[{"data":1,"prerenderedAt":2408},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-deepseek-coder":8,"alt-list-deepseek-coder":899},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":15,"body":17,"category":824,"chinese_friendly":318,"cover":825,"description":826,"domestic":827,"extension":828,"faq":829,"free":827,"github":830,"languages":831,"lastVerified":834,"meta":835,"models":836,"navigation":827,"notSuitable":839,"opensource":827,"path":844,"pillar":845,"platforms":846,"priceTable":851,"pricing":862,"published":863,"relatedPlaybooks":829,"relatedReviews":829,"score":864,"self_host":827,"seo":865,"seoTitle":866,"slug":867,"sources":868,"stem":883,"suitable":884,"tagline":890,"tags":891,"updated":863,"verdict":897,"website":871,"__hash__":898},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder.md","DeepSeek Coder",[12,13,14],"coding\u002Fcopilot\u002Fcodegeex","coding\u002Fcopilot\u002Ftongyi-lingma","coding\u002Fcopilot\u002Fmarscode",[16],"openai",{"type":18,"value":19,"toc":807},"minimark",[20,24,37,44,54,57,62,155,162,166,169,182,185,188,191,263,266,270,390,393,397,400,414,417,421,464,467,475,478,561,571,574,703,709,723,727,733,739,745,751,761,764,803],[21,22,23],"h2",{"id":23},"一句话结论",[25,26,27,28,32,33,36],"p",{},"DeepSeek Coder 是",[29,30,31],"strong",{},"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",[29,34,35],{},"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。",[25,38,39,40,43],{},"它的优势是",[29,41,42],{},"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。",[45,46,48],"callout",{"type":47},"info",[25,49,50,53],{},[29,51,52],{},"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。",[21,55,56],{"id":56},"核心能力",[58,59,61],"h3",{"id":60},"deepseek-v4-编程模型","DeepSeek V4 编程模型",[63,64,65,84],"table",{},[66,67,68],"thead",{},[69,70,71,75,78,81],"tr",{},[72,73,74],"th",{},"参数",[72,76,77],{},"DeepSeek V4",[72,79,80],{},"Claude Sonnet 4",[72,82,83],{},"GPT-5",[85,86,87,101,115,128,142],"tbody",{},[69,88,89,93,96,99],{},[90,91,92],"td",{},"上下文窗口",[90,94,95],{},"128K",[90,97,98],{},"200K",[90,100,95],{},[69,102,103,106,109,112],{},[90,104,105],{},"编程 Benchmark",[90,107,108],{},"SWE-Bench 55%",[90,110,111],{},"SWE-Bench 72%",[90,113,114],{},"SWE-Bench 68%",[69,116,117,120,123,126],{},[90,118,119],{},"中文理解",[90,121,122],{},"★★★★★",[90,124,125],{},"★★★★☆",[90,127,125],{},[69,129,130,133,136,139],{},[90,131,132],{},"API 价格",[90,134,135],{},"￥1\u002F百万 token",[90,137,138],{},"$15\u002F百万 token",[90,140,141],{},"$10\u002F百万 token",[69,143,144,147,150,153],{},[90,145,146],{},"开源",[90,148,149],{},"✅",[90,151,152],{},"❌",[90,154,152],{},[25,156,157,158,161],{},"DeepSeek V4 的编程能力约为 Claude Sonnet 4 的 75-80%，但",[29,159,160],{},"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。",[58,163,165],{"id":164},"_128k-上下文","128K 上下文",[25,167,168],{},"128K token 上下文可以覆盖大部分中型项目的单次分析需求：",[170,171,172,176,179],"ul",{},[173,174,175],"li",{},"约 3-5 万行代码",[173,177,178],{},"完整的 API 文档 + 代码库",[173,180,181],{},"长对话历史 + 项目上下文",[25,183,184],{},"对于超大型项目（10 万行+），需要配合 RAG 或分块策略。",[58,186,187],{"id":187},"多语言编程支持",[25,189,190],{},"DeepSeek Coder 在以下语言表现最好：",[63,192,193,206],{},[66,194,195],{},[69,196,197,200,203],{},[72,198,199],{},"语言",[72,201,202],{},"补全质量",[72,204,205],{},"Agent 能力",[85,207,208,217,226,235,245,254],{},[69,209,210,213,215],{},[90,211,212],{},"Python",[90,214,122],{},[90,216,125],{},[69,218,219,222,224],{},[90,220,221],{},"JavaScript\u002FTypeScript",[90,223,122],{},[90,225,125],{},[69,227,228,231,233],{},[90,229,230],{},"Java",[90,232,125],{},[90,234,125],{},[69,236,237,240,242],{},[90,238,239],{},"Go",[90,241,125],{},[90,243,244],{},"★★★☆☆",[69,246,247,250,252],{},[90,248,249],{},"C\u002FC++",[90,251,125],{},[90,253,244],{},[69,255,256,259,261],{},[90,257,258],{},"Rust",[90,260,244],{},[90,262,244],{},[21,264,265],{"id":265},"使用方式",[58,267,269],{"id":268},"方式-1api-vs-code-continue推荐","方式 1：API + VS Code Continue（推荐）",[271,272,277],"pre",{"className":273,"code":274,"language":275,"meta":276,"style":276},"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","",[278,279,280,289,295,302,316,328,339,350,361,372,378,384],"code",{"__ignoreMap":276},[281,282,285],"span",{"class":283,"line":284},"line",1,[281,286,288],{"class":287},"sJ8bj","# 1. 安装 VS Code Continue 插件\n",[281,290,292],{"class":283,"line":291},2,[281,293,294],{"class":287},"# 2. 配置 config.json\n",[281,296,298],{"class":283,"line":297},3,[281,299,301],{"class":300},"sVt8B","{\n",[281,303,305,309,313],{"class":283,"line":304},4,[281,306,308],{"class":307},"sScJk","  \"models\"",[281,310,312],{"class":311},"sj4cs",":",[281,314,315],{"class":300}," [{\n",[281,317,319,322,324],{"class":283,"line":318},5,[281,320,321],{"class":307},"    \"title\"",[281,323,312],{"class":311},[281,325,327],{"class":326},"sZZnC"," \"DeepSeek V4\",\n",[281,329,331,334,336],{"class":283,"line":330},6,[281,332,333],{"class":307},"    \"provider\"",[281,335,312],{"class":311},[281,337,338],{"class":326}," \"openai\",\n",[281,340,342,345,347],{"class":283,"line":341},7,[281,343,344],{"class":307},"    \"model\"",[281,346,312],{"class":311},[281,348,349],{"class":326}," \"deepseek-chat\",\n",[281,351,353,356,358],{"class":283,"line":352},8,[281,354,355],{"class":307},"    \"apiBase\"",[281,357,312],{"class":311},[281,359,360],{"class":326}," \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n",[281,362,364,367,369],{"class":283,"line":363},9,[281,365,366],{"class":307},"    \"apiKey\"",[281,368,312],{"class":311},[281,370,371],{"class":326}," \"your-api-key\"\n",[281,373,375],{"class":283,"line":374},10,[281,376,377],{"class":300},"  }]\n",[281,379,381],{"class":283,"line":380},11,[281,382,383],{"class":300},"}\n",[281,385,387],{"class":283,"line":386},12,[281,388,389],{"class":287},"# 3. 开始使用\n",[25,391,392],{},"月成本：¥5-20（日常补全 + 偶尔 Agent 任务）",[58,394,396],{"id":395},"方式-2api-clineagent-模式","方式 2：API + Cline（Agent 模式）",[25,398,399],{},"Cline 是 VS Code 的 Agent 插件，配合 DeepSeek V4 可以实现：",[170,401,402,405,408,411],{},[173,403,404],{},"多文件修改",[173,406,407],{},"自动跑测试",[173,409,410],{},"终端命令执行",[173,412,413],{},"Bug 修复",[25,415,416],{},"月成本：¥10-50（取决于 Agent 任务频率）",[58,418,420],{"id":419},"方式-3本地部署","方式 3：本地部署",[271,422,424],{"className":273,"code":423,"language":275,"meta":276,"style":276},"# 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",[278,425,426,431,442,447],{"__ignoreMap":276},[281,427,428],{"class":283,"line":284},[281,429,430],{"class":287},"# 使用 Ollama 本地部署\n",[281,432,433,436,439],{"class":283,"line":291},[281,434,435],{"class":307},"ollama",[281,437,438],{"class":326}," pull",[281,440,441],{"class":326}," deepseek-coder-v2:16b\n",[281,443,444],{"class":283,"line":297},[281,445,446],{"class":287},"# 或使用 vLLM 部署 236B 完整版\n",[281,448,449,452,455,458,461],{"class":283,"line":304},[281,450,451],{"class":307},"python",[281,453,454],{"class":311}," -m",[281,456,457],{"class":326}," vllm.entrypoints.openai.api_server",[281,459,460],{"class":311}," --model",[281,462,463],{"class":326}," deepseek-ai\u002Fdeepseek-coder-v2-instruct\n",[25,465,466],{},"本地部署需要：",[170,468,469,472],{},[173,470,471],{},"16B 模型：~12GB VRAM（RTX 4090 可跑）",[173,473,474],{},"236B 模型：~480GB VRAM（多卡服务器）",[21,476,477],{"id":477},"价格对比",[63,479,480,493],{},[66,481,482],{},[69,483,484,487,490],{},[72,485,486],{},"方案",[72,488,489],{},"月成本",[72,491,492],{},"体验",[85,494,495,506,517,528,539,550],{},[69,496,497,500,503],{},[90,498,499],{},"DeepSeek API + Continue",[90,501,502],{},"¥5-20",[90,504,505],{},"接近 Copilot 补全",[69,507,508,511,514],{},[90,509,510],{},"DeepSeek API + Cline",[90,512,513],{},"¥10-50",[90,515,516],{},"接近 Cursor Agent",[69,518,519,522,525],{},[90,520,521],{},"Cursor Pro",[90,523,524],{},"¥145 ($20)",[90,526,527],{},"最佳体验",[69,529,530,533,536],{},[90,531,532],{},"GitHub Copilot",[90,534,535],{},"¥72 ($10)",[90,537,538],{},"补全标杆",[69,540,541,544,547],{},[90,542,543],{},"通义灵码",[90,545,546],{},"免费",[90,548,549],{},"国产补全标杆",[69,551,552,555,558],{},[90,553,554],{},"本地部署",[90,556,557],{},"¥0（电费）",[90,559,560],{},"需要 GPU",[25,562,563,566,567,570],{},[29,564,565],{},"结论","：DeepSeek API + Continue\u002FCline 是",[29,568,569],{},"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。",[21,572,573],{"id":573},"与同类对比",[63,575,576,593],{},[66,577,578],{},[69,579,580,583,585,587,590],{},[72,581,582],{},"维度",[72,584,10],{},[72,586,543],{},[72,588,589],{},"CodeGeeX",[72,591,592],{},"MarsCode",[85,594,595,611,624,636,650,662,676,689],{},[69,596,597,600,603,606,608],{},[90,598,599],{},"类型",[90,601,602],{},"开源模型 + 插件",[90,604,605],{},"IDE 插件",[90,607,605],{},[90,609,610],{},"IDE 插件 + IDE",[69,612,613,615,617,619,622],{},[90,614,146],{},[90,616,149],{},[90,618,152],{},[90,620,621],{},"✅ 模型开源",[90,623,152],{},[69,625,626,628,630,632,634],{},[90,627,554],{},[90,629,149],{},[90,631,152],{},[90,633,149],{},[90,635,152],{},[69,637,638,641,644,646,648],{},[90,639,640],{},"价格",[90,642,643],{},"免费\u002F极低",[90,645,546],{},[90,647,546],{},[90,649,546],{},[69,651,652,654,656,658,660],{},[90,653,202],{},[90,655,125],{},[90,657,125],{},[90,659,244],{},[90,661,125],{},[69,663,664,666,669,671,674],{},[90,665,205],{},[90,667,668],{},"★★★★☆ (需配 Cline)",[90,670,244],{},[90,672,673],{},"★★☆☆☆",[90,675,125],{},[69,677,678,681,683,685,687],{},[90,679,680],{},"中文体验",[90,682,122],{},[90,684,122],{},[90,686,125],{},[90,688,125],{},[69,690,691,694,697,699,701],{},[90,692,693],{},"开箱即用",[90,695,696],{},"❌ 需配置",[90,698,149],{},[90,700,149],{},[90,702,149],{},[25,704,705,708],{},[29,706,707],{},"选型建议","：",[170,710,711,714,717,720],{},[173,712,713],{},"想要开箱即用 → 通义灵码 \u002F MarsCode",[173,715,716],{},"想要本地部署\u002F开源 → DeepSeek Coder",[173,718,719],{},"想要最强 Agent 体验 → DeepSeek API + Cline",[173,721,722],{},"想要零成本 → 本地部署 DeepSeek + Continue",[21,724,726],{"id":725},"faq","FAQ",[25,728,729,732],{},[29,730,731],{},"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）。",[25,734,735,738],{},[29,736,737],{},"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。",[25,740,741,744],{},[29,742,743],{},"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。",[25,746,747,750],{},[29,748,749],{},"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。",[25,752,753,756,757,760],{},[29,754,755],{},"Q：和 Kimi Code \u002F MiMo Code 比，DeepSeek Coder 优势在哪？","\nDeepSeek 的优势是",[29,758,759],{},"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。",[21,762,763],{"id":763},"相关阅读",[170,765,766,773,779,785,791,797],{},[173,767,768],{},[769,770,772],"a",{"href":771},"\u002Fcoding\u002Fcopilot\u002Fcodegeex.html","CodeGeeX 工具卡",[173,774,775],{},[769,776,778],{"href":777},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码 工具卡",[173,780,781],{},[769,782,784],{"href":783},"\u002Fcoding\u002Fcopilot\u002Fmarscode.html","MarsCode 工具卡",[173,786,787],{},[769,788,790],{"href":789},"\u002Freview\u002Fcopilot-four-comparison.html","国产 Copilot 四强横评",[173,792,793],{},[769,794,796],{"href":795},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue 工具卡",[173,798,799],{},[769,800,802],{"href":801},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline 工具卡",[804,805,806],"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 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Cline。","https:\u002F\u002Fcodegeex.cn","LbqFzX36tip6aPKR5Bbt5i0tonv4xJPSEaZYYVXs1n8",{"id":1435,"title":1436,"alternatives":1437,"api_compatible":1439,"body":1441,"category":824,"chinese_friendly":318,"cover":1860,"description":1861,"domestic":827,"extension":828,"faq":1862,"free":827,"github":829,"languages":1875,"lastVerified":834,"meta":1876,"models":829,"navigation":827,"notSuitable":829,"opensource":827,"path":1313,"pillar":845,"platforms":1877,"priceTable":1880,"pricing":1891,"published":1407,"relatedPlaybooks":1892,"relatedReviews":1895,"score":1899,"self_host":1412,"seo":1900,"seoTitle":1901,"slug":13,"sources":1902,"stem":1909,"suitable":829,"tagline":1910,"tags":1911,"updated":1418,"verdict":1916,"website":1917,"__hash__":1918},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.md","通义灵码 Tongyi Lingma",[1438,12,904,905],"coding\u002Fide\u002Fqoder",[1440],"阿里通义",{"type":18,"value":1442,"toc":1848},[1443,1445,1452,1455,1457,1501,1503,1549,1559,1563,1567,1584,1588,1605,1607,1630,1632,1741,1743,1775,1777,1800,1802,1823,1825],[21,1444,911],{"id":910},[25,1446,1447,1448,1451],{},"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 ",[29,1449,1450],{},"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%。",[25,1453,1454],{},"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。",[21,1456,56],{"id":56},[170,1458,1459,1465,1471,1477,1483,1489,1495],{},[173,1460,1461,1464],{},[29,1462,1463],{},"代码补全 \u002F 续写 \u002F 注释生成","：行级 \u002F 函数级 \u002F 多行",[173,1466,1467,1470],{},[29,1468,1469],{},"代码解释 + 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微调",[1550,1551,1552],"blockquote",{},[25,1553,1554,1555,978],{},"通义灵码插件仍正常使用且免费；重度场景建议同步关注 ",[769,1556,1558],{"href":1557},"\u002Ftools\u002Fcoding\u002Fide\u002Fqoder","Qoder 评测",[21,1560,1562],{"id":1561},"实测中型-java-react-项目","实测（中型 Java + React 项目）",[25,1564,1565],{},[29,1566,1051],{},[170,1568,1569,1572,1575,1578,1581],{},[173,1570,1571],{},"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",[173,1573,1574],{},"中文需求理解一流，prompt 中文写法不会被误解",[173,1576,1577],{},"个人完全免费 + 无次数限制，对学习 \u002F 中小项目压力极小",[173,1579,1580],{},"Qwen3-Coder 升级后多文件改 \u002F 跨函数重构成功率明显提升",[173,1582,1583],{},"与阿里通义其他产品（千问 \u002F 灵积）账号互通",[25,1585,1586],{},[29,1587,1073],{},[170,1589,1590,1593,1596,1599,1602],{},[173,1591,1592],{},"老插件 UI 比 Cursor \u002F Copilot 略保守，但 Qoder CN 桌面端补齐",[173,1594,1595],{},"海外开发者访问国内 endpoint 偶有延迟",[173,1597,1598],{},"复杂跨仓库 Agent 任务建议直接用 Qoder CN Quest 模式",[173,1600,1601],{},"部分极偏门语言（Erlang \u002F Crystal 等）支持弱于通用语言",[173,1603,1604],{},"与阿里云外部生态（如 AWS \u002F GCP）SDK 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Repo Wiki。",{"q":1867,"a":1868},"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":1870,"a":1871},"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":1873,"a":1874},"和 Cursor \u002F Copilot 比？","Cursor \u002F Copilot 海外个人开发仍最强；通义灵码（Qoder CN）强在中文场景、阿里云生态、Qwen3-Coder 开源模型、国内访问稳定。信也、淘宝、阿里系内部规模化用。",[832,833],{},[1379,1380,1878,1879],"intellij","pycharm",[1881,1884,1887],{"plan":1384,"price":1385,"features":1882,"notes":1883},"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":1885,"price":1535,"features":1538,"notes":1886},"Qoder CN（原灵码）订阅","国内云区版本、独立账号 \u002F 计费",{"plan":1402,"price":1888,"features":1889,"notes":1890},"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 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插件仍可用。","https:\u002F\u002Flingma.aliyun.com","HGXpb5YuW3_S9qLGduX03Vhuh41iW5TkoM6piP9B5LY",{"id":1920,"title":1921,"alternatives":1922,"api_compatible":1924,"body":1926,"category":824,"chinese_friendly":318,"cover":2345,"description":2346,"domestic":827,"extension":828,"faq":2347,"free":827,"github":829,"languages":2360,"lastVerified":834,"meta":2361,"models":829,"navigation":827,"notSuitable":829,"opensource":1412,"path":2362,"pillar":845,"platforms":2363,"priceTable":2364,"pricing":2382,"published":1407,"relatedPlaybooks":2383,"relatedReviews":2385,"score":2386,"self_host":1412,"seo":2387,"seoTitle":2388,"slug":14,"sources":2389,"stem":2396,"suitable":829,"tagline":2397,"tags":2398,"updated":1418,"verdict":2405,"website":2406,"__hash__":2407},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode.md","豆包 MarsCode \u002F TRAE",[1923,13,12,903],"coding\u002Fide\u002Ftrae",[1925],"字节豆包",{"type":18,"value":1927,"toc":2333},[1928,1930,1937,1957,1964,1973,1976,1978,2027,2029,2032,2045,2050,2054,2058,2078,2082,2099,2101,2124,2126,2226,2228,2260,2262,2285,2287,2308,2310],[21,1929,911],{"id":910},[25,1931,1932,1933,1936],{},"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 ",[29,1934,1935],{},"TRAE","（The Real AI Engineer）。产品现在三件套：",[170,1938,1939,1945,1951],{},[173,1940,1941,1944],{},[29,1942,1943],{},"TRAE 桌面端","：AI 原生 IDE，主打 Builder \u002F SOLO \u002F Chat 多模式",[173,1946,1947,1950],{},[29,1948,1949],{},"TRAE 插件（原 MarsCode 编程助手）","：VS Code \u002F JetBrains 插件形态",[173,1952,1953,1956],{},[29,1954,1955],{},"MarsCode Cloud IDE","：浏览器云开发环境",[25,1958,1959,1960,1963],{},"底层走豆包大模型 + 字节方舟多模型路由。",[29,1961,1962],{},"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。",[1550,1965,1966],{},[25,1967,1968,1969,1972],{},"⚠️ 重要：TRAE IDE 桌面端的完整评测见 ",[769,1970,1971],{"href":1971},"\u002Ftools\u002Fcoding\u002Fide\u002Ftrae","。本文聚焦 MarsCode \u002F TRAE 插件 + Cloud IDE 形态。",[25,1974,1975],{},"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。",[21,1977,56],{"id":56},[170,1979,1980,1986,1992,1998,2004,2010,2016,2022],{},[173,1981,1982,1985],{},[29,1983,1984],{},"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",[173,1987,1988,1991],{},[29,1989,1990],{},"SOLO 模式（桌面端）","：AI 全流程自主开发，编辑器 + 终端 + 浏览器一体",[173,1993,1994,1997],{},[29,1995,1996],{},"Builder 模式","：自然语言一句话生成项目框架（含 Dockerfile）",[173,1999,2000,2003],{},[29,2001,2002],{},"Chat 模式","：跨文件代码调试与优化，全链路问题定位",[173,2005,2006,2009],{},[29,2007,2008],{},"多模态引擎","：Figma → 响应式 CSS、移动端布局适配",[173,2011,2012,2015],{},[29,2013,2014],{},"Cloud IDE","：浏览器云端环境、Git 仓库导入、模板项目、实时预览",[173,2017,2018,2021],{},[29,2019,2020],{},"50+ 语言、100+ 框架","：含微信 \u002F 支付宝 \u002F 抖音小程序、Taro \u002F uni-app",[173,2023,2024,2026],{},[29,2025,1402],{},"：团队协作 \u002F 权限管理 \u002F 工作区、咨询定制",[21,2028,972],{"id":971},[25,2030,2031],{},"基础三件套全免费。重度场景：",[170,2033,2034,2040],{},[173,2035,2036,2039],{},[29,2037,2038],{},"方舟 Coding Plan","：字节方舟平台订阅，含高级模型 \u002F 高额度（咨询）",[173,2041,2042,2044],{},[29,2043,1402],{},"：团队协作 \u002F 权限 \u002F 定制 AI 方案，400-034-7888",[1550,2046,2047],{},[25,2048,2049],{},"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。",[21,2051,2053],{"id":2052},"实测小程序-nextjs-项目","实测（小程序 + Next.js 项目）",[25,2055,2056],{},[29,2057,1051],{},[170,2059,2060,2063,2066,2069,2072,2075],{},[173,2061,2062],{},"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",[173,2064,2065],{},"Builder 模式生成 Next.js 商品页面 8 分钟内可跑",[173,2067,2068],{},"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",[173,2070,2071],{},"中文需求识别接近 100%，海外工具常见的语义偏差几乎没有",[173,2073,2074],{},"Cloud IDE 响应 \u003C 1.5 秒，远程开发体验顺滑",[173,2076,2077],{},"数据：声称代码生成准确率 98%、不用于模型训练",[25,2079,2080],{},[29,2081,1073],{},[170,2083,2084,2087,2090,2093,2096],{},[173,2085,2086],{},"SOLO 模式偶尔卡在『构思 → 执行』过渡，需手动 retry",[173,2088,2089],{},"桌面端和插件功能差异：Builder 在桌面端更顺",[173,2091,2092],{},"客户端首次启动加载较慢",[173,2094,2095],{},"海外节点访问国内代码仓不稳",[173,2097,2098],{},"文档对老牌 IDE（如 Vim）支持稀薄",[21,2100,1093],{"id":1093},[1095,2102,2103,2109,2112,2115,2118,2121],{},[173,2104,2105,2106],{},"trae.cn 下载桌面端（Win \u002F macOS \u002F Linux）—— ",[29,2107,2108],{},"桌面端是当下产品主力",[173,2110,2111],{},"或 VS Code \u002F JetBrains 装 \"TRAE\" 插件（原 MarsCode 编程助手）",[173,2113,2114],{},"字节账号登录",[173,2116,2117],{},"Builder 模式：写一句『生成 Next.js 后台模板』 → 生成完整项目",[173,2119,2120],{},"SOLO 模式：写需求 → AI 全自动跑",[173,2122,2123],{},"Cloud IDE：访问 marscode.com 用浏览器云端开发",[21,2125,1120],{"id":1120},[63,2127,2128,2143],{},[66,2129,2130],{},[69,2131,2132,2134,2137,2139,2141],{},[72,2133,582],{},[72,2135,2136],{},"TRAE \u002F MarsCode",[72,2138,543],{},[72,2140,1133],{},[72,2142,1138],{},[85,2144,2145,2157,2170,2183,2196,2211],{},[69,2146,2147,2149,2151,2153,2155],{},[90,2148,1148],{},[90,2150,546],{},[90,2152,1153],{},[90,2154,1659],{},[90,2156,1662],{},[69,2158,2159,2161,2164,2166,2168],{},[90,2160,1165],{},[90,2162,2163],{},"豆包大模型",[90,2165,1174],{},[90,2167,1171],{},[90,2169,1677],{},[69,2171,2172,2174,2177,2179,2181],{},[90,2173,1699],{},[90,2175,2176],{},"✅ Builder + SOLO",[90,2178,149],{},[90,2180,1705],{},[90,2182,1708],{},[69,2184,2185,2187,2190,2192,2194],{},[90,2186,2014],{},[90,2188,2189],{},"✅ 原 MarsCode",[90,2191,1711],{},[90,2193,1711],{},[90,2195,1711],{},[69,2197,2198,2201,2204,2206,2208],{},[90,2199,2200],{},"小程序支持",[90,2202,2203],{},"✅ 多平台",[90,2205,1209],{},[90,2207,1711],{},[90,2209,2210],{},"微信优先",[69,2212,2213,2216,2218,2220,2223],{},[90,2214,2215],{},"设计稿转代码",[90,2217,149],{},[90,2219,1209],{},[90,2221,2222],{},"✅ 92%",[90,2224,2225],{},"✅ 95%",[21,2227,1233],{"id":1233},[170,2229,2230,2236,2242,2248,2254],{},[173,2231,2232,2235],{},[29,2233,2234],{},"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",[173,2237,2238,2241],{},[29,2239,2240],{},"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",[173,2243,2244,2247],{},[29,2245,2246],{},"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",[173,2249,2250,2253],{},[29,2251,2252],{},"Cloud IDE 注意私密代码","：仍是云端环境，敏感项目走桌面 + 本地",[173,2255,2256,2259],{},[29,2257,2258],{},"Mac M1 \u002F M2 用户","：桌面端原生 Apple Silicon 支持已稳定",[21,2261,1269],{"id":1268},[170,2263,2264,2267,2270,2273,2276,2279,2282],{},[173,2265,2266],{},"✅ 国内开发者零成本上手",[173,2268,2269],{},"✅ 字节生态业务 \u002F 小程序团队",[173,2271,2272],{},"✅ 想试 SOLO 全自主开发",[173,2274,2275],{},"✅ 需要 Cloud IDE 远程开发",[173,2277,2278],{},"❌ 海外纯英文 \u002F 完全无字节业务",[173,2280,2281],{},"❌ 对官方长期免费有刚性预期",[173,2283,2284],{},"❌ 重度依赖 VS Code 闭源插件",[21,2286,763],{"id":763},[170,2288,2289,2294,2298,2302],{},[173,2290,2291],{},[769,2292,2293],{"href":1971},"TRAE IDE 桌面端评测",[173,2295,2296],{},[769,2297,1314],{"href":1313},[173,2299,2300],{},[769,2301,1308],{"href":1307},[173,2303,2304],{},[769,2305,2307],{"href":2306},"\u002Fplaybook\u002Fonboarding\u002Fclaude-code-getting-started","Claude Code 上手 Playbook",[21,2309,1323],{"id":1323},[1095,2311,2312,2319,2326],{},[173,2313,2314,2315],{},"TRAE 官方插件页（含 Builder 模式细节）",[769,2316,2317],{"href":2317,"rel":2318},"https:\u002F\u002Fwww.trae.cn\u002Fplugin",[1333],[173,2320,2321,2322],{},"MarsCode 官网（Cloud IDE 形态仍在）",[769,2323,2324],{"href":2324,"rel":2325},"https:\u002F\u002Fwww.marscode.com\u002Fhome",[1333],[173,2327,2328,2329],{},"AIGC 工具导航 — 豆包 MarsCode 详细介绍 ",[769,2330,2331],{"href":2331,"rel":2332},"https:\u002F\u002Fwww.aigc.cn\u002Fmarscode",[1333],{"title":276,"searchDepth":297,"depth":297,"links":2334},[2335,2336,2337,2338,2339,2340,2341,2342,2343,2344],{"id":910,"depth":291,"text":911},{"id":56,"depth":291,"text":56},{"id":971,"depth":291,"text":972},{"id":2052,"depth":291,"text":2053},{"id":1093,"depth":291,"text":1093},{"id":1120,"depth":291,"text":1120},{"id":1233,"depth":291,"text":1233},{"id":1268,"depth":291,"text":1269},{"id":763,"depth":291,"text":763},{"id":1323,"depth":291,"text":1323},"\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。",[2348,2351,2354,2357],{"q":2349,"a":2350},"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":2352,"a":2353},"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":2355,"a":2356},"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":2358,"a":2359},"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。",[832,833],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode",[1379,1380,848,849,850],[2365,2368,2372,2375,2379],{"plan":1943,"price":546,"features":2366,"notes":2367},"Builder \u002F SOLO \u002F 多模型切换 \u002F Chat \u002F 补全","Windows \u002F macOS \u002F Linux",{"plan":2369,"price":546,"features":2370,"notes":2371},"TRAE 插件（原 MarsCode）","补全 \u002F 注释 \u002F 单测 \u002F Code Review \u002F 智能问答","VS Code \u002F JetBrains",{"plan":1955,"price":546,"features":2373,"notes":2374},"浏览器云端开发环境 \u002F Git 仓库 \u002F 模板","原 MarsCode 主打",{"plan":2038,"price":2376,"features":2377,"notes":2378},"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":1402,"price":1545,"features":2380,"notes":2381},"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",[1409,2384],"onboarding\u002Frag-pipeline-build",[1897,1898],{"power":304,"ux":318,"price":318,"cn_support":318,"stability":304},{"title":1921,"description":2346},"MarsCode \u002F TRAE 评测 2026：字节豆包 AI 编程助手怎么选",[2390,2392,2394],{"name":2391,"url":2317,"accessed":1418},"TRAE 官方插件页",{"name":2393,"url":2324,"accessed":1418},"MarsCode 官网（仍可访问）",{"name":2395,"url":2331,"accessed":1418},"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",[824,1426,2399,2400,2401,1430,2402,2403,2404],"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","O9bpU_XZOyoaI2NGuNuAc3vPzk5hyL_0EVzDl-r5zvI",1785660640645]