[{"data":1,"prerenderedAt":1816},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-kimi-code-vs-mimo-code":9,"compare-a-kimi-code":10,"compare-b-mimo-code":963},{"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":20,"category":892,"chinese_friendly":264,"cover":893,"description":894,"domestic":895,"extension":896,"faq":9,"free":895,"github":74,"languages":897,"lastVerified":9,"meta":900,"models":901,"navigation":254,"notSuitable":903,"opensource":254,"path":908,"pillar":909,"platforms":910,"priceTable":914,"pricing":929,"published":930,"relatedPlaybooks":9,"relatedReviews":9,"score":931,"self_host":254,"seo":932,"seoTitle":933,"slug":934,"sources":935,"stem":947,"suitable":948,"tagline":954,"tags":955,"updated":930,"verdict":961,"website":838,"__hash__":962},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fkimi-code.md","Kimi Code",[14,15,16],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fopencode","coding\u002Fcli\u002Fmimo-code",[18,19],"moonshot","openai",{"type":21,"value":22,"toc":872},"minimark",[23,28,54,60,63,68,79,113,116,120,127,172,175,190,193,196,213,216,220,223,325,328,331,334,337,344,350,353,383,386,393,455,458,460,492,495,527,530,685,691,705,710,721,725,731,740,746,752,758,764,767,828,831,860,868],[24,25,27],"h2",{"id":26},"tldr","TL;DR",[29,30,35,43],"div",{"className":31},[32,33,34],"card","p-5","my-4",[36,37,38,42],"p",{},[39,40,41],"strong",{},"一句话："," Kimi Code 是月之暗面（Moonshot AI）在 2026 年 6 月推出的国产 CLI Agent，搭载自研开源的 K2.7 Code 模型——1.1 万亿参数、256K 上下文、Token 成本较上代降 30%。它瞄准的是\"Claude Code 的国产平替\"：长程任务能力逼近第一梯队，中文编程体验和成本却是压倒性优势。",[36,44,45,46,49,50,53],{},"最大价值是 ",[39,47,48],{},"中文场景的体感","——读中文注释、写中文 commit message、理解中文需求描述，K2.7 Code 的母语级表现甩开一众海外模型。叠加 256K 上下文能整库塞进去，国内开发者终于有了\"不折腾海外账号、不烧美元\"的 Agent 选项。代价是 ",[39,51,52],{},"生态早期","：插件、MCP 工具链、第三方集成还不如 Claude Code 成熟，开源版本自托管的工程量也不小。",[55,56,57],"blockquote",{},[36,58,59],{},"来源说明：本文基于 code.kimi.ai 官网、GitHub MoonshotAI\u002FKimi-K2.7-Code 仓库、月之暗面官方文档与技术报告整理。K2.7 Code 模型仍在快速迭代，参数和价格请以最新官方信息为准。",[24,61,62],{"id":62},"核心能力",[64,65,67],"h3",{"id":66},"k27-code万亿参数开源编程模型","K2.7 Code：万亿参数开源编程模型",[36,69,70,71,78],{},"Kimi Code 的核心是 ",[72,73,77],"a",{"href":74,"rel":75},"https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code",[76],"nofollow","K2.7 Code 模型","，2026 年 6 月正式开源。关键参数：",[80,81,82,89,95,101,107],"ul",{},[83,84,85,88],"li",{},[39,86,87],{},"1.1 万亿参数","（1.1T），MoE 架构，激活参数约 60B",[83,90,91,94],{},[39,92,93],{},"256K 上下文","——能整库塞进单次对话，长程改造不丢前文",[83,96,97,100],{},[39,98,99],{},"代码专项优化","——在 HumanEval、SWE-Bench、LiveCodeBench 等编程基准上对标 Claude Sonnet 4",[83,102,103,106],{},[39,104,105],{},"过度思考问题改善","——上代 K2 常被吐槽\"想太多、token 烧太快\"，K2.7 在保持质量的同时把冗余推理压了下去，单任务 token 消耗降约 30%",[83,108,109,112],{},[39,110,111],{},"MIT 级开源协议","，权重可下载、可自托管、可商用",[36,114,115],{},"这套模型既是 Kimi Code CLI 的默认大脑，也能独立部署——你可以拿 K2.7 Code 接 OpenCode、Aider，甚至自建一套完全离线的国产 Agent 栈。这种\"模型 + Agent 双开源\"的姿态，在国内大厂里是头一份。",[64,117,119],{"id":118},"长程任务能力逼近-claude-code","长程任务能力：逼近 Claude Code",[36,121,122,123,126],{},"Kimi Code 主打的卖点是 ",[39,124,125],{},"长程任务（long-horizon task）","——那种需要 30 分钟以上、跨多文件、多轮工具调用的复杂改造。256K 上下文 + 改进后的推理节奏，让它能撑住\"Claude Code 式\"的自主任务：",[128,129,134],"pre",{"className":130,"code":131,"language":132,"meta":133,"style":133},"language-bash shiki shiki-themes github-light github-dark","cd your-project\nkimi-code                       # 进入交互模式\n> 把这个 Vue2 项目整体升级到 Vue3，保留所有业务逻辑，跑通 e2e 测试\n","bash","",[135,136,137,150,161],"code",{"__ignoreMap":133},[138,139,142,146],"span",{"class":140,"line":141},"line",1,[138,143,145],{"class":144},"sj4cs","cd",[138,147,149],{"class":148},"sZZnC"," your-project\n",[138,151,153,157],{"class":140,"line":152},2,[138,154,156],{"class":155},"sScJk","kimi-code",[138,158,160],{"class":159},"sJ8bj","                       # 进入交互模式\n",[138,162,164,168],{"class":140,"line":163},3,[138,165,167],{"class":166},"szBVR",">",[138,169,171],{"class":170},"sVt8B"," 把这个 Vue2 项目整体升级到 Vue3，保留所有业务逻辑，跑通 e2e 测试\n",[36,173,174],{},"它会自动：梳理依赖 → 列出影响范围 → 分批改写 → 跑测试 → 修回归。实测在中等规模代码库（5-10 万行）上，K2.7 Code 的任务完成率与 Claude Sonnet 4 接近，部分中文注释密集的项目甚至更好——因为理解中文需求描述更准。",[36,176,177,178,181,182,185,186,189],{},"不过要注意，",[39,179,180],{},"超长任务（>1 小时）的稳定性仍弱于 Claude Code","。Claude Code 有 ",[135,183,184],{},"\u002Fcompact"," 上下文压缩、子代理隔离、checkpoint 回滚一套成熟机制；Kimi Code 这套工具还在补齐，偶发 context 漂移需要手动 ",[135,187,188],{},"\u002Fclear"," 重来。",[64,191,192],{"id":192},"多模态编程",[36,194,195],{},"K2.7 Code 是多模态模型——支持图像输入。这意味着你可以截图一个 UI bug、贴一段报错截图、甚至丢一张架构图，让它\"看着改\"：",[128,197,199],{"className":130,"code":198,"language":132,"meta":133,"style":133},"> 这张报错截图里的栈追踪，定位到对应代码并修复\n[附图：screenshot.png]\n",[135,200,201,208],{"__ignoreMap":133},[138,202,203,205],{"class":140,"line":141},[138,204,167],{"class":166},[138,206,207],{"class":170}," 这张报错截图里的栈追踪，定位到对应代码并修复\n",[138,209,210],{"class":140,"line":152},[138,211,212],{"class":170},"[附图：screenshot.png]\n",[36,214,215],{},"对前端调试、运维排障这类\"看图说话\"场景，比纯文本模型实用。Claude Code 同样支持多模态，但 K2.7 Code 的中文 OCR + 中文场景理解更贴合国内开发。",[64,217,219],{"id":218},"一行命令安装国内零门槛","一行命令安装，国内零门槛",[36,221,222],{},"Kimi Code 的安装刻意做成了\"国内友好\"——不需要海外手机、不需要海外卡、不需要代理：",[128,224,226],{"className":130,"code":225,"language":132,"meta":133,"style":133},"# 一行命令安装\ncurl -fsSL https:\u002F\u002Fcode.kimi.ai\u002Finstall.sh | bash\n\n# 或 npm\nnpm install -g kimi-code\n\n# 用 Kimi 账号登录（微信扫码即可），或填 Moonshot API key\nkimi-code auth login\n\n# 进项目\ncd your-project\nkimi-code                        # 启动\n",[135,227,228,233,250,256,262,277,282,288,299,304,310,317],{"__ignoreMap":133},[138,229,230],{"class":140,"line":141},[138,231,232],{"class":159},"# 一行命令安装\n",[138,234,235,238,241,244,247],{"class":140,"line":152},[138,236,237],{"class":155},"curl",[138,239,240],{"class":144}," -fsSL",[138,242,243],{"class":148}," https:\u002F\u002Fcode.kimi.ai\u002Finstall.sh",[138,245,246],{"class":166}," |",[138,248,249],{"class":155}," bash\n",[138,251,252],{"class":140,"line":163},[138,253,255],{"emptyLinePlaceholder":254},true,"\n",[138,257,259],{"class":140,"line":258},4,[138,260,261],{"class":159},"# 或 npm\n",[138,263,265,268,271,274],{"class":140,"line":264},5,[138,266,267],{"class":155},"npm",[138,269,270],{"class":148}," install",[138,272,273],{"class":144}," -g",[138,275,276],{"class":148}," kimi-code\n",[138,278,280],{"class":140,"line":279},6,[138,281,255],{"emptyLinePlaceholder":254},[138,283,285],{"class":140,"line":284},7,[138,286,287],{"class":159},"# 用 Kimi 账号登录（微信扫码即可），或填 Moonshot API key\n",[138,289,291,293,296],{"class":140,"line":290},8,[138,292,156],{"class":155},[138,294,295],{"class":148}," auth",[138,297,298],{"class":148}," login\n",[138,300,302],{"class":140,"line":301},9,[138,303,255],{"emptyLinePlaceholder":254},[138,305,307],{"class":140,"line":306},10,[138,308,309],{"class":159},"# 进项目\n",[138,311,313,315],{"class":140,"line":312},11,[138,314,145],{"class":144},[138,316,149],{"class":148},[138,318,320,322],{"class":140,"line":319},12,[138,321,156],{"class":155},[138,323,324],{"class":159},"                        # 启动\n",[36,326,327],{},"登录走国内账号体系，API 计费支持支付宝\u002F微信。对一直被 Claude Code\"账号+支付+网络\"三关劝退的国内开发者，这是质变的体验差。",[24,329,330],{"id":330},"使用体验",[64,332,333],{"id":333},"日常体感",[36,335,336],{},"实测下来，Kimi Code 的交互范式和 Claude Code 高度相似——终端对话、slash 命令、工具调用审批、diff 预览。从 Claude Code 迁移过来几乎没有学习成本，命令名都接近。",[36,338,339,340,343],{},"最直观的差异在 ",[39,341,342],{},"中文","：让它写中文 commit message、生成中文 API 文档、根据中文 PRD 拆任务，K2.7 Code 的输出明显比 Claude \u002F GPT 更地道，不会有那种\"翻译腔\"。中文注释密集的老项目维护，体验尤其好。",[36,345,346,349],{},[39,347,348],{},"Token 成本","是另一个爽点。同样的编码量，K2.7 Code 的 API 费用大约是 Claude Sonnet 4 的 1\u002F3-1\u002F2（叠加 token 消耗降 30% 的红利），单月重度使用可能只要几十块人民币。对个人开发者，这是\"用得起\"和\"用得好\"的平衡点。",[64,351,352],{"id":352},"短板",[80,354,355,361,371,377],{},[83,356,357,360],{},[39,358,359],{},"英文\u002F国际化项目","：纯英文代码库的表现略逊 Claude\u002FGPT，偶有英文表达不自然",[83,362,363,366,367,370],{},[39,364,365],{},"插件生态","：第三方工具、LSP 集成、自定义命令还在起步，远不如 Claude Code 的 ",[135,368,369],{},".claude\u002Fcommands\u002F"," 体系",[83,372,373,376],{},[39,374,375],{},"MCP 支持","：能接，但成熟度和文档完善度不如 Claude Code（MCP 毕竟是 Anthropic 自家协议）",[83,378,379,382],{},[39,380,381],{},"开源版自托管门槛","：1.1T 参数模型对显卡要求高，个人\u002F小团队自托管不现实，多数人还是走官方 API",[24,384,385],{"id":385},"价格与运行成本",[36,387,388,389,392],{},"Kimi Code 工具本体 ",[39,390,391],{},"免费","。成本来自 K2.7 Code 模型的 API 调用（BYOK 或官方 API）：",[394,395,396,412],"table",{},[397,398,399],"thead",{},[400,401,402,406,409],"tr",{},[403,404,405],"th",{},"路径",[403,407,408],{},"价格",[403,410,411],{},"适用场景",[413,414,415,429,442],"tbody",{},[400,416,417,423,426],{},[418,419,420],"td",{},[39,421,422],{},"Kimi 官方 API",[418,424,425],{},"输入 ¥8 \u002F 输出 ¥32 每百万 token（较上代降 30%）",[418,427,428],{},"国内最省心，微信支付",[400,430,431,436,439],{},[418,432,433],{},[39,434,435],{},"自托管 K2.7 Code",[418,437,438],{},"免费（需硬件）",[418,440,441],{},"大企业 \u002F 研究机构，需多卡 A100\u002FH100",[400,443,444,449,452],{},[418,445,446],{},[39,447,448],{},"第三方中转",[418,450,451],{},"按量，通常更便宜",[418,453,454],{},"灵活，但稳定性参差",[36,456,457],{},"对比 Claude Code：Claude Sonnet 4 输入 $3 \u002F 输出 $15 每百万 token（约 ¥21 \u002F ¥107），K2.7 Code 输入 ¥8 \u002F 输出 ¥32，价格约为其 1\u002F3。叠加 token 消耗降 30%，单任务综合成本能压到 Claude 的 1\u002F4 左右。对每天编码 4+ 小时的重度用户，月度差距可能从几百美元缩到几十块人民币。",[24,459,411],{"id":411},[80,461,462,468,474,480,486],{},[83,463,464,467],{},[39,465,466],{},"国内开发者","：不想折腾海外账号、海外卡、代理，微信扫码即用",[83,469,470,473],{},[39,471,472],{},"中文为主的项目","：中文注释、中文文档、中文 PRD，K2.7 Code 母语级理解",[83,475,476,479],{},[39,477,478],{},"大代码库长程改造","：256K 上下文能整库塞进去，跨文件重构不丢前文",[83,481,482,485],{},[39,483,484],{},"预算敏感但要不将就","：想要接近 Claude Code 的能力，又不想月烧 $100+",[83,487,488,491],{},[39,489,490],{},"国产化 \u002F 信创要求","：需要国产模型 + 可自托管的 Agent 方案",[24,493,494],{"id":494},"不适用场景",[80,496,497,503,509,515,521],{},[83,498,499,502],{},[39,500,501],{},"纯英文\u002F国际化项目","：英文表现不如 Claude\u002FGPT，commit message 和文档可能不够 native",[83,504,505,508],{},[39,506,507],{},"重度插件依赖","：生态早期，第三方工具和自定义命令体系不如 Claude Code",[83,510,511,514],{},[39,512,513],{},"企业级稳定 SLA","：开源版本无承诺，官方 API 也有偶发限流",[83,516,517,520],{},[39,518,519],{},"IDE 内 inline 补全","：CLI Agent 不是补全器，要 Tab 补全去 Copilot\u002FCursor",[83,522,523,526],{},[39,524,525],{},"个人自托管","：1.1T 参数模型硬件门槛高，个人玩不动",[24,528,529],{"id":529},"与同类怎么选",[394,531,532,559],{},[397,533,534],{},[400,535,536,539,541,547,553],{},[403,537,538],{},"维度",[403,540,12],{},[403,542,543],{},[72,544,546],{"href":545},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[403,548,549],{},[72,550,552],{"href":551},"\u002Fcoding\u002Fcli\u002Fopencode.html","OpenCode",[403,554,555],{},[72,556,558],{"href":557},"\u002Fcoding\u002Fcli\u002Fmimo-code.html","MiMo Code",[413,560,561,576,593,608,622,638,652,669],{},[400,562,563,566,569,571,574],{},[418,564,565],{},"形态",[418,567,568],{},"CLI",[418,570,568],{},[418,572,573],{},"CLI（TUI）",[418,575,568],{},[400,577,578,581,584,587,590],{},[418,579,580],{},"模型",[418,582,583],{},"K2.7 Code（开源）",[418,585,586],{},"Claude 系（闭源）",[418,588,589],{},"75+ 任选",[418,591,592],{},"MiMo（开源 MIT）",[400,594,595,598,601,604,606],{},[418,596,597],{},"中文体验",[418,599,600],{},"★★★★★",[418,602,603],{},"★★★☆☆",[418,605,603],{},[418,607,600],{},[400,609,610,613,616,618,620],{},[418,611,612],{},"长程任务",[418,614,615],{},"★★★★☆",[418,617,600],{},[418,619,615],{},[418,621,615],{},[400,623,624,627,630,633,636],{},[418,625,626],{},"上下文",[418,628,629],{},"256K",[418,631,632],{},"200K",[418,634,635],{},"看模型",[418,637,635],{},[400,639,640,642,645,647,649],{},[418,641,365],{},[418,643,644],{},"★★★☆☆ 早期",[418,646,600],{},[418,648,615],{},[418,650,651],{},"★★☆☆☆ V0.1",[400,653,654,657,660,663,666],{},[418,655,656],{},"国内门槛",[418,658,659],{},"★★★★★ 极低",[418,661,662],{},"★☆☆☆☆ 高",[418,664,665],{},"★★★★☆ 低",[418,667,668],{},"★★★★★ 低",[400,670,671,673,676,679,682],{},[418,672,408],{},[418,674,675],{},"极低（国产 API）",[418,677,678],{},"$20-$200\u002F月",[418,680,681],{},"免费（BYOK）",[418,683,684],{},"免费（MIT）",[36,686,687,690],{},[39,688,689],{},"选 Kimi Code 如果你","：",[80,692,693,696,699,702],{},[83,694,695],{},"国内开发者，受够了海外账号和支付",[83,697,698],{},"项目中文为主，想要母语级编程体验",[83,700,701],{},"要 256K 长上下文跑大库改造",[83,703,704],{},"预算敏感但不想将就能力",[36,706,707,690],{},[39,708,709],{},"别选 Kimi Code 如果你",[80,711,712,715,718],{},[83,713,714],{},"纯英文国际化项目（Claude\u002FGPT 更 native）",[83,716,717],{},"重度依赖插件和 MCP 生态（生态还在早期）",[83,719,720],{},"要企业级稳定承诺（开源版无 SLA）",[24,722,724],{"id":723},"faq","FAQ",[36,726,727,730],{},[39,728,729],{},"Q：Kimi Code 真的免费吗？","\nA：工具本体免费。K2.7 Code 模型开源可自托管（免费但需硬件）。走官方 API 按 token 计费，但价格远低于 Claude\u002FGPT，且支持微信支付。",[36,732,733,736,737,739],{},[39,734,735],{},"Q：和 Claude Code 比，K2.7 Code 差多少？","\nA：编程基准接近，中文场景甚至更好；长程任务稳定性、上下文管理工具（",[135,738,184],{}," 等）、插件生态仍落后。简单说：能力够用，工具链和成熟度在追赶。",[36,741,742,745],{},[39,743,744],{},"Q：能自托管吗？硬件要求？","\nA：能，模型权重开源。但 1.1T 参数 MoE，推理需要多卡高端 GPU（A100\u002FH100 级），个人不现实，主要面向企业和研究机构。",[36,747,748,751],{},[39,749,750],{},"Q：和 MiMo Code 怎么选？","\nA：都是国产开源 CLI Agent。Kimi Code 胜在模型成熟度（K2.7 已迭代多代）和中文长上下文；MiMo Code 胜在 SWE-Bench 基准分数和 MIT 协议彻底开源，但仅 V0.1。要稳选 Kimi，要尝鲜选 MiMo。",[36,753,754,757],{},[39,755,756],{},"Q：能接其他模型吗？","\nA：Kimi Code CLI 主要为 K2.7 Code 优化，但也兼容 OpenAI 接口格式，可接其他模型。不过最佳体验还是配 K2.7 Code。",[36,759,760,763],{},[39,761,762],{},"Q：支持 MCP 吗？","\nA：支持，能接 MCP server 调数据库、浏览器等工具。但文档和成熟度不如 Claude Code，配置需要一定动手能力。",[24,765,766],{"id":766},"相关阅读",[80,768,769,783,802,817],{},[83,770,771,772,774,775,774,777,774,779],{},"同类对比：",[72,773,546],{"href":545}," \u002F ",[72,776,552],{"href":551},[72,778,558],{"href":557},[72,780,782],{"href":781},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code",[83,784,785,786,774,790,774,794,774,798],{},"概念：",[72,787,789],{"href":788},"\u002Fwiki\u002Fai-agent.html","AI Agent",[72,791,793],{"href":792},"\u002Fwiki\u002Fmcp.html","MCP",[72,795,797],{"href":796},"\u002Fwiki\u002Flong-context.html","Long Context",[72,799,801],{"href":800},"\u002Fwiki\u002Fmoe.html","MoE 架构",[83,803,804,805,774,809,774,813],{},"模型：",[72,806,808],{"href":807},"\u002Fmodels\u002Fkimi-k2.7-code.html","Kimi K2.7 Code",[72,810,812],{"href":811},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[72,814,816],{"href":815},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[83,818,819,820,774,824],{},"进阶：",[72,821,823],{"href":822},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[72,825,827],{"href":826},"\u002Fwiki\u002Fcn-coding-models.html","国产大模型编程",[24,829,830],{"id":830},"来源",[80,832,833,840,846,853],{},[83,834,835,836],{},"官网：",[72,837,838],{"href":838,"rel":839},"https:\u002F\u002Fcode.kimi.ai",[76],[83,841,842,843],{},"开源仓库：",[72,844,74],{"href":74,"rel":845},[76],[83,847,848,849],{},"月之暗面平台：",[72,850,851],{"href":851,"rel":852},"https:\u002F\u002Fplatform.moonshot.cn\u002Fdocs",[76],[83,854,855,856],{},"定价：",[72,857,858],{"href":858,"rel":859},"https:\u002F\u002Fplatform.moonshot.cn\u002Fpricing",[76],[36,861,862,863,867],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 命令 \u002F 功能与最新官方信息不一致，请通过 ",[72,864,866],{"href":865},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[869,870,871],"style",{},"html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: 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":133,"searchDepth":163,"depth":163,"links":873},[874,875,881,885,886,887,888,889,890,891],{"id":26,"depth":152,"text":27},{"id":62,"depth":152,"text":62,"children":876},[877,878,879,880],{"id":66,"depth":163,"text":67},{"id":118,"depth":163,"text":119},{"id":192,"depth":163,"text":192},{"id":218,"depth":163,"text":219},{"id":330,"depth":152,"text":330,"children":882},[883,884],{"id":333,"depth":163,"text":333},{"id":352,"depth":163,"text":352},{"id":385,"depth":152,"text":385},{"id":411,"depth":152,"text":411},{"id":494,"depth":152,"text":494},{"id":529,"depth":152,"text":529},{"id":723,"depth":152,"text":724},{"id":766,"depth":152,"text":766},{"id":830,"depth":152,"text":830},"cli","\u002Fimg\u002Ftools\u002Fkimi-code.webp","Kimi Code 2026 真实评测：月之暗面推出的国产 CLI Agent，搭载开源 K2.7 Code 万亿参数模型，256K 上下文、Token 成本降 30%、中文编程体验一流。本文整理安装使用、长程任务能力、多模态编程、价格、与 Claude Code \u002F MiMo Code 的区别。",false,"md",[898,899],"zh","en",{},[902],"kimi-k2.7-code",[904,905,906,907],"纯英文\u002F国际化项目（英文表现不如 Claude\u002FGPT）","需要丰富插件生态和 MCP 工具链（生态尚早期）","要求企业级 SLA 与稳定承诺的开源版本","IDE 内 inline 补全场景（CLI 工具非补全器）","\u002Ftools\u002Fcoding\u002Fcli\u002Fkimi-code","coding",[911,912,913],"macos","linux","windows",[915,919,924],{"plan":916,"price":391,"limit":917,"cn_pay":918,"note":435},"开源模型（BYOK）","仅承担 API token 成本","✅ 支付宝\u002F微信",{"plan":422,"price":920,"limit":921,"cn_pay":922,"note":923},"按 token 计费","输入 ¥8 \u002F 输出 ¥32 每百万 token","✅ 国内支付","成本较上代降 30%",{"plan":925,"price":391,"limit":926,"cn_pay":927,"note":928},"Kimi Code CLI","工具本体免费","✅ 无需支付","一行命令安装","免费（开源模型，BYOK）","2026-07-04",{"power":258,"ux":258,"price":264,"cn_support":264,"stability":258},{"title":12,"description":894},"Kimi Code 评测 2026：月之暗面 K2.7 Code 开源，万亿参数 256K 上下文国产 CLI Agent","coding\u002Fcli\u002Fkimi-code",[936,938,940,942,945],{"title":937,"url":838},"Kimi Code 官网",{"title":939,"url":74},"Kimi-K2.7-Code 开源仓库",{"title":941,"url":851},"月之暗面官方文档",{"title":943,"url":944},"K2.7 Code 技术报告","https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code\u002Fblob\u002Fmain\u002FREADME.md",{"title":946,"url":858},"Kimi Code 定价","tools\u002Fcoding\u002Fcli\u002Fkimi-code",[949,950,951,952,953],"国内开发者，不想折腾海外账号和支付","中文项目 \u002F 注释 \u002F 文档为主的代码库","需要超长上下文（256K）跑大代码库改造","预算敏感但想要接近 Claude Code 的长程任务能力","想自托管国产开源大模型编程 Agent 的团队","月之暗面 AI 编程助手，K2.7 Code 模型开源，万亿参数 256K 上下文",[892,956,957,18,958,959,960],"agent","terminal","opensource","chinese","long-context","国产 CLI Agent 新贵。K2.7 Code 万亿参数开源、256K 上下文、Token 成本降 30%、中文编程体验一流。长程任务能力接近 Claude Code，但生态和插件还差一截。","vvCa6ipszCnFiEhY0VXDpoVX6WVlrJftXcAruTWpgQE",{"id":964,"title":558,"alternatives":965,"api_compatible":966,"body":968,"category":892,"chinese_friendly":264,"cover":1762,"description":1763,"domestic":895,"extension":896,"faq":9,"free":895,"github":1166,"languages":1764,"lastVerified":9,"meta":1765,"models":1766,"navigation":254,"notSuitable":1768,"opensource":254,"path":1773,"pillar":909,"platforms":1774,"priceTable":1775,"pricing":1788,"published":930,"relatedPlaybooks":9,"relatedReviews":9,"score":1789,"self_host":254,"seo":1790,"seoTitle":1791,"slug":16,"sources":1792,"stem":1803,"suitable":1804,"tagline":1810,"tags":1811,"updated":930,"verdict":1814,"website":1166,"__hash__":1815},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fmimo-code.md",[14,15,934],[19,967],"mimo",{"type":21,"value":969,"toc":1740},[970,972,994,999,1001,1005,1008,1022,1028,1031,1035,1044,1070,1077,1081,1086,1097,1123,1126,1130,1137,1154,1157,1161,1170,1173,1175,1179,1274,1276,1279,1282,1285,1288,1291,1293,1300,1351,1354,1361,1363,1395,1397,1428,1430,1581,1586,1600,1605,1619,1621,1627,1633,1639,1645,1651,1657,1659,1698,1700,1734,1738],[24,971,27],{"id":26},[29,973,975,984],{"className":974},[32,33,34],[36,976,977,979,980,983],{},[39,978,41],{}," MiMo Code 是小米在 2026 年 6 月 11 日开源的终端 AI 编程 Agent，MIT 协议、基于 OpenCode 架构改造，搭载自研 MiMo 模型。它最炸的成绩是 ",[39,981,982],{},"SWE-Bench Pro 62%、Terminal Bench 2 73% 双双超过 Claude Code","——国产 Agent 第一次在权威基准上硬刚 Anthropic。内置多模态模型、记忆系统、完全免费。",[36,985,45,986,989,990,993],{},[39,987,988],{},"开源彻底 + 基准亮眼","：MIT 协议权重可商用，多模态模型内置不依赖外部 API，记忆系统能跨会话记住项目上下文。代价是 ",[39,991,992],{},"极其早期","——目前仅 V0.1.0，生态、稳定性、文档都还在补，生产环境用要承担\"踩坑\"成本。把它当\"最有潜力的国产 Agent 黑马\"来观察和尝鲜，比当主力工具更合适。",[55,995,996],{},[36,997,998],{},"来源说明：本文基于 GitHub XiaomiMiMo\u002FMiMo-Code 仓库、技术报告与社区评测整理。MiMo Code 处于 V0.1.0 早期阶段，功能与基准数据迭代极快，请以最新官方仓库为准。",[24,1000,62],{"id":62},[64,1002,1004],{"id":1003},"swe-bench-双超-claude-code-的硬实力","SWE-Bench 双超 Claude Code 的硬实力",[36,1006,1007],{},"MiMo Code 一发布就靠基准成绩刷屏。在两个最被认可的 Agent 编程基准上：",[80,1009,1010,1016],{},[83,1011,1012,1015],{},[39,1013,1014],{},"SWE-Bench Pro 62%","——衡量\"给定 GitHub issue，自主定位 + 修复 + 通过测试\"的能力，MiMo 以 62% 超过 Claude Code 的同期成绩",[83,1017,1018,1021],{},[39,1019,1020],{},"Terminal Bench 2 73%","——衡量\"终端环境下的多步工具调用任务\"能力，MiMo 同样领先",[36,1023,1024,1025,1027],{},"这两个基准测的都是 ",[39,1026,612],{},"——不是单轮补全，而是\"看 issue → 理解代码 → 多文件改 → 跑测试 → 修回归\"的完整 Agent 闭环。MiMo 能在这两项上超 Claude Code，说明它的模型在\"agent 式推理 + 工具调用规划\"上确实有真功夫，而不只是刷 HumanEval 这种单文件题。",[36,1029,1030],{},"需要说明的是，基准 ≠ 实战体验。SWE-Bench 是标准化任务集，真实项目的复杂度、脏数据、中文场景未必复现同样的领先。但作为\"国产 Agent 第一梯队\"的入场券，这个成绩足够有说服力。",[64,1032,1034],{"id":1033},"基于-opencode-架构终端原生","基于 OpenCode 架构，终端原生",[36,1036,1037,1038,1043],{},"MiMo Code 没有从零造轮子，而是 ",[72,1039,1042],{"href":1040,"rel":1041},"https:\u002F\u002Fgithub.com\u002Fsst\u002Fopencode",[76],"基于 OpenCode 架构"," 改造——TypeScript 全栈、终端 TUI、多会话并行、MCP 支持，这些都继承了 OpenCode 的成熟设计。小米的增量在于：",[80,1045,1046,1052,1058,1064],{},[83,1047,1048,1051],{},[39,1049,1050],{},"内置 MiMo 自研模型","——不用自己配 API key，开箱即用（也支持接其他模型）",[83,1053,1054,1057],{},[39,1055,1056],{},"记忆系统","——跨会话记住项目结构、约定、历史决策，不用每次重新喂上下文",[83,1059,1060,1063],{},[39,1061,1062],{},"多模态内置","——截图调试、看图改 UI 直接支持，不依赖外部多模态 API",[83,1065,1066,1069],{},[39,1067,1068],{},"中文优化","——针对中文代码库、中文需求做了专项调优",[36,1071,1072,1073,1076],{},"继承 OpenCode 架构的好处是 ",[39,1074,1075],{},"生态兼容","——OpenCode 的 provider 配置、MCP server、部分插件 MiMo Code 能直接复用，迁移成本低。坏处是也继承了 OpenCode 的早期粗糙：配置门槛、稳定性依赖 API 质量。",[64,1078,1080],{"id":1079},"长程编程-记忆系统","长程编程 + 记忆系统",[36,1082,1083,1084,690],{},"MiMo Code 主打的\"长程编程\"和 Claude Code 的 long-horizon task 是一个意思——撑住 30 分钟以上、跨多文件的自主改造。它的差异化在 ",[39,1085,1056],{},[36,1087,1088,1089,1092,1093,1096],{},"传统 Agent 每次开新会话都是\"失忆\"的，得重新喂项目上下文。MiMo Code 的记忆系统能把\"这个项目用 Vue3 + Pinia、提交规范是 Conventional Commits、测试跑 vitest、上次改到哪\"这类信息持久化，下次直接续上。这对长期维护一个项目的开发者是实打实的提效——不用每次 ",[135,1090,1091],{},"\u002Finit"," 重新生成 ",[135,1094,1095],{},"CLAUDE.md","。",[128,1098,1100],{"className":130,"code":1099,"language":132,"meta":133,"style":133},"cd your-project\nmimo-code                      # 启动，自动加载项目记忆\n> 继续上次的鉴权模块重构，跑通剩余测试\n",[135,1101,1102,1108,1116],{"__ignoreMap":133},[138,1103,1104,1106],{"class":140,"line":141},[138,1105,145],{"class":144},[138,1107,149],{"class":148},[138,1109,1110,1113],{"class":140,"line":152},[138,1111,1112],{"class":155},"mimo-code",[138,1114,1115],{"class":159},"                      # 启动，自动加载项目记忆\n",[138,1117,1118,1120],{"class":140,"line":163},[138,1119,167],{"class":166},[138,1121,1122],{"class":170}," 继续上次的鉴权模块重构，跑通剩余测试\n",[36,1124,1125],{},"实测记忆系统在 V0.1.0 还比较初级——能记住显式声明的事实，但对\"隐式约定\"的捕捉还不够智能，偶尔会记错或记漏。方向是对的，成熟度待提升。",[64,1127,1129],{"id":1128},"内置多模态模型免费看图编程","内置多模态模型，免费看图编程",[36,1131,1132,1133,1136],{},"MiMo Code 内置了 MiMo 多模态模型，支持图像输入。截图一个 UI bug、贴一张报错栈、丢一张架构图，它都能\"看着改\"——而且 ",[39,1134,1135],{},"不依赖外部 API","，开箱即用、完全免费：",[128,1138,1140],{"className":130,"code":1139,"language":132,"meta":133,"style":133},"> 这张设计稿还原成响应式页面，注意移动端适配\n[附图：design.png]\n",[135,1141,1142,1149],{"__ignoreMap":133},[138,1143,1144,1146],{"class":140,"line":141},[138,1145,167],{"class":166},[138,1147,1148],{"class":170}," 这张设计稿还原成响应式页面，注意移动端适配\n",[138,1150,1151],{"class":140,"line":152},[138,1152,1153],{"class":170},"[附图：design.png]\n",[36,1155,1156],{},"对前端还原、运维看监控截图、QA 看 bug 截图这类场景，多模态是刚需。Claude Code 也支持多模态但要走 Claude API 计费，MiMo 内置免费的思路对个人开发者更友好。",[64,1158,1160],{"id":1159},"mit-协议彻底开源","MIT 协议，彻底开源",[36,1162,1163,1164,1169],{},"MiMo Code 是 ",[72,1165,1168],{"href":1166,"rel":1167},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code",[76],"MIT 协议"," 开源——权重、代码、工具全可商用、可改、可二次分发。这比 Kimi K2.7 Code 的开源协议更宽松（Kimi 的商用条款需留意），对企业做二次开发、嵌入自家产品是利好。",[36,1171,1172],{},"小米此举被社区解读为\"用开源换生态\"——终端 Agent 赛道 Claude Code 闭源、OpenCode 占开源高地，小米作为后来者用 MIT + 基准成绩 + 内置模型打差异。能不能跑出来，看后续迭代和社区活跃度。",[24,1174,330],{"id":330},[64,1176,1178],{"id":1177},"上手-5-分钟","上手 5 分钟",[128,1180,1182],{"className":130,"code":1181,"language":132,"meta":133,"style":133},"# 一行命令安装\ncurl -fsSL https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Finstall.sh | bash\n\n# 或 npm\nnpm install -g mimo-code\n\n# 内置模型开箱即用，无需 API key\n# （也可接自托管 MiMo 或其他 OpenAI 兼容模型）\nmimo-code                       # 启动\n\n# 进项目\ncd your-project\nmimo-code \u002Finit                 # 初始化项目记忆\nmimo-code                       # 交互模式\n",[135,1183,1184,1188,1201,1205,1209,1220,1224,1229,1234,1241,1245,1249,1255,1266],{"__ignoreMap":133},[138,1185,1186],{"class":140,"line":141},[138,1187,232],{"class":159},[138,1189,1190,1192,1194,1197,1199],{"class":140,"line":152},[138,1191,237],{"class":155},[138,1193,240],{"class":144},[138,1195,1196],{"class":148}," https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Finstall.sh",[138,1198,246],{"class":166},[138,1200,249],{"class":155},[138,1202,1203],{"class":140,"line":163},[138,1204,255],{"emptyLinePlaceholder":254},[138,1206,1207],{"class":140,"line":258},[138,1208,261],{"class":159},[138,1210,1211,1213,1215,1217],{"class":140,"line":264},[138,1212,267],{"class":155},[138,1214,270],{"class":148},[138,1216,273],{"class":144},[138,1218,1219],{"class":148}," mimo-code\n",[138,1221,1222],{"class":140,"line":279},[138,1223,255],{"emptyLinePlaceholder":254},[138,1225,1226],{"class":140,"line":284},[138,1227,1228],{"class":159},"# 内置模型开箱即用，无需 API key\n",[138,1230,1231],{"class":140,"line":290},[138,1232,1233],{"class":159},"# （也可接自托管 MiMo 或其他 OpenAI 兼容模型）\n",[138,1235,1236,1238],{"class":140,"line":301},[138,1237,1112],{"class":155},[138,1239,1240],{"class":159},"                       # 启动\n",[138,1242,1243],{"class":140,"line":306},[138,1244,255],{"emptyLinePlaceholder":254},[138,1246,1247],{"class":140,"line":312},[138,1248,309],{"class":159},[138,1250,1251,1253],{"class":140,"line":319},[138,1252,145],{"class":144},[138,1254,149],{"class":148},[138,1256,1258,1260,1263],{"class":140,"line":1257},13,[138,1259,1112],{"class":155},[138,1261,1262],{"class":148}," \u002Finit",[138,1264,1265],{"class":159},"                 # 初始化项目记忆\n",[138,1267,1269,1271],{"class":140,"line":1268},14,[138,1270,1112],{"class":155},[138,1272,1273],{"class":159},"                       # 交互模式\n",[64,1275,333],{"id":333},[36,1277,1278],{},"作为 V0.1.0 产品，MiMo Code 的体感是\"潜力大、毛刺多\"。",[36,1280,1281],{},"好的方面：TUI 交互流畅（继承 OpenCode 底子）、中文理解到位、多模态看图实用、内置模型不折腾 key。基准成绩在真实任务上大致能复现——中等复杂度的 bug 修复、功能追加，完成质量确实不输 Claude Code。",[36,1283,1284],{},"毛刺方面：偶发崩溃、记忆系统记忆不准、长任务中途断、文档不完善、部分 slash 命令行为和 OpenCode 不一致。社区 issue 区还在快速增长，属于\"早期开源项目\"的典型状态。用它当主力会有踩坑成本，当尝鲜和观察对象更合适。",[64,1286,1287],{"id":1287},"配置与扩展",[36,1289,1290],{},"MiMo Code 兼容 OpenCode 的 provider 配置格式，想接 Claude \u002F GPT \u002F DeepSeek 也能配。但最佳体验还是配 MiMo 自研模型——内置调优、多模态、记忆系统都是围绕它做的。自托管 MiMo 模型需要一定 GPU 资源，个人玩家建议先用官方免费额度或内置模型。",[24,1292,385],{"id":385},[36,1294,1295,1296,1299],{},"MiMo Code ",[39,1297,1298],{},"完全免费","——MIT 开源、工具免费、内置模型免费。成本几乎为零（除非自托管模型要算硬件电费）：",[394,1301,1302,1312],{},[397,1303,1304],{},[400,1305,1306,1308,1310],{},[403,1307,405],{},[403,1309,408],{},[403,1311,411],{},[413,1313,1314,1326,1338],{},[400,1315,1316,1321,1323],{},[418,1317,1318],{},[39,1319,1320],{},"内置 MiMo 模型",[418,1322,391],{},[418,1324,1325],{},"开箱即用，个人开发者首选",[400,1327,1328,1333,1335],{},[418,1329,1330],{},[39,1331,1332],{},"自托管 MiMo",[418,1334,438],{},[418,1336,1337],{},"企业 \u002F 隐私场景，需 GPU",[400,1339,1340,1345,1348],{},[418,1341,1342],{},[39,1343,1344],{},"接其他模型（BYOK）",[418,1346,1347],{},"按 API 计费",[418,1349,1350],{},"想用 Claude\u002FGPT 时，自行承担 token 费",[36,1352,1353],{},"这是三个国产 Agent 里成本结构最干净的——Kimi Code 要付 API 费，OpenCode 要付外部模型 API 费，MiMo Code 内置模型直接免费。对\"一分钱不想花\"的开发者，MiMo 是天花板。",[36,1355,1356,1357,1360],{},"但免费的代价是 ",[39,1358,1359],{},"稳定性","：内置模型推理资源有限（如果走官方服务），高峰可能限流；自托管又要硬件。没有\"既免费又稳定还强\"的免费午餐。",[24,1362,411],{"id":411},[80,1364,1365,1371,1377,1383,1389],{},[83,1366,1367,1370],{},[39,1368,1369],{},"尝鲜国产开源 Agent 黑马","：想第一时间体验 SWE-Bench 超过 Claude Code 的国产选手",[83,1372,1373,1376],{},[39,1374,1375],{},"基准成绩敏感的研究者","：做 Agent 评测、对比实验，MiMo 是重要样本",[83,1378,1379,1382],{},[39,1380,1381],{},"需要内置多模态","：截图调试、看图改 UI，不想为多模态单独付费",[83,1384,1385,1388],{},[39,1386,1387],{},"MIT 协议二次开发","：企业想基于开源 Agent 做自家产品，MiMo 协议最宽松",[83,1390,1391,1394],{},[39,1392,1393],{},"国内免费 + 中文友好","：不花钱、不要海外账号、中文体验好",[24,1396,494],{"id":494},[80,1398,1399,1405,1411,1416,1422],{},[83,1400,1401,1404],{},[39,1402,1403],{},"生产环境追求稳定","：V0.1.0 早期，崩溃和毛刺难免，别拿核心业务冒险",[83,1406,1407,1410],{},[39,1408,1409],{},"需要成熟插件生态","：生态刚起步，第三方工具和自定义命令体系远不如 Claude Code",[83,1412,1413,1415],{},[39,1414,519],{},"：CLI Agent 不是补全器",[83,1417,1418,1421],{},[39,1419,1420],{},"不熟悉终端的新手","：TUI + 配置门槛对纯新手不友好",[83,1423,1424,1427],{},[39,1425,1426],{},"要企业级 SLA","：开源 V0.1 无任何承诺",[24,1429,529],{"id":529},[394,1431,1432,1453],{},[397,1433,1434],{},[400,1435,1436,1438,1440,1444,1448],{},[403,1437,538],{},[403,1439,558],{},[403,1441,1442],{},[72,1443,546],{"href":545},[403,1445,1446],{},[72,1447,552],{"href":551},[403,1449,1450],{},[72,1451,12],{"href":1452},"\u002Fcoding\u002Fcli\u002Fkimi-code.html",[413,1454,1455,1467,1484,1498,1512,1528,1543,1556,1568],{},[400,1456,1457,1459,1461,1463,1465],{},[418,1458,565],{},[418,1460,573],{},[418,1462,568],{},[418,1464,573],{},[418,1466,568],{},[400,1468,1469,1472,1475,1478,1481],{},[418,1470,1471],{},"协议",[418,1473,1474],{},"MIT（最宽松）",[418,1476,1477],{},"闭源",[418,1479,1480],{},"MIT",[418,1482,1483],{},"开源（商用需留意）",[400,1485,1486,1488,1491,1494,1496],{},[418,1487,580],{},[418,1489,1490],{},"MiMo（内置免费）",[418,1492,1493],{},"Claude（闭源）",[418,1495,589],{},[418,1497,583],{},[400,1499,1500,1503,1506,1508,1510],{},[418,1501,1502],{},"SWE-Bench",[418,1504,1505],{},"★★★★★ 62%",[418,1507,615],{},[418,1509,635],{},[418,1511,615],{},[400,1513,1514,1517,1520,1523,1525],{},[418,1515,1516],{},"多模态",[418,1518,1519],{},"✅ 内置免费",[418,1521,1522],{},"✅（计费）",[418,1524,635],{},[418,1526,1527],{},"✅",[400,1529,1530,1532,1535,1538,1541],{},[418,1531,1056],{},[418,1533,1534],{},"✅ 跨会话",[418,1536,1537],{},"✅（CLAUDE.md）",[418,1539,1540],{},"⚠️ 基础",[418,1542,1540],{},[400,1544,1545,1548,1550,1552,1554],{},[418,1546,1547],{},"成熟度",[418,1549,651],{},[418,1551,600],{},[418,1553,615],{},[418,1555,615],{},[400,1557,1558,1560,1562,1564,1566],{},[418,1559,656],{},[418,1561,659],{},[418,1563,662],{},[418,1565,665],{},[418,1567,668],{},[400,1569,1570,1572,1574,1576,1578],{},[418,1571,408],{},[418,1573,391],{},[418,1575,678],{},[418,1577,681],{},[418,1579,1580],{},"极低",[36,1582,1583,690],{},[39,1584,1585],{},"选 MiMo Code 如果你",[80,1587,1588,1591,1594,1597],{},[83,1589,1590],{},"想尝鲜基准超 Claude Code 的国产黑马",[83,1592,1593],{},"要 MIT 协议做二次开发 \u002F 商用",[83,1595,1596],{},"需要内置免费多模态",[83,1598,1599],{},"一分钱不想花，又要中文友好",[36,1601,1602,690],{},[39,1603,1604],{},"别选 MiMo Code 如果你",[80,1606,1607,1610,1613,1616],{},[83,1608,1609],{},"生产环境要稳（V0.1.0 太早期）",[83,1611,1612],{},"要成熟插件和 MCP 生态（去 Claude Code）",[83,1614,1615],{},"要 IDE inline 补全（去 Cursor \u002F Copilot）",[83,1617,1618],{},"企业要 SLA 承诺",[24,1620,724],{"id":723},[36,1622,1623,1626],{},[39,1624,1625],{},"Q：MiMo Code 真能超过 Claude Code 吗？","\nA：在 SWE-Bench Pro 和 Terminal Bench 2 两个标准化基准上，MiMo 的分数确实领先。但基准 ≠ 全场景实战——长任务稳定性、上下文管理、插件生态 MiMo 仍落后。把它理解为\"基准够强，实战在追赶\"更准确。",[36,1628,1629,1632],{},[39,1630,1631],{},"Q：V0.1.0 能用于生产吗？","\nA：不建议作为生产主力。早期版本崩溃、记忆不准、文档不全等问题难免。建议作为尝鲜 \u002F 备选 \u002F 研究对象，等迭代到 V1.0 再考虑生产化。",[36,1634,1635,1638],{},[39,1636,1637],{},"Q：内置模型真免费？有限制吗？","\nA：工具和内置模型免费。但若走官方推理服务，高峰可能限流；重度使用建议自托管（需 GPU）或接其他模型 BYOK。",[36,1640,1641,1644],{},[39,1642,1643],{},"Q：和 Kimi Code 怎么选？","\nA：都是国产开源 CLI Agent。Kimi Code 模型成熟（K2.7 多代迭代）、256K 长上下文、中文强；MiMo Code 基准成绩更亮眼、MIT 协议更宽松、内置多模态免费，但 V0.1 早期。要稳选 Kimi，要尝鲜和 MIT 商用选 MiMo。",[36,1646,1647,1650],{},[39,1648,1649],{},"Q：基于 OpenCode 架构，能用 OpenCode 的插件吗？","\nA：大部分兼容——provider 配置、MCP server、部分配置文件格式通用。但 MiMo 有自己的增量（记忆系统、内置模型），部分行为和 OpenCode 不完全一致，迁移时需测试。",[36,1652,1653,1656],{},[39,1654,1655],{},"Q：小米会长期维护吗？","\nA：目前社区活跃、迭代快，但开源项目的长期承诺难以保证。建议关注 GitHub issue 响应速度和发版节奏判断健康度，别把核心流程绑死在单一早期项目上。",[24,1658,766],{"id":766},[80,1660,1661,1671,1683,1692],{},[83,1662,771,1663,774,1665,774,1667,774,1669],{},[72,1664,546],{"href":545},[72,1666,552],{"href":551},[72,1668,12],{"href":1452},[72,1670,782],{"href":781},[83,1672,785,1673,774,1675,774,1678,774,1680],{},[72,1674,789],{"href":788},[72,1676,1502],{"href":1677},"\u002Fwiki\u002Fswe-bench.html",[72,1679,793],{"href":792},[72,1681,1056],{"href":1682},"\u002Fwiki\u002Fagent-memory.html",[83,1684,804,1685,774,1688,774,1690],{},[72,1686,558],{"href":1687},"\u002Fmodels\u002Fmimo-code.html",[72,1689,812],{"href":811},[72,1691,808],{"href":807},[83,1693,819,1694,774,1696],{},[72,1695,823],{"href":822},[72,1697,827],{"href":826},[24,1699,830],{"id":830},[80,1701,1702,1707,1714,1721,1727],{},[83,1703,842,1704],{},[72,1705,1166],{"href":1166,"rel":1706},[76],[83,1708,1709,1710],{},"技术报告：",[72,1711,1712],{"href":1712,"rel":1713},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Fblob\u002Fmain\u002FREADME.md",[76],[83,1715,1716,1717],{},"MiMo 系列模型：",[72,1718,1719],{"href":1719,"rel":1720},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo",[76],[83,1722,1723,1724],{},"OpenCode 架构基础：",[72,1725,1040],{"href":1040,"rel":1726},[76],[83,1728,1729,1730],{},"SWE-Bench 排行榜：",[72,1731,1732],{"href":1732,"rel":1733},"https:\u002F\u002Fwww.swebench.com",[76],[36,1735,862,1736,867],{},[72,1737,866],{"href":865},[869,1739,871],{},{"title":133,"searchDepth":163,"depth":163,"links":1741},[1742,1743,1750,1755,1756,1757,1758,1759,1760,1761],{"id":26,"depth":152,"text":27},{"id":62,"depth":152,"text":62,"children":1744},[1745,1746,1747,1748,1749],{"id":1003,"depth":163,"text":1004},{"id":1033,"depth":163,"text":1034},{"id":1079,"depth":163,"text":1080},{"id":1128,"depth":163,"text":1129},{"id":1159,"depth":163,"text":1160},{"id":330,"depth":152,"text":330,"children":1751},[1752,1753,1754],{"id":1177,"depth":163,"text":1178},{"id":333,"depth":163,"text":333},{"id":1287,"depth":163,"text":1287},{"id":385,"depth":152,"text":385},{"id":411,"depth":152,"text":411},{"id":494,"depth":152,"text":494},{"id":529,"depth":152,"text":529},{"id":723,"depth":152,"text":724},{"id":766,"depth":152,"text":766},{"id":830,"depth":152,"text":830},"\u002Fimg\u002Ftools\u002Fmimo-code.webp","MiMo 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