[{"data":1,"prerenderedAt":1419},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-deepseek-coder-vs-tongyi-lingma":9,"compare-a-deepseek-coder":10,"compare-b-tongyi-lingma":900},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":17,"body":19,"category":826,"chinese_friendly":320,"cover":827,"description":828,"domestic":829,"extension":830,"faq":9,"free":829,"github":831,"languages":832,"lastVerified":9,"meta":835,"models":836,"navigation":839,"notSuitable":840,"opensource":839,"path":845,"pillar":846,"platforms":847,"priceTable":852,"pricing":863,"published":864,"relatedPlaybooks":9,"relatedReviews":9,"score":865,"self_host":839,"seo":866,"seoTitle":867,"slug":868,"sources":869,"stem":884,"suitable":885,"tagline":891,"tags":892,"updated":864,"verdict":898,"website":872,"__hash__":899},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder.md","DeepSeek Coder",[14,15,16],"coding\u002Fcopilot\u002Fcodegeex","coding\u002Fcopilot\u002Ftongyi-lingma","coding\u002Fcopilot\u002Fmarscode",[18],"openai",{"type":20,"value":21,"toc":809},"minimark",[22,26,39,46,56,59,64,157,164,168,171,184,187,190,193,265,268,272,392,395,399,402,416,419,423,466,469,477,480,563,573,576,705,711,725,729,735,741,747,753,763,766,805],[23,24,25],"h2",{"id":25},"一句话结论",[27,28,29,30,34,35,38],"p",{},"DeepSeek Coder 是",[31,32,33],"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",[31,36,37],{},"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。",[27,40,41,42,45],{},"它的优势是",[31,43,44],{},"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。",[47,48,50],"callout",{"type":49},"info",[27,51,52,55],{},[31,53,54],{},"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。",[23,57,58],{"id":58},"核心能力",[60,61,63],"h3",{"id":62},"deepseek-v4-编程模型","DeepSeek V4 编程模型",[65,66,67,86],"table",{},[68,69,70],"thead",{},[71,72,73,77,80,83],"tr",{},[74,75,76],"th",{},"参数",[74,78,79],{},"DeepSeek V4",[74,81,82],{},"Claude Sonnet 4",[74,84,85],{},"GPT-5",[87,88,89,103,117,130,144],"tbody",{},[71,90,91,95,98,101],{},[92,93,94],"td",{},"上下文窗口",[92,96,97],{},"128K",[92,99,100],{},"200K",[92,102,97],{},[71,104,105,108,111,114],{},[92,106,107],{},"编程 Benchmark",[92,109,110],{},"SWE-Bench 55%",[92,112,113],{},"SWE-Bench 72%",[92,115,116],{},"SWE-Bench 68%",[71,118,119,122,125,128],{},[92,120,121],{},"中文理解",[92,123,124],{},"★★★★★",[92,126,127],{},"★★★★☆",[92,129,127],{},[71,131,132,135,138,141],{},[92,133,134],{},"API 价格",[92,136,137],{},"￥1\u002F百万 token",[92,139,140],{},"$15\u002F百万 token",[92,142,143],{},"$10\u002F百万 token",[71,145,146,149,152,155],{},[92,147,148],{},"开源",[92,150,151],{},"✅",[92,153,154],{},"❌",[92,156,154],{},[27,158,159,160,163],{},"DeepSeek V4 的编程能力约为 Claude Sonnet 4 的 75-80%，但",[31,161,162],{},"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。",[60,165,167],{"id":166},"_128k-上下文","128K 上下文",[27,169,170],{},"128K token 上下文可以覆盖大部分中型项目的单次分析需求：",[172,173,174,178,181],"ul",{},[175,176,177],"li",{},"约 3-5 万行代码",[175,179,180],{},"完整的 API 文档 + 代码库",[175,182,183],{},"长对话历史 + 项目上下文",[27,185,186],{},"对于超大型项目（10 万行+），需要配合 RAG 或分块策略。",[60,188,189],{"id":189},"多语言编程支持",[27,191,192],{},"DeepSeek Coder 在以下语言表现最好：",[65,194,195,208],{},[68,196,197],{},[71,198,199,202,205],{},[74,200,201],{},"语言",[74,203,204],{},"补全质量",[74,206,207],{},"Agent 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\"apiBase\": \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n    \"apiKey\": \"your-api-key\"\n  }]\n}\n# 3. 开始使用\n","bash","",[280,281,282,291,297,304,318,330,341,352,363,374,380,386],"code",{"__ignoreMap":278},[283,284,287],"span",{"class":285,"line":286},"line",1,[283,288,290],{"class":289},"sJ8bj","# 1. 安装 VS Code Continue 插件\n",[283,292,294],{"class":285,"line":293},2,[283,295,296],{"class":289},"# 2. 配置 config.json\n",[283,298,300],{"class":285,"line":299},3,[283,301,303],{"class":302},"sVt8B","{\n",[283,305,307,311,315],{"class":285,"line":306},4,[283,308,310],{"class":309},"sScJk","  \"models\"",[283,312,314],{"class":313},"sj4cs",":",[283,316,317],{"class":302}," [{\n",[283,319,321,324,326],{"class":285,"line":320},5,[283,322,323],{"class":309},"    \"title\"",[283,325,314],{"class":313},[283,327,329],{"class":328},"sZZnC"," \"DeepSeek V4\",\n",[283,331,333,336,338],{"class":285,"line":332},6,[283,334,335],{"class":309},"    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模式）",[27,400,401],{},"Cline 是 VS Code 的 Agent 插件，配合 DeepSeek V4 可以实现：",[172,403,404,407,410,413],{},[175,405,406],{},"多文件修改",[175,408,409],{},"自动跑测试",[175,411,412],{},"终端命令执行",[175,414,415],{},"Bug 修复",[27,417,418],{},"月成本：¥10-50（取决于 Agent 任务频率）",[60,420,422],{"id":421},"方式-3本地部署","方式 3：本地部署",[273,424,426],{"className":275,"code":425,"language":277,"meta":278,"style":278},"# 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",[280,427,428,433,444,449],{"__ignoreMap":278},[283,429,430],{"class":285,"line":286},[283,431,432],{"class":289},"# 使用 Ollama 本地部署\n",[283,434,435,438,441],{"class":285,"line":293},[283,436,437],{"class":309},"ollama",[283,439,440],{"class":328}," pull",[283,442,443],{"class":328}," deepseek-coder-v2:16b\n",[283,445,446],{"class":285,"line":299},[283,447,448],{"class":289},"# 或使用 vLLM 部署 236B 完整版\n",[283,450,451,454,457,460,463],{"class":285,"line":306},[283,452,453],{"class":309},"python",[283,455,456],{"class":313}," -m",[283,458,459],{"class":328}," vllm.entrypoints.openai.api_server",[283,461,462],{"class":313}," --model",[283,464,465],{"class":328}," deepseek-ai\u002Fdeepseek-coder-v2-instruct\n",[27,467,468],{},"本地部署需要：",[172,470,471,474],{},[175,472,473],{},"16B 模型：~12GB VRAM（RTX 4090 可跑）",[175,475,476],{},"236B 模型：~480GB VRAM（多卡服务器）",[23,478,479],{"id":479},"价格对比",[65,481,482,495],{},[68,483,484],{},[71,485,486,489,492],{},[74,487,488],{},"方案",[74,490,491],{},"月成本",[74,493,494],{},"体验",[87,496,497,508,519,530,541,552],{},[71,498,499,502,505],{},[92,500,501],{},"DeepSeek API + Continue",[92,503,504],{},"¥5-20",[92,506,507],{},"接近 Copilot 补全",[71,509,510,513,516],{},[92,511,512],{},"DeepSeek API + Cline",[92,514,515],{},"¥10-50",[92,517,518],{},"接近 Cursor Agent",[71,520,521,524,527],{},[92,522,523],{},"Cursor Pro",[92,525,526],{},"¥145 ($20)",[92,528,529],{},"最佳体验",[71,531,532,535,538],{},[92,533,534],{},"GitHub Copilot",[92,536,537],{},"¥72 ($10)",[92,539,540],{},"补全标杆",[71,542,543,546,549],{},[92,544,545],{},"通义灵码",[92,547,548],{},"免费",[92,550,551],{},"国产补全标杆",[71,553,554,557,560],{},[92,555,556],{},"本地部署",[92,558,559],{},"¥0（电费）",[92,561,562],{},"需要 GPU",[27,564,565,568,569,572],{},[31,566,567],{},"结论","：DeepSeek API + Continue\u002FCline 是",[31,570,571],{},"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。",[23,574,575],{"id":575},"与同类对比",[65,577,578,595],{},[68,579,580],{},[71,581,582,585,587,589,592],{},[74,583,584],{},"维度",[74,586,12],{},[74,588,545],{},[74,590,591],{},"CodeGeeX",[74,593,594],{},"MarsCode",[87,596,597,613,626,638,652,664,678,691],{},[71,598,599,602,605,608,610],{},[92,600,601],{},"类型",[92,603,604],{},"开源模型 + 插件",[92,606,607],{},"IDE 插件",[92,609,607],{},[92,611,612],{},"IDE 插件 + IDE",[71,614,615,617,619,621,624],{},[92,616,148],{},[92,618,151],{},[92,620,154],{},[92,622,623],{},"✅ 模型开源",[92,625,154],{},[71,627,628,630,632,634,636],{},[92,629,556],{},[92,631,151],{},[92,633,154],{},[92,635,151],{},[92,637,154],{},[71,639,640,643,646,648,650],{},[92,641,642],{},"价格",[92,644,645],{},"免费\u002F极低",[92,647,548],{},[92,649,548],{},[92,651,548],{},[71,653,654,656,658,660,662],{},[92,655,204],{},[92,657,127],{},[92,659,127],{},[92,661,246],{},[92,663,127],{},[71,665,666,668,671,673,676],{},[92,667,207],{},[92,669,670],{},"★★★★☆ (需配 Cline)",[92,672,246],{},[92,674,675],{},"★★☆☆☆",[92,677,127],{},[71,679,680,683,685,687,689],{},[92,681,682],{},"中文体验",[92,684,124],{},[92,686,124],{},[92,688,127],{},[92,690,127],{},[71,692,693,696,699,701,703],{},[92,694,695],{},"开箱即用",[92,697,698],{},"❌ 需配置",[92,700,151],{},[92,702,151],{},[92,704,151],{},[27,706,707,710],{},[31,708,709],{},"选型建议","：",[172,712,713,716,719,722],{},[175,714,715],{},"想要开箱即用 → 通义灵码 \u002F MarsCode",[175,717,718],{},"想要本地部署\u002F开源 → DeepSeek Coder",[175,720,721],{},"想要最强 Agent 体验 → DeepSeek API + Cline",[175,723,724],{},"想要零成本 → 本地部署 DeepSeek + Continue",[23,726,728],{"id":727},"faq","FAQ",[27,730,731,734],{},[31,732,733],{},"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）。",[27,736,737,740],{},[31,738,739],{},"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。",[27,742,743,746],{},[31,744,745],{},"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。",[27,748,749,752],{},[31,750,751],{},"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。",[27,754,755,758,759,762],{},[31,756,757],{},"Q：和 Kimi Code \u002F MiMo Code 比，DeepSeek Coder 优势在哪？","\nDeepSeek 的优势是",[31,760,761],{},"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。",[23,764,765],{"id":765},"相关阅读",[172,767,768,775,781,787,793,799],{},[175,769,770],{},[771,772,774],"a",{"href":773},"\u002Fcoding\u002Fcopilot\u002Fcodegeex.html","CodeGeeX 工具卡",[175,776,777],{},[771,778,780],{"href":779},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码 工具卡",[175,782,783],{},[771,784,786],{"href":785},"\u002Fcoding\u002Fcopilot\u002Fmarscode.html","MarsCode 工具卡",[175,788,789],{},[771,790,792],{"href":791},"\u002Freview\u002Fcopilot-four-comparison.html","国产 Copilot 四强横评",[175,794,795],{},[771,796,798],{"href":797},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue 工具卡",[175,800,801],{},[771,802,804],{"href":803},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline 工具卡",[806,807,808],"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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CodeGeeX\u002F通义灵码对比、适用场景。",false,"md","https:\u002F\u002Fgithub.com\u002Fdeepseek-ai\u002FDeepSeek-Coder",[833,834],"zh","en",{},[837,838],"deepseek-v4","deepseek-coder-v2",true,[841,842,843,844],"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","coding",[848,849,850,851],"web","windows","macos","linux",[853,858],{"plan":854,"price":855,"limit":856,"cn_pay":857,"note":562},"开源模型","$0","自行部署，无限制","—",{"plan":859,"price":137,"limit":860,"cn_pay":861,"note":862},"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":306,"ux":299,"price":320,"cn_support":320,"stability":306},{"title":12,"description":828},"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",[870,873,875,878,881],{"title":871,"url":872},"DeepSeek 官网","https:\u002F\u002Fwww.deepseek.com",{"title":874,"url":831},"DeepSeek Coder GitHub",{"title":876,"url":877},"DeepSeek V4 + VS Code 实测","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7651498750988485166\u002F",{"title":879,"url":880},"国产之光 DeepSeek Code","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7649438670730117659\u002F",{"title":882,"url":883},"DeepSeek 本地部署指南","https:\u002F\u002Fblog.csdn.net\u002Fgitblog_00848\u002Farticle\u002Fdetails\u002F151922381","tools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder",[886,887,888,889,890],"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",[826,893,894,895,896,897],"deepseek","opensource","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 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Lingma",[904,14,905,906],"coding\u002Fide\u002Fqoder","coding\u002Fcopilot\u002Fcomate","coding\u002Fcopilot\u002Fcodebuddy",{"type":20,"value":908,"toc":1342},[909,913,920,923,925,969,973,1022,1033,1037,1042,1059,1064,1081,1084,1108,1111,1227,1230,1262,1266,1289,1291,1315,1318],[23,910,912],{"id":911},"tldr","TL;DR",[27,914,915,916,919],{},"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 ",[31,917,918],{},"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%。",[27,921,922],{},"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。",[23,924,58],{"id":58},[172,926,927,933,939,945,951,957,963],{},[175,928,929,932],{},[31,930,931],{},"代码补全 \u002F 续写 \u002F 注释生成","：行级 \u002F 函数级 \u002F 多行",[175,934,935,938],{},[31,936,937],{},"代码解释 + 重构建议","：右键菜单一键",[175,940,941,944],{},[31,942,943],{},"单元测试生成","：选中函数自动出测试",[175,946,947,950],{},[31,948,949],{},"跨文件编辑","：理解项目结构，多文件改动",[175,952,953,956],{},[31,954,955],{},"多模型选择","：Qwen2.5-Max \u002F Qwen3-Coder 等",[175,958,959,962],{},[31,960,961],{},"阿里云生态深度","：函数计算 \u002F SLS \u002F OSS 等 SDK 调用准确度高",[175,964,965,968],{},[31,966,967],{},"企业能力","：私有部署 \u002F 团队管理 \u002F 模型微调（Qoder CN 企业版）",[23,970,972],{"id":971},"价格2026-06","价格（2026-06）",[65,974,975,987],{},[68,976,977],{},[71,978,979,982,984],{},[74,980,981],{},"套餐",[74,983,642],{},[74,985,986],{},"含什么",[87,988,989,1000,1011],{},[71,990,991,994,997],{},[92,992,993],{},"个人免费",[92,995,996],{},"0",[92,998,999],{},"插件全功能、无次数限制",[71,1001,1002,1005,1008],{},[92,1003,1004],{},"Qoder CN 订阅",[92,1006,1007],{},"对标 Qoder 个人方案",[92,1009,1010],{},"Qwen3-Coder Max + Quest + Repo Wiki",[71,1012,1013,1016,1019],{},[92,1014,1015],{},"企业版",[92,1017,1018],{},"咨询",[92,1020,1021],{},"私有部署 \u002F SSO \u002F 团队 \u002F 微调",[1023,1024,1025],"blockquote",{},[27,1026,1027,1028,1032],{},"通义灵码插件仍正常使用且免费；重度场景建议同步关注 ",[771,1029,1031],{"href":1030},"\u002Ftools\u002Fcoding\u002Fide\u002Fqoder","Qoder 评测","。",[23,1034,1036],{"id":1035},"实测中型-java-react-项目","实测（中型 Java + React 项目）",[27,1038,1039],{},[31,1040,1041],{},"亮点：",[172,1043,1044,1047,1050,1053,1056],{},[175,1045,1046],{},"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",[175,1048,1049],{},"中文需求理解一流，prompt 中文写法不会被误解",[175,1051,1052],{},"个人完全免费 + 无次数限制，对学习 \u002F 中小项目压力极小",[175,1054,1055],{},"Qwen3-Coder 升级后多文件改 \u002F 跨函数重构成功率明显提升",[175,1057,1058],{},"与阿里通义其他产品（千问 \u002F 灵积）账号互通",[27,1060,1061],{},[31,1062,1063],{},"踩坑：",[172,1065,1066,1069,1072,1075,1078],{},[175,1067,1068],{},"老插件 UI 比 Cursor \u002F Copilot 略保守，但 Qoder CN 桌面端补齐",[175,1070,1071],{},"海外开发者访问国内 endpoint 偶有延迟",[175,1073,1074],{},"复杂跨仓库 Agent 任务建议直接用 Qoder CN Quest 模式",[175,1076,1077],{},"部分极偏门语言（Erlang \u002F Crystal 等）支持弱于通用语言",[175,1079,1080],{},"与阿里云外部生态（如 AWS \u002F GCP）SDK 准确度略逊",[23,1082,1083],{"id":1083},"上手",[1085,1086,1087,1090,1093,1096,1099,1105],"ol",{},[175,1088,1089],{},"lingma.aliyun.com 注册（阿里云账号），免费版立即可用",[175,1091,1092],{},"VS Code \u002F JetBrains 装 \"通义灵码\" 插件",[175,1094,1095],{},"阿里云账号登录，选 Qwen2.5-Max \u002F Qwen3-Coder",[175,1097,1098],{},"体验：注释 → 代码、选中代码右键解释 \u002F 重构 \u002F 生成单测",[175,1100,1101,1102,1104],{},"重度场景：迁移到 ",[771,1103,918],{"href":1030},"，体验 Quest + Repo Wiki + 跨项目并行",[175,1106,1107],{},"企业：咨询私有化部署 \u002F 团队管理",[23,1109,1110],{"id":1110},"对比",[65,1112,1113,1130],{},[68,1114,1115],{},[71,1116,1117,1119,1122,1125,1128],{},[74,1118,584],{},[74,1120,1121],{},"通义灵码 \u002F Qoder CN",[74,1123,1124],{},"Comate",[74,1126,1127],{},"CodeBuddy",[74,1129,591],{},[87,1131,1132,1148,1165,1180,1197,1210],{},[71,1133,1134,1137,1139,1142,1145],{},[92,1135,1136],{},"个人价格",[92,1138,548],{},[92,1140,1141],{},"免费 \u002F 59",[92,1143,1144],{},"免费 \u002F 58",[92,1146,1147],{},"免费 \u002F 49",[71,1149,1150,1153,1156,1159,1162],{},[92,1151,1152],{},"主力模型",[92,1154,1155],{},"Qwen3-Coder（开源）",[92,1157,1158],{},"文心",[92,1160,1161],{},"混元 + DeepSeek V3",[92,1163,1164],{},"GLM-5.1",[71,1166,1167,1170,1173,1176,1178],{},[92,1168,1169],{},"阿里云 SDK 准确度",[92,1171,1172],{},"✅ 最高",[92,1174,1175],{},"中等",[92,1177,1175],{},[92,1179,1175],{},[71,1181,1182,1185,1188,1191,1194],{},[92,1183,1184],{},"自主 Agent",[92,1186,1187],{},"✅ Quest（Qoder CN）",[92,1189,1190],{},"✅ Zulu",[92,1192,1193],{},"✅ Craft",[92,1195,1196],{},"弱",[71,1198,1199,1201,1204,1206,1208],{},[92,1200,682],{},[92,1202,1203],{},"5\u002F5",[92,1205,1203],{},[92,1207,1203],{},[92,1209,1203],{},[71,1211,1212,1215,1218,1221,1224],{},[92,1213,1214],{},"生态深耕",[92,1216,1217],{},"阿里云 \u002F 信也 \u002F 淘宝",[92,1219,1220],{},"百度 \u002F 顺丰 \u002F 吉利",[92,1222,1223],{},"腾讯 \u002F 微信小程序",[92,1225,1226],{},"智谱 \u002F 信创",[23,1228,1229],{"id":1229},"避坑",[172,1231,1232,1238,1244,1250,1256],{},[175,1233,1234,1237],{},[31,1235,1236],{},"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",[175,1239,1240,1243],{},[31,1241,1242],{},"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",[175,1245,1246,1249],{},[31,1247,1248],{},"阿里云 SDK 优先用灵码","：其他 Copilot 容易写错版本 \u002F 鉴权链",[175,1251,1252,1255],{},[31,1253,1254],{},"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",[175,1257,1258,1261],{},[31,1259,1260],{},"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",[23,1263,1265],{"id":1264},"适合-不适合","适合 \u002F 不适合",[172,1267,1268,1271,1274,1277,1280,1283,1286],{},[175,1269,1270],{},"✅ 国内开发者免费上手",[175,1272,1273],{},"✅ 阿里云用户（函数计算 \u002F SLS \u002F OSS \u002F RDS 等）",[175,1275,1276],{},"✅ 想用 Qwen3-Coder 开源模型",[175,1278,1279],{},"✅ 中文项目主力",[175,1281,1282],{},"❌ 海外纯英文团队",[175,1284,1285],{},"❌ 完全没有阿里云业务",[175,1287,1288],{},"❌ 已订 Cursor \u002F Copilot 且不愿换工具",[23,1290,765],{"id":765},[172,1292,1293,1297,1303,1309],{},[175,1294,1295],{},[771,1296,1031],{"href":1030},[175,1298,1299],{},[771,1300,1302],{"href":1301},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate","Comate 评测",[175,1304,1305],{},[771,1306,1308],{"href":1307},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex","CodeGeeX 评测",[175,1310,1311],{},[771,1312,1314],{"href":1313},"\u002Fplaybook\u002Frefactor\u002Flarge-refactor-with-ai-agent","AI 大型重构 Playbook",[23,1316,1317],{"id":1317},"来源",[1085,1319,1320,1328,1335],{},[175,1321,1322,1323],{},"阿里云 — 通义灵码 \u002F Qoder CN 产品页（含信也客户数据）",[771,1324,1325],{"href":1325,"rel":1326},"https:\u002F\u002Fwww.alibabacloud.com\u002Fzh\u002Fproduct\u002Flingma",[1327],"nofollow",[175,1329,1330,1331],{},"Codnaut — Tongyi Lingma 评测 ",[771,1332,1333],{"href":1333,"rel":1334},"https:\u002F\u002Fwww.codnaut.com\u002Fen\u002Ftools\u002Ftongyi-lingma",[1327],[175,1336,1337,1338],{},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级（2025-07）",[771,1339,1340],{"href":1340,"rel":1341},"https:\u002F\u002Fai.zol.com.cn\u002F1019\u002F10197976.html",[1327],{"title":278,"searchDepth":299,"depth":299,"links":1343},[1344,1345,1346,1347,1348,1349,1350,1351,1352,1353],{"id":911,"depth":293,"text":912},{"id":58,"depth":293,"text":58},{"id":971,"depth":293,"text":972},{"id":1035,"depth":293,"text":1036},{"id":1083,"depth":293,"text":1083},{"id":1110,"depth":293,"text":1110},{"id":1229,"depth":293,"text":1229},{"id":1264,"depth":293,"text":1265},{"id":765,"depth":293,"text":765},{"id":1317,"depth":293,"text":1317},"\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%。",[1357,1360,1363,1366],{"q":1358,"a":1359},"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":1361,"a":1362},"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":1364,"a":1365},"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":1367,"a":1368},"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。",[833,834],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma",[1373,1374,1375,1376],"vscode","jetbrains","intellij","pycharm",[1378,1381,1384],{"plan":993,"price":996,"features":1379,"notes":1380},"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":1382,"price":1007,"features":1010,"notes":1383},"Qoder CN（原灵码）订阅","国内云区版本、独立账号 \u002F 计费",{"plan":1015,"price":1385,"features":1386,"notes":1387},"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","2026-06-19",[1391,1392],"refactor\u002Flarge-refactor-with-ai-agent","onboarding\u002Flegacy-codebase-onboarding",[1394,1395,1396],"codebuddy-deep-review","copilot-four-comparison","trae-deep-review",{"power":306,"ux":306,"price":320,"cn_support":320,"stability":306},{"title":902,"description":1355},[1400,1403,1405],{"name":1401,"url":1333,"accessed":1402},"Codnaut — Tongyi Lingma 介绍","2026-06-24",{"name":1404,"url":1325,"accessed":1402},"阿里云 — 通义灵码 \u002F Qoder CN 产品页",{"name":1406,"url":1340,"accessed":1402},"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）",[826,1410,1411,1412,1413,1414,1415],"china","alibaba","qwen","tongyi","qoder-cn","free","国产免费 Copilot 主力，背靠阿里 Qwen3-Coder 开源模型。已用户基本盘大、阿里云生态深度。2026 年品牌迁移为 Qoder CN 后产品同步性提升；老 IDE 插件仍可用。","https:\u002F\u002Flingma.aliyun.com","g9euR8xt5zLmshXblXIquqtC-TJmAdTmISbBignJzNs",1784565441880]