,4466],{},"c","，可以把该 issue \u002F PR 直接塞进 prompt，让 Copilot 调查、修复或 review。",[43,4469,4470,3466,4473,4346,4475,4346,4478,4346,4480,4346,4482,4484],{},[29,4471,4472],{},"内置配置",[231,4474,4345],{},[231,4476,4477],{},"\u002Fmcp search",[231,4479,4349],{},[231,4481,4352],{},[231,4483,4355],{}," 都可以在会话中完成，不再手写配置文件。",[43,4486,4487,3466,4490,4493],{},[29,4488,4489],{},"无障碍主题",[231,4491,4492],{},"\u002Ftheme"," 支持 default \u002F dim \u002F high-contrast \u002F colorblind，并自动检测 screen reader。",[3042,4495,4497],{"className":3044,"code":4496,"language":3046,"meta":467,"style":467},"copilot update\ncopilot\n",[231,4498,4499,4506],{"__ignoreMap":467},[3050,4500,4501,4503],{"class":3052,"line":3053},[3050,4502,482],{"class":3073},[3050,4504,4505],{"class":3091}," update\n",[3050,4507,4508],{"class":3052,"line":471},[3050,4509,4510],{"class":3073},"copilot\n",[2841,4512,4514],{"id":4513},"agent-finder资源发现开始标准化","Agent Finder：资源发现开始标准化",[25,4516,4517],{},"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。",[25,4519,4520],{},"Agent Finder 的思路是：",[213,4522,4523,4526,4529,4532],{},[43,4524,4525],{},"用户用自然语言描述任务。",[43,4527,4528],{},"Copilot 到公开 catalog 或企业私有 registry 里搜索资源。",[43,4530,4531],{},"返回 ranked matches。",[43,4533,4534],{},"用户确认后，Copilot 再按需加载对应工具 \u002F skill。",[25,4536,4537,4538,4541],{},"GitHub 表示它实现了开放的 ",[29,4539,4540],{},"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」。",[2841,4543,4545],{"id":4544},"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）",[25,4547,4548,4549,4552,4553,4556],{},"自 ",[29,4550,4551],{},"2026-06-01"," 起，Copilot 全面转向 ",[29,4554,4555],{},"AI Credits 按量计费","（1 credit = $0.01），取代原 PRU（Premium Request Units）。核心逻辑：",[40,4558,4559,4565,4570,4577,4580],{},[43,4560,4561,4564],{},[29,4562,4563],{},"基础订阅价不变","：Pro $10（含 $10 credits）、Pro+ $39（含 $39）、Business $19（含 $19）、Enterprise $39（含 $39）",[43,4566,4567,4569],{},[29,4568,4289],{},"——轻度用户体验和成本几乎不变",[43,4571,4572,4573,4576],{},"仅 ",[29,4574,4575],{},"Chat \u002F Agent \u002F PR 评审 \u002F CLI \u002F 超长上下文"," 消耗 credits",[43,4578,4579],{},"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）",[43,4581,4582],{},"Business\u002FEnterprise 6-8 月有促销额度（$30 \u002F $70）；code review 另计 Actions 分钟",[101,4584,4585,4595],{},[104,4586,4587],{},[107,4588,4589,4592],{},[110,4590,4591],{},"项目",[110,4593,4594],{},"是否消耗 credits",[119,4596,4597,4604,4611,4619,4626,4633],{},[107,4598,4599,4601],{},[124,4600,3721],{},[124,4602,4603],{},"❌ 免费",[107,4605,4606,4609],{},[124,4607,4608],{},"Next Edit 建议",[124,4610,4603],{},[107,4612,4613,4616],{},[124,4614,4615],{},"Chat 对话",[124,4617,4618],{},"✅ 计费",[107,4620,4621,4624],{},[124,4622,4623],{},"Agent 任务",[124,4625,4618],{},[107,4627,4628,4631],{},[124,4629,4630],{},"PR 评审 \u002F CLI",[124,4632,4618],{},[107,4634,4635,4638],{},[124,4636,4637],{},"超长上下文",[124,4639,4618],{},[25,4641,4642,3466,4645,4647,4648,4650],{},[29,4643,4644],{},"模型阵营大扩容",[29,4646,4293],{},"（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）；",[29,4649,4297],{}," 家族 7-09 全 IDE 上线；Codex 作为公测 Agent provider 进入 JetBrains（7-07）。",[20,4652,4653],{"id":4653},"价格与运行成本",[25,4655,4656,4661],{},[435,4657,4660],{"href":4658,"rel":4659},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[464],"官方 Plans 页"," 2026 Q2 公开数据：",[101,4663,4664,4676],{},[104,4665,4666],{},[107,4667,4668,4671,4673],{},[110,4669,4670],{},"档位",[110,4672,93],{},[110,4674,4675],{},"关键点",[119,4677,4678,4690,4699,4710,4720,4731],{},[107,4679,4680,4682,4684],{},[124,4681,126],{},[124,4683,129],{},[124,4685,4686,4687],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[29,4688,4689],{},"无需信用卡",[107,4691,4692,4694,4696],{},[124,4693,137],{},[124,4695,328],{},[124,4697,4698],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[107,4700,4701,4704,4707],{},[124,4702,4703],{},"Pro+",[124,4705,4706],{},"$39\u002F月",[124,4708,4709],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[107,4711,4712,4714,4717],{},[124,4713,1604],{},[124,4715,4716],{},"$100\u002F月",[124,4718,4719],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[107,4721,4722,4725,4728],{},[124,4723,4724],{},"Business",[124,4726,4727],{},"$19\u002Fseat\u002F月",[124,4729,4730],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[107,4732,4733,4735,4738],{},[124,4734,148],{},[124,4736,4737],{},"$39\u002Fseat\u002F月",[124,4739,4740],{},"Business + Enterprise 索引 + 优先模型",[25,4742,4743,3466],{},[29,4744,4745],{},"重要福利",[40,4747,4748,4759,4765],{},[43,4749,4750,3466,4753,4758],{},[29,4751,4752],{},"学生免费",[435,4754,4757],{"href":4755,"rel":4756},"https:\u002F\u002Feducation.github.com\u002Fpack",[464],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[43,4760,4761,4764],{},[29,4762,4763],{},"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",[43,4766,4767,4770],{},[29,4768,4769],{},"教师免费","：通过 GitHub Education 认证",[20,4772,4774],{"id":4773},"上手-3-分钟","上手 3 分钟",[3042,4776,4778],{"className":3044,"code":4777,"language":3046,"meta":467,"style":467},"# 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",[231,4779,4780,4785,4790,4795,4800,4805,4810,4824,4837,4842,4846,4860,4872],{"__ignoreMap":467},[3050,4781,4782],{"class":3052,"line":3053},[3050,4783,4784],{"class":3056},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[3050,4786,4787],{"class":3052,"line":471},[3050,4788,4789],{"class":3056},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[3050,4791,4792],{"class":3052,"line":468},[3050,4793,4794],{"class":3056},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[3050,4796,4797],{"class":3052,"line":501},[3050,4798,4799],{"class":3056},"# Xcode：装 github\u002FCopilotForXcode\n",[3050,4801,4802],{"class":3052,"line":1401},[3050,4803,4804],{"emptyLinePlaceholder":491},"\n",[3050,4806,4807],{"class":3052,"line":3095},[3050,4808,4809],{"class":3056},"# 命令行\n",[3050,4811,4812,4815,4818,4821],{"class":3052,"line":3106},[3050,4813,4814],{"class":3073},"brew",[3050,4816,4817],{"class":3091}," install",[3050,4819,4820],{"class":3091}," gh",[3050,4822,4823],{"class":3056},"                  # macOS\n",[3050,4825,4826,4829,4831,4834],{"class":3052,"line":3117},[3050,4827,4828],{"class":3073},"winget",[3050,4830,4817],{"class":3091},[3050,4832,4833],{"class":3091}," GitHub.cli",[3050,4835,4836],{"class":3056},"        # Windows\n",[3050,4838,4839],{"class":3052,"line":3128},[3050,4840,4841],{"class":3056},"# Linux：参考 cli.github.com\n",[3050,4843,4844],{"class":3052,"line":3139},[3050,4845,4804],{"emptyLinePlaceholder":491},[3050,4847,4848,4851,4854,4857],{"class":3052,"line":3145},[3050,4849,4850],{"class":3073},"gh",[3050,4852,4853],{"class":3091}," auth",[3050,4855,4856],{"class":3091}," login",[3050,4858,4859],{"class":3056},"                    # 登录 GitHub\n",[3050,4861,4862,4864,4867,4869],{"class":3052,"line":3151},[3050,4863,4850],{"class":3073},[3050,4865,4866],{"class":3091}," extension",[3050,4868,4817],{"class":3091},[3050,4870,4871],{"class":3091}," github\u002Fgh-copilot\n",[3050,4873,4875,4877,4880,4883],{"class":3052,"line":4874},13,[3050,4876,4850],{"class":3073},[3050,4878,4879],{"class":3091}," copilot",[3050,4881,4882],{"class":3091}," suggest",[3050,4884,4885],{"class":3091}," \"重启 docker 并清理缓存\"\n",[25,4887,4888],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[20,4890,4891],{"id":4891},"国内使用注意事项",[213,4893,4894,4899,4908,4913],{},[43,4895,4896,4898],{},[29,4897,3925],{},"：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[43,4900,4901,4903,4904,4907],{},[29,4902,3917],{},"：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[29,4905,4906],{},"必须有稳定代理","，否则补全卡顿到不可用",[43,4909,4910,4912],{},[29,4911,3933],{},"：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",[43,4914,4915,4918,4919,4922,4923,4926],{},[29,4916,4917],{},"替代路径","：用 ",[435,4920,4921],{"href":3555},"Cline"," \u002F ",[435,4924,4925],{"href":3549},"Continue"," + 国产模型，国内体验更顺畅",[20,4928,4929],{"id":4929},"与同类怎么选",[101,4931,4932,4955],{},[104,4933,4934],{},[107,4935,4936,4938,4940,4945,4951],{},[110,4937,253],{},[110,4939,259],{},[110,4941,4942],{},[435,4943,262],{"href":4944},"\u002Fcoding\u002Fide\u002Fcursor.html",[110,4946,4947],{},[435,4948,4950],{"href":4949},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[110,4952,4953],{},[435,4954,4921],{"href":3555},[119,4956,4957,4973,4987,5000,5016,5031,5045,5059,5074],{},[107,4958,4959,4962,4965,4968,4970],{},[124,4960,4961],{},"形态",[124,4963,4964],{},"插件（VS Code\u002FJetBrains 等）",[124,4966,4967],{},"AI-first IDE",[124,4969,4967],{},[124,4971,4972],{},"VS Code 扩展",[107,4974,4975,4978,4980,4983,4985],{},[124,4976,4977],{},"多 IDE 覆盖",[124,4979,2899],{},[124,4981,4982],{},"★★☆☆☆ 仅自家",[124,4984,4982],{},[124,4986,2902],{},[107,4988,4989,4992,4994,4996,4998],{},[124,4990,4991],{},"补全速度",[124,4993,2902],{},[124,4995,2902],{},[124,4997,2899],{},[124,4999,3015],{},[107,5001,5002,5005,5008,5011,5014],{},[124,5003,5004],{},"Agent 模式",[124,5006,5007],{},"★★★★☆ Agent Mode",[124,5009,5010],{},"★★★★★ Composer",[124,5012,5013],{},"★★★★★ Cascade",[124,5015,2902],{},[107,5017,5018,5021,5024,5027,5029],{},[124,5019,5020],{},"云端后台 Agent",[124,5022,5023],{},"★★★★★ Coding Agent",[124,5025,5026],{},"⚠️ Bug bot",[124,5028,342],{},[124,5030,342],{},[107,5032,5033,5035,5038,5040,5042],{},[124,5034,309],{},[124,5036,5037],{},"★★★★★ 多家",[124,5039,2902],{},[124,5041,2902],{},[124,5043,5044],{},"★★★★★ BYOK",[107,5046,5047,5050,5053,5055,5057],{},[124,5048,5049],{},"企业合规",[124,5051,5052],{},"★★★★★ SOC2\u002FISO",[124,5054,2902],{},[124,5056,3015],{},[124,5058,3015],{},[107,5060,5061,5064,5067,5069,5071],{},[124,5062,5063],{},"免费档",[124,5065,5066],{},"★★★★☆ 2000\u002F月",[124,5068,3015],{},[124,5070,2902],{},[124,5072,5073],{},"完全免费（自带 API）",[107,5075,5076,5078,5081,5083,5085],{},[124,5077,4275],{},[124,5079,5080],{},"高",[124,5082,5080],{},[124,5084,5080],{},[124,5086,5087],{},"低",[25,5089,5090,3466],{},[29,5091,5092],{},"怎么选",[40,5094,5095,5101,5107,5117],{},[43,5096,5097,5100],{},[29,5098,5099],{},"公司发账号 \u002F 团队"," → GitHub Copilot Business",[43,5102,5103,5106],{},[29,5104,5105],{},"个人海外 + 想要稳定生态"," → Pro $10\u002F月",[43,5108,5109,5112,5113,4922,5115],{},[29,5110,5111],{},"追求 IDE 级 Agent 激进度"," → ",[435,5114,262],{"href":4944},[435,5116,4950],{"href":4949},[43,5118,5119,5112,5122,4922,5124,5126],{},[29,5120,5121],{},"国内 \u002F 完全自主可控",[435,5123,4921],{"href":3555},[435,5125,4925],{"href":3549}," + 国产模型",[20,5128,5129],{"id":5129},"避坑清单",[40,5131,5132,5138,5144,5150,5160,5170,5176,5182,5188],{},[43,5133,5134,5137],{},[29,5135,5136],{},"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",[43,5139,5140,5143],{},[29,5141,5142],{},"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",[43,5145,5146,5149],{},[29,5147,5148],{},"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",[43,5151,5152,5155,5156,5159],{},[29,5153,5154],{},"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 ",[231,5157,5158],{},".github\u002Fcopilot-instructions.md"," 把规则成文",[43,5161,5162,5169],{},[29,5163,5164,5165,5168],{},"不要把 ",[231,5166,5167],{},"OPENAI_API_KEY"," 暴露","：Copilot 自带模型供给，不需要你的 API key",[43,5171,5172,5175],{},[29,5173,5174],{},"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",[43,5177,5178,5181],{},[29,5179,5180],{},"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",[43,5183,5184,5187],{},[29,5185,5186],{},"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",[43,5189,5190,5193],{},[29,5191,5192],{},"Pro+ \u002F Max 是个人订阅，不能给团队共享","：要团队就上 Business",[20,5195,383],{"id":382},[25,5197,5198],{},"✅ 适合：",[40,5200,5201,5204,5207,5210,5213],{},[43,5202,5203],{},"已经全员在 GitHub 的团队（开 Business 最省事）",[43,5205,5206],{},"个人海外开发者，重视生态稳定",[43,5208,5209],{},"学生 \u002F 开源维护者（薅免费 Pro）",[43,5211,5212],{},"多 IDE 切换的开发者（VS Code + JetBrains + Neovim）",[43,5214,5215],{},"需要\"issue → PR\"自动化流程",[25,5217,5218],{},"❌ 不适合：",[40,5220,5221,5232,5239,5245],{},[43,5222,5223,5224,4922,5228,5231],{},"国内首选 IDE 体验（去 ",[435,5225,5227],{"href":5226},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[435,5229,5230],{"href":4944},"Cursor 国内代付","）",[43,5233,5234,5235,4922,5237,5231],{},"想要最激进的多文件 Agent（去 ",[435,5236,262],{"href":4944},[435,5238,4950],{"href":4949},[43,5240,5241,5242,5244],{},"私有部署 \u002F 数据不出网（",[435,5243,4925],{"href":3549}," + 自建模型）",[43,5246,5247],{},"反对一切 credit 制",[20,5249,431],{"id":431},[40,5251,5252,5271,5284,5302],{},[43,5253,5254,5255,4922,5257,4922,5259,4922,5261,4922,5265,4922,5267],{},"同类对比：",[435,5256,262],{"href":4944},[435,5258,4950],{"href":4949},[435,5260,5227],{"href":5226},[435,5262,5264],{"href":5263},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[435,5266,4921],{"href":3555},[435,5268,5270],{"href":5269},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[43,5272,5273,5274,4922,5278,4922,5280],{},"概念：",[435,5275,5277],{"href":5276},"\u002Fwiki\u002Fai-agent.html","AI Agent",[435,5279,4260],{"href":4259},[435,5281,5283],{"href":5282},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[43,5285,5286,5287,4922,5290,4922,5294,4922,5298],{},"模型：",[435,5288,4297],{"href":5289},"\u002Fmodels\u002Fgpt-5-6.html",[435,5291,5293],{"href":5292},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5",[435,5295,5297],{"href":5296},"\u002Fmodels\u002Fkimi-k3.html","Kimi K3",[435,5299,5301],{"href":5300},"\u002Fmodels\u002Fgemini-3-pro.html","Gemini 3 Pro",[43,5303,5304,5305,4922,5309],{},"进阶：",[435,5306,5308],{"href":5307},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[435,5310,5312],{"href":5311},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[20,5314,450],{"id":450},[40,5316,5317,5324,5330,5337,5340],{},[43,5318,5319,5320],{},"官网：",[435,5321,5322],{"href":5322,"rel":5323},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",[464],[43,5325,5326,5327],{},"定价：",[435,5328,4658],{"href":4658,"rel":5329},[464],[43,5331,5332,5333],{},"企业文档：",[435,5334,5335],{"href":5335,"rel":5336},"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fenterprise-cloud@latest\u002Fcopilot\u002Fget-started\u002Fplans",[464],[43,5338,5339],{},"公告：github.blog",[43,5341,5342],{},"第三方评测：augmentcode.com \u002F tossitt.com \u002F 4geeks.com",[25,5344,5345,5346,5350],{},"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 ",[435,5347,5349],{"href":5348},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[3558,5352,5353],{},"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":467,"searchDepth":468,"depth":468,"links":5355},[5356,5357,5365,5366,5367,5368,5369,5370,5371,5372],{"id":22,"depth":471,"text":23},{"id":4306,"depth":471,"text":4306,"children":5358},[5359,5360,5361,5362,5363,5364],{"id":4309,"depth":468,"text":4310},{"id":4364,"depth":468,"text":4365},{"id":4402,"depth":468,"text":4403},{"id":4435,"depth":468,"text":4436},{"id":4513,"depth":468,"text":4514},{"id":4544,"depth":468,"text":4545},{"id":4653,"depth":471,"text":4653},{"id":4773,"depth":471,"text":4774},{"id":4891,"depth":471,"text":4891},{"id":4929,"depth":471,"text":4929},{"id":5129,"depth":471,"text":5129},{"id":382,"depth":471,"text":383},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\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。",[1418,488],{},[5378,5379,5380,5381,5382],"claude-sonnet-5","gpt-5.6","kimi-k2.7-code","gemini-3-pro","haiku-4.5",[5384,5385,5386],"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）",[495,496,497],[5389,5392,5396,5399,5401,5405],{"plan":126,"price":129,"limit":5390,"cn_pay":3598,"note":5391},"2,000 completions\u002F月 + Haiku\u002FGPT-5 mini + Copilot CLI","学生免费升级 Pro",{"plan":137,"price":328,"limit":5393,"cn_pay":5394,"note":5395},"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":4703,"price":4706,"limit":5397,"cn_pay":4200,"note":5398},"Pro + Opus 等 premium 模型 + 4x credits ($70)","重度用户",{"plan":1604,"price":4716,"limit":4719,"cn_pay":4200,"note":5400},"高并发 agent",{"plan":4724,"price":4727,"limit":5402,"cn_pay":5403,"note":5404},"组织管理 + 策略控制 + 代码库索引","✅ 企业发票","团队首选",{"plan":148,"price":4737,"limit":5406,"cn_pay":339,"note":5407},"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":501,"ux":1401,"price":501,"cn_support":468,"stability":1401},{"title":259,"description":5374},"GitHub Copilot 评测 2026：微软 AI 编程助手，VS Code 集成，Copilot Chat 功能",[5413,5415,5417,5419,5421,5424,5427,5430,5433,5436],{"title":5414,"url":5322},"GitHub Copilot 官方",{"title":5416,"url":4658},"Copilot Plans & Pricing",{"title":5418,"url":5335},"Copilot Enterprise Docs",{"title":5420,"url":4370},"Agent Mode GA Blog",{"title":5422,"url":5423},"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":5425,"url":5426},"Copilot vs Intent 2026 评测","https:\u002F\u002Fwww.augmentcode.com\u002Ftools\u002Fintent-vs-github-copilot",{"title":5428,"url":5429},"Copilot 2026 完整指南","https:\u002F\u002Ftossitt.com\u002Fgithub-copilot-guide-2026",{"title":5431,"url":5432},"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":5434,"url":5435},"Agent Finder for GitHub Copilot","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-06-17-agent-finder-for-github-copilot-now-available\u002F",{"title":5437,"url":5438},"AI Credits 计费模型（github.blog changelog）","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F","tools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[5441,5442,5443,5444,5445],"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",[482,1422,1423,5448,5449,5450],"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。","RHUQzZF5-aORzSz3_GLMXnBKixnS3YsMwKake8dE0cY",{"id":5455,"title":5456,"alternatives":5457,"api_compatible":15,"body":5459,"category":482,"chinese_friendly":1401,"cover":5875,"description":5876,"domestic":485,"extension":486,"faq":5877,"free":485,"github":15,"languages":5890,"lastVerified":15,"meta":5891,"models":15,"navigation":491,"notSuitable":15,"opensource":485,"path":5892,"pillar":493,"platforms":5893,"priceTable":5894,"pricing":5912,"published":1447,"relatedPlaybooks":5913,"relatedReviews":5915,"score":5916,"self_host":485,"seo":5917,"seoTitle":5918,"slug":2802,"sources":5919,"stem":5926,"suitable":15,"tagline":5927,"tags":5928,"updated":1462,"verdict":5935,"website":5936,"__hash__":5937},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode.md","豆包 MarsCode \u002F TRAE",[5458,521,933,12],"coding\u002Fide\u002Ftrae",{"type":17,"value":5460,"toc":5863},[5461,5463,5470,5490,5497,5506,5509,5511,5560,5562,5565,5578,5583,5587,5591,5611,5615,5632,5634,5657,5659,5756,5758,5790,5792,5815,5817,5838,5840],[20,5462,23],{"id":22},[25,5464,5465,5466,5469],{},"豆包 MarsCode 是字节跳动 2024 年推出的 AI 编程助手，2025 年品牌升级为 ",[29,5467,5468],{},"TRAE","（The Real AI Engineer）。产品现在三件套：",[40,5471,5472,5478,5484],{},[43,5473,5474,5477],{},[29,5475,5476],{},"TRAE 桌面端","：AI 原生 IDE，主打 Builder \u002F SOLO \u002F Chat 多模式",[43,5479,5480,5483],{},[29,5481,5482],{},"TRAE 插件（原 MarsCode 编程助手）","：VS Code \u002F JetBrains 插件形态",[43,5485,5486,5489],{},[29,5487,5488],{},"MarsCode Cloud IDE","：浏览器云开发环境",[25,5491,5492,5493,5496],{},"底层走豆包大模型 + 字节方舟多模型路由。",[29,5494,5495],{},"核心免费 + 中文体验顶级 + Builder \u002F SOLO 自主模式","，是国内最低门槛的 AI 编程入口之一。",[95,5498,5499],{},[25,5500,5501,5502,5505],{},"⚠️ 重要：TRAE IDE 桌面端的完整评测见 ",[435,5503,5504],{"href":5504},"\u002Ftools\u002Fcoding\u002Fide\u002Ftrae","。本文聚焦 MarsCode \u002F TRAE 插件 + Cloud IDE 形态。",[25,5507,5508],{},"适合：国内开发者零成本上手、想做小程序 \u002F 字节生态业务、需要 Cloud IDE 远程开发、追求中文体验顶级的用户。不适合：海外纯英文团队、对官方持续承诺免费有刚性预期的团队。",[20,5510,38],{"id":38},[40,5512,5513,5519,5525,5531,5537,5543,5549,5555],{},[43,5514,5515,5518],{},[29,5516,5517],{},"TRAE 插件","：补全 \u002F Code Generation \u002F 代码解释 \u002F Bug Fix \u002F 多模型切换 \u002F Builder Mode",[43,5520,5521,5524],{},[29,5522,5523],{},"SOLO 模式（桌面端）","：AI 全流程自主开发，编辑器 + 终端 + 浏览器一体",[43,5526,5527,5530],{},[29,5528,5529],{},"Builder 模式","：自然语言一句话生成项目框架（含 Dockerfile）",[43,5532,5533,5536],{},[29,5534,5535],{},"Chat 模式","：跨文件代码调试与优化，全链路问题定位",[43,5538,5539,5542],{},[29,5540,5541],{},"多模态引擎","：Figma → 响应式 CSS、移动端布局适配",[43,5544,5545,5548],{},[29,5546,5547],{},"Cloud IDE","：浏览器云端环境、Git 仓库导入、模板项目、实时预览",[43,5550,5551,5554],{},[29,5552,5553],{},"50+ 语言、100+ 框架","：含微信 \u002F 支付宝 \u002F 抖音小程序、Taro \u002F uni-app",[43,5556,5557,5559],{},[29,5558,1951],{},"：团队协作 \u002F 权限管理 \u002F 工作区、咨询定制",[20,5561,1547],{"id":1546},[25,5563,5564],{},"基础三件套全免费。重度场景：",[40,5566,5567,5573],{},[43,5568,5569,5572],{},[29,5570,5571],{},"方舟 Coding Plan","：字节方舟平台订阅，含高级模型 \u002F 高额度（咨询）",[43,5574,5575,5577],{},[29,5576,1951],{},"：团队协作 \u002F 权限 \u002F 定制 AI 方案，400-034-7888",[95,5579,5580],{},[25,5581,5582],{},"与 GitHub Copilot $10\u002F月 相比，TRAE 插件 + 桌面端基础功能完全免费且字节算力支撑。",[20,5584,5586],{"id":5585},"实测小程序-nextjs-项目","实测（小程序 + Next.js 项目）",[25,5588,5589],{},[29,5590,169],{},[40,5592,5593,5596,5599,5602,5605,5608],{},[43,5594,5595],{},"国产框架适配优秀：Taro 生命周期、Ant Design Pro 语法准确，写小程序代码不用查文档",[43,5597,5598],{},"Builder 模式生成 Next.js 商品页面 8 分钟内可跑",[43,5600,5601],{},"SOLO 模式给『部署购物车』指令，AI 自动跑 PRD → 代码 → 测试，整段流程闭环",[43,5603,5604],{},"中文需求识别接近 100%，海外工具常见的语义偏差几乎没有",[43,5606,5607],{},"Cloud IDE 响应 \u003C 1.5 秒，远程开发体验顺滑",[43,5609,5610],{},"数据：声称代码生成准确率 98%、不用于模型训练",[25,5612,5613],{},[29,5614,191],{},[40,5616,5617,5620,5623,5626,5629],{},[43,5618,5619],{},"SOLO 模式偶尔卡在『构思 → 执行』过渡，需手动 retry",[43,5621,5622],{},"桌面端和插件功能差异：Builder 在桌面端更顺",[43,5624,5625],{},"客户端首次启动加载较慢",[43,5627,5628],{},"海外节点访问国内代码仓不稳",[43,5630,5631],{},"文档对老牌 IDE（如 Vim）支持稀薄",[20,5633,211],{"id":211},[213,5635,5636,5642,5645,5648,5651,5654],{},[43,5637,5638,5639],{},"trae.cn 下载桌面端（Win \u002F macOS \u002F Linux）—— ",[29,5640,5641],{},"桌面端是当下产品主力",[43,5643,5644],{},"或 VS Code \u002F JetBrains 装 \"TRAE\" 插件（原 MarsCode 编程助手）",[43,5646,5647],{},"字节账号登录",[43,5649,5650],{},"Builder 模式：写一句『生成 Next.js 后台模板』 → 生成完整项目",[43,5652,5653],{},"SOLO 模式：写需求 → AI 全自动跑",[43,5655,5656],{},"Cloud IDE：访问 marscode.com 用浏览器云端开发",[20,5658,244],{"id":244},[101,5660,5661,5676],{},[104,5662,5663],{},[107,5664,5665,5667,5670,5672,5674],{},[110,5666,253],{},[110,5668,5669],{},"TRAE \u002F MarsCode",[110,5671,715],{},[110,5673,1174],{},[110,5675,930],{},[119,5677,5678,5690,5703,5716,5729,5744],{},[107,5679,5680,5682,5684,5686,5688],{},[124,5681,1715],{},[124,5683,777],{},[124,5685,1212],{},[124,5687,2526],{},[124,5689,2529],{},[107,5691,5692,5694,5697,5699,5701],{},[124,5693,1186],{},[124,5695,5696],{},"豆包大模型",[124,5698,1195],{},[124,5700,1734],{},[124,5702,1189],{},[107,5704,5705,5707,5710,5712,5714],{},[124,5706,1220],{},[124,5708,5709],{},"✅ Builder + SOLO",[124,5711,339],{},[124,5713,1226],{},[124,5715,1223],{},[107,5717,5718,5720,5723,5725,5727],{},[124,5719,5547],{},[124,5721,5722],{},"✅ 原 MarsCode",[124,5724,785],{},[124,5726,785],{},[124,5728,785],{},[107,5730,5731,5734,5737,5739,5741],{},[124,5732,5733],{},"小程序支持",[124,5735,5736],{},"✅ 多平台",[124,5738,1257],{},[124,5740,785],{},[124,5742,5743],{},"微信优先",[107,5745,5746,5748,5750,5752,5754],{},[124,5747,970],{},[124,5749,339],{},[124,5751,1257],{},[124,5753,1254],{},[124,5755,1251],{},[20,5757,347],{"id":347},[40,5759,5760,5766,5772,5778,5784],{},[43,5761,5762,5765],{},[29,5763,5764],{},"桌面端 vs 插件先选对","：插件适合不换 IDE 的用户；桌面端 Builder \u002F SOLO 体验完整但要切换 IDE",[43,5767,5768,5771],{},[29,5769,5770],{},"SOLO 任务先小再大","：复杂目标拆 2–3 段 SOLO 串行跑，比一次性大任务成功率高",[43,5773,5774,5777],{},[29,5775,5776],{},"免费策略别永久押注","：字节方舟 Coding Plan 已分档收费，长期重度 dev 建议关注订阅",[43,5779,5780,5783],{},[29,5781,5782],{},"Cloud IDE 注意私密代码","：仍是云端环境，敏感项目走桌面 + 本地",[43,5785,5786,5789],{},[29,5787,5788],{},"Mac M1 \u002F M2 用户","：桌面端原生 Apple Silicon 支持已稳定",[20,5791,383],{"id":382},[40,5793,5794,5797,5800,5803,5806,5809,5812],{},[43,5795,5796],{},"✅ 国内开发者零成本上手",[43,5798,5799],{},"✅ 字节生态业务 \u002F 小程序团队",[43,5801,5802],{},"✅ 想试 SOLO 全自主开发",[43,5804,5805],{},"✅ 需要 Cloud IDE 远程开发",[43,5807,5808],{},"❌ 海外纯英文 \u002F 完全无字节业务",[43,5810,5811],{},"❌ 对官方长期免费有刚性预期",[43,5813,5814],{},"❌ 重度依赖 VS Code 闭源插件",[20,5816,431],{"id":431},[40,5818,5819,5824,5828,5832],{},[43,5820,5821],{},[435,5822,5823],{"href":5504},"TRAE IDE 桌面端评测",[43,5825,5826],{},[435,5827,1351],{"href":1350},[43,5829,5830],{},[435,5831,1345],{"href":1344},[43,5833,5834],{},[435,5835,5837],{"href":5836},"\u002Fplaybook\u002Fonboarding\u002Fclaude-code-getting-started","Claude Code 上手 Playbook",[20,5839,450],{"id":450},[213,5841,5842,5849,5856],{},[43,5843,5844,5845],{},"TRAE 官方插件页（含 Builder 模式细节）",[435,5846,5847],{"href":5847,"rel":5848},"https:\u002F\u002Fwww.trae.cn\u002Fplugin",[464],[43,5850,5851,5852],{},"MarsCode 官网（Cloud IDE 形态仍在）",[435,5853,5854],{"href":5854,"rel":5855},"https:\u002F\u002Fwww.marscode.com\u002Fhome",[464],[43,5857,5858,5859],{},"AIGC 工具导航 — 豆包 MarsCode 详细介绍 ",[435,5860,5861],{"href":5861,"rel":5862},"https:\u002F\u002Fwww.aigc.cn\u002Fmarscode",[464],{"title":467,"searchDepth":468,"depth":468,"links":5864},[5865,5866,5867,5868,5869,5870,5871,5872,5873,5874],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":1546,"depth":471,"text":1547},{"id":5585,"depth":471,"text":5586},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\u002Fimg\u002Ftools\u002Fmarscode.webp","MarsCode \u002F TRAE 2026 真实评测：字节豆包 AI 编程助手，从原 MarsCode 插件、Cloud IDE 升级到 TRAE 桌面 IDE。本文整理 Builder、SOLO、Figma 转代码、免费策略、方舟 Coding Plan，以及和 Cursor、通义灵码、CodeGeeX 的选择建议。",[5878,5881,5884,5887],{"q":5879,"a":5880},"MarsCode 和 TRAE 是同一个产品吗？","同一个团队、同一个豆包大模型底座。2025 改名 TRAE 后，产品形态从『云 IDE + 插件』演变成『独立桌面 IDE（TRAE）+ TRAE 插件（原 MarsCode 编程助手）+ MarsCode Cloud IDE』三件套。账号互通。",{"q":5882,"a":5883},"SOLO 模式具体能干嘛？","2025-07 开放：AI 化身工程师，自动调度编辑器 \u002F 终端 \u002F 浏览器。一句『部署购物车系统』 → 自动出 PRD、写代码、跑测试、给部署链接。支持语音指令和图像输入。",{"q":5885,"a":5886},"Builder 模式和 SOLO 模式区别？","Builder = 项目脚手架生成（『生成带支付的电商 demo』 → 完整项目结构 + 接口示例 + Dockerfile）；SOLO = 全流程自主交付（从 PRD 到部署）。Builder 偏前期，SOLO 偏闭环。",{"q":5888,"a":5889},"完全免费的策略能持续多久？","字节官方目前未给免费时限。方舟 Coding Plan 已开始出现订阅档（重度模型 \u002F 高额度），趋势是基础免费 + 高阶订阅。长期建议做好『免费版可能限频』预案。",[1418,488],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode",[1422,1423,495,496,497],[5895,5898,5901,5904,5908],{"plan":5476,"price":777,"features":5896,"notes":5897},"Builder \u002F SOLO \u002F 多模型切换 \u002F Chat \u002F 补全","Windows \u002F macOS \u002F Linux",{"plan":5899,"price":777,"features":5900,"notes":4076},"TRAE 插件（原 MarsCode）","补全 \u002F 注释 \u002F 单测 \u002F Code Review \u002F 智能问答",{"plan":5488,"price":777,"features":5902,"notes":5903},"浏览器云端开发环境 \u002F Git 仓库 \u002F 模板","原 MarsCode 主打",{"plan":5571,"price":5905,"features":5906,"notes":5907},"订阅制（咨询）","高级模型 \u002F 高额度 \u002F 企业能力","字节方舟平台",{"plan":1951,"price":5909,"features":5910,"notes":5911},"咨询","团队协作 \u002F 权限 \u002F 定制 AI 方案","400-034-7888","免费起步 \u002F 方舟 Coding Plan 订阅 \u002F 企业咨询定制",[1957,5914],"onboarding\u002Frag-pipeline-build",[1453,1454],{"power":501,"ux":1401,"price":1401,"cn_support":1401,"stability":501},{"title":5456,"description":5876},"MarsCode \u002F TRAE 评测 2026：字节豆包 AI 编程助手怎么选",[5920,5922,5924],{"name":5921,"url":5847,"accessed":1462},"TRAE 官方插件页",{"name":5923,"url":5854,"accessed":1462},"MarsCode 官网（仍可访问）",{"name":5925,"url":5861,"accessed":1462},"AIGC 工具导航 — 豆包 MarsCode 介绍","tools\u002Fcoding\u002Fcopilot\u002Fmarscode","字节跳动豆包 AI 编程助手：TRAE IDE + 插件 + Cloud IDE 三件套",[482,1470,5929,5930,5931,1974,5932,5933,5934],"bytedance","doubao","trae","builder","solo","marscode","字节系免费 AI 编程主力。SOLO \u002F Builder 两个自主模式 + 字节研发资源 + 长期免费策略让国内开发者门槛极低。MarsCode 原 Cloud IDE 仍在但产品重心已迁到 TRAE 桌面端。","https:\u002F\u002Fwww.trae.cn","JZI6CkoiZ1oQugnDWXjWsfdU8Y3CBuAZZrQeTP6Ia4Q",{"id":5939,"title":443,"alternatives":5940,"api_compatible":15,"body":5941,"category":482,"chinese_friendly":468,"cover":6328,"description":6329,"domestic":485,"extension":486,"faq":15,"free":485,"github":15,"languages":6330,"lastVerified":489,"meta":6331,"models":15,"navigation":491,"notSuitable":15,"opensource":485,"path":6332,"pillar":493,"platforms":6333,"priceTable":15,"pricing":6334,"published":499,"relatedPlaybooks":15,"relatedReviews":15,"score":6335,"self_host":485,"seo":6336,"seoTitle":6337,"slug":6338,"sources":6339,"stem":6341,"suitable":15,"tagline":6342,"tags":6343,"updated":489,"verdict":6345,"website":6313,"__hash__":6346},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftabnine.md",[12,933,521],{"type":17,"value":5942,"toc":6315},[5943,5945,5952,5955,5957,6005,6007,6011,6054,6057,6059,6065,6082,6086,6103,6105,6125,6127,6212,6214,6246,6248,6271,6273,6279,6285,6291,6293,6301,6303,6307],[20,5944,23],{"id":22},[25,5946,5947,5948,5951],{},"Tabnine 是 AI 代码补全领域的老兵（2019 年就出道），核心卖点是",[29,5949,5950],{},"私有化部署 + 企业级数据安全","。它不依赖外部 API 调用，可以在企业内网完全闭环运行，代码不外泄。补全能力稳定但相比 Copilot \u002F Cursor 已有代差，强在安全和合规。",[25,5953,5954],{},"适合：金融 \u002F 医疗 \u002F 国防等对数据隐私要求极高的企业、需要私有化部署的团队、代码不能上云的合规场景。不适合：追求最强模型能力的个人开发者、预算敏感的小团队（$12\u002F月偏贵）、需要深度代码理解的用户。",[20,5956,38],{"id":38},[40,5958,5959,5965,5971,5977,5982,5987,5993,5999],{},[43,5960,5961,5964],{},[29,5962,5963],{},"私有化部署","：支持本地服务器 \u002F 内网部署，代码数据完全不离开企业网络",[43,5966,5967,5970],{},[29,5968,5969],{},"多模型策略","：小模型本地推理（毫秒级补全）+ 大模型按需调用，兼顾速度和能力",[43,5972,5973,5976],{},[29,5974,5975],{},"团队模型微调","：Enterprise 版可基于团队私有代码库微调专属补全模型",[43,5978,5979,5981],{},[29,5980,573],{},"：VS Code、IntelliJ、PyCharm、WebStorm 等 20+ IDE \u002F 编辑器",[43,5983,5984,5986],{},[29,5985,296],{},"：行内补全 + 多行补全 + 函数级补全，支持 50+ 编程语言",[43,5988,5989,5992],{},[29,5990,5991],{},"隐私承诺","：明确承诺不使用用户代码训练公共模型，SOC 2 \u002F GDPR 合规",[43,5994,5995,5998],{},[29,5996,5997],{},"中央管理","：企业管理后台统一管控策略、用户、模型配置",[43,6000,6001,6004],{},[29,6002,6003],{},"Connect 功能","：读取本地代码库上下文，提供更精准的补全（Pro 以上）",[20,6006,93],{"id":93},[95,6008,6009],{},[25,6010,99],{},[101,6012,6013,6023],{},[104,6014,6015],{},[107,6016,6017,6019,6021],{},[110,6018,112],{},[110,6020,93],{},[110,6022,605],{},[119,6024,6025,6035,6045],{},[107,6026,6027,6030,6032],{},[124,6028,6029],{},"Basic",[124,6031,129],{},[124,6033,6034],{},"基础补全（小模型），有限语言",[107,6036,6037,6039,6042],{},[124,6038,137],{},[124,6040,6041],{},"$12\u002F月",[124,6043,6044],{},"全语言补全 + 大模型 + Connect 上下文",[107,6046,6047,6049,6051],{},[124,6048,148],{},[124,6050,151],{},[124,6052,6053],{},"私有化部署 + 团队微调 + 中央管理",[25,6055,6056],{},"Pro $12\u002F月比 Copilot（$10）贵，但价值在私有化能力。Basic 免费版能力较弱，仅适合尝鲜。",[20,6058,161],{"id":160},[95,6060,6061],{},[25,6062,166,6063],{},[29,6064,169],{},[40,6066,6067,6070,6073,6076,6079],{},[43,6068,6069],{},"私有化部署体验最成熟：内网装好服务器后，客户端零配置连接，IT 部门友好",[43,6071,6072],{},"补全稳定性好，延迟低（本地小模型 \u003C 100ms），不会因网络波动断补全",[43,6074,6075],{},"团队微调效果明显：在团队专属代码风格 \u002F 框架上补全准确率提升显著",[43,6077,6078],{},"多 IDE 支持覆盖广，JetBrains 全家桶体验一致",[43,6080,6081],{},"隐私合规文档完善，过企业安全审计省心",[25,6083,6084],{},[29,6085,191],{},[40,6087,6088,6091,6094,6097,6100],{},[43,6089,6090],{},"补全能力和 Copilot \u002F Cursor 有明显差距，复杂逻辑补全经常不到位",[43,6092,6093],{},"大模型调用有延迟（秒级），不如 Copilot 的行云流水",[43,6095,6096],{},"$12\u002F月定价偏高，个人用户性价比不如 Copilot",[43,6098,6099],{},"中文注释 \u002F 变量名的补全质量一般",[43,6101,6102],{},"界面交互较老派，不如新一代工具精致",[20,6104,211],{"id":211},[213,6106,6107,6110,6113,6116,6119,6122],{},[43,6108,6109],{},"在 Tabnine 官网注册账号，下载对应 IDE 插件",[43,6111,6112],{},"安装插件后重启 IDE，登录 Tabnine 账号",[43,6114,6115],{},"免费版直接可用；升级 Pro 解锁全语言 + 大模型",[43,6117,6118],{},"开启 Connect 功能（Pro），让它读取项目上下文提升补全质量",[43,6120,6121],{},"企业用户：联系销售部署 Enterprise 版，配置内网服务器",[43,6123,6124],{},"在设置中调整补全触发方式、延迟、隐私选项",[20,6126,244],{"id":244},[101,6128,6129,6141],{},[104,6130,6131],{},[107,6132,6133,6135,6137,6139],{},[110,6134,253],{},[110,6136,443],{},[110,6138,259],{},[110,6140,715],{},[119,6142,6143,6155,6165,6178,6188,6200],{},[107,6144,6145,6147,6150,6152],{},[124,6146,5963],{},[124,6148,6149],{},"✅ 成熟",[124,6151,342],{},[124,6153,6154],{},"✅（企业版）",[107,6156,6157,6159,6161,6163],{},[124,6158,734],{},[124,6160,299],{},[124,6162,302],{},[124,6164,742],{},[107,6166,6167,6170,6173,6176],{},[124,6168,6169],{},"数据隐私",[124,6171,6172],{},"强（本地推理）",[124,6174,6175],{},"中（代码上传）",[124,6177,299],{},[107,6179,6180,6182,6184,6186],{},[124,6181,93],{},[124,6183,6041],{},[124,6185,328],{},[124,6187,777],{},[107,6189,6190,6193,6196,6198],{},[124,6191,6192],{},"中文支持",[124,6194,6195],{},"一般",[124,6197,6195],{},[124,6199,302],{},[107,6201,6202,6205,6208,6210],{},[124,6203,6204],{},"企业管理",[124,6206,6207],{},"✅ 完善",[124,6209,339],{},[124,6211,339],{},[20,6213,347],{"id":347},[40,6215,6216,6222,6228,6234,6240],{},[43,6217,6218,6221],{},[29,6219,6220],{},"别指望它替代 Copilot 的补全质量","：Tabnine 强在安全，补全能力是第二梯队",[43,6223,6224,6227],{},[29,6225,6226],{},"Connect 功能要开","：不开的话补全只是基于当前文件的盲猜，质量很差",[43,6229,6230,6233],{},[29,6231,6232],{},"Enterprise 版报价空间大","：别按官网标价签，量大可谈",[43,6235,6236,6239],{},[29,6237,6238],{},"本地小模型能力有限","：复杂补全会自动切大模型，注意延迟和成本",[43,6241,6242,6245],{},[29,6243,6244],{},"团队微调需要足够数据","：代码库太小（\u003C 5 万行）微调效果不明显",[20,6247,383],{"id":382},[40,6249,6250,6253,6256,6259,6262,6265,6268],{},[43,6251,6252],{},"✅ 金融 \u002F 医疗 \u002F 政企等数据不能上云的合规场景",[43,6254,6255],{},"✅ 需要私有化部署 + 中央管理的企业团队",[43,6257,6258],{},"✅ 对代码隐私有硬性要求的团队",[43,6260,6261],{},"✅ 需要团队专属模型微调的场景",[43,6263,6264],{},"❌ 追求最强补全能力的个人开发者（用 Copilot）",[43,6266,6267],{},"❌ 预算敏感的小团队（$12\u002F月偏贵）",[43,6269,6270],{},"❌ 需要深度代码理解 \u002F 跨文件重构（它只做补全）",[20,6272,410],{"id":409},[25,6274,6275,6278],{},[29,6276,6277],{},"Q: Tabnine 和 Copilot 补全差距大吗？","\nA: 有明显差距。Copilot 基于 GPT-4o 级模型，复杂逻辑补全准确率更高。Tabnine 的本地小模型速度快但能力有限，大模型模式有延迟。如果不在乎隐私，Copilot 补全体验好很多。",[25,6280,6281,6284],{},[29,6282,6283],{},"Q: 私有化部署需要什么硬件？","\nA: Enterprise 版建议 GPU 服务器（至少 1 张 A10 \u002F L4），跑 Tabnine 自有模型。纯 CPU 部署可行但大模型补全会慢。具体配置需和销售确认。",[25,6286,6287,6290],{},[29,6288,6289],{},"Q: 免费版值得用吗？","\nA: 仅适合尝鲜。Basic 只有小模型 + 有限语言，补全质量不高。真要用建议上 Pro。",[20,6292,431],{"id":431},[25,6294,6295,439,6297,439,6299],{},[435,6296,438],{"href":437},[435,6298,10],{"href":877},[435,6300,447],{"href":446},[20,6302,450],{"id":450},[95,6304,6305],{},[25,6306,455],{},[40,6308,6309],{},[43,6310,6311],{},[435,6312,465],{"href":6313,"rel":6314},"https:\u002F\u002Ftabnine.com",[464],{"title":467,"searchDepth":468,"depth":468,"links":6316},[6317,6318,6319,6320,6321,6322,6323,6324,6325,6326,6327],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":93,"depth":471,"text":93},{"id":160,"depth":471,"text":161},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":409,"depth":471,"text":410},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\u002Fimg\u002Ftools\u002Ftabnine.webp","Tabnine 真实评测：老牌 AI 代码补全工具，支持私有化部署 + 企业级安全，基于自有模型提供代码补全和生成。Free + Pro $12\u002F月 + Enterprise，适合对数据隐私要求高、需要本地部署代码补全的企业团队。",[488],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftabnine",[495,496,497],"Free \u002F Pro $12\u002Fmo \u002F Enterprise",{"power":468,"ux":468,"price":468,"cn_support":471,"stability":501},{"title":443,"description":6329},"Tabnine - AI 代码补全工具评测与使用 | AIHO","coding\u002Fcopilot\u002Ftabnine",[6340],{"title":465,"url":6313},"tools\u002Fcoding\u002Fcopilot\u002Ftabnine","老牌 AI 代码补全工具，支持私有化部署",[482,925,6344,2794],"self-host","企业级数据隐私和私有化部署的首选，补全稳定可靠但模型能力已落后第一梯队；非隐私刚需场景，Copilot 性价比更高。","26lIqDqTKJ1gGsbpZ3QcIgYlWdw9mc509JNndWx_53E",{"id":6348,"title":6349,"alternatives":6350,"api_compatible":15,"body":6352,"category":482,"chinese_friendly":1401,"cover":6751,"description":6752,"domestic":485,"extension":486,"faq":6753,"free":485,"github":15,"languages":6765,"lastVerified":15,"meta":6766,"models":15,"navigation":491,"notSuitable":15,"opensource":491,"path":1350,"pillar":493,"platforms":6767,"priceTable":6768,"pricing":6779,"published":1447,"relatedPlaybooks":6780,"relatedReviews":6782,"score":6783,"self_host":485,"seo":6784,"seoTitle":6785,"slug":521,"sources":6786,"stem":6793,"suitable":15,"tagline":6794,"tags":6795,"updated":1462,"verdict":6800,"website":6801,"__hash__":6802},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.md","通义灵码 Tongyi Lingma",[6351,933,932,1458],"coding\u002Fide\u002Fqoder",{"type":17,"value":6353,"toc":6739},[6354,6356,6363,6366,6368,6411,6413,6456,6465,6469,6473,6490,6494,6511,6513,6536,6538,6636,6638,6670,6672,6694,6696,6714,6716],[20,6355,23],{"id":22},[25,6357,6358,6359,6362],{},"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 ",[29,6360,6361],{},"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%。",[25,6364,6365],{},"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。",[20,6367,38],{"id":38},[40,6369,6370,6376,6382,6388,6394,6400,6406],{},[43,6371,6372,6375],{},[29,6373,6374],{},"代码补全 \u002F 续写 \u002F 注释生成","：行级 \u002F 函数级 \u002F 多行",[43,6377,6378,6381],{},[29,6379,6380],{},"代码解释 + 重构建议","：右键菜单一键",[43,6383,6384,6387],{},[29,6385,6386],{},"单元测试生成","：选中函数自动出测试",[43,6389,6390,6393],{},[29,6391,6392],{},"跨文件编辑","：理解项目结构，多文件改动",[43,6395,6396,6399],{},[29,6397,6398],{},"多模型选择","：Qwen2.5-Max \u002F Qwen3-Coder 等",[43,6401,6402,6405],{},[29,6403,6404],{},"阿里云生态深度","：函数计算 \u002F SLS \u002F OSS 等 SDK 调用准确度高",[43,6407,6408,6410],{},[29,6409,2367],{},"：私有部署 \u002F 团队管理 \u002F 模型微调（Qoder CN 企业版）",[20,6412,1547],{"id":1546},[101,6414,6415,6425],{},[104,6416,6417],{},[107,6418,6419,6421,6423],{},[110,6420,2379],{},[110,6422,93],{},[110,6424,2384],{},[119,6426,6427,6436,6447],{},[107,6428,6429,6431,6433],{},[124,6430,1933],{},[124,6432,1934],{},[124,6434,6435],{},"插件全功能、无次数限制",[107,6437,6438,6441,6444],{},[124,6439,6440],{},"Qoder CN 订阅",[124,6442,6443],{},"对标 Qoder 个人方案",[124,6445,6446],{},"Qwen3-Coder Max + Quest + Repo Wiki",[107,6448,6449,6451,6453],{},[124,6450,1951],{},[124,6452,5909],{},[124,6454,6455],{},"私有部署 \u002F SSO \u002F 团队 \u002F 微调",[95,6457,6458],{},[25,6459,6460,6461,1553],{},"通义灵码插件仍正常使用且免费；重度场景建议同步关注 ",[435,6462,6464],{"href":6463},"\u002Ftools\u002Fcoding\u002Fide\u002Fqoder","Qoder 评测",[20,6466,6468],{"id":6467},"实测中型-java-react-项目","实测（中型 Java + React 项目）",[25,6470,6471],{},[29,6472,169],{},[40,6474,6475,6478,6481,6484,6487],{},[43,6476,6477],{},"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",[43,6479,6480],{},"中文需求理解一流，prompt 中文写法不会被误解",[43,6482,6483],{},"个人完全免费 + 无次数限制，对学习 \u002F 中小项目压力极小",[43,6485,6486],{},"Qwen3-Coder 升级后多文件改 \u002F 跨函数重构成功率明显提升",[43,6488,6489],{},"与阿里通义其他产品（千问 \u002F 灵积）账号互通",[25,6491,6492],{},[29,6493,191],{},[40,6495,6496,6499,6502,6505,6508],{},[43,6497,6498],{},"老插件 UI 比 Cursor \u002F Copilot 略保守，但 Qoder CN 桌面端补齐",[43,6500,6501],{},"海外开发者访问国内 endpoint 偶有延迟",[43,6503,6504],{},"复杂跨仓库 Agent 任务建议直接用 Qoder CN Quest 模式",[43,6506,6507],{},"部分极偏门语言（Erlang \u002F Crystal 等）支持弱于通用语言",[43,6509,6510],{},"与阿里云外部生态（如 AWS \u002F GCP）SDK 准确度略逊",[20,6512,211],{"id":211},[213,6514,6515,6518,6521,6524,6527,6533],{},[43,6516,6517],{},"lingma.aliyun.com 注册（阿里云账号），免费版立即可用",[43,6519,6520],{},"VS Code \u002F JetBrains 装 \"通义灵码\" 插件",[43,6522,6523],{},"阿里云账号登录，选 Qwen2.5-Max \u002F Qwen3-Coder",[43,6525,6526],{},"体验：注释 → 代码、选中代码右键解释 \u002F 重构 \u002F 生成单测",[43,6528,6529,6530,6532],{},"重度场景：迁移到 ",[435,6531,6361],{"href":6463},"，体验 Quest + Repo Wiki + 跨项目并行",[43,6534,6535],{},"企业：咨询私有化部署 \u002F 团队管理",[20,6537,244],{"id":244},[101,6539,6540,6555],{},[104,6541,6542],{},[107,6543,6544,6546,6549,6551,6553],{},[110,6545,253],{},[110,6547,6548],{},"通义灵码 \u002F Qoder CN",[110,6550,1174],{},[110,6552,930],{},[110,6554,1179],{},[119,6556,6557,6569,6582,6597,6610,6622],{},[107,6558,6559,6561,6563,6565,6567],{},[124,6560,1715],{},[124,6562,777],{},[124,6564,2526],{},[124,6566,2529],{},[124,6568,1215],{},[107,6570,6571,6573,6576,6578,6580],{},[124,6572,1186],{},[124,6574,6575],{},"Qwen3-Coder（开源）",[124,6577,1734],{},[124,6579,1189],{},[124,6581,1198],{},[107,6583,6584,6587,6590,6593,6595],{},[124,6585,6586],{},"阿里云 SDK 准确度",[124,6588,6589],{},"✅ 最高",[124,6591,6592],{},"中等",[124,6594,6592],{},[124,6596,6592],{},[107,6598,6599,6601,6604,6606,6608],{},[124,6600,1220],{},[124,6602,6603],{},"✅ Quest（Qoder CN）",[124,6605,1226],{},[124,6607,1223],{},[124,6609,785],{},[107,6611,6612,6614,6616,6618,6620],{},[124,6613,3438],{},[124,6615,1782],{},[124,6617,1782],{},[124,6619,1782],{},[124,6621,1782],{},[107,6623,6624,6626,6629,6632,6634],{},[124,6625,1264],{},[124,6627,6628],{},"阿里云 \u002F 信也 \u002F 淘宝",[124,6630,6631],{},"百度 \u002F 顺丰 \u002F 吉利",[124,6633,1267],{},[124,6635,2604],{},[20,6637,347],{"id":347},[40,6639,6640,6646,6652,6658,6664],{},[43,6641,6642,6645],{},[29,6643,6644],{},"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",[43,6647,6648,6651],{},[29,6649,6650],{},"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",[43,6653,6654,6657],{},[29,6655,6656],{},"阿里云 SDK 优先用灵码","：其他 Copilot 容易写错版本 \u002F 鉴权链",[43,6659,6660,6663],{},[29,6661,6662],{},"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",[43,6665,6666,6669],{},[29,6667,6668],{},"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",[20,6671,383],{"id":382},[40,6673,6674,6677,6680,6683,6686,6688,6691],{},[43,6675,6676],{},"✅ 国内开发者免费上手",[43,6678,6679],{},"✅ 阿里云用户（函数计算 \u002F SLS \u002F OSS \u002F RDS 等）",[43,6681,6682],{},"✅ 想用 Qwen3-Coder 开源模型",[43,6684,6685],{},"✅ 中文项目主力",[43,6687,2671],{},[43,6689,6690],{},"❌ 完全没有阿里云业务",[43,6692,6693],{},"❌ 已订 Cursor \u002F Copilot 且不愿换工具",[20,6695,431],{"id":431},[40,6697,6698,6702,6706,6710],{},[43,6699,6700],{},[435,6701,6464],{"href":6463},[43,6703,6704],{},[435,6705,1345],{"href":1344},[43,6707,6708],{},[435,6709,1357],{"href":1356},[43,6711,6712],{},[435,6713,1363],{"href":1362},[20,6715,450],{"id":450},[213,6717,6718,6725,6732],{},[43,6719,6720,6721],{},"阿里云 — 通义灵码 \u002F Qoder CN 产品页（含信也客户数据）",[435,6722,6723],{"href":6723,"rel":6724},"https:\u002F\u002Fwww.alibabacloud.com\u002Fzh\u002Fproduct\u002Flingma",[464],[43,6726,6727,6728],{},"Codnaut — Tongyi Lingma 评测 ",[435,6729,6730],{"href":6730,"rel":6731},"https:\u002F\u002Fwww.codnaut.com\u002Fen\u002Ftools\u002Ftongyi-lingma",[464],[43,6733,6734,6735],{},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级（2025-07）",[435,6736,6737],{"href":6737,"rel":6738},"https:\u002F\u002Fai.zol.com.cn\u002F1019\u002F10197976.html",[464],{"title":467,"searchDepth":468,"depth":468,"links":6740},[6741,6742,6743,6744,6745,6746,6747,6748,6749,6750],{"id":22,"depth":471,"text":23},{"id":38,"depth":471,"text":38},{"id":1546,"depth":471,"text":1547},{"id":6467,"depth":471,"text":6468},{"id":211,"depth":471,"text":211},{"id":244,"depth":471,"text":244},{"id":347,"depth":471,"text":347},{"id":382,"depth":471,"text":383},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"\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%。",[6754,6757,6760,6763],{"q":6755,"a":6756},"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":6758,"a":6759},"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":6761,"a":6762},"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":2746,"a":6764},"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。",[1418,488],{},[1422,1423,1424,1425],[6769,6772,6775],{"plan":1933,"price":1934,"features":6770,"notes":6771},"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":6773,"price":6443,"features":6446,"notes":6774},"Qoder CN（原灵码）订阅","国内云区版本、独立账号 \u002F 计费",{"plan":1951,"price":6776,"features":6777,"notes":6778},"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",[1449,6781],"onboarding\u002Flegacy-codebase-onboarding",[1452,1453,1454],{"power":501,"ux":501,"price":1401,"cn_support":1401,"stability":501},{"title":6349,"description":6752},"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",[6787,6789,6791],{"name":6788,"url":6730,"accessed":1462},"Codnaut — Tongyi Lingma 介绍",{"name":6790,"url":6723,"accessed":1462},"阿里云 — 通义灵码 \u002F Qoder CN 产品页",{"name":6792,"url":6737,"accessed":1462},"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）",[482,1470,6796,6797,6798,6799,1974],"alibaba","qwen","tongyi","qoder-cn","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","GY-QENPaPvqE1iqF7etmbAMy1jPnZChAbXrAVMVwTxc",[6804,8066,8920],{"id":6805,"title":5264,"alternatives":6806,"api_compatible":6809,"body":6811,"category":7994,"chinese_friendly":468,"cover":7995,"description":7996,"domestic":485,"extension":486,"faq":15,"free":485,"github":7951,"languages":7997,"lastVerified":15,"meta":7998,"models":7999,"navigation":491,"notSuitable":8002,"opensource":485,"path":8006,"pillar":493,"platforms":8007,"priceTable":8008,"pricing":8027,"published":8028,"relatedPlaybooks":15,"relatedReviews":8029,"score":8036,"self_host":485,"seo":8037,"seoTitle":8038,"slug":14,"sources":8039,"stem":8052,"suitable":8053,"tagline":8059,"tags":8060,"updated":5451,"verdict":8064,"website":7937,"__hash__":8065},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[6807,6808,4237],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider",[6810],"anthropic",{"type":17,"value":6812,"toc":7977},[6813,6815,6859,6864,6866,6870,6880,6909,6912,6916,6923,6958,6973,6977,6980,7135,7153,7157,7166,7240,7243,7247,7261,7263,7277,7356,7359,7376,7389,7397,7401,7555,7557,7595,7597,7743,7748,7762,7767,7785,7787,7883,7885,7929,7931,7969,7974],[20,6814,23],{"id":22},[4245,6816,6818,6827,6838],{"className":6817},[4248,4249,4250],[25,6819,6820,6822,6823,6826],{},[29,6821,4255],{}," 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 ",[231,6824,6825],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[25,6828,6829,6830,6833,6834,6837],{},"最大价值是 ",[29,6831,6832],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[29,6835,6836],{},"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。",[25,6839,6840,6843,6844,6846,6847,6850,6851,6854,6855,6858],{},[29,6841,6842],{},"2026-07 最新进展","：核心模型已升级为 ",[435,6845,5293],{"href":5292},"（复杂任务用 Opus 4.8），1M 上下文；新增 ",[231,6848,6849],{},"\u002Ffork","（复制会话到后台并行）、",[231,6852,6853],{},"\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。",[29,6856,6857],{},"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。",[95,6860,6861],{},[25,6862,6863],{},"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。",[20,6865,4306],{"id":4306},[2841,6867,6869],{"id":6868},"终端原生的-agent-体验","终端原生的 Agent 体验",[25,6871,6872,6873,6876,6877,6879],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[29,6874,6875],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[231,6878,6825],{},"，就进入了一个能读你整个 codebase 的对话环境。",[3042,6881,6883],{"className":3044,"code":6882,"language":3046,"meta":467,"style":467},"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",[231,6884,6885,6893,6900],{"__ignoreMap":467},[3050,6886,6887,6890],{"class":3052,"line":3053},[3050,6888,6889],{"class":3077},"cd",[3050,6891,6892],{"class":3091}," your-project\n",[3050,6894,6895,6897],{"class":3052,"line":471},[3050,6896,6825],{"class":3073},[3050,6898,6899],{"class":3056},"                          # 进入交互模式\n",[3050,6901,6902,6906],{"class":3052,"line":468},[3050,6903,6905],{"class":6904},"szBVR",">",[3050,6907,6908],{"class":3067}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[25,6910,6911],{},"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。",[2841,6913,6915],{"id":6914},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[25,6917,6918,6919,6922],{},"Claude Code 2.x 引入了 ",[435,6920,6921],{"href":5276},"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：",[3042,6924,6926],{"className":3044,"code":6925,"language":3046,"meta":467,"style":467},"\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",[231,6927,6928,6935,6942,6950],{"__ignoreMap":467},[3050,6929,6930,6932],{"class":3052,"line":3053},[3050,6931,6853],{"class":3073},[3050,6933,6934],{"class":3056},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[3050,6936,6937,6939],{"class":3052,"line":471},[3050,6938,6849],{"class":3073},[3050,6940,6941],{"class":3056},"               # 复制当前会话到后台并行推进\n",[3050,6943,6944,6947],{"class":3052,"line":468},[3050,6945,6946],{"class":3073},"\u002Fagents",[3050,6948,6949],{"class":3056},"             # 管理子代理\n",[3050,6951,6952,6955],{"class":3052,"line":501},[3050,6953,6954],{"class":3073},"\u002Ftasks",[3050,6956,6957],{"class":3056},"              # 列出后台运行的子代理\n",[25,6959,6960,6961,6966,6967,6969,6970,6972],{},"据 ",[435,6962,6965],{"href":6963,"rel":6964},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[464],"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，",[231,6968,6853],{}," 取代了旧的内联子 agent 写法，",[231,6971,6849],{}," 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。",[2841,6974,6976],{"id":6975},"slash-命令生产力关键","Slash 命令（生产力关键）",[25,6978,6979],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[101,6981,6982,6992],{},[104,6983,6984],{},[107,6985,6986,6989],{},[110,6987,6988],{},"命令",[110,6990,6991],{},"用途",[119,6993,6994,7008,7018,7031,7041,7051,7061,7071,7081,7091,7101,7111,7121],{},[107,6995,6996,7001],{},[124,6997,6998],{},[231,6999,7000],{},"\u002Finit",[124,7002,7003,7004,7007],{},"第一次进入仓库时跑，生成 ",[231,7005,7006],{},"CLAUDE.md","（项目记忆）",[107,7009,7010,7015],{},[124,7011,7012],{},[231,7013,7014],{},"\u002Fmemory",[124,7016,7017],{},"编辑长期记忆",[107,7019,7020,7025],{},[124,7021,7022],{},[231,7023,7024],{},"\u002Fclear",[124,7026,7027,7028,5231],{},"清空当前对话，重新开始（",[29,7029,7030],{},"最被低估的命令",[107,7032,7033,7038],{},[124,7034,7035],{},[231,7036,7037],{},"\u002Fcompact",[124,7039,7040],{},"长对话压缩，挽救快爆炸的 context window",[107,7042,7043,7048],{},[124,7044,7045],{},[231,7046,7047],{},"\u002Fcontext",[124,7049,7050],{},"显示当前 context 用量",[107,7052,7053,7058],{},[124,7054,7055],{},[231,7056,7057],{},"\u002Fplan",[124,7059,7060],{},"切到 plan 模式（只规划不执行）",[107,7062,7063,7068],{},[124,7064,7065],{},[231,7066,7067],{},"\u002Fmodel",[124,7069,7070],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[107,7072,7073,7078],{},[124,7074,7075],{},[231,7076,7077],{},"\u002Fdiff",[124,7079,7080],{},"看本轮所有改动",[107,7082,7083,7088],{},[124,7084,7085],{},[231,7086,7087],{},"\u002Fcode-review",[124,7089,7090],{},"对 diff 跑代码审查",[107,7092,7093,7098],{},[124,7094,7095],{},[231,7096,7097],{},"\u002Frewind",[124,7099,7100],{},"回滚到任意 checkpoint（代码 + 对话）",[107,7102,7103,7108],{},[124,7104,7105],{},[231,7106,7107],{},"\u002Fmcp",[124,7109,7110],{},"管理 MCP 服务器",[107,7112,7113,7118],{},[124,7114,7115],{},[231,7116,7117],{},"\u002Fdoctor",[124,7119,7120],{},"排查环境问题",[107,7122,7123,7132],{},[124,7124,7125,7128,7129],{},[231,7126,7127],{},"\u002Fresume"," ",[231,7130,7131],{},"\u002Fbranch",[124,7133,7134],{},"回到 \u002F fork 历史对话",[25,7136,7137,7142,7143,7145,7146,7148,7149,7152],{},[435,7138,7141],{"href":7139,"rel":7140},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[464],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[231,7144,7037],{},"（每 20-30 分钟一次防止 context drift）、",[231,7147,7024],{},"（新任务开新会话）、自定义命令（写在 ",[231,7150,7151],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[2841,7154,7156],{"id":7155},"mcp-集成一等公民","MCP 集成（一等公民）",[25,7158,7159,7161,7162,7165],{},[435,7160,4260],{"href":4259}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[231,7163,7164],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[3042,7167,7171],{"className":7168,"code":7169,"language":7170,"meta":467,"style":467},"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",[231,7172,7173,7177,7185,7192,7206,7226,7231,7236],{"__ignoreMap":467},[3050,7174,7175],{"class":3052,"line":3053},[3050,7176,3068],{"class":3067},[3050,7178,7179,7182],{"class":3052,"line":471},[3050,7180,7181],{"class":3077},"  \"mcpServers\"",[3050,7183,7184],{"class":3067},": {\n",[3050,7186,7187,7190],{"class":3052,"line":468},[3050,7188,7189],{"class":3077},"    \"postgres\"",[3050,7191,7184],{"class":3067},[3050,7193,7194,7197,7200,7203],{"class":3052,"line":501},[3050,7195,7196],{"class":3077},"      \"command\"",[3050,7198,7199],{"class":3067},": ",[3050,7201,7202],{"class":3091},"\"npx\"",[3050,7204,7205],{"class":3067},",\n",[3050,7207,7208,7211,7214,7217,7220,7223],{"class":3052,"line":1401},[3050,7209,7210],{"class":3077},"      \"args\"",[3050,7212,7213],{"class":3067},": [",[3050,7215,7216],{"class":3091},"\"@modelcontextprotocol\u002Fserver-postgres\"",[3050,7218,7219],{"class":3067},", ",[3050,7221,7222],{"class":3091},"\"postgresql:\u002F\u002F...\"",[3050,7224,7225],{"class":3067},"]\n",[3050,7227,7228],{"class":3052,"line":3095},[3050,7229,7230],{"class":3067},"    }\n",[3050,7232,7233],{"class":3052,"line":3106},[3050,7234,7235],{"class":3067},"  }\n",[3050,7237,7238],{"class":3052,"line":3117},[3050,7239,3148],{"class":3067},[25,7241,7242],{},"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。",[2841,7244,7246],{"id":7245},"后台-远程模式","后台 \u002F 远程模式",[25,7248,7249,7252,7253,7256,7257,7260],{},[231,7250,7251],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[231,7254,7255],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[231,7258,7259],{},"\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\"。",[20,7262,4653],{"id":4653},[25,7264,7265,7266,3888,7271,7276],{},"根据 ",[435,7267,7270],{"href":7268,"rel":7269},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[464],"explainx.ai 2026-06 评测",[435,7272,7275],{"href":7273,"rel":7274},"https:\u002F\u002Fclaude.com\u002Fpricing",[464],"Anthropic 官方定价"," 整理：",[101,7278,7279,7291],{},[104,7280,7281],{},[107,7282,7283,7286,7288],{},[110,7284,7285],{},"路径",[110,7287,93],{},[110,7289,7290],{},"适用场景",[119,7292,7293,7306,7318,7330,7343],{},[107,7294,7295,7300,7303],{},[124,7296,7297],{},[29,7298,7299],{},"BYOK（自带 API key）",[124,7301,7302],{},"按 token 计费",[124,7304,7305],{},"全自由，但单月烧到 $500+ 也常见",[107,7307,7308,7312,7315],{},[124,7309,7310],{},[29,7311,137],{},[124,7313,7314],{},"$20\u002F月（年付 ~$17）",[124,7316,7317],{},"个人开发者，每天 1-4 小时",[107,7319,7320,7325,7327],{},[124,7321,7322],{},[29,7323,7324],{},"Max 5x",[124,7326,4716],{},[124,7328,7329],{},"重度用户 + Opus 模型访问",[107,7331,7332,7337,7340],{},[124,7333,7334],{},[29,7335,7336],{},"Max 20x",[124,7338,7339],{},"$200\u002F月",[124,7341,7342],{},"8h+ agentic 工作流 \u002F 团队共享",[107,7344,7345,7350,7353],{},[124,7346,7347],{},[29,7348,7349],{},"Team Premium",[124,7351,7352],{},"$100\u002Fseat 年付 \u002F $125 月付",[124,7354,7355],{},"团队，含管理",[25,7357,7358],{},"API token 价格（2026-07 公开数据）：",[40,7360,7361,7367,7373],{},[43,7362,7363,7366],{},[29,7364,7365],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[43,7368,7369,7372],{},[29,7370,7371],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[43,7374,7375],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[95,7377,7378],{},[25,7379,7380,7381,7384,7385,7388],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[29,7382,7383],{},"87.6%","、Sonnet 5 ",[29,7386,7387],{},"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。",[25,7390,7391,7396],{},[435,7392,7395],{"href":7393,"rel":7394},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[464],"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。",[20,7398,7400],{"id":7399},"上手-5-分钟","上手 5 分钟",[3042,7402,7404],{"className":3044,"code":7403,"language":3046,"meta":467,"style":467},"# 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",[231,7405,7406,7411,7428,7432,7437,7449,7453,7458,7471,7475,7480,7487,7498,7503,7518,7523,7529,7536,7547],{"__ignoreMap":467},[3050,7407,7408],{"class":3052,"line":3053},[3050,7409,7410],{"class":3056},"# macOS \u002F Linux \u002F Windows (WSL)\n",[3050,7412,7413,7416,7419,7422,7425],{"class":3052,"line":471},[3050,7414,7415],{"class":3073},"curl",[3050,7417,7418],{"class":3077}," -fsSL",[3050,7420,7421],{"class":3091}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[3050,7423,7424],{"class":6904}," |",[3050,7426,7427],{"class":3073}," bash\n",[3050,7429,7430],{"class":3052,"line":468},[3050,7431,4804],{"emptyLinePlaceholder":491},[3050,7433,7434],{"class":3052,"line":501},[3050,7435,7436],{"class":3056},"# macOS 用 Homebrew\n",[3050,7438,7439,7441,7443,7446],{"class":3052,"line":1401},[3050,7440,4814],{"class":3073},[3050,7442,4817],{"class":3091},[3050,7444,7445],{"class":3077}," --cask",[3050,7447,7448],{"class":3091}," claude-code\n",[3050,7450,7451],{"class":3052,"line":3095},[3050,7452,4804],{"emptyLinePlaceholder":491},[3050,7454,7455],{"class":3052,"line":3106},[3050,7456,7457],{"class":3056},"# Windows PowerShell\n",[3050,7459,7460,7463,7466,7468],{"class":3052,"line":3117},[3050,7461,7462],{"class":3073},"irm",[3050,7464,7465],{"class":3091}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[3050,7467,7424],{"class":6904},[3050,7469,7470],{"class":3073}," iex\n",[3050,7472,7473],{"class":3052,"line":3128},[3050,7474,4804],{"emptyLinePlaceholder":491},[3050,7476,7477],{"class":3052,"line":3139},[3050,7478,7479],{"class":3056},"# 验证 + 登录\n",[3050,7481,7482,7484],{"class":3052,"line":3145},[3050,7483,6825],{"class":3073},[3050,7485,7486],{"class":3077}," --version\n",[3050,7488,7489,7491,7493,7495],{"class":3052,"line":3151},[3050,7490,6825],{"class":3073},[3050,7492,4853],{"class":3091},[3050,7494,4856],{"class":3091},[3050,7496,7497],{"class":3056},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[3050,7499,7500],{"class":3052,"line":4874},[3050,7501,7502],{"class":3056},"# 或用 API key\n",[3050,7504,7506,7509,7512,7515],{"class":3052,"line":7505},14,[3050,7507,7508],{"class":6904},"export",[3050,7510,7511],{"class":3067}," ANTHROPIC_API_KEY",[3050,7513,7514],{"class":6904},"=",[3050,7516,7517],{"class":3067},"sk-ant-...\n",[3050,7519,7521],{"class":3052,"line":7520},15,[3050,7522,4804],{"emptyLinePlaceholder":491},[3050,7524,7526],{"class":3052,"line":7525},16,[3050,7527,7528],{"class":3056},"# 进项目，启动\n",[3050,7530,7532,7534],{"class":3052,"line":7531},17,[3050,7533,6889],{"class":3077},[3050,7535,6892],{"class":3091},[3050,7537,7539,7541,7544],{"class":3052,"line":7538},18,[3050,7540,6825],{"class":3073},[3050,7542,7543],{"class":3091}," \u002Finit",[3050,7545,7546],{"class":3056},"               # 生成 CLAUDE.md\n",[3050,7548,7550,7552],{"class":3052,"line":7549},19,[3050,7551,6825],{"class":3073},[3050,7553,7554],{"class":3056},"                     # 进入交互模式\n",[20,7556,4891],{"id":4891},[213,7558,7559,7564,7569,7574],{},[43,7560,7561,7563],{},[29,7562,3925],{},"：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[43,7565,7566,7568],{},[29,7567,3933],{},"：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",[43,7570,7571,7573],{},[29,7572,3917],{},"：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[43,7575,7576,4918,7578,7582,7583,7585,7586,4922,7590,7594],{},[29,7577,4917],{},[435,7579,7581],{"href":7580},"\u002Fcoding\u002Fcli\u002Faider.html","Aider"," 或 ",[435,7584,4921],{"href":3555}," 接 ",[435,7587,7589],{"href":7588},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[435,7591,7593],{"href":7592},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[20,7596,4929],{"id":4929},[101,7598,7599,7619],{},[104,7600,7601],{},[107,7602,7603,7605,7607,7611,7615],{},[110,7604,253],{},[110,7606,5264],{},[110,7608,7609],{},[435,7610,262],{"href":4944},[110,7612,7613],{},[435,7614,5270],{"href":5269},[110,7616,7617],{},[435,7618,7581],{"href":7580},[119,7620,7621,7635,7648,7666,7687,7700,7714,7729],{},[107,7622,7623,7625,7628,7630,7633],{},[124,7624,4961],{},[124,7626,7627],{},"CLI（IDE 无关）",[124,7629,4967],{},[124,7631,7632],{},"CLI",[124,7634,7632],{},[107,7636,7637,7640,7642,7644,7646],{},[124,7638,7639],{},"长任务能力",[124,7641,2899],{},[124,7643,2902],{},[124,7645,2902],{},[124,7647,3015],{},[107,7649,7650,7653,7660,7662,7664],{},[124,7651,7652],{},"上下文管理",[124,7654,7655,7656,7128,7658],{},"★★★★★ ",[231,7657,7037],{},[231,7659,7024],{},[124,7661,2902],{},[124,7663,2902],{},[124,7665,3015],{},[107,7667,7668,7671,7679,7682,7685],{},[124,7669,7670],{},"子代理 \u002F 并行",[124,7672,7673,7674,7128,7676,5231],{},"✅（",[231,7675,6946],{},[231,7677,7678],{},"\u002Fbatch",[124,7680,7681],{},"部分（Bug bot）",[124,7683,7684],{},"⚠️ 有限",[124,7686,342],{},[107,7688,7689,7691,7694,7696,7698],{},[124,7690,1235],{},[124,7692,7693],{},"★★★★★ 一等公民",[124,7695,2902],{},[124,7697,3015],{},[124,7699,342],{},[107,7701,7702,7705,7707,7709,7711],{},[124,7703,7704],{},"Git 集成",[124,7706,2902],{},[124,7708,3015],{},[124,7710,3015],{},[124,7712,7713],{},"★★★★★ 每改即 commit",[107,7715,7716,7718,7721,7724,7726],{},[124,7717,4275],{},[124,7719,7720],{},"高（账号+支付+网络）",[124,7722,7723],{},"高（账号+支付）",[124,7725,5080],{},[124,7727,7728],{},"低（BYOK 国产模型）",[107,7730,7731,7733,7736,7738,7740],{},[124,7732,93],{},[124,7734,7735],{},"$20-$200\u002F月",[124,7737,331],{},[124,7739,7735],{},[124,7741,7742],{},"仅 API 成本",[25,7744,7745,3466],{},[29,7746,7747],{},"选 Claude Code 如果你",[40,7749,7750,7753,7756,7759],{},[43,7751,7752],{},"重视长任务自主性 + 上下文管理",[43,7754,7755],{},"JetBrains \u002F Vim 用户，不想换 IDE",[43,7757,7758],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[43,7760,7761],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[25,7763,7764,3466],{},[29,7765,7766],{},"别选 Claude Code 如果你",[40,7768,7769,7775,7780],{},[43,7770,7771,7772,7774],{},"国内、个人、预算紧（去 ",[435,7773,7581],{"href":7580}," + DeepSeek）",[43,7776,7777,7778,5231],{},"想要纯 IDE 内 inline 体验（",[435,7779,262],{"href":4944},[43,7781,7782,7783,5231],{},"主要写补全而非 agent 任务（",[435,7784,259],{"href":4147},[20,7786,5129],{"id":5129},[40,7788,7789,7802,7817,7831,7839,7857,7871,7877],{},[43,7790,7791,7797,7798,7801],{},[29,7792,7793,7796],{},[231,7794,7795],{},"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 ",[231,7799,7800],{},"env | grep ANTHROPIC"," 检查",[43,7803,7804,7810,7811,7813,7814,7816],{},[29,7805,7806,7807,7809],{},"长会话不 ",[231,7808,7037],{}," 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 ",[231,7812,7037],{}," 一次或 ",[231,7815,7024],{}," 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4",[43,7924,5304,7925,4922,7927],{},[435,7926,5308],{"href":5307},[435,7928,5312],{"href":5311},[20,7930,450],{"id":450},[40,7932,7933,7939,7946,7953,7960,7966],{},[43,7934,5319,7935],{},[435,7936,7937],{"href":7937,"rel":7938},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[464],[43,7940,7941,7942],{},"官方文档：",[435,7943,7944],{"href":7944,"rel":7945},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[464],[43,7947,7948,7949],{},"GitHub：",[435,7950,7951],{"href":7951,"rel":7952},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[464],[43,7954,7955,7956],{},"CLI Reference：",[435,7957,7958],{"href":7958,"rel":7959},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[464],[43,7961,7962,7963],{},"官方定价：",[435,7964,7273],{"href":7273,"rel":7965},[464],[43,7967,7968],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[25,7970,7971,7972,5350],{},"本卡片由 AIHO 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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。",[25,8937,8938,8941,8942,8945,8946,8949,8950,1553],{},[29,8939,8940],{},"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 ",[29,8943,8944],{},"Composer 2.5"," 与低价的 ",[29,8947,8948],{},"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 ",[29,8951,8952],{},"3.11",[25,8954,8955,8956,4346,8959,4346,8962,4346,8965,8968],{},"代价是：",[29,8957,8958],{},"$20\u002F月起",[29,8960,8961],{},"国内访问不稳",[29,8963,8964],{},"2025-06 之后按 token 计费",[29,8966,8967],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[20,8970,8971],{"id":8971},"它到底是个什么",[25,8973,8974],{},"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。",[25,8976,8977,8978,3466],{},"它的护城河不是某一个 feature，而是",[29,8979,8980],{},"三件套乘以工程化",[213,8982,8983,8996,9002],{},[43,8984,8985,8988,8989,8992,8993,8995],{},[29,8986,8987],{},"Composer","（",[231,8990,8991],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[29,8994,8944],{}," 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。",[43,8997,8998,9001],{},[29,8999,9000],{},"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。",[43,9003,9004,9007,9008,9011,9012,9015,9016,9019,9020,9023],{},[29,9005,9006],{},"@-symbol 上下文"," — ",[231,9009,9010],{},"@codebase"," 自动召回相关文件、",[231,9013,9014],{},"@docs"," 引外部文档、",[231,9017,9018],{},"@web"," 联网搜、",[231,9021,9022],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[25,9025,9026,9027,9030,9031,9034,9035,9038],{},"2026 年另加两件大件：",[29,9028,9029],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[231,9032,9033],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[29,9036,9037],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[25,9040,9041,9044],{},[29,9042,9043],{},"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。",[20,9046,9048],{"id":9047},"价格-计费重点","价格 & 计费（重点）",[25,9050,9051],{},"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：",[40,9053,9054,9061,9068],{},[43,9055,9056,9057,9060],{},"每档套餐有",[29,9058,9059],{},"包含的美元额度","，按底层模型 API 价折算。",[43,9062,9063,9064,9067],{},"超出后",[29,9065,9066],{},"按需续费","（on-demand），月底结算。",[43,9069,9070],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[25,9072,9073,9076,9077,9080,9083,9084,9086,9089],{},[29,9074,9075],{},"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。",[9078,9079],"br",{},[29,9081,9082],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[9078,9085],{},[29,9087,9088],{},"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。",[25,9091,9092],{},"国内付款：结账页选 Alipay，可走支付宝。",[20,9094,9096],{"id":9095},"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）",[95,9098,9099],{},[25,9100,9101],{},"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。",[2841,9103,9105],{"id":9104},"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",[25,9107,9108,9111,9112,9114],{},[231,9109,9110],{},"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。",[9078,9113],{},"\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。",[2841,9116,9118],{"id":9117},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[25,9120,9121,9123,9124,9015,9126,9128],{},[231,9122,9010],{}," 在 50k+ 行项目里召回相关文件、",[231,9125,9014],{},[231,9127,9018],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[2841,9130,9132],{"id":9131},"任务-3mcp-接入","任务 3：MCP 接入",[25,9134,9135,9138],{},[231,9136,9137],{},"~\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。",[20,9140,7400],{"id":7399},[3042,9142,9144],{"className":3044,"code":9143,"language":3046,"meta":467,"style":467},"# 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",[231,9145,9146,9151,9156,9161,9166],{"__ignoreMap":467},[3050,9147,9148],{"class":3052,"line":3053},[3050,9149,9150],{"class":3056},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[3050,9152,9153],{"class":3052,"line":471},[3050,9154,9155],{"class":3056},"# 2. 用 GitHub \u002F Google 登录\n",[3050,9157,9158],{"class":3052,"line":468},[3050,9159,9160],{"class":3056},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[3050,9162,9163],{"class":3052,"line":501},[3050,9164,9165],{"class":3056},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[3050,9167,9168],{"class":3052,"line":1401},[3050,9169,9170],{"class":3056},"# 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",[20,9172,9173],{"id":9173},"同类对比",[101,9175,9176,9190],{},[104,9177,9178],{},[107,9179,9180,9182,9184,9186,9188],{},[110,9181,253],{},[110,9183,262],{},[110,9185,5264],{},[110,9187,259],{},[110,9189,5227],{},[119,9191,9192,9207,9222,9237,9253],{},[107,9193,9194,9196,9199,9202,9205],{},[124,9195,4961],{},[124,9197,9198],{},"VS Code fork",[124,9200,9201],{},"终端 CLI",[124,9203,9204],{},"VS Code 插件",[124,9206,9198],{},[107,9208,9209,9211,9214,9217,9219],{},[124,9210,93],{},[124,9212,9213],{},"$20\u002F月起 + 用量",[124,9215,9216],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[124,9218,328],{},[124,9220,9221],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[107,9223,9224,9226,9229,9231,9234],{},[124,9225,4092],{},[124,9227,9228],{},"需稳定代理",[124,9230,9228],{},[124,9232,9233],{},"需代理",[124,9235,9236],{},"国内版直连",[107,9238,9239,9242,9245,9248,9250],{},[124,9240,9241],{},"Agent 形态",[124,9243,9244],{},"Composer + Cloud Agents",[124,9246,9247],{},"全终端",[124,9249,4329],{},[124,9251,9252],{},"Builder + SOLO",[107,9254,9255,9257,9260,9263,9266],{},[124,9256,3966],{},[124,9258,9259],{},"IDE-first 全栈",[124,9261,9262],{},"终端 \u002F 后端 \u002F DevOps",[124,9264,9265],{},"老 VS Code 党",[124,9267,9268],{},"国内 \u002F 中文场景",[95,9270,9271],{},[25,9272,9273],{},"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」。",[20,9275,5129],{"id":5129},[213,9277,9278,9284,9290,9296,9302,9308],{},[43,9279,9280,9283],{},[29,9281,9282],{},"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。",[43,9285,9286,9289],{},[29,9287,9288],{},"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。",[43,9291,9292,9295],{},[29,9293,9294],{},"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。",[43,9297,9298,9301],{},[29,9299,9300],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[43,9303,9304,9307],{},[29,9305,9306],{},"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。",[43,9309,9310,9313],{},[29,9311,9312],{},"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。",[20,9315,383],{"id":382},[25,9317,9318,9319,9321],{},"✅ 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。",[9078,9320],{},"\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。",[20,9323,9325],{"id":9324},"市场地位2026-中","市场地位（2026 中）",[25,9327,9328,9329,9332,9333,9335],{},"Cursor 6 月初年化营收约 ",[29,9330,9331],{},"$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%（",[435,9334,5264],{"href":5263}," 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%。",[20,9337,431],{"id":431},[40,9339,9340,9351,9358,9365],{},[43,9341,9342,9343,439,9347],{},"最新资讯：",[435,9344,9346],{"href":9345},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor",[435,9348,9350],{"href":9349},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[43,9352,9353,9354],{},"配套 playbook：",[435,9355,9357],{"href":9356},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[43,9359,9360,9361],{},"同分类：",[435,9362,9364],{"href":9363},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[43,9366,9367,9368,439,9370,439,9373],{},"替代品：",[435,9369,5227],{"href":5226},[435,9371,9372],{"href":4949},"Devin Desktop（原 Windsurf）",[435,9374,5264],{"href":5263},[20,9376,450],{"id":450},[40,9378,9379,9386,9393,9400],{},[43,9380,9381,9382],{},"官方定价页：",[435,9383,9384],{"href":9384,"rel":9385},"https:\u002F\u002Fcursor.com\u002Fpricing",[464],[43,9387,9388,9389],{},"Composer 文档：",[435,9390,9391],{"href":9391,"rel":9392},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[464],[43,9394,9395,9396],{},"Cursor 3.5 Cloud Agents 公告：",[435,9397,9398],{"href":9398,"rel":9399},"https:\u002F\u002Fcursor.com\u002Fchangelog",[464],[43,9401,9402],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[95,9404,9405],{},[25,9406,9407,9408,9410],{},"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 ",[435,9409,5349],{"href":5348}," 反馈更新。",[3558,9412,9413],{},"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":467,"searchDepth":468,"depth":468,"links":9415},[9416,9417,9418,9419,9424,9425,9426,9427,9428,9429,9430],{"id":22,"depth":471,"text":23},{"id":8971,"depth":471,"text":8971},{"id":9047,"depth":471,"text":9048},{"id":9095,"depth":471,"text":9096,"children":9420},[9421,9422,9423],{"id":9104,"depth":468,"text":9105},{"id":9117,"depth":468,"text":9118},{"id":9131,"depth":468,"text":9132},{"id":7399,"depth":471,"text":7400},{"id":9173,"depth":471,"text":9173},{"id":5129,"depth":471,"text":5129},{"id":382,"depth":471,"text":383},{"id":9324,"depth":471,"text":9325},{"id":431,"depth":471,"text":431},{"id":450,"depth":471,"text":450},"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。",[9435,9438,9441,9444,9447,9450],{"q":9436,"a":9437},"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":9439,"a":9440},"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":9442,"a":9443},"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":9445,"a":9446},"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":9448,"a":9449},"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":9451,"a":9452},"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）。",[1418,488],{},[5378,5379,9456,5381,9457],"grok-4.5","composer-2.5",[9459,9460,9461,9462],"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",[495,496,497],[9466,9470,9473,9477,9482],{"plan":9467,"price":129,"limit":9468,"cn_pay":342,"note":9469},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":137,"price":331,"limit":9471,"cn_pay":9472,"note":5395},"扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝",{"plan":9082,"price":9474,"limit":9475,"cn_pay":339,"note":9476},"$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":9478,"price":9479,"limit":9480,"cn_pay":339,"note":9481},"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":148,"price":9483,"limit":9484,"cn_pay":339,"note":9485},"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",[9488,9489,9490],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[8030,8035,9492,9493,1454,9494],"cursor-vs-windsurf-vs-trae","qoder-deep-review","windsurf-deep-review",{"power":1401,"ux":1401,"price":468,"cn_support":468,"stability":501},{"title":262,"description":9433},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[9499,9501,9503,9505],{"title":9500,"url":9384},"Cursor 官方定价页",{"title":9502,"url":9391},"Cursor Composer 官方文档",{"title":9504,"url":9398},"Cursor Changelog（3.9–3.11）",{"title":9506,"url":9507},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[9510,9511,9512,9513],"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）",[9431,5449,9516,1474,9517,9518,9519],"composer","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","_st9Qu7Bzc6uRvS62V-D6U-pZBzBZCIO4viNTsYDBaI",1785428437733]