[{"data":1,"prerenderedAt":4119},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-mimo-code":8,"alt-list-mimo-code":1015},{"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":18,"category":943,"chinese_friendly":311,"cover":944,"description":945,"domestic":301,"extension":946,"faq":947,"free":301,"github":256,"languages":948,"lastVerified":951,"meta":952,"models":953,"navigation":301,"notSuitable":955,"opensource":301,"path":960,"pillar":961,"platforms":962,"priceTable":966,"pricing":981,"published":982,"relatedPlaybooks":947,"relatedReviews":947,"score":983,"self_host":301,"seo":984,"seoTitle":985,"slug":986,"sources":987,"stem":998,"suitable":999,"tagline":1005,"tags":1006,"updated":982,"verdict":1013,"website":256,"__hash__":1014},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fmimo-code.md","MiMo Code",[12,13,14],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fopencode","coding\u002Fcli\u002Fkimi-code",[16,17],"openai","mimo",{"type":19,"value":20,"toc":921},"minimark",[21,26,56,62,65,70,73,89,96,99,103,114,140,147,151,157,169,213,216,220,227,244,247,251,260,263,266,270,386,389,392,395,398,401,404,407,414,476,479,486,488,520,523,555,558,732,737,751,756,770,774,780,786,792,798,804,810,813,871,874,909,917],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,33,45],"div",{"className":29},[30,31,32],"card","p-5","my-4",[34,35,36,40,41,44],"p",{},[37,38,39],"strong",{},"一句话："," 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 ",[37,42,43],{},"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。",[34,46,47,48,51,52,55],{},"最大价值是 ",[37,49,50],{},"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 ",[37,53,54],{},"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。",[57,58,59],"blockquote",{},[34,60,61],{},"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。",[22,63,64],{"id":64},"核心能力",[66,67,69],"h3",{"id":68},"swe-bench-双超-claude-code-的硬实力","SWE-Bench 双超 Claude Code 的硬实力",[34,71,72],{},"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：",[74,75,76,83],"ul",{},[77,78,79,82],"li",{},[37,80,81],{},"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",[77,84,85,88],{},[37,86,87],{},"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",[34,90,91,92,95],{},"这两个基准测的都是 ",[37,93,94],{},"长程任务","——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。",[34,97,98],{},"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。",[66,100,102],{"id":101},"基于-opencode-架构终端原生","基于 OpenCode 架构，终端原生",[34,104,105,106,113],{},"MiMo Code 没有从零造轮子，而是 ",[107,108,112],"a",{"href":109,"rel":110},"https:\u002F\u002Fgithub.com\u002Fsst\u002Fopencode",[111],"nofollow","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：",[74,115,116,122,128,134],{},[77,117,118,121],{},[37,119,120],{},"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）",[77,123,124,127],{},[37,125,126],{},"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",[77,129,130,133],{},[37,131,132],{},"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",[77,135,136,139],{},[37,137,138],{},"中文优化","——针对中文代码库、中文需求做了专项调优",[34,141,142,143,146],{},"继承 OpenCode 架构的好处是 ",[37,144,145],{},"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。",[66,148,150],{"id":149},"长程编程-记忆系统","长程编程 + 记忆系统",[34,152,153,154,156],{},"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 ",[37,155,126],{},"：",[34,158,159,160,164,165,168],{},"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 ",[161,162,163],"code",{},"\u002Finit"," 重新生成 ",[161,166,167],{},"CLAUDE.md","。",[170,171,176],"pre",{"className":172,"code":173,"language":174,"meta":175,"style":175},"language-bash shiki shiki-themes github-light github-dark","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","bash","",[161,177,178,191,202],{"__ignoreMap":175},[179,180,183,187],"span",{"class":181,"line":182},"line",1,[179,184,186],{"class":185},"sj4cs","cd",[179,188,190],{"class":189},"sZZnC"," your-project\n",[179,192,194,198],{"class":181,"line":193},2,[179,195,197],{"class":196},"sScJk","mimo-code",[179,199,201],{"class":200},"sJ8bj","                      # 启动，自动加载项目记忆\n",[179,203,205,209],{"class":181,"line":204},3,[179,206,208],{"class":207},"szBVR",">",[179,210,212],{"class":211},"sVt8B"," 继续上次的鉴权模块重构，跑通剩余测试\n",[34,214,215],{},"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。",[66,217,219],{"id":218},"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",[34,221,222,223,226],{},"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 ",[37,224,225],{},"不依赖外部 API","，开箱即用、完全免费：",[170,228,230],{"className":172,"code":229,"language":174,"meta":175,"style":175},"> 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",[161,231,232,239],{"__ignoreMap":175},[179,233,234,236],{"class":181,"line":182},[179,235,208],{"class":207},[179,237,238],{"class":211}," 这张设计稿还原成响应式页面，注意移动端适配\n",[179,240,241],{"class":181,"line":193},[179,242,243],{"class":211},"[附图：design.png]\n",[34,245,246],{},"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。",[66,248,250],{"id":249},"mit-协议彻底开源","MIT 协议，彻底开源",[34,252,253,254,259],{},"MiMo Code 是 ",[107,255,258],{"href":256,"rel":257},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code",[111],"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。",[34,261,262],{},"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。",[22,264,265],{"id":265},"使用体验",[66,267,269],{"id":268},"上手-5-分钟","上手 5 分钟",[170,271,273],{"className":172,"code":272,"language":174,"meta":175,"style":175},"# 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",[161,274,275,280,297,303,309,324,329,335,341,349,354,360,367,378],{"__ignoreMap":175},[179,276,277],{"class":181,"line":182},[179,278,279],{"class":200},"# 一行命令安装\n",[179,281,282,285,288,291,294],{"class":181,"line":193},[179,283,284],{"class":196},"curl",[179,286,287],{"class":185}," -fsSL",[179,289,290],{"class":189}," https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Finstall.sh",[179,292,293],{"class":207}," |",[179,295,296],{"class":196}," bash\n",[179,298,299],{"class":181,"line":204},[179,300,302],{"emptyLinePlaceholder":301},true,"\n",[179,304,306],{"class":181,"line":305},4,[179,307,308],{"class":200},"# 或 npm\n",[179,310,312,315,318,321],{"class":181,"line":311},5,[179,313,314],{"class":196},"npm",[179,316,317],{"class":189}," install",[179,319,320],{"class":185}," -g",[179,322,323],{"class":189}," mimo-code\n",[179,325,327],{"class":181,"line":326},6,[179,328,302],{"emptyLinePlaceholder":301},[179,330,332],{"class":181,"line":331},7,[179,333,334],{"class":200},"# 内置模型开箱即用，无需 API key\n",[179,336,338],{"class":181,"line":337},8,[179,339,340],{"class":200},"# （也可接自托管 MiMo 或其他 OpenAI 兼容模型）\n",[179,342,344,346],{"class":181,"line":343},9,[179,345,197],{"class":196},[179,347,348],{"class":200},"                       # 启动\n",[179,350,352],{"class":181,"line":351},10,[179,353,302],{"emptyLinePlaceholder":301},[179,355,357],{"class":181,"line":356},11,[179,358,359],{"class":200},"# 进项目\n",[179,361,363,365],{"class":181,"line":362},12,[179,364,186],{"class":185},[179,366,190],{"class":189},[179,368,370,372,375],{"class":181,"line":369},13,[179,371,197],{"class":196},[179,373,374],{"class":189}," \u002Finit",[179,376,377],{"class":200},"                 # 初始化项目记忆\n",[179,379,381,383],{"class":181,"line":380},14,[179,382,197],{"class":196},[179,384,385],{"class":200},"                       # 交互模式\n",[66,387,388],{"id":388},"日常体感",[34,390,391],{},"作为 V0.1.0 产品，MiMo Code 的体感是\"潜力大、毛刺多\"。",[34,393,394],{},"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。",[34,396,397],{},"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。",[66,399,400],{"id":400},"配置与扩展",[34,402,403],{},"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。",[22,405,406],{"id":406},"价格与运行成本",[34,408,409,410,413],{},"MiMo Code ",[37,411,412],{},"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）：",[415,416,417,433],"table",{},[418,419,420],"thead",{},[421,422,423,427,430],"tr",{},[424,425,426],"th",{},"路径",[424,428,429],{},"价格",[424,431,432],{},"适用场景",[434,435,436,450,463],"tbody",{},[421,437,438,444,447],{},[439,440,441],"td",{},[37,442,443],{},"内置 MiMo 模型",[439,445,446],{},"免费",[439,448,449],{},"开箱即用，个人开发者首选",[421,451,452,457,460],{},[439,453,454],{},[37,455,456],{},"自托管 MiMo",[439,458,459],{},"免费（需硬件）",[439,461,462],{},"企业 \u002F 隐私场景，需 GPU",[421,464,465,470,473],{},[439,466,467],{},[37,468,469],{},"接其他模型（BYOK）",[439,471,472],{},"按 API 计费",[439,474,475],{},"想用 Claude\u002FGPT 时，自行承担 token 费",[34,477,478],{},"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。",[34,480,481,482,485],{},"但免费的代价是 ",[37,483,484],{},"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。",[22,487,432],{"id":432},[74,489,490,496,502,508,514],{},[77,491,492,495],{},[37,493,494],{},"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",[77,497,498,501],{},[37,499,500],{},"基准成绩敏感的研究者","：做 Agent 评测、对比实验，MiMo 是重要样本",[77,503,504,507],{},[37,505,506],{},"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",[77,509,510,513],{},[37,511,512],{},"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",[77,515,516,519],{},[37,517,518],{},"国内免费 + 中文友好","：不花钱、不要海外账号、中文体验好",[22,521,522],{"id":522},"不适用场景",[74,524,525,531,537,543,549],{},[77,526,527,530],{},[37,528,529],{},"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",[77,532,533,536],{},[37,534,535],{},"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",[77,538,539,542],{},[37,540,541],{},"IDE 内 inline 补全","：CLI Agent 不是补全器",[77,544,545,548],{},[37,546,547],{},"不熟悉终端的新手","：TUI + 配置门槛对纯新手不友好",[77,550,551,554],{},[37,552,553],{},"要企业级 SLA","：开源 V0.1 无任何承诺",[22,556,557],{"id":557},"与同类怎么选",[415,559,560,587],{},[418,561,562],{},[421,563,564,567,569,575,581],{},[424,565,566],{},"维度",[424,568,10],{},[424,570,571],{},[107,572,574],{"href":573},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[424,576,577],{},[107,578,580],{"href":579},"\u002Fcoding\u002Fcli\u002Fopencode.html","OpenCode",[424,582,583],{},[107,584,586],{"href":585},"\u002Fcoding\u002Fcli\u002Fkimi-code.html","Kimi Code",[434,588,589,604,621,638,654,670,685,700,717],{},[421,590,591,594,597,600,602],{},[439,592,593],{},"形态",[439,595,596],{},"CLI（TUI）",[439,598,599],{},"CLI",[439,601,596],{},[439,603,599],{},[421,605,606,609,612,615,618],{},[439,607,608],{},"协议",[439,610,611],{},"MIT（最宽松）",[439,613,614],{},"闭源",[439,616,617],{},"MIT",[439,619,620],{},"开源（商用需留意）",[421,622,623,626,629,632,635],{},[439,624,625],{},"模型",[439,627,628],{},"MiMo（内置免费）",[439,630,631],{},"Claude（闭源）",[439,633,634],{},"75+ 任选",[439,636,637],{},"K2.7 Code（开源）",[421,639,640,643,646,649,652],{},[439,641,642],{},"SWE-Bench",[439,644,645],{},"★★★★★ 62%",[439,647,648],{},"★★★★☆",[439,650,651],{},"看模型",[439,653,648],{},[421,655,656,659,662,665,667],{},[439,657,658],{},"多模态",[439,660,661],{},"✅ 内置免费",[439,663,664],{},"✅（计费）",[439,666,651],{},[439,668,669],{},"✅",[421,671,672,674,677,680,683],{},[439,673,126],{},[439,675,676],{},"✅ 跨会话",[439,678,679],{},"✅（CLAUDE.md）",[439,681,682],{},"⚠️ 基础",[439,684,682],{},[421,686,687,690,693,696,698],{},[439,688,689],{},"成熟度",[439,691,692],{},"★★☆☆☆ V0.1",[439,694,695],{},"★★★★★",[439,697,648],{},[439,699,648],{},[421,701,702,705,708,711,714],{},[439,703,704],{},"国内门槛",[439,706,707],{},"★★★★★ 极低",[439,709,710],{},"★☆☆☆☆ 高",[439,712,713],{},"★★★★☆ 低",[439,715,716],{},"★★★★★ 低",[421,718,719,721,723,726,729],{},[439,720,429],{},[439,722,446],{},[439,724,725],{},"$20-$200\u002F月",[439,727,728],{},"免费（BYOK）",[439,730,731],{},"极低",[34,733,734,156],{},[37,735,736],{},"选 MiMo Code 如果你",[74,738,739,742,745,748],{},[77,740,741],{},"想尝鲜基准超 Claude Code 的国产黑马",[77,743,744],{},"要 MIT 协议做二次开发 \u002F 商用",[77,746,747],{},"需要内置免费多模态",[77,749,750],{},"一分钱不想花，又要中文友好",[34,752,753,156],{},[37,754,755],{},"别选 MiMo Code 如果你",[74,757,758,761,764,767],{},[77,759,760],{},"生产环境要稳（V0.1.0 太早期）",[77,762,763],{},"要成熟插件和 MCP 生态（去 Claude Code）",[77,765,766],{},"要 IDE inline 补全（去 Cursor \u002F Copilot）",[77,768,769],{},"企业要 SLA 承诺",[22,771,773],{"id":772},"faq","FAQ",[34,775,776,779],{},[37,777,778],{},"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。",[34,781,782,785],{},[37,783,784],{},"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。",[34,787,788,791],{},[37,789,790],{},"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。",[34,793,794,797],{},[37,795,796],{},"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。",[34,799,800,803],{},[37,801,802],{},"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。",[34,805,806,809],{},[37,807,808],{},"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。",[22,811,812],{"id":812},"相关阅读",[74,814,815,829,846,860],{},[77,816,817,818,820,821,820,823,820,825],{},"同类对比：",[107,819,574],{"href":573}," \u002F ",[107,822,580],{"href":579},[107,824,586],{"href":585},[107,826,828],{"href":827},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code",[77,830,831,832,820,836,820,839,820,843],{},"概念：",[107,833,835],{"href":834},"\u002Fwiki\u002Fai-agent.html","AI Agent",[107,837,642],{"href":838},"\u002Fwiki\u002Fswe-bench.html",[107,840,842],{"href":841},"\u002Fwiki\u002Fmcp.html","MCP",[107,844,126],{"href":845},"\u002Fwiki\u002Fagent-memory.html",[77,847,848,849,820,852,820,856],{},"模型：",[107,850,10],{"href":851},"\u002Fmodels\u002Fmimo-code.html",[107,853,855],{"href":854},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[107,857,859],{"href":858},"\u002Fmodels\u002Fkimi-k2.7-code.html","Kimi K2.7 Code",[77,861,862,863,820,867],{},"进阶：",[107,864,866],{"href":865},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[107,868,870],{"href":869},"\u002Fwiki\u002Fcn-coding-models.html","国产大模型编程",[22,872,873],{"id":873},"来源",[74,875,876,882,889,896,902],{},[77,877,878,879],{},"开源仓库：",[107,880,256],{"href":256,"rel":881},[111],[77,883,884,885],{},"技术报告：",[107,886,887],{"href":887,"rel":888},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Fblob\u002Fmain\u002FREADME.md",[111],[77,890,891,892],{},"MiMo 系列模型：",[107,893,894],{"href":894,"rel":895},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo",[111],[77,897,898,899],{},"OpenCode 架构基础：",[107,900,109],{"href":109,"rel":901},[111],[77,903,904,905],{},"SWE-Bench 排行榜：",[107,906,907],{"href":907,"rel":908},"https:\u002F\u002Fwww.swebench.com",[111],[34,910,911,912,916],{},"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 ",[107,913,915],{"href":914},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[918,919,920],"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":175,"searchDepth":204,"depth":204,"links":922},[923,924,931,936,937,938,939,940,941,942],{"id":24,"depth":193,"text":25},{"id":64,"depth":193,"text":64,"children":925},[926,927,928,929,930],{"id":68,"depth":204,"text":69},{"id":101,"depth":204,"text":102},{"id":149,"depth":204,"text":150},{"id":218,"depth":204,"text":219},{"id":249,"depth":204,"text":250},{"id":265,"depth":193,"text":265,"children":932},[933,934,935],{"id":268,"depth":204,"text":269},{"id":388,"depth":204,"text":388},{"id":400,"depth":204,"text":400},{"id":406,"depth":193,"text":406},{"id":432,"depth":193,"text":432},{"id":522,"depth":193,"text":522},{"id":557,"depth":193,"text":557},{"id":772,"depth":193,"text":773},{"id":812,"depth":193,"text":812},{"id":873,"depth":193,"text":873},"cli","\u002Fimg\u002Ftools\u002Fmimo-code.webp","MiMo Code 2026 真实评测：小米 2026\u002F6\u002F11 发布的开源终端 AI 编程 Agent，MIT 协议、基于 OpenCode 架构、SWE-Bench Pro 62% 与 Terminal Bench 2 73% 双超 Claude Code。本文整理长程编程能力、内置多模态模型、记忆系统、安装使用、价格、与 Claude Code \u002F Kimi Code 的区别。","md",null,[949,950],"zh","en","2026-08-02",{},[954],"mimo-code-v0.1",[956,957,958,959],"生产环境追求稳定（仅 V0.1.0，仍在快速迭代）","需要成熟插件生态（生态刚起步）","IDE 内 inline 补全场景","不熟悉终端操作的新手","\u002Ftools\u002Fcoding\u002Fcli\u002Fmimo-code","coding",[963,964,965],"macos","linux","windows",[967,972,977],{"plan":968,"price":446,"limit":969,"cn_pay":970,"note":971},"开源版（MIT）","仅承担 API token 成本","✅ 国产模型可用支付宝","可自托管",{"plan":973,"price":446,"limit":974,"cn_pay":975,"note":976},"内置多模态模型","MiMo 自研模型内置","✅ 无需支付","开箱即用",{"plan":978,"price":446,"limit":979,"cn_pay":975,"note":980},"自托管","MIT 协议，权重可下载","需硬件","免费（MIT 协议开源）","2026-07-04",{"power":305,"ux":204,"price":311,"cn_support":311,"stability":204},{"title":10,"description":945},"MiMo Code 评测 2026：小米开源终端 AI Agent，SWE-Bench Pro 62% 双超 Claude Code","coding\u002Fcli\u002Fmimo-code",[988,990,992,994,996],{"title":989,"url":256},"MiMo-Code 开源仓库",{"title":991,"url":887},"MiMo Code 技术报告",{"title":993,"url":894},"小米 MiMo 系列模型",{"title":995,"url":109},"OpenCode 架构（MiMo 基于此）",{"title":997,"url":907},"SWE-Bench Pro 排行榜","tools\u002Fcoding\u002Fcli\u002Fmimo-code",[1000,1001,1002,1003,1004],"想尝鲜国产开源 Agent 黑马的开发者","看重 SWE-Bench \u002F Terminal Bench 基准成绩的研究者","需要内置多模态（截图调试）能力","MIT 协议下做二次开发 \u002F 商用集成","国内开发者，要免费 + 中文友好","小米开源终端 AI 编程 Agent，SWE-Bench 超越 Claude Code",[943,1007,1008,1009,1010,1011,1012],"agent","terminal","xiaomi","opensource","mit","chinese","小米开源 CLI Agent 黑马。SWE-Bench Pro 62%、Terminal Bench 2 73% 双超 Claude Code，MIT 协议、内置免费多模态模型、记忆系统。但仅 V0.1.0，生态和稳定性有待验证。","eTDeA5elEa9tyY_8bOsPkjB5DlmCaQEHDsgA2GEs_Bk",[1016,2301,3329],{"id":1017,"title":574,"alternatives":1018,"api_compatible":1022,"body":1024,"category":943,"chinese_friendly":204,"cover":2227,"description":2228,"domestic":2229,"extension":946,"faq":947,"free":2229,"github":2186,"languages":2230,"lastVerified":951,"meta":2231,"models":2232,"navigation":301,"notSuitable":2236,"opensource":2229,"path":2240,"pillar":961,"platforms":2241,"priceTable":2242,"pricing":2262,"published":2263,"relatedPlaybooks":947,"relatedReviews":2264,"score":2271,"self_host":2229,"seo":2272,"seoTitle":2273,"slug":12,"sources":2274,"stem":2287,"suitable":2288,"tagline":2294,"tags":2295,"updated":2298,"verdict":2299,"website":2172,"__hash__":2300},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[1019,1020,1021],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[1023],"anthropic",{"type":19,"value":1025,"toc":2210},[1026,1028,1073,1078,1081,1085,1095,1120,1123,1127,1134,1169,1184,1188,1191,1345,1363,1367,1376,1452,1455,1459,1473,1475,1490,1569,1572,1589,1602,1610,1612,1763,1766,1812,1814,1968,1973,1987,1992,2012,2015,2111,2113,2163,2165,2204,2208],[22,1027,25],{"id":24},[27,1029,1031,1040,1050],{"className":1030},[30,31,32],[34,1032,1033,1035,1036,1039],{},[37,1034,39],{}," 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 ",[161,1037,1038],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[34,1041,47,1042,1045,1046,1049],{},[37,1043,1044],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[37,1047,1048],{},"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。",[34,1051,1052,1055,1056,1060,1061,1064,1065,1068,1069,1072],{},[37,1053,1054],{},"2026-07 最新进展","：核心模型已升级为 ",[107,1057,1059],{"href":1058},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[161,1062,1063],{},"\u002Ffork","（复制会话到后台并行）、",[161,1066,1067],{},"\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。",[37,1070,1071],{},"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。",[57,1074,1075],{},[34,1076,1077],{},"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。",[22,1079,1080],{"id":1080},"核心特性",[66,1082,1084],{"id":1083},"终端原生的-agent-体验","终端原生的 Agent 体验",[34,1086,1087,1088,1091,1092,1094],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[37,1089,1090],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[161,1093,1038],{},"，就进入了一个能读你整个 codebase 的对话环境。",[170,1096,1098],{"className":172,"code":1097,"language":174,"meta":175,"style":175},"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",[161,1099,1100,1106,1113],{"__ignoreMap":175},[179,1101,1102,1104],{"class":181,"line":182},[179,1103,186],{"class":185},[179,1105,190],{"class":189},[179,1107,1108,1110],{"class":181,"line":193},[179,1109,1038],{"class":196},[179,1111,1112],{"class":200},"                          # 进入交互模式\n",[179,1114,1115,1117],{"class":181,"line":204},[179,1116,208],{"class":207},[179,1118,1119],{"class":211}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[34,1121,1122],{},"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。",[66,1124,1126],{"id":1125},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[34,1128,1129,1130,1133],{},"Claude Code 2.x 引入了 ",[107,1131,1132],{"href":834},"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：",[170,1135,1137],{"className":172,"code":1136,"language":174,"meta":175,"style":175},"\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",[161,1138,1139,1146,1153,1161],{"__ignoreMap":175},[179,1140,1141,1143],{"class":181,"line":182},[179,1142,1067],{"class":196},[179,1144,1145],{"class":200},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[179,1147,1148,1150],{"class":181,"line":193},[179,1149,1063],{"class":196},[179,1151,1152],{"class":200},"               # 复制当前会话到后台并行推进\n",[179,1154,1155,1158],{"class":181,"line":204},[179,1156,1157],{"class":196},"\u002Fagents",[179,1159,1160],{"class":200},"             # 管理子代理\n",[179,1162,1163,1166],{"class":181,"line":305},[179,1164,1165],{"class":196},"\u002Ftasks",[179,1167,1168],{"class":200},"              # 列出后台运行的子代理\n",[34,1170,1171,1172,1177,1178,1180,1181,1183],{},"据 ",[107,1173,1176],{"href":1174,"rel":1175},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[111],"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，",[161,1179,1067],{}," 取代了旧的内联子 agent 写法，",[161,1182,1063],{}," 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。",[66,1185,1187],{"id":1186},"slash-命令生产力关键","Slash 命令（生产力关键）",[34,1189,1190],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[415,1192,1193,1203],{},[418,1194,1195],{},[421,1196,1197,1200],{},[424,1198,1199],{},"命令",[424,1201,1202],{},"用途",[434,1204,1205,1217,1227,1241,1251,1261,1271,1281,1291,1301,1311,1321,1331],{},[421,1206,1207,1211],{},[439,1208,1209],{},[161,1210,163],{},[439,1212,1213,1214,1216],{},"第一次进入仓库时跑，生成 ",[161,1215,167],{},"（项目记忆）",[421,1218,1219,1224],{},[439,1220,1221],{},[161,1222,1223],{},"\u002Fmemory",[439,1225,1226],{},"编辑长期记忆",[421,1228,1229,1234],{},[439,1230,1231],{},[161,1232,1233],{},"\u002Fclear",[439,1235,1236,1237,1240],{},"清空当前对话，重新开始（",[37,1238,1239],{},"最被低估的命令","）",[421,1242,1243,1248],{},[439,1244,1245],{},[161,1246,1247],{},"\u002Fcompact",[439,1249,1250],{},"长对话压缩，挽救快爆炸的 context window",[421,1252,1253,1258],{},[439,1254,1255],{},[161,1256,1257],{},"\u002Fcontext",[439,1259,1260],{},"显示当前 context 用量",[421,1262,1263,1268],{},[439,1264,1265],{},[161,1266,1267],{},"\u002Fplan",[439,1269,1270],{},"切到 plan 模式（只规划不执行）",[421,1272,1273,1278],{},[439,1274,1275],{},[161,1276,1277],{},"\u002Fmodel",[439,1279,1280],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[421,1282,1283,1288],{},[439,1284,1285],{},[161,1286,1287],{},"\u002Fdiff",[439,1289,1290],{},"看本轮所有改动",[421,1292,1293,1298],{},[439,1294,1295],{},[161,1296,1297],{},"\u002Fcode-review",[439,1299,1300],{},"对 diff 跑代码审查",[421,1302,1303,1308],{},[439,1304,1305],{},[161,1306,1307],{},"\u002Frewind",[439,1309,1310],{},"回滚到任意 checkpoint（代码 + 对话）",[421,1312,1313,1318],{},[439,1314,1315],{},[161,1316,1317],{},"\u002Fmcp",[439,1319,1320],{},"管理 MCP 服务器",[421,1322,1323,1328],{},[439,1324,1325],{},[161,1326,1327],{},"\u002Fdoctor",[439,1329,1330],{},"排查环境问题",[421,1332,1333,1342],{},[439,1334,1335,1338,1339],{},[161,1336,1337],{},"\u002Fresume"," ",[161,1340,1341],{},"\u002Fbranch",[439,1343,1344],{},"回到 \u002F fork 历史对话",[34,1346,1347,1352,1353,1355,1356,1358,1359,1362],{},[107,1348,1351],{"href":1349,"rel":1350},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[111],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[161,1354,1247],{},"（每 20-30 分钟一次防止 context drift）、",[161,1357,1233],{},"（新任务开新会话）、自定义命令（写在 ",[161,1360,1361],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[66,1364,1366],{"id":1365},"mcp-集成一等公民","MCP 集成（一等公民）",[34,1368,1369,1371,1372,1375],{},[107,1370,842],{"href":841}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[161,1373,1374],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[170,1377,1381],{"className":1378,"code":1379,"language":1380,"meta":175,"style":175},"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",[161,1382,1383,1388,1396,1403,1417,1437,1442,1447],{"__ignoreMap":175},[179,1384,1385],{"class":181,"line":182},[179,1386,1387],{"class":211},"{\n",[179,1389,1390,1393],{"class":181,"line":193},[179,1391,1392],{"class":185},"  \"mcpServers\"",[179,1394,1395],{"class":211},": {\n",[179,1397,1398,1401],{"class":181,"line":204},[179,1399,1400],{"class":185},"    \"postgres\"",[179,1402,1395],{"class":211},[179,1404,1405,1408,1411,1414],{"class":181,"line":305},[179,1406,1407],{"class":185},"      \"command\"",[179,1409,1410],{"class":211},": ",[179,1412,1413],{"class":189},"\"npx\"",[179,1415,1416],{"class":211},",\n",[179,1418,1419,1422,1425,1428,1431,1434],{"class":181,"line":311},[179,1420,1421],{"class":185},"      \"args\"",[179,1423,1424],{"class":211},": [",[179,1426,1427],{"class":189},"\"@modelcontextprotocol\u002Fserver-postgres\"",[179,1429,1430],{"class":211},", ",[179,1432,1433],{"class":189},"\"postgresql:\u002F\u002F...\"",[179,1435,1436],{"class":211},"]\n",[179,1438,1439],{"class":181,"line":326},[179,1440,1441],{"class":211},"    }\n",[179,1443,1444],{"class":181,"line":331},[179,1445,1446],{"class":211},"  }\n",[179,1448,1449],{"class":181,"line":337},[179,1450,1451],{"class":211},"}\n",[34,1453,1454],{},"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。",[66,1456,1458],{"id":1457},"后台-远程模式","后台 \u002F 远程模式",[34,1460,1461,1464,1465,1468,1469,1472],{},[161,1462,1463],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[161,1466,1467],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[161,1470,1471],{},"\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\"。",[22,1474,406],{"id":406},[34,1476,1477,1478,1483,1484,1489],{},"根据 ",[107,1479,1482],{"href":1480,"rel":1481},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[111],"explainx.ai 2026-06 评测"," 和 ",[107,1485,1488],{"href":1486,"rel":1487},"https:\u002F\u002Fclaude.com\u002Fpricing",[111],"Anthropic 官方定价"," 整理：",[415,1491,1492,1502],{},[418,1493,1494],{},[421,1495,1496,1498,1500],{},[424,1497,426],{},[424,1499,429],{},[424,1501,432],{},[434,1503,1504,1517,1530,1543,1556],{},[421,1505,1506,1511,1514],{},[439,1507,1508],{},[37,1509,1510],{},"BYOK（自带 API key）",[439,1512,1513],{},"按 token 计费",[439,1515,1516],{},"全自由，但单月烧到 $500+ 也常见",[421,1518,1519,1524,1527],{},[439,1520,1521],{},[37,1522,1523],{},"Pro",[439,1525,1526],{},"$20\u002F月（年付 ~$17）",[439,1528,1529],{},"个人开发者，每天 1-4 小时",[421,1531,1532,1537,1540],{},[439,1533,1534],{},[37,1535,1536],{},"Max 5x",[439,1538,1539],{},"$100\u002F月",[439,1541,1542],{},"重度用户 + Opus 模型访问",[421,1544,1545,1550,1553],{},[439,1546,1547],{},[37,1548,1549],{},"Max 20x",[439,1551,1552],{},"$200\u002F月",[439,1554,1555],{},"8h+ agentic 工作流 \u002F 团队共享",[421,1557,1558,1563,1566],{},[439,1559,1560],{},[37,1561,1562],{},"Team Premium",[439,1564,1565],{},"$100\u002Fseat 年付 \u002F $125 月付",[439,1567,1568],{},"团队，含管理",[34,1570,1571],{},"API token 价格（2026-07 公开数据）：",[74,1573,1574,1580,1586],{},[77,1575,1576,1579],{},[37,1577,1578],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[77,1581,1582,1585],{},[37,1583,1584],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[77,1587,1588],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[57,1590,1591],{},[34,1592,1593,1594,1597,1598,1601],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[37,1595,1596],{},"87.6%","、Sonnet 5 ",[37,1599,1600],{},"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。",[34,1603,1604,1609],{},[107,1605,1608],{"href":1606,"rel":1607},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[111],"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。",[22,1611,269],{"id":268},[170,1613,1615],{"className":172,"code":1614,"language":174,"meta":175,"style":175},"# 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",[161,1616,1617,1622,1635,1639,1644,1657,1661,1666,1679,1683,1688,1695,1708,1713,1727,1732,1738,1745,1755],{"__ignoreMap":175},[179,1618,1619],{"class":181,"line":182},[179,1620,1621],{"class":200},"# macOS \u002F Linux \u002F Windows (WSL)\n",[179,1623,1624,1626,1628,1631,1633],{"class":181,"line":193},[179,1625,284],{"class":196},[179,1627,287],{"class":185},[179,1629,1630],{"class":189}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[179,1632,293],{"class":207},[179,1634,296],{"class":196},[179,1636,1637],{"class":181,"line":204},[179,1638,302],{"emptyLinePlaceholder":301},[179,1640,1641],{"class":181,"line":305},[179,1642,1643],{"class":200},"# macOS 用 Homebrew\n",[179,1645,1646,1649,1651,1654],{"class":181,"line":311},[179,1647,1648],{"class":196},"brew",[179,1650,317],{"class":189},[179,1652,1653],{"class":185}," --cask",[179,1655,1656],{"class":189}," claude-code\n",[179,1658,1659],{"class":181,"line":326},[179,1660,302],{"emptyLinePlaceholder":301},[179,1662,1663],{"class":181,"line":331},[179,1664,1665],{"class":200},"# Windows PowerShell\n",[179,1667,1668,1671,1674,1676],{"class":181,"line":337},[179,1669,1670],{"class":196},"irm",[179,1672,1673],{"class":189}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[179,1675,293],{"class":207},[179,1677,1678],{"class":196}," iex\n",[179,1680,1681],{"class":181,"line":343},[179,1682,302],{"emptyLinePlaceholder":301},[179,1684,1685],{"class":181,"line":351},[179,1686,1687],{"class":200},"# 验证 + 登录\n",[179,1689,1690,1692],{"class":181,"line":356},[179,1691,1038],{"class":196},[179,1693,1694],{"class":185}," --version\n",[179,1696,1697,1699,1702,1705],{"class":181,"line":362},[179,1698,1038],{"class":196},[179,1700,1701],{"class":189}," auth",[179,1703,1704],{"class":189}," login",[179,1706,1707],{"class":200},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[179,1709,1710],{"class":181,"line":369},[179,1711,1712],{"class":200},"# 或用 API key\n",[179,1714,1715,1718,1721,1724],{"class":181,"line":380},[179,1716,1717],{"class":207},"export",[179,1719,1720],{"class":211}," ANTHROPIC_API_KEY",[179,1722,1723],{"class":207},"=",[179,1725,1726],{"class":211},"sk-ant-...\n",[179,1728,1730],{"class":181,"line":1729},15,[179,1731,302],{"emptyLinePlaceholder":301},[179,1733,1735],{"class":181,"line":1734},16,[179,1736,1737],{"class":200},"# 进项目，启动\n",[179,1739,1741,1743],{"class":181,"line":1740},17,[179,1742,186],{"class":185},[179,1744,190],{"class":189},[179,1746,1748,1750,1752],{"class":181,"line":1747},18,[179,1749,1038],{"class":196},[179,1751,374],{"class":189},[179,1753,1754],{"class":200},"               # 生成 CLAUDE.md\n",[179,1756,1758,1760],{"class":181,"line":1757},19,[179,1759,1038],{"class":196},[179,1761,1762],{"class":200},"                     # 进入交互模式\n",[22,1764,1765],{"id":1765},"国内使用注意事项",[1767,1768,1769,1775,1781,1787],"ol",{},[77,1770,1771,1774],{},[37,1772,1773],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[77,1776,1777,1780],{},[37,1778,1779],{},"支付","：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",[77,1782,1783,1786],{},[37,1784,1785],{},"网络","：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[77,1788,1789,1792,1793,1797,1798,1802,1803,820,1807,1811],{},[37,1790,1791],{},"替代路径","：用 ",[107,1794,1796],{"href":1795},"\u002Fcoding\u002Fcli\u002Faider.html","Aider"," 或 ",[107,1799,1801],{"href":1800},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[107,1804,1806],{"href":1805},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[107,1808,1810],{"href":1809},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[22,1813,557],{"id":557},[415,1815,1816,1840],{},[418,1817,1818],{},[421,1819,1820,1822,1824,1830,1836],{},[424,1821,566],{},[424,1823,574],{},[424,1825,1826],{},[107,1827,1829],{"href":1828},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[424,1831,1832],{},[107,1833,1835],{"href":1834},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[424,1837,1838],{},[107,1839,1796],{"href":1795},[434,1841,1842,1856,1870,1888,1910,1924,1938,1954],{},[421,1843,1844,1846,1849,1852,1854],{},[439,1845,593],{},[439,1847,1848],{},"CLI（IDE 无关）",[439,1850,1851],{},"AI-first IDE",[439,1853,599],{},[439,1855,599],{},[421,1857,1858,1861,1863,1865,1867],{},[439,1859,1860],{},"长任务能力",[439,1862,695],{},[439,1864,648],{},[439,1866,648],{},[439,1868,1869],{},"★★★☆☆",[421,1871,1872,1875,1882,1884,1886],{},[439,1873,1874],{},"上下文管理",[439,1876,1877,1878,1338,1880],{},"★★★★★ ",[161,1879,1247],{},[161,1881,1233],{},[439,1883,648],{},[439,1885,648],{},[439,1887,1869],{},[421,1889,1890,1893,1901,1904,1907],{},[439,1891,1892],{},"子代理 \u002F 并行",[439,1894,1895,1896,1338,1898,1240],{},"✅（",[161,1897,1157],{},[161,1899,1900],{},"\u002Fbatch",[439,1902,1903],{},"部分（Bug bot）",[439,1905,1906],{},"⚠️ 有限",[439,1908,1909],{},"❌",[421,1911,1912,1915,1918,1920,1922],{},[439,1913,1914],{},"MCP 支持",[439,1916,1917],{},"★★★★★ 一等公民",[439,1919,648],{},[439,1921,1869],{},[439,1923,1909],{},[421,1925,1926,1929,1931,1933,1935],{},[439,1927,1928],{},"Git 集成",[439,1930,648],{},[439,1932,1869],{},[439,1934,1869],{},[439,1936,1937],{},"★★★★★ 每改即 commit",[421,1939,1940,1942,1945,1948,1951],{},[439,1941,704],{},[439,1943,1944],{},"高（账号+支付+网络）",[439,1946,1947],{},"高（账号+支付）",[439,1949,1950],{},"高",[439,1952,1953],{},"低（BYOK 国产模型）",[421,1955,1956,1958,1960,1963,1965],{},[439,1957,429],{},[439,1959,725],{},[439,1961,1962],{},"$20\u002F月",[439,1964,725],{},[439,1966,1967],{},"仅 API 成本",[34,1969,1970,156],{},[37,1971,1972],{},"选 Claude Code 如果你",[74,1974,1975,1978,1981,1984],{},[77,1976,1977],{},"重视长任务自主性 + 上下文管理",[77,1979,1980],{},"JetBrains \u002F Vim 用户，不想换 IDE",[77,1982,1983],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[77,1985,1986],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[34,1988,1989,156],{},[37,1990,1991],{},"别选 Claude Code 如果你",[74,1993,1994,2000,2005],{},[77,1995,1996,1997,1999],{},"国内、个人、预算紧（去 ",[107,1998,1796],{"href":1795}," + DeepSeek）",[77,2001,2002,2003,1240],{},"想要纯 IDE 内 inline 体验（",[107,2004,1829],{"href":1828},[77,2006,2007,2008,1240],{},"主要写补全而非 agent 任务（",[107,2009,2011],{"href":2010},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[22,2013,2014],{"id":2014},"避坑清单",[74,2016,2017,2030,2045,2059,2067,2085,2099,2105],{},[77,2018,2019,2025,2026,2029],{},[37,2020,2021,2024],{},[161,2022,2023],{},"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 ",[161,2027,2028],{},"env | grep ANTHROPIC"," 检查",[77,2031,2032,2038,2039,2041,2042,2044],{},[37,2033,2034,2035,2037],{},"长会话不 ",[161,2036,1247],{}," 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 ",[161,2040,1247],{}," 一次或 ",[161,2043,1233],{}," 开新会话",[77,2046,2047,2052,2053,2058],{},[37,2048,2049,2051],{},[161,2050,1277],{}," 切换是个坑","：跨模型切会丢部分 context ",[107,2054,2057],{"href":2055,"rel":2056},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[111],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[77,2060,2061,2066],{},[37,2062,2063,2065],{},[161,2064,163],{}," 生成的 CLAUDE.md 要 review","：自动生成的会有冗余\u002F错误，第一次进项目花 5 分钟整理",[77,2068,2069,2074,2075,1338,2078,1338,2081,2084],{},[37,2070,2071,2073],{},[161,2072,1361],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[161,2076,2077],{},"\u002Fdeploy",[161,2079,2080],{},"\u002Fmigrate",[161,2082,2083],{},"\u002Freview-pr","，提交进 git",[77,2086,2087,2090,2091,2094,2095,2098],{},[37,2088,2089],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[161,2092,2093],{},"--permission-mode plan"," 或开 ",[161,2096,2097],{},"acceptEdits"," 但配合 git worktree",[77,2100,2101,2104],{},[37,2102,2103],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[77,2106,2107,2110],{},[37,2108,2109],{},"API token 烧钱速度","：BYOK 模式下，复杂 refactor 单次任务可能消耗几百万 token",[22,2112,812],{"id":812},[74,2114,2115,2129,2143,2155],{},[77,2116,817,2117,820,2119,820,2123,820,2125,820,2127],{},[107,2118,1829],{"href":1828},[107,2120,2122],{"href":2121},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[107,2124,1835],{"href":1834},[107,2126,1796],{"href":1795},[107,2128,1801],{"href":1800},[77,2130,831,2131,820,2133,820,2137,820,2139],{},[107,2132,835],{"href":834},[107,2134,2136],{"href":2135},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[107,2138,842],{"href":841},[107,2140,2142],{"href":2141},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[77,2144,848,2145,820,2147,820,2151],{},[107,2146,1059],{"href":1058},[107,2148,2150],{"href":2149},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[107,2152,2154],{"href":2153},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[77,2156,862,2157,820,2159],{},[107,2158,866],{"href":865},[107,2160,2162],{"href":2161},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[22,2164,873],{"id":873},[74,2166,2167,2174,2181,2188,2195,2201],{},[77,2168,2169,2170],{},"官网：",[107,2171,2172],{"href":2172,"rel":2173},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[111],[77,2175,2176,2177],{},"官方文档：",[107,2178,2179],{"href":2179,"rel":2180},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[111],[77,2182,2183,2184],{},"GitHub：",[107,2185,2186],{"href":2186,"rel":2187},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[111],[77,2189,2190,2191],{},"CLI Reference：",[107,2192,2193],{"href":2193,"rel":2194},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[111],[77,2196,2197,2198],{},"官方定价：",[107,2199,1486],{"href":1486,"rel":2200},[111],[77,2202,2203],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[34,2205,911,2206,916],{},[107,2207,915],{"href":914},[918,2209,920],{},{"title":175,"searchDepth":204,"depth":204,"links":2211},[2212,2213,2220,2221,2222,2223,2224,2225,2226],{"id":24,"depth":193,"text":25},{"id":1080,"depth":193,"text":1080,"children":2214},[2215,2216,2217,2218,2219],{"id":1083,"depth":204,"text":1084},{"id":1125,"depth":204,"text":1126},{"id":1186,"depth":204,"text":1187},{"id":1365,"depth":204,"text":1366},{"id":1457,"depth":204,"text":1458},{"id":406,"depth":193,"text":406},{"id":268,"depth":193,"text":269},{"id":1765,"depth":193,"text":1765},{"id":557,"depth":193,"text":557},{"id":2014,"depth":193,"text":2014},{"id":812,"depth":193,"text":812},{"id":873,"depth":193,"text":873},"\u002Fimg\u002Ftools\u002Fclaude-code.webp","Claude Code 2026 真实评测：Anthropic 官方 CLI 编程 Agent，适合终端、SSH、JetBrains\u002FVim 用户和长任务代码改造。本文整理安装使用、Sub-agents、Slash 命令、MCP、价格套餐、国内使用门槛，以及和 Cursor、Aider、Codex CLI 的区别。",false,[950],{},[2233,2234,2235],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[2237,2238,2239],"国内裸跑（账号 \u002F 支付 \u002F 网络三关）","预算 ¥100\u002F月以内的个人开发者","只想做基础代码补全（用 GitHub Copilot 更经济）","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",[963,964,965],[2243,2249,2254,2258],{"plan":2244,"price":2245,"limit":2246,"cn_pay":2247,"note":2248},"Pay-as-go","按 API token 计费","Sonnet $3\u002F$15 per Mtok，Opus $15\u002F$75","✅ 第三方中转支持支付宝","BYOK 模式",{"plan":2250,"price":1962,"limit":2251,"cn_pay":2252,"note":2253},"Claude Pro","约 1-4 小时\u002F天活跃编码","⚠️ 需海外卡","网页 + Code 共享额度",{"plan":2255,"price":1539,"limit":2256,"cn_pay":2252,"note":2257},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":2259,"price":1552,"limit":2260,"cn_pay":2252,"note":2261},"Claude Max 20x","Pro 的 20 倍 + 优先队列","8h+\u002F天 agentic 工作流","API 按 token 计费 \u002F Pro $20 \u002F Max $100-$200 \u002F Team Premium $100-$125 seat","2026-06-18",[2265,2266,2267,2268,2269,2270],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":311,"ux":305,"price":204,"cn_support":193,"stability":305},{"title":574,"description":2228},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[2275,2277,2278,2280,2283,2285],{"title":2276,"url":2179},"Claude Code 官方文档",{"title":1488,"url":1486},{"title":2279,"url":2193},"Claude Code CLI Reference",{"title":2281,"url":2282},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":2284,"url":1174},"Claude Code Cheat Sheet 2026",{"title":2286,"url":2186},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[2289,2290,2291,2292,2293],"JetBrains \u002F Vim \u002F Emacs 用户（不想换编辑器）","需要长任务自主规划（>30min 单次任务）","服务器开发、运维脚本、CI\u002FCD 场景","需要在 SSH 远程主机上跑 AI 编程","重视稳定性 + 长上下文连贯性","Anthropic 官方终端 AI Coding Agent，长任务能力业界第一梯队",[943,1007,1008,1023,2296,2297],"long-task","mcp","2026-07-20","Cursor 的强力补充。终端原生、IDE 无关、长任务跑得比 Cursor 稳。但 API 计费贵且国内更难用。","0q7_OctUKQGecMZwXgjzZZKq1o_NCACWKQbqEvm25D8",{"id":2302,"title":580,"alternatives":2303,"api_compatible":2304,"body":2308,"category":943,"chinese_friendly":204,"cover":3270,"description":3271,"domestic":2229,"extension":946,"faq":947,"free":301,"github":109,"languages":3272,"lastVerified":951,"meta":3273,"models":3274,"navigation":301,"notSuitable":3281,"opensource":301,"path":3286,"pillar":961,"platforms":3287,"priceTable":3288,"pricing":3301,"published":982,"relatedPlaybooks":947,"relatedReviews":947,"score":3302,"self_host":301,"seo":3303,"seoTitle":3304,"slug":13,"sources":3305,"stem":3316,"suitable":3317,"tagline":3323,"tags":3324,"updated":982,"verdict":3327,"website":3216,"__hash__":3328},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fopencode.md",[12,1019,1020],[1023,16,2305,2306,2307],"google","openrouter","ollama",{"type":19,"value":2309,"toc":3249},[2310,2312,2330,2335,2337,2341,2348,2373,2376,2383,2387,2394,2432,2439,2543,2550,2554,2557,2566,2570,2578,2581,2583,2585,2731,2733,2746,2753,2755,2764,2766,2772,2843,2846,2853,2855,2887,2889,2923,2925,3079,3084,3098,3103,3119,3121,3127,3136,3142,3148,3154,3160,3162,3208,3210,3243,3247],[22,2311,25],{"id":24},[27,2313,2315,2320],{"className":2314},[30,31,32],[34,2316,2317,2319],{},[37,2318,39],{}," OpenCode 是一款完全开源的终端 AI Coding Agent，由 SST 团队用 TypeScript 打造，GitHub 99.8K Star 量级。它把\"终端原生 Agent\"这件事做到了极致——TUI 界面、多会话并行、75+ 模型任意切换、BYOK 完全免费，是 Claude Code 在开源侧最像样的免费平替。",[34,2321,47,2322,2325,2326,2329],{},[37,2323,2324],{},"模型自由","——同一个 Agent 内核，今天用 Claude Sonnet 4 跑难活，明天切 GPT-5 跑审查，后天切 DeepSeek-V3 省钱，全靠 API key 切换，不绑定任何订阅。代价是 ",[37,2327,2328],{},"配置门槛","：多模型路由、provider 配置、本地模型接入都需要手动折腾，稳定性也强依赖你接的 API 质量。",[57,2331,2332],{},[34,2333,2334],{},"来源说明：本文基于 opencode.ai 官方文档、GitHub sst\u002Fopencode 仓库、社区评测与第三方对比整理。OpenCode 迭代极快（几乎每周发版），命令和模型支持列表请以最新官方文档为准。",[22,2336,64],{"id":64},[66,2338,2340],{"id":2339},"终端原生-tui多会话并行","终端原生 TUI，多会话并行",[34,2342,2343,2344,2347],{},"OpenCode 不是又一个\"AI IDE 插件\"，而是独立的终端程序。装好后在任何项目根目录跑 ",[161,2345,2346],{},"opencode","，就进入一个全屏的 TUI（终端用户界面）：左侧文件树、中间对话、右侧 diff 预览，所有操作用键盘完成。这套交互对 Vim \u002F Neovim \u002F tmux 用户极度友好——不抢编辑器焦点，开个分屏就能用。",[170,2349,2351],{"className":172,"code":2350,"language":174,"meta":175,"style":175},"cd your-project\nopencode                       # 进入 TUI 交互模式\n> 把这个 Express 项目迁移到 Fastify，跑通测试再提交\n",[161,2352,2353,2359,2366],{"__ignoreMap":175},[179,2354,2355,2357],{"class":181,"line":182},[179,2356,186],{"class":185},[179,2358,190],{"class":189},[179,2360,2361,2363],{"class":181,"line":193},[179,2362,2346],{"class":196},[179,2364,2365],{"class":200},"                       # 进入 TUI 交互模式\n",[179,2367,2368,2370],{"class":181,"line":204},[179,2369,208],{"class":207},[179,2371,2372],{"class":211}," 把这个 Express 项目迁移到 Fastify，跑通测试再提交\n",[34,2374,2375],{},"它会自动：扫描相关文件 → 给出迁移计划 → 等你确认 → 多文件改写 → 跑测试 → 生成 commit message。整个过程你可以在另一个窗口继续写代码，互不干扰。",[34,2377,2378,2379,2382],{},"TUI 之外，OpenCode 还支持 ",[37,2380,2381],{},"多会话并行","——一个终端里同时挂多个独立 agent 会话，每个有自己的 context 和模型配置。典型用法：一个会话用 Claude Sonnet 跑主开发，另一个用 GPT-5 跑代码审查，第三个用 DeepSeek 跑文档生成，互不污染上下文。这是 Claude Code（单会话为主，子代理是隔离派发）之外另一种\"并行\"思路。",[66,2384,2386],{"id":2385},"_75-模型-byok一个-agent-全通吃","75+ 模型 BYOK，一个 Agent 全通吃",[34,2388,2389,2390,2393],{},"OpenCode 最硬的能力是 ",[37,2391,2392],{},"模型中立","。它不绑死任何厂商，通过 provider 配置接入 75+ 模型，包括：",[74,2395,2396,2402,2408,2414,2420,2426],{},[77,2397,2398,2401],{},[37,2399,2400],{},"Anthropic","：Claude Opus 4 \u002F Sonnet 4 \u002F Haiku 4 全系",[77,2403,2404,2407],{},[37,2405,2406],{},"OpenAI","：GPT-5 \u002F GPT-4.1 \u002F o 系列推理模型",[77,2409,2410,2413],{},[37,2411,2412],{},"Google","：Gemini 2.5 Pro \u002F Flash",[77,2415,2416,2419],{},[37,2417,2418],{},"国产","：DeepSeek-V3、Qwen-Max、GLM-5、Kimi K2",[77,2421,2422,2425],{},[37,2423,2424],{},"本地","：Ollama、LM Studio 任何 GGUF 模型",[77,2427,2428,2431],{},[37,2429,2430],{},"中转","：OpenRouter \u002F 火山引擎 \u002F 硅基流动 一个 key 调全部",[34,2433,2434,2435,2438],{},"配置写在 ",[161,2436,2437],{},"opencode.json"," 里，按模型 \u002F 按场景 \u002F 按成本分配：",[170,2440,2442],{"className":1378,"code":2441,"language":1380,"meta":175,"style":175},"{\n  \"models\": {\n    \"hard\": { \"provider\": \"anthropic\", \"model\": \"claude-sonnet-4\" },\n    \"cheap\": { \"provider\": \"deepseek\", \"model\": \"deepseek-v3\" },\n    \"local\": { \"provider\": \"ollama\", \"model\": \"qwen2.5-coder:32b\" }\n  }\n}\n",[161,2443,2444,2448,2455,2484,2509,2535,2539],{"__ignoreMap":175},[179,2445,2446],{"class":181,"line":182},[179,2447,1387],{"class":211},[179,2449,2450,2453],{"class":181,"line":193},[179,2451,2452],{"class":185},"  \"models\"",[179,2454,1395],{"class":211},[179,2456,2457,2460,2463,2466,2468,2471,2473,2476,2478,2481],{"class":181,"line":204},[179,2458,2459],{"class":185},"    \"hard\"",[179,2461,2462],{"class":211},": { ",[179,2464,2465],{"class":185},"\"provider\"",[179,2467,1410],{"class":211},[179,2469,2470],{"class":189},"\"anthropic\"",[179,2472,1430],{"class":211},[179,2474,2475],{"class":185},"\"model\"",[179,2477,1410],{"class":211},[179,2479,2480],{"class":189},"\"claude-sonnet-4\"",[179,2482,2483],{"class":211}," },\n",[179,2485,2486,2489,2491,2493,2495,2498,2500,2502,2504,2507],{"class":181,"line":305},[179,2487,2488],{"class":185},"    \"cheap\"",[179,2490,2462],{"class":211},[179,2492,2465],{"class":185},[179,2494,1410],{"class":211},[179,2496,2497],{"class":189},"\"deepseek\"",[179,2499,1430],{"class":211},[179,2501,2475],{"class":185},[179,2503,1410],{"class":211},[179,2505,2506],{"class":189},"\"deepseek-v3\"",[179,2508,2483],{"class":211},[179,2510,2511,2514,2516,2518,2520,2523,2525,2527,2529,2532],{"class":181,"line":311},[179,2512,2513],{"class":185},"    \"local\"",[179,2515,2462],{"class":211},[179,2517,2465],{"class":185},[179,2519,1410],{"class":211},[179,2521,2522],{"class":189},"\"ollama\"",[179,2524,1430],{"class":211},[179,2526,2475],{"class":185},[179,2528,1410],{"class":211},[179,2530,2531],{"class":189},"\"qwen2.5-coder:32b\"",[179,2533,2534],{"class":211}," }\n",[179,2536,2537],{"class":181,"line":326},[179,2538,1446],{"class":211},[179,2540,2541],{"class":181,"line":331},[179,2542,1451],{"class":211},[34,2544,2545,2546,2549],{},"之后在 TUI 里用 ",[161,2547,2548],{},"\u002Fmodel hard"," 一键切换。这种\"模型即配置\"的设计，让省钱和跑难活不再冲突——难的活上 Sonnet，简单的活（注释、文档、测试用例）下放给 DeepSeek，单月成本能压到订阅制的零头。",[66,2551,2553],{"id":2552},"agent-工具链文件操作终端执行mcp","Agent 工具链：文件操作、终端执行、MCP",[34,2555,2556],{},"作为 Agent，OpenCode 内置了完整的工具链：读写文件、执行 shell 命令、跑测试、grep 搜索、git 操作。所有工具调用都在 TUI 里可见可审批，你可以随时打断、回滚。",[34,2558,2559,2560,2562,2563,2565],{},"它同样支持 ",[107,2561,842],{"href":841}," 协议——配置 ",[161,2564,1374],{}," 后就能在对话里调数据库、调浏览器、调任意 MCP server。这一点和 Claude Code 是同一套生态，迁移成本低。",[66,2567,2569],{"id":2568},"开源-自托管","开源 + 自托管",[34,2571,2572,2573,2577],{},"OpenCode 是 ",[107,2574,2576],{"href":109,"rel":2575},[111],"MIT 协议开源","，TypeScript 全栈，可读可改可自托管。企业担心数据出墙的，可以自建一套：本地 Ollama 模型 + 本地 MCP server + 内网 git，全程不出公司网络。这是闭源的 Claude Code \u002F Cursor 拿不到的优势。",[34,2579,2580],{},"社区活跃度是它的隐形护城河——GitHub 99.8K Star、issue 响应快、第三方插件（LSP 集成、自定义工具、模型 adapter）持续涌现。一个开源 Agent 能跑到这个量级，意味着生态可持续。",[22,2582,265],{"id":265},[66,2584,269],{"id":268},[170,2586,2588],{"className":172,"code":2587,"language":174,"meta":175,"style":175},"# macOS \u002F Linux\ncurl -fsSL https:\u002F\u002Fopencode.ai\u002Finstall.sh | bash\n\n# Windows PowerShell\nirm https:\u002F\u002Fopencode.ai\u002Finstall.ps1 | iex\n\n# 或 npm 全局安装（需 Node 18+）\nnpm install -g opencode\n\n# 验证\nopencode --version\n\n# 配置 API key（任选其一）\nexport ANTHROPIC_API_KEY=sk-ant-...\nexport OPENAI_API_KEY=sk-...\nexport OPENROUTER_API_KEY=sk-or-...      # 一个 key 调 75+ 模型\n\n# 进项目启动\ncd your-project\nopencode                          # 进入 TUI\n",[161,2589,2590,2595,2608,2612,2616,2627,2631,2636,2647,2651,2656,2662,2666,2671,2681,2693,2708,2712,2717,2723],{"__ignoreMap":175},[179,2591,2592],{"class":181,"line":182},[179,2593,2594],{"class":200},"# macOS \u002F Linux\n",[179,2596,2597,2599,2601,2604,2606],{"class":181,"line":193},[179,2598,284],{"class":196},[179,2600,287],{"class":185},[179,2602,2603],{"class":189}," https:\u002F\u002Fopencode.ai\u002Finstall.sh",[179,2605,293],{"class":207},[179,2607,296],{"class":196},[179,2609,2610],{"class":181,"line":204},[179,2611,302],{"emptyLinePlaceholder":301},[179,2613,2614],{"class":181,"line":305},[179,2615,1665],{"class":200},[179,2617,2618,2620,2623,2625],{"class":181,"line":311},[179,2619,1670],{"class":196},[179,2621,2622],{"class":189}," https:\u002F\u002Fopencode.ai\u002Finstall.ps1",[179,2624,293],{"class":207},[179,2626,1678],{"class":196},[179,2628,2629],{"class":181,"line":326},[179,2630,302],{"emptyLinePlaceholder":301},[179,2632,2633],{"class":181,"line":331},[179,2634,2635],{"class":200},"# 或 npm 全局安装（需 Node 18+）\n",[179,2637,2638,2640,2642,2644],{"class":181,"line":337},[179,2639,314],{"class":196},[179,2641,317],{"class":189},[179,2643,320],{"class":185},[179,2645,2646],{"class":189}," opencode\n",[179,2648,2649],{"class":181,"line":343},[179,2650,302],{"emptyLinePlaceholder":301},[179,2652,2653],{"class":181,"line":351},[179,2654,2655],{"class":200},"# 验证\n",[179,2657,2658,2660],{"class":181,"line":356},[179,2659,2346],{"class":196},[179,2661,1694],{"class":185},[179,2663,2664],{"class":181,"line":362},[179,2665,302],{"emptyLinePlaceholder":301},[179,2667,2668],{"class":181,"line":369},[179,2669,2670],{"class":200},"# 配置 API key（任选其一）\n",[179,2672,2673,2675,2677,2679],{"class":181,"line":380},[179,2674,1717],{"class":207},[179,2676,1720],{"class":211},[179,2678,1723],{"class":207},[179,2680,1726],{"class":211},[179,2682,2683,2685,2688,2690],{"class":181,"line":1729},[179,2684,1717],{"class":207},[179,2686,2687],{"class":211}," OPENAI_API_KEY",[179,2689,1723],{"class":207},[179,2691,2692],{"class":211},"sk-...\n",[179,2694,2695,2697,2700,2702,2705],{"class":181,"line":1734},[179,2696,1717],{"class":207},[179,2698,2699],{"class":211}," OPENROUTER_API_KEY",[179,2701,1723],{"class":207},[179,2703,2704],{"class":211},"sk-or-...      ",[179,2706,2707],{"class":200},"# 一个 key 调 75+ 模型\n",[179,2709,2710],{"class":181,"line":1740},[179,2711,302],{"emptyLinePlaceholder":301},[179,2713,2714],{"class":181,"line":1747},[179,2715,2716],{"class":200},"# 进项目启动\n",[179,2718,2719,2721],{"class":181,"line":1757},[179,2720,186],{"class":185},[179,2722,190],{"class":189},[179,2724,2726,2728],{"class":181,"line":2725},20,[179,2727,2346],{"class":196},[179,2729,2730],{"class":200},"                          # 进入 TUI\n",[66,2732,388],{"id":388},[34,2734,2735,2736,2738,2739,2741,2742,2745],{},"实际用下来，OpenCode 的 TUI 体验是开源侧最接近 Claude Code 的。键盘流操作丝滑，diff 实时预览，会话切换比 Claude Code 的 ",[161,2737,1337],{}," 更直观（直接在侧栏点）。多模型切换是杀手锏：跑一个大 refactor 前先 ",[161,2740,2548],{}," 上 Sonnet，跑完切 ",[161,2743,2744],{},"\u002Fmodel cheap"," 让 DeepSeek 补文档，成本可控。",[34,2747,2748,2749,2752],{},"但 ",[37,2750,2751],{},"稳定性是短板","。BYOK 模式下，体验强依赖你接的 API 质量：第三方中转偶尔限流、国产模型长任务容易断、本地模型质量参差。同样一个任务，Claude Code 用官方 API 能稳跑完，OpenCode 接中转可能中途报错重来。社区也承认这一点，正在做重试、断点续跑等加固。",[66,2754,2328],{"id":2328},[34,2756,2757,2758,2760,2761,2763],{},"第一次配 ",[161,2759,2437],{}," 会有学习成本——provider 字段、base_url、模型映射、工具白名单都要手填。社区有模板可抄，但想用好（比如按场景自动路由模型）还是得读文档。相比之下 Claude Code 的 ",[161,2762,1038],{}," 一键启动确实更省心。",[22,2765,406],{"id":406},[34,2767,2768,2769,2771],{},"OpenCode 本身 ",[37,2770,412],{},"——开源、无订阅、无增值版。你只为你调用的模型 API 付费（BYOK）。这意味着成本完全可控：",[415,2773,2774,2786],{},[418,2775,2776],{},[421,2777,2778,2781,2784],{},[424,2779,2780],{},"接入方式",[424,2782,2783],{},"单月成本估算",[424,2785,432],{},[434,2787,2788,2799,2810,2821,2832],{},[421,2789,2790,2793,2796],{},[439,2791,2792],{},"DeepSeek-V3（国产）",[439,2794,2795],{},"¥20-100",[439,2797,2798],{},"日常编码，性价比之王",[421,2800,2801,2804,2807],{},[439,2802,2803],{},"Claude Sonnet 4（直连）",[439,2805,2806],{},"$50-300",[439,2808,2809],{},"跑难活，最接近 Claude Code 体验",[421,2811,2812,2815,2818],{},[439,2813,2814],{},"OpenRouter 中转",[439,2816,2817],{},"$10-100",[439,2819,2820],{},"一个 key 切多模型",[421,2822,2823,2826,2829],{},[439,2824,2825],{},"本地 Ollama",[439,2827,2828],{},"¥0（电费）",[439,2830,2831],{},"隐私 \u002F 离线 \u002F 实验",[421,2833,2834,2837,2840],{},[439,2835,2836],{},"GPT-5（直连）",[439,2838,2839],{},"$30-200",[439,2841,2842],{},"代码审查、推理任务",[34,2844,2845],{},"对比 Claude Code Max $200\u002F月：用 OpenCode + DeepSeek，同样强度的编码量，单月可能只要 ¥50。这就是开源 + BYOK 的红利——你为用量付费，不为订阅定额买单。",[34,2847,2848,2849,2852],{},"但要注意 ",[37,2850,2851],{},"隐性成本","：多模型配置的时间、调试中转稳定性的精力、偶尔重跑任务的 token 浪费。对这些\"折腾税\"敏感的，订阅制反而更省心。",[22,2854,432],{"id":432},[74,2856,2857,2863,2869,2875,2881],{},[77,2858,2859,2862],{},[37,2860,2861],{},"预算敏感的个人开发者","：想用 Agent 但不想每月 $20+，OpenCode + DeepSeek 是最经济解",[77,2864,2865,2868],{},[37,2866,2867],{},"模型自由爱好者","：想同时对比 Claude \u002F GPT \u002F DeepSeek \u002F 本地模型在同一个 Agent 里的表现",[77,2870,2871,2874],{},[37,2872,2873],{},"Vim \u002F Neovim \u002F tmux 重度用户","：终端原生 TUI，不破坏既有工作流",[77,2876,2877,2880],{},[37,2878,2879],{},"需要自托管 \u002F 隐私的团队","：MIT 开源 + 本地模型，数据不出内网",[77,2882,2883,2886],{},[37,2884,2885],{},"Claude Code 想找平替","：交互逻辑接近，迁移成本低，省下订阅费",[22,2888,522],{"id":522},[74,2890,2891,2900,2906,2911,2917],{},[77,2892,2893,2896,2897,2899],{},[37,2894,2895],{},"零配置开箱即用","：多模型路由要折腾 ",[161,2898,2437],{},"，新手劝退",[77,2901,2902,2905],{},[37,2903,2904],{},"企业级稳定性 SLA","：开源项目无承诺，中转 \u002F 国产模型偶发抖动",[77,2907,2908,2910],{},[37,2909,541],{},"：OpenCode 是 Agent 不是补全器，要 Tab 补全去 Cursor \u002F Copilot",[77,2912,2913,2916],{},[37,2914,2915],{},"纯 Windows 原生","：TUI 在 Windows Terminal 可用，但部分功能建议 WSL",[77,2918,2919,2922],{},[37,2920,2921],{},"不碰终端的用户","：这是 CLI 工具，全程命令行交互",[22,2924,557],{"id":557},[415,2926,2927,2947],{},[418,2928,2929],{},[421,2930,2931,2933,2935,2939,2943],{},[424,2932,566],{},[424,2934,580],{},[424,2936,2937],{},[107,2938,574],{"href":573},[424,2940,2941],{},[107,2942,1835],{"href":1834},[424,2944,2945],{},[107,2946,1796],{"href":1795},[434,2948,2949,2961,2976,2991,3003,3016,3028,3040,3052,3066],{},[421,2950,2951,2953,2955,2957,2959],{},[439,2952,593],{},[439,2954,596],{},[439,2956,599],{},[439,2958,599],{},[439,2960,599],{},[421,2962,2963,2966,2969,2971,2973],{},[439,2964,2965],{},"开源",[439,2967,2968],{},"✅ MIT",[439,2970,1909],{},[439,2972,669],{},[439,2974,2975],{},"✅ Apache",[421,2977,2978,2980,2983,2986,2989],{},[439,2979,2324],{},[439,2981,2982],{},"★★★★★ 75+",[439,2984,2985],{},"★☆☆☆☆ 仅 Claude",[439,2987,2988],{},"★★★★☆ OpenAI 系",[439,2990,695],{},[421,2992,2993,2995,2997,2999,3001],{},[439,2994,1860],{},[439,2996,648],{},[439,2998,695],{},[439,3000,648],{},[439,3002,1869],{},[421,3004,3005,3008,3010,3012,3014],{},[439,3006,3007],{},"TUI 体验",[439,3009,695],{},[439,3011,648],{},[439,3013,1869],{},[439,3015,1869],{},[421,3017,3018,3020,3022,3024,3026],{},[439,3019,2381],{},[439,3021,669],{},[439,3023,1132],{},[439,3025,1906],{},[439,3027,1909],{},[421,3029,3030,3032,3034,3036,3038],{},[439,3031,1914],{},[439,3033,648],{},[439,3035,695],{},[439,3037,1869],{},[439,3039,1909],{},[421,3041,3042,3044,3046,3048,3050],{},[439,3043,429],{},[439,3045,728],{},[439,3047,725],{},[439,3049,725],{},[439,3051,728],{},[421,3053,3054,3056,3059,3061,3063],{},[439,3055,704],{},[439,3057,3058],{},"低（国产模型）",[439,3060,1950],{},[439,3062,1950],{},[439,3064,3065],{},"低",[421,3067,3068,3070,3073,3075,3077],{},[439,3069,484],{},[439,3071,3072],{},"★★★☆☆ 依赖 API",[439,3074,648],{},[439,3076,648],{},[439,3078,648],{},[34,3080,3081,156],{},[37,3082,3083],{},"选 OpenCode 如果你",[74,3085,3086,3089,3092,3095],{},[77,3087,3088],{},"想用 Claude Code 的体验但不想付订阅",[77,3090,3091],{},"需要在多个模型间灵活切换（省钱 \u002F 跑难活 \u002F 隐私）",[77,3093,3094],{},"是 Vim \u002F 终端重度用户，不想装 IDE",[77,3096,3097],{},"团队要自托管，数据不出墙",[34,3099,3100,156],{},[37,3101,3102],{},"别选 OpenCode 如果你",[74,3104,3105,3108,3116],{},[77,3106,3107],{},"要开箱即用、零配置（去 Claude Code \u002F Cursor）",[77,3109,3110,3111,820,3113,1240],{},"要 IDE 内 inline 补全（去 ",[107,3112,1829],{"href":1828},[107,3114,3115],{"href":2010},"Copilot",[77,3117,3118],{},"企业要求稳定 SLA（开源 + BYOK 抖动难避免）",[22,3120,773],{"id":772},[34,3122,3123,3126],{},[37,3124,3125],{},"Q：OpenCode 真的完全免费吗？","\nA：工具本身免费开源（MIT）。但调模型 API 要花钱——除非你只用本地 Ollama 模型。所谓\"免费\"指的是不收订阅费，BYOK 模式下你为 token 买单。",[34,3128,3129,3132,3133,3135],{},[37,3130,3131],{},"Q：和 Claude Code 比，差在哪？","\nA：长任务稳定性、上下文管理（Claude Code 的 ",[161,3134,1247],{}," 更成熟）、官方模型深度调优。OpenCode 胜在模型自由和免费。简单说：要稳选 Claude Code，要省和自由选 OpenCode。",[34,3137,3138,3141],{},[37,3139,3140],{},"Q：国内怎么用最省心？","\nA：用 OpenRouter 一个 key 调全部模型（支持支付宝），或直接接 DeepSeek \u002F Qwen 国产模型。网络压力小，成本最低。",[34,3143,3144,3147],{},[37,3145,3146],{},"Q：能接本地模型吗？","\nA：能。Ollama \u002F LM Studio 跑 GGUF 模型，OpenCode 通过 OpenAI 兼容接口接入。完全离线可用，适合隐私场景。",[34,3149,3150,3153],{},[37,3151,3152],{},"Q：OpenCode 和 Aider 都是开源 CLI，区别？","\nA：Aider 更老牌、更轻量，专注\"每改即 commit\"的 git 流；OpenCode 更现代，TUI 体验和多会话并行更强，模型生态更广。要轻量选 Aider，要体验选 OpenCode。",[34,3155,3156,3159],{},[37,3157,3158],{},"Q：会取代 Claude Code 吗？","\nA：对预算敏感、爱折腾的用户，是的。对要稳定 + 长任务 + 不差钱的，Claude Code 仍是最优解。两者更像互补——OpenCode 日常省钱，Claude Code 跑关键大活。",[22,3161,812],{"id":812},[74,3163,3164,3176,3188,3202],{},[77,3165,817,3166,820,3168,820,3170,820,3172],{},[107,3167,574],{"href":573},[107,3169,1835],{"href":1834},[107,3171,1796],{"href":1795},[107,3173,3175],{"href":3174},"\u002Fcoding\u002Fcli\u002Fgemini-cli.html","Gemini CLI",[77,3177,831,3178,820,3180,820,3182,820,3186],{},[107,3179,835],{"href":834},[107,3181,842],{"href":841},[107,3183,3185],{"href":3184},"\u002Fwiki\u002Fbyok.html","BYOK",[107,3187,2142],{"href":2141},[77,3189,848,3190,820,3192,820,3196,820,3198],{},[107,3191,855],{"href":854},[107,3193,3195],{"href":3194},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[107,3197,1806],{"href":1805},[107,3199,3201],{"href":3200},"\u002Fmodels\u002Fqwen-max.html","Qwen-Max",[77,3203,862,3204,820,3206],{},[107,3205,866],{"href":865},[107,3207,2162],{"href":2161},[22,3209,873],{"id":873},[74,3211,3212,3218,3224,3229,3236],{},[77,3213,2169,3214],{},[107,3215,3216],{"href":3216,"rel":3217},"https:\u002F\u002Fopencode.ai",[111],[77,3219,2176,3220],{},[107,3221,3222],{"href":3222,"rel":3223},"https:\u002F\u002Fopencode.ai\u002Fdocs",[111],[77,3225,2183,3226],{},[107,3227,109],{"href":109,"rel":3228},[111],[77,3230,3231,3232],{},"模型支持：",[107,3233,3234],{"href":3234,"rel":3235},"https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fmodels",[111],[77,3237,3238,3239],{},"对比文档：",[107,3240,3241],{"href":3241,"rel":3242},"https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fcomparisons\u002Fclaude-code",[111],[34,3244,911,3245,916],{},[107,3246,915],{"href":914},[918,3248,920],{},{"title":175,"searchDepth":204,"depth":204,"links":3250},[3251,3252,3258,3263,3264,3265,3266,3267,3268,3269],{"id":24,"depth":193,"text":25},{"id":64,"depth":193,"text":64,"children":3253},[3254,3255,3256,3257],{"id":2339,"depth":204,"text":2340},{"id":2385,"depth":204,"text":2386},{"id":2552,"depth":204,"text":2553},{"id":2568,"depth":204,"text":2569},{"id":265,"depth":193,"text":265,"children":3259},[3260,3261,3262],{"id":268,"depth":204,"text":269},{"id":388,"depth":204,"text":388},{"id":2328,"depth":204,"text":2328},{"id":406,"depth":193,"text":406},{"id":432,"depth":193,"text":432},{"id":522,"depth":193,"text":522},{"id":557,"depth":193,"text":557},{"id":772,"depth":193,"text":773},{"id":812,"depth":193,"text":812},{"id":873,"depth":193,"text":873},"\u002Fimg\u002Ftools\u002Fopencode.webp","OpenCode 2026 真实评测：SST 团队开源的终端 AI 编程 Agent，TypeScript 开发，GitHub 99.8K Star。本文整理 TUI 界面、多会话并行、75+ 模型 BYOK 切换、安装使用、价格、与 Claude Code \u002F Aider \u002F Codex CLI 的区别，以及国内使用门槛。",[950],{},[3275,3276,3277,3278,3279,3280],"claude-sonnet-4","gpt-5","gemini-2.5-pro","deepseek-v3","qwen-max","75+ 模型",[3282,3283,3284,3285],"希望开箱即用、零配置的用户（多模型路由要折腾）","要求企业级稳定性 SLA 的团队（开源项目无承诺）","需要 IDE 内 inline 补全体验（用 Cursor \u002F Copilot）","完全不熟悉 API key \u002F 终端操作的新手","\u002Ftools\u002Fcoding\u002Fcli\u002Fopencode",[963,964,965],[3289,3292,3296],{"plan":3290,"price":446,"limit":969,"cn_pay":970,"note":3291},"开源版（BYOK）","自带 API key",{"plan":3293,"price":446,"limit":3294,"cn_pay":975,"note":3295},"本地模型","Ollama \u002F LM Studio 本地跑","适合离线 \u002F 隐私场景",{"plan":2814,"price":3297,"limit":3298,"cn_pay":3299,"note":3300},"按用量","一个 key 调用 75+ 模型","✅ 支持支付宝","国内最省心的接入方式","完全免费（BYOK）",{"power":305,"ux":305,"price":311,"cn_support":204,"stability":204},{"title":580,"description":3271},"OpenCode 评测 2026：开源 AI Coding Agent，Claude Code 免费平替，75+ 模型任意切换",[3306,3308,3310,3312,3314],{"title":3307,"url":3216},"OpenCode 官网",{"title":3309,"url":3222},"OpenCode 官方文档",{"title":3311,"url":109},"GitHub sst\u002Fopencode",{"title":3313,"url":3234},"OpenCode 模型支持列表",{"title":3315,"url":3241},"OpenCode vs Claude Code 对比","tools\u002Fcoding\u002Fcli\u002Fopencode",[3318,3319,3320,3321,3322],"想用 Claude Code 体验但不想付费订阅的开发者","需要在不同模型间灵活切换（省钱 \u002F 跑难活 \u002F 隐私）","JetBrains \u002F Vim \u002F Neovim 用户，不想换编辑器","想自托管、私有部署 AI 编程 Agent 的团队","本地模型爱好者（Ollama \u002F LM Studio 接入）","开源 AI Coding Agent，Claude Code 免费平替，支持 75+ 模型",[943,1007,1008,1010,3325,3326],"byok","multi-model","Claude Code 的最佳免费替代。完全开源、75+ 模型任意切换、终端原生 TUI，社区活跃度 GitHub 99.8K Star。缺点是多模型配置门槛高、稳定性依赖 BYOK 的 API 质量。","DntHxnf4f1ZQMAwAUsGLJBqnyEIX1dtgl1OYPC1xumc",{"id":3330,"title":586,"alternatives":3331,"api_compatible":3332,"body":3334,"category":943,"chinese_friendly":311,"cover":4066,"description":4067,"domestic":301,"extension":946,"faq":947,"free":301,"github":3372,"languages":4068,"lastVerified":951,"meta":4069,"models":4070,"navigation":301,"notSuitable":4072,"opensource":301,"path":4077,"pillar":961,"platforms":4078,"priceTable":4079,"pricing":4091,"published":982,"relatedPlaybooks":947,"relatedReviews":947,"score":4092,"self_host":301,"seo":4093,"seoTitle":4094,"slug":14,"sources":4095,"stem":4107,"suitable":4108,"tagline":4114,"tags":4115,"updated":982,"verdict":4117,"website":4019,"__hash__":4118},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fkimi-code.md",[12,13,986],[3333,16],"moonshot",{"type":19,"value":3335,"toc":4046},[3336,3338,3356,3361,3363,3367,3376,3408,3411,3415,3422,3448,3451,3464,3467,3470,3487,3490,3494,3497,3577,3580,3582,3584,3587,3594,3600,3603,3631,3633,3639,3691,3694,3696,3728,3730,3761,3763,3893,3898,3912,3917,3928,3930,3936,3945,3951,3957,3963,3969,3971,4011,4013,4040,4044],[22,3337,25],{"id":24},[27,3339,3341,3346],{"className":3340},[30,31,32],[34,3342,3343,3345],{},[37,3344,39],{}," 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。",[34,3347,47,3348,3351,3352,3355],{},[37,3349,3350],{},"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 ",[37,3353,3354],{},"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。",[57,3357,3358],{},[34,3359,3360],{},"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。",[22,3362,64],{"id":64},[66,3364,3366],{"id":3365},"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",[34,3368,3369,3370,3375],{},"Kimi Code 的核心是 ",[107,3371,3374],{"href":3372,"rel":3373},"https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code",[111],"K2.7 Code 模型","，2026 年 6 月正式开源。关键参数：",[74,3377,3378,3384,3390,3396,3402],{},[77,3379,3380,3383],{},[37,3381,3382],{},"1.1 万亿参数","（1.1T），MoE 架构，激活参数约 60B",[77,3385,3386,3389],{},[37,3387,3388],{},"256K 上下文","——能整库塞进单次对话，长程改造不丢前文",[77,3391,3392,3395],{},[37,3393,3394],{},"代码专项优化","——在 HumanEval、SWE-Bench、LiveCodeBench 等编程基准上对标 Claude Sonnet 4",[77,3397,3398,3401],{},[37,3399,3400],{},"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%",[77,3403,3404,3407],{},[37,3405,3406],{},"MIT 级开源协议","，权重可下载、可自托管、可商用",[34,3409,3410],{},"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。",[66,3412,3414],{"id":3413},"长程任务能力逼近-claude-code","长程任务能力：逼近 Claude Code",[34,3416,3417,3418,3421],{},"Kimi Code 主打的卖点是 ",[37,3419,3420],{},"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：",[170,3423,3425],{"className":172,"code":3424,"language":174,"meta":175,"style":175},"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",[161,3426,3427,3433,3441],{"__ignoreMap":175},[179,3428,3429,3431],{"class":181,"line":182},[179,3430,186],{"class":185},[179,3432,190],{"class":189},[179,3434,3435,3438],{"class":181,"line":193},[179,3436,3437],{"class":196},"kimi-code",[179,3439,3440],{"class":200},"                       # 进入交互模式\n",[179,3442,3443,3445],{"class":181,"line":204},[179,3444,208],{"class":207},[179,3446,3447],{"class":211}," 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",[34,3449,3450],{},"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。",[34,3452,3453,3454,3457,3458,3460,3461,3463],{},"不过要注意，",[37,3455,3456],{},"超长任务（>1 小时）的稳定性仍弱于 Claude Code","。Claude Code 有 ",[161,3459,1247],{}," 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 ",[161,3462,1233],{}," 重来。",[66,3465,3466],{"id":3466},"多模态编程",[34,3468,3469],{},"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\"：",[170,3471,3473],{"className":172,"code":3472,"language":174,"meta":175,"style":175},"> 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",[161,3474,3475,3482],{"__ignoreMap":175},[179,3476,3477,3479],{"class":181,"line":182},[179,3478,208],{"class":207},[179,3480,3481],{"class":211}," 这张报错截图里的栈追踪，定位到对应代码并修复\n",[179,3483,3484],{"class":181,"line":193},[179,3485,3486],{"class":211},"[附图：screenshot.png]\n",[34,3488,3489],{},"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。",[66,3491,3493],{"id":3492},"一行命令安装国内零门槛","一行命令安装，国内零门槛",[34,3495,3496],{},"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：",[170,3498,3500],{"className":172,"code":3499,"language":174,"meta":175,"style":175},"# 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",[161,3501,3502,3506,3519,3523,3527,3538,3542,3547,3556,3560,3564,3570],{"__ignoreMap":175},[179,3503,3504],{"class":181,"line":182},[179,3505,279],{"class":200},[179,3507,3508,3510,3512,3515,3517],{"class":181,"line":193},[179,3509,284],{"class":196},[179,3511,287],{"class":185},[179,3513,3514],{"class":189}," https:\u002F\u002Fcode.kimi.ai\u002Finstall.sh",[179,3516,293],{"class":207},[179,3518,296],{"class":196},[179,3520,3521],{"class":181,"line":204},[179,3522,302],{"emptyLinePlaceholder":301},[179,3524,3525],{"class":181,"line":305},[179,3526,308],{"class":200},[179,3528,3529,3531,3533,3535],{"class":181,"line":311},[179,3530,314],{"class":196},[179,3532,317],{"class":189},[179,3534,320],{"class":185},[179,3536,3537],{"class":189}," kimi-code\n",[179,3539,3540],{"class":181,"line":326},[179,3541,302],{"emptyLinePlaceholder":301},[179,3543,3544],{"class":181,"line":331},[179,3545,3546],{"class":200},"# 用 Kimi 账号登录（微信扫码即可），或填 Moonshot API key\n",[179,3548,3549,3551,3553],{"class":181,"line":337},[179,3550,3437],{"class":196},[179,3552,1701],{"class":189},[179,3554,3555],{"class":189}," login\n",[179,3557,3558],{"class":181,"line":343},[179,3559,302],{"emptyLinePlaceholder":301},[179,3561,3562],{"class":181,"line":351},[179,3563,359],{"class":200},[179,3565,3566,3568],{"class":181,"line":356},[179,3567,186],{"class":185},[179,3569,190],{"class":189},[179,3571,3572,3574],{"class":181,"line":362},[179,3573,3437],{"class":196},[179,3575,3576],{"class":200},"                        # 启动\n",[34,3578,3579],{},"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。",[22,3581,265],{"id":265},[66,3583,388],{"id":388},[34,3585,3586],{},"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。",[34,3588,3589,3590,3593],{},"最直观的差异在 ",[37,3591,3592],{},"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。",[34,3595,3596,3599],{},[37,3597,3598],{},"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。",[66,3601,3602],{"id":3602},"短板",[74,3604,3605,3611,3620,3625],{},[77,3606,3607,3610],{},[37,3608,3609],{},"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",[77,3612,3613,3616,3617,3619],{},[37,3614,3615],{},"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 ",[161,3618,1361],{}," 体系",[77,3621,3622,3624],{},[37,3623,1914],{},"：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）",[77,3626,3627,3630],{},[37,3628,3629],{},"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",[22,3632,406],{"id":406},[34,3634,3635,3636,3638],{},"Kimi Code 工具本体 ",[37,3637,446],{},"。成本来自 K2.7 Code 模型的 API 调用（BYOK 或官方 API）：",[415,3640,3641,3651],{},[418,3642,3643],{},[421,3644,3645,3647,3649],{},[424,3646,426],{},[424,3648,429],{},[424,3650,432],{},[434,3652,3653,3666,3678],{},[421,3654,3655,3660,3663],{},[439,3656,3657],{},[37,3658,3659],{},"Kimi 官方 API",[439,3661,3662],{},"输入 ¥8 \u002F 输出 ¥32 每百万 token（较上代降 30%）",[439,3664,3665],{},"国内最省心，微信支付",[421,3667,3668,3673,3675],{},[439,3669,3670],{},[37,3671,3672],{},"自托管 K2.7 Code",[439,3674,459],{},[439,3676,3677],{},"大企业 \u002F 研究机构，需多卡 A100\u002FH100",[421,3679,3680,3685,3688],{},[439,3681,3682],{},[37,3683,3684],{},"第三方中转",[439,3686,3687],{},"按量，通常更便宜",[439,3689,3690],{},"灵活，但稳定性参差",[34,3692,3693],{},"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。",[22,3695,432],{"id":432},[74,3697,3698,3704,3710,3716,3722],{},[77,3699,3700,3703],{},[37,3701,3702],{},"国内开发者","：不想折腾海外账号、海外卡、代理，微信扫码即用",[77,3705,3706,3709],{},[37,3707,3708],{},"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",[77,3711,3712,3715],{},[37,3713,3714],{},"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",[77,3717,3718,3721],{},[37,3719,3720],{},"预算敏感但要不将就","：想要接近 Claude Code 的能力，又不想月烧 $100+",[77,3723,3724,3727],{},[37,3725,3726],{},"国产化 \u002F 信创要求","：需要国产模型 + 可自托管的 Agent 方案",[22,3729,522],{"id":522},[74,3731,3732,3738,3744,3750,3755],{},[77,3733,3734,3737],{},[37,3735,3736],{},"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",[77,3739,3740,3743],{},[37,3741,3742],{},"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",[77,3745,3746,3749],{},[37,3747,3748],{},"企业级稳定 SLA","：开源版本无承诺，官方 API 也有偶发限流",[77,3751,3752,3754],{},[37,3753,541],{},"：CLI Agent 不是补全器，要 Tab 补全去 Copilot\u002FCursor",[77,3756,3757,3760],{},[37,3758,3759],{},"个人自托管","：1.1T 参数模型硬件门槛高，个人玩不动",[22,3762,557],{"id":557},[415,3764,3765,3786],{},[418,3766,3767],{},[421,3768,3769,3771,3773,3777,3781],{},[424,3770,566],{},[424,3772,586],{},[424,3774,3775],{},[107,3776,574],{"href":573},[424,3778,3779],{},[107,3780,580],{"href":579},[424,3782,3783],{},[107,3784,10],{"href":3785},"\u002Fcoding\u002Fcli\u002Fmimo-code.html",[434,3787,3788,3800,3814,3827,3839,3854,3867,3879],{},[421,3789,3790,3792,3794,3796,3798],{},[439,3791,593],{},[439,3793,599],{},[439,3795,599],{},[439,3797,596],{},[439,3799,599],{},[421,3801,3802,3804,3806,3809,3811],{},[439,3803,625],{},[439,3805,637],{},[439,3807,3808],{},"Claude 系（闭源）",[439,3810,634],{},[439,3812,3813],{},"MiMo（开源 MIT）",[421,3815,3816,3819,3821,3823,3825],{},[439,3817,3818],{},"中文体验",[439,3820,695],{},[439,3822,1869],{},[439,3824,1869],{},[439,3826,695],{},[421,3828,3829,3831,3833,3835,3837],{},[439,3830,94],{},[439,3832,648],{},[439,3834,695],{},[439,3836,648],{},[439,3838,648],{},[421,3840,3841,3844,3847,3850,3852],{},[439,3842,3843],{},"上下文",[439,3845,3846],{},"256K",[439,3848,3849],{},"200K",[439,3851,651],{},[439,3853,651],{},[421,3855,3856,3858,3861,3863,3865],{},[439,3857,3615],{},[439,3859,3860],{},"★★★☆☆ 早期",[439,3862,695],{},[439,3864,648],{},[439,3866,692],{},[421,3868,3869,3871,3873,3875,3877],{},[439,3870,704],{},[439,3872,707],{},[439,3874,710],{},[439,3876,713],{},[439,3878,716],{},[421,3880,3881,3883,3886,3888,3890],{},[439,3882,429],{},[439,3884,3885],{},"极低（国产 API）",[439,3887,725],{},[439,3889,728],{},[439,3891,3892],{},"免费（MIT）",[34,3894,3895,156],{},[37,3896,3897],{},"选 Kimi Code 如果你",[74,3899,3900,3903,3906,3909],{},[77,3901,3902],{},"国内开发者，受够了海外账号和支付",[77,3904,3905],{},"项目中文为主，想要母语级编程体验",[77,3907,3908],{},"要 256K 长上下文跑大库改造",[77,3910,3911],{},"预算敏感但不想将就能力",[34,3913,3914,156],{},[37,3915,3916],{},"别选 Kimi Code 如果你",[74,3918,3919,3922,3925],{},[77,3920,3921],{},"纯英文国际化项目（Claude\u002FGPT 更 native）",[77,3923,3924],{},"重度依赖插件和 MCP 生态（生态还在早期）",[77,3926,3927],{},"要企业级稳定承诺（开源版无 SLA）",[22,3929,773],{"id":772},[34,3931,3932,3935],{},[37,3933,3934],{},"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。",[34,3937,3938,3941,3942,3944],{},[37,3939,3940],{},"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（",[161,3943,1247],{}," 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。",[34,3946,3947,3950],{},[37,3948,3949],{},"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。",[34,3952,3953,3956],{},[37,3954,3955],{},"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。",[34,3958,3959,3962],{},[37,3960,3961],{},"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。",[34,3964,3965,3968],{},[37,3966,3967],{},"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。",[22,3970,812],{"id":812},[74,3972,3973,3983,3997,4005],{},[77,3974,817,3975,820,3977,820,3979,820,3981],{},[107,3976,574],{"href":573},[107,3978,580],{"href":579},[107,3980,10],{"href":3785},[107,3982,828],{"href":827},[77,3984,831,3985,820,3987,820,3989,820,3993],{},[107,3986,835],{"href":834},[107,3988,842],{"href":841},[107,3990,3992],{"href":3991},"\u002Fwiki\u002Flong-context.html","Long Context",[107,3994,3996],{"href":3995},"\u002Fwiki\u002Fmoe.html","MoE 架构",[77,3998,848,3999,820,4001,820,4003],{},[107,4000,859],{"href":858},[107,4002,855],{"href":854},[107,4004,1806],{"href":1805},[77,4006,862,4007,820,4009],{},[107,4008,866],{"href":865},[107,4010,870],{"href":869},[22,4012,873],{"id":873},[74,4014,4015,4021,4026,4033],{},[77,4016,2169,4017],{},[107,4018,4019],{"href":4019,"rel":4020},"https:\u002F\u002Fcode.kimi.ai",[111],[77,4022,878,4023],{},[107,4024,3372],{"href":3372,"rel":4025},[111],[77,4027,4028,4029],{},"月之暗面平台：",[107,4030,4031],{"href":4031,"rel":4032},"https:\u002F\u002Fplatform.moonshot.cn\u002Fdocs",[111],[77,4034,4035,4036],{},"定价：",[107,4037,4038],{"href":4038,"rel":4039},"https:\u002F\u002Fplatform.moonshot.cn\u002Fpricing",[111],[34,4041,911,4042,916],{},[107,4043,915],{"href":914},[918,4045,920],{},{"title":175,"searchDepth":204,"depth":204,"links":4047},[4048,4049,4055,4059,4060,4061,4062,4063,4064,4065],{"id":24,"depth":193,"text":25},{"id":64,"depth":193,"text":64,"children":4050},[4051,4052,4053,4054],{"id":3365,"depth":204,"text":3366},{"id":3413,"depth":204,"text":3414},{"id":3466,"depth":204,"text":3466},{"id":3492,"depth":204,"text":3493},{"id":265,"depth":193,"text":265,"children":4056},[4057,4058],{"id":388,"depth":204,"text":388},{"id":3602,"depth":204,"text":3602},{"id":406,"depth":193,"text":406},{"id":432,"depth":193,"text":432},{"id":522,"depth":193,"text":522},{"id":557,"depth":193,"text":557},{"id":772,"depth":193,"text":773},{"id":812,"depth":193,"text":812},{"id":873,"depth":193,"text":873},"\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。",[949,950],{},[4071],"kimi-k2.7-code",[4073,4074,4075,4076],"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",[963,964,965],[4080,4083,4087],{"plan":4081,"price":446,"limit":969,"cn_pay":4082,"note":3672},"开源模型（BYOK）","✅ 支付宝\u002F微信",{"plan":3659,"price":1513,"limit":4084,"cn_pay":4085,"note":4086},"输入 ¥8 \u002F 输出 ¥32 每百万 token","✅ 国内支付","成本较上代降 30%",{"plan":4088,"price":446,"limit":4089,"cn_pay":975,"note":4090},"Kimi Code CLI","工具本体免费","一行命令安装","免费（开源模型，BYOK）",{"power":305,"ux":305,"price":311,"cn_support":311,"stability":305},{"title":586,"description":4067},"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",[4096,4098,4100,4102,4105],{"title":4097,"url":4019},"Kimi Code 官网",{"title":4099,"url":3372},"Kimi-K2.7-Code 开源仓库",{"title":4101,"url":4031},"月之暗面官方文档",{"title":4103,"url":4104},"K2.7 Code 技术报告","https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code\u002Fblob\u002Fmain\u002FREADME.md",{"title":4106,"url":4038},"Kimi Code 定价","tools\u002Fcoding\u002Fcli\u002Fkimi-code",[4109,4110,4111,4112,4113],"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",[943,1007,1008,3333,1010,1012,4116],"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。","BI8pFTBhdtOzlnRCorPgluBdPx1jqnKUilq6RxjsqNc",1785660640269]