[{"data":1,"prerenderedAt":4119},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-kimi-code":8,"alt-list-kimi-code":962},{"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":890,"chinese_friendly":262,"cover":891,"description":892,"domestic":252,"extension":893,"faq":894,"free":252,"github":72,"languages":895,"lastVerified":898,"meta":899,"models":900,"navigation":252,"notSuitable":902,"opensource":252,"path":907,"pillar":908,"platforms":909,"priceTable":913,"pricing":928,"published":929,"relatedPlaybooks":894,"relatedReviews":894,"score":930,"self_host":252,"seo":931,"seoTitle":932,"slug":933,"sources":934,"stem":946,"suitable":947,"tagline":953,"tags":954,"updated":929,"verdict":960,"website":836,"__hash__":961},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fkimi-code.md","Kimi Code",[12,13,14],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fopencode","coding\u002Fcli\u002Fmimo-code",[16,17],"moonshot","openai",{"type":19,"value":20,"toc":870},"minimark",[21,26,52,58,61,66,77,111,114,118,125,170,173,188,191,194,211,214,218,221,323,326,329,332,335,342,348,351,381,384,391,453,456,458,490,493,525,528,683,689,703,708,719,723,729,738,744,750,756,762,765,826,829,858,866],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,33,41],"div",{"className":29},[30,31,32],"card","p-5","my-4",[34,35,36,40],"p",{},[37,38,39],"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。",[34,42,43,44,47,48,51],{},"最大价值是 ",[37,45,46],{},"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 ",[37,49,50],{},"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。",[53,54,55],"blockquote",{},[34,56,57],{},"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。",[22,59,60],{"id":60},"核心能力",[62,63,65],"h3",{"id":64},"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",[34,67,68,69,76],{},"Kimi Code 的核心是 ",[70,71,75],"a",{"href":72,"rel":73},"https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code",[74],"nofollow","K2.7 Code 模型","，2026 年 6 月正式开源。关键参数：",[78,79,80,87,93,99,105],"ul",{},[81,82,83,86],"li",{},[37,84,85],{},"1.1 万亿参数","（1.1T），MoE 架构，激活参数约 60B",[81,88,89,92],{},[37,90,91],{},"256K 上下文","——能整库塞进单次对话，长程改造不丢前文",[81,94,95,98],{},[37,96,97],{},"代码专项优化","——在 HumanEval、SWE-Bench、LiveCodeBench 等编程基准上对标 Claude Sonnet 4",[81,100,101,104],{},[37,102,103],{},"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%",[81,106,107,110],{},[37,108,109],{},"MIT 级开源协议","，权重可下载、可自托管、可商用",[34,112,113],{},"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。",[62,115,117],{"id":116},"长程任务能力逼近-claude-code","长程任务能力：逼近 Claude Code",[34,119,120,121,124],{},"Kimi Code 主打的卖点是 ",[37,122,123],{},"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：",[126,127,132],"pre",{"className":128,"code":129,"language":130,"meta":131,"style":131},"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","",[133,134,135,148,159],"code",{"__ignoreMap":131},[136,137,140,144],"span",{"class":138,"line":139},"line",1,[136,141,143],{"class":142},"sj4cs","cd",[136,145,147],{"class":146},"sZZnC"," your-project\n",[136,149,151,155],{"class":138,"line":150},2,[136,152,154],{"class":153},"sScJk","kimi-code",[136,156,158],{"class":157},"sJ8bj","                       # 进入交互模式\n",[136,160,162,166],{"class":138,"line":161},3,[136,163,165],{"class":164},"szBVR",">",[136,167,169],{"class":168},"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",[34,171,172],{},"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。",[34,174,175,176,179,180,183,184,187],{},"不过要注意，",[37,177,178],{},"超长任务（>1 小时）的稳定性仍弱于 Claude Code","。Claude Code 有 ",[133,181,182],{},"\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 ",[133,185,186],{},"\u002Fclear"," 重来。",[62,189,190],{"id":190},"多模态编程",[34,192,193],{},"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\"：",[126,195,197],{"className":128,"code":196,"language":130,"meta":131,"style":131},"> 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",[133,198,199,206],{"__ignoreMap":131},[136,200,201,203],{"class":138,"line":139},[136,202,165],{"class":164},[136,204,205],{"class":168}," 这张报错截图里的栈追踪，定位到对应代码并修复\n",[136,207,208],{"class":138,"line":150},[136,209,210],{"class":168},"[附图：screenshot.png]\n",[34,212,213],{},"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。",[62,215,217],{"id":216},"一行命令安装国内零门槛","一行命令安装，国内零门槛",[34,219,220],{},"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：",[126,222,224],{"className":128,"code":223,"language":130,"meta":131,"style":131},"# 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",[133,225,226,231,248,254,260,275,280,286,297,302,308,315],{"__ignoreMap":131},[136,227,228],{"class":138,"line":139},[136,229,230],{"class":157},"# 一行命令安装\n",[136,232,233,236,239,242,245],{"class":138,"line":150},[136,234,235],{"class":153},"curl",[136,237,238],{"class":142}," -fsSL",[136,240,241],{"class":146}," https:\u002F\u002Fcode.kimi.ai\u002Finstall.sh",[136,243,244],{"class":164}," |",[136,246,247],{"class":153}," bash\n",[136,249,250],{"class":138,"line":161},[136,251,253],{"emptyLinePlaceholder":252},true,"\n",[136,255,257],{"class":138,"line":256},4,[136,258,259],{"class":157},"# 或 npm\n",[136,261,263,266,269,272],{"class":138,"line":262},5,[136,264,265],{"class":153},"npm",[136,267,268],{"class":146}," install",[136,270,271],{"class":142}," -g",[136,273,274],{"class":146}," kimi-code\n",[136,276,278],{"class":138,"line":277},6,[136,279,253],{"emptyLinePlaceholder":252},[136,281,283],{"class":138,"line":282},7,[136,284,285],{"class":157},"# 用 Kimi 账号登录（微信扫码即可），或填 Moonshot API key\n",[136,287,289,291,294],{"class":138,"line":288},8,[136,290,154],{"class":153},[136,292,293],{"class":146}," auth",[136,295,296],{"class":146}," login\n",[136,298,300],{"class":138,"line":299},9,[136,301,253],{"emptyLinePlaceholder":252},[136,303,305],{"class":138,"line":304},10,[136,306,307],{"class":157},"# 进项目\n",[136,309,311,313],{"class":138,"line":310},11,[136,312,143],{"class":142},[136,314,147],{"class":146},[136,316,318,320],{"class":138,"line":317},12,[136,319,154],{"class":153},[136,321,322],{"class":157},"                        # 启动\n",[34,324,325],{},"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。",[22,327,328],{"id":328},"使用体验",[62,330,331],{"id":331},"日常体感",[34,333,334],{},"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。",[34,336,337,338,341],{},"最直观的差异在 ",[37,339,340],{},"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。",[34,343,344,347],{},[37,345,346],{},"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。",[62,349,350],{"id":350},"短板",[78,352,353,359,369,375],{},[81,354,355,358],{},[37,356,357],{},"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",[81,360,361,364,365,368],{},[37,362,363],{},"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 ",[133,366,367],{},".claude\u002Fcommands\u002F"," 体系",[81,370,371,374],{},[37,372,373],{},"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）",[81,376,377,380],{},[37,378,379],{},"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",[22,382,383],{"id":383},"价格与运行成本",[34,385,386,387,390],{},"Kimi Code 工具本体 ",[37,388,389],{},"免费","。成本来自 K2.7 Code 模型的 API 调用（BYOK 或官方 API）：",[392,393,394,410],"table",{},[395,396,397],"thead",{},[398,399,400,404,407],"tr",{},[401,402,403],"th",{},"路径",[401,405,406],{},"价格",[401,408,409],{},"适用场景",[411,412,413,427,440],"tbody",{},[398,414,415,421,424],{},[416,417,418],"td",{},[37,419,420],{},"Kimi 官方 API",[416,422,423],{},"输入 ¥8 \u002F 输出 ¥32 每百万 token（较上代降 30%）",[416,425,426],{},"国内最省心，微信支付",[398,428,429,434,437],{},[416,430,431],{},[37,432,433],{},"自托管 K2.7 Code",[416,435,436],{},"免费（需硬件）",[416,438,439],{},"大企业 \u002F 研究机构，需多卡 A100\u002FH100",[398,441,442,447,450],{},[416,443,444],{},[37,445,446],{},"第三方中转",[416,448,449],{},"按量，通常更便宜",[416,451,452],{},"灵活，但稳定性参差",[34,454,455],{},"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。",[22,457,409],{"id":409},[78,459,460,466,472,478,484],{},[81,461,462,465],{},[37,463,464],{},"国内开发者","：不想折腾海外账号、海外卡、代理，微信扫码即用",[81,467,468,471],{},[37,469,470],{},"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",[81,473,474,477],{},[37,475,476],{},"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",[81,479,480,483],{},[37,481,482],{},"预算敏感但要不将就","：想要接近 Claude Code 的能力，又不想月烧 $100+",[81,485,486,489],{},[37,487,488],{},"国产化 \u002F 信创要求","：需要国产模型 + 可自托管的 Agent 方案",[22,491,492],{"id":492},"不适用场景",[78,494,495,501,507,513,519],{},[81,496,497,500],{},[37,498,499],{},"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",[81,502,503,506],{},[37,504,505],{},"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",[81,508,509,512],{},[37,510,511],{},"企业级稳定 SLA","：开源版本无承诺，官方 API 也有偶发限流",[81,514,515,518],{},[37,516,517],{},"IDE 内 inline 补全","：CLI Agent 不是补全器，要 Tab 补全去 Copilot\u002FCursor",[81,520,521,524],{},[37,522,523],{},"个人自托管","：1.1T 参数模型硬件门槛高，个人玩不动",[22,526,527],{"id":527},"与同类怎么选",[392,529,530,557],{},[395,531,532],{},[398,533,534,537,539,545,551],{},[401,535,536],{},"维度",[401,538,10],{},[401,540,541],{},[70,542,544],{"href":543},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code",[401,546,547],{},[70,548,550],{"href":549},"\u002Fcoding\u002Fcli\u002Fopencode.html","OpenCode",[401,552,553],{},[70,554,556],{"href":555},"\u002Fcoding\u002Fcli\u002Fmimo-code.html","MiMo Code",[411,558,559,574,591,606,620,636,650,667],{},[398,560,561,564,567,569,572],{},[416,562,563],{},"形态",[416,565,566],{},"CLI",[416,568,566],{},[416,570,571],{},"CLI（TUI）",[416,573,566],{},[398,575,576,579,582,585,588],{},[416,577,578],{},"模型",[416,580,581],{},"K2.7 Code（开源）",[416,583,584],{},"Claude 系（闭源）",[416,586,587],{},"75+ 任选",[416,589,590],{},"MiMo（开源 MIT）",[398,592,593,596,599,602,604],{},[416,594,595],{},"中文体验",[416,597,598],{},"★★★★★",[416,600,601],{},"★★★☆☆",[416,603,601],{},[416,605,598],{},[398,607,608,611,614,616,618],{},[416,609,610],{},"长程任务",[416,612,613],{},"★★★★☆",[416,615,598],{},[416,617,613],{},[416,619,613],{},[398,621,622,625,628,631,634],{},[416,623,624],{},"上下文",[416,626,627],{},"256K",[416,629,630],{},"200K",[416,632,633],{},"看模型",[416,635,633],{},[398,637,638,640,643,645,647],{},[416,639,363],{},[416,641,642],{},"★★★☆☆ 早期",[416,644,598],{},[416,646,613],{},[416,648,649],{},"★★☆☆☆ V0.1",[398,651,652,655,658,661,664],{},[416,653,654],{},"国内门槛",[416,656,657],{},"★★★★★ 极低",[416,659,660],{},"★☆☆☆☆ 高",[416,662,663],{},"★★★★☆ 低",[416,665,666],{},"★★★★★ 低",[398,668,669,671,674,677,680],{},[416,670,406],{},[416,672,673],{},"极低（国产 API）",[416,675,676],{},"$20-$200\u002F月",[416,678,679],{},"免费（BYOK）",[416,681,682],{},"免费（MIT）",[34,684,685,688],{},[37,686,687],{},"选 Kimi Code 如果你","：",[78,690,691,694,697,700],{},[81,692,693],{},"国内开发者，受够了海外账号和支付",[81,695,696],{},"项目中文为主，想要母语级编程体验",[81,698,699],{},"要 256K 长上下文跑大库改造",[81,701,702],{},"预算敏感但不想将就能力",[34,704,705,688],{},[37,706,707],{},"别选 Kimi Code 如果你",[78,709,710,713,716],{},[81,711,712],{},"纯英文国际化项目（Claude\u002FGPT 更 native）",[81,714,715],{},"重度依赖插件和 MCP 生态（生态还在早期）",[81,717,718],{},"要企业级稳定承诺（开源版无 SLA）",[22,720,722],{"id":721},"faq","FAQ",[34,724,725,728],{},[37,726,727],{},"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。",[34,730,731,734,735,737],{},[37,732,733],{},"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（",[133,736,182],{}," 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。",[34,739,740,743],{},[37,741,742],{},"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。",[34,745,746,749],{},[37,747,748],{},"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。",[34,751,752,755],{},[37,753,754],{},"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。",[34,757,758,761],{},[37,759,760],{},"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。",[22,763,764],{"id":764},"相关阅读",[78,766,767,781,800,815],{},[81,768,769,770,772,773,772,775,772,777],{},"同类对比：",[70,771,544],{"href":543}," \u002F ",[70,774,550],{"href":549},[70,776,556],{"href":555},[70,778,780],{"href":779},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code",[81,782,783,784,772,788,772,792,772,796],{},"概念：",[70,785,787],{"href":786},"\u002Fwiki\u002Fai-agent.html","AI Agent",[70,789,791],{"href":790},"\u002Fwiki\u002Fmcp.html","MCP",[70,793,795],{"href":794},"\u002Fwiki\u002Flong-context.html","Long Context",[70,797,799],{"href":798},"\u002Fwiki\u002Fmoe.html","MoE 架构",[81,801,802,803,772,807,772,811],{},"模型：",[70,804,806],{"href":805},"\u002Fmodels\u002Fkimi-k2.7-code.html","Kimi K2.7 Code",[70,808,810],{"href":809},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[70,812,814],{"href":813},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[81,816,817,818,772,822],{},"进阶：",[70,819,821],{"href":820},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[70,823,825],{"href":824},"\u002Fwiki\u002Fcn-coding-models.html","国产大模型编程",[22,827,828],{"id":828},"来源",[78,830,831,838,844,851],{},[81,832,833,834],{},"官网：",[70,835,836],{"href":836,"rel":837},"https:\u002F\u002Fcode.kimi.ai",[74],[81,839,840,841],{},"开源仓库：",[70,842,72],{"href":72,"rel":843},[74],[81,845,846,847],{},"月之暗面平台：",[70,848,849],{"href":849,"rel":850},"https:\u002F\u002Fplatform.moonshot.cn\u002Fdocs",[74],[81,852,853,854],{},"定价：",[70,855,856],{"href":856,"rel":857},"https:\u002F\u002Fplatform.moonshot.cn\u002Fpricing",[74],[34,859,860,861,865],{},"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 ",[70,862,864],{"href":863},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[867,868,869],"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":131,"searchDepth":161,"depth":161,"links":871},[872,873,879,883,884,885,886,887,888,889],{"id":24,"depth":150,"text":25},{"id":60,"depth":150,"text":60,"children":874},[875,876,877,878],{"id":64,"depth":161,"text":65},{"id":116,"depth":161,"text":117},{"id":190,"depth":161,"text":190},{"id":216,"depth":161,"text":217},{"id":328,"depth":150,"text":328,"children":880},[881,882],{"id":331,"depth":161,"text":331},{"id":350,"depth":161,"text":350},{"id":383,"depth":150,"text":383},{"id":409,"depth":150,"text":409},{"id":492,"depth":150,"text":492},{"id":527,"depth":150,"text":527},{"id":721,"depth":150,"text":722},{"id":764,"depth":150,"text":764},{"id":828,"depth":150,"text":828},"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。","md",null,[896,897],"zh","en","2026-08-02",{},[901],"kimi-k2.7-code",[903,904,905,906],"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",[910,911,912],"macos","linux","windows",[914,918,923],{"plan":915,"price":389,"limit":916,"cn_pay":917,"note":433},"开源模型（BYOK）","仅承担 API token 成本","✅ 支付宝\u002F微信",{"plan":420,"price":919,"limit":920,"cn_pay":921,"note":922},"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":924,"price":389,"limit":925,"cn_pay":926,"note":927},"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":256,"ux":256,"price":262,"cn_support":262,"stability":256},{"title":10,"description":892},"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",[935,937,939,941,944],{"title":936,"url":836},"Kimi Code 官网",{"title":938,"url":72},"Kimi-K2.7-Code 开源仓库",{"title":940,"url":849},"月之暗面官方文档",{"title":942,"url":943},"K2.7 Code 技术报告","https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code\u002Fblob\u002Fmain\u002FREADME.md",{"title":945,"url":856},"Kimi Code 定价","tools\u002Fcoding\u002Fcli\u002Fkimi-code",[948,949,950,951,952],"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",[890,955,956,16,957,958,959],"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。","BI8pFTBhdtOzlnRCorPgluBdPx1jqnKUilq6RxjsqNc",[963,2245,3278],{"id":964,"title":544,"alternatives":965,"api_compatible":969,"body":971,"category":890,"chinese_friendly":161,"cover":2171,"description":2172,"domestic":2173,"extension":893,"faq":894,"free":2173,"github":2130,"languages":2174,"lastVerified":898,"meta":2175,"models":2176,"navigation":252,"notSuitable":2180,"opensource":2173,"path":2184,"pillar":908,"platforms":2185,"priceTable":2186,"pricing":2206,"published":2207,"relatedPlaybooks":894,"relatedReviews":2208,"score":2215,"self_host":2173,"seo":2216,"seoTitle":2217,"slug":12,"sources":2218,"stem":2231,"suitable":2232,"tagline":2238,"tags":2239,"updated":2242,"verdict":2243,"website":2116,"__hash__":2244},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[966,967,968],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[970],"anthropic",{"type":19,"value":972,"toc":2154},[973,975,1020,1025,1028,1032,1042,1067,1070,1074,1081,1116,1131,1135,1138,1292,1309,1313,1322,1398,1401,1405,1419,1421,1436,1514,1517,1534,1547,1555,1559,1712,1715,1759,1761,1913,1918,1932,1937,1957,1960,2056,2058,2108,2110,2148,2152],[22,974,25],{"id":24},[27,976,978,987,997],{"className":977},[30,31,32],[34,979,980,982,983,986],{},[37,981,39],{}," 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 ",[133,984,985],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[34,988,43,989,992,993,996],{},[37,990,991],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[37,994,995],{},"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。",[34,998,999,1002,1003,1007,1008,1011,1012,1015,1016,1019],{},[37,1000,1001],{},"2026-07 最新进展","：核心模型已升级为 ",[70,1004,1006],{"href":1005},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[133,1009,1010],{},"\u002Ffork","（复制会话到后台并行）、",[133,1013,1014],{},"\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。",[37,1017,1018],{},"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。",[53,1021,1022],{},[34,1023,1024],{},"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。",[22,1026,1027],{"id":1027},"核心特性",[62,1029,1031],{"id":1030},"终端原生的-agent-体验","终端原生的 Agent 体验",[34,1033,1034,1035,1038,1039,1041],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[37,1036,1037],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[133,1040,985],{},"，就进入了一个能读你整个 codebase 的对话环境。",[126,1043,1045],{"className":128,"code":1044,"language":130,"meta":131,"style":131},"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",[133,1046,1047,1053,1060],{"__ignoreMap":131},[136,1048,1049,1051],{"class":138,"line":139},[136,1050,143],{"class":142},[136,1052,147],{"class":146},[136,1054,1055,1057],{"class":138,"line":150},[136,1056,985],{"class":153},[136,1058,1059],{"class":157},"                          # 进入交互模式\n",[136,1061,1062,1064],{"class":138,"line":161},[136,1063,165],{"class":164},[136,1065,1066],{"class":168}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[34,1068,1069],{},"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。",[62,1071,1073],{"id":1072},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[34,1075,1076,1077,1080],{},"Claude Code 2.x 引入了 ",[70,1078,1079],{"href":786},"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：",[126,1082,1084],{"className":128,"code":1083,"language":130,"meta":131,"style":131},"\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",[133,1085,1086,1093,1100,1108],{"__ignoreMap":131},[136,1087,1088,1090],{"class":138,"line":139},[136,1089,1014],{"class":153},[136,1091,1092],{"class":157},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[136,1094,1095,1097],{"class":138,"line":150},[136,1096,1010],{"class":153},[136,1098,1099],{"class":157},"               # 复制当前会话到后台并行推进\n",[136,1101,1102,1105],{"class":138,"line":161},[136,1103,1104],{"class":153},"\u002Fagents",[136,1106,1107],{"class":157},"             # 管理子代理\n",[136,1109,1110,1113],{"class":138,"line":256},[136,1111,1112],{"class":153},"\u002Ftasks",[136,1114,1115],{"class":157},"              # 列出后台运行的子代理\n",[34,1117,1118,1119,1124,1125,1127,1128,1130],{},"据 ",[70,1120,1123],{"href":1121,"rel":1122},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[74],"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，",[133,1126,1014],{}," 取代了旧的内联子 agent 写法，",[133,1129,1010],{}," 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。",[62,1132,1134],{"id":1133},"slash-命令生产力关键","Slash 命令（生产力关键）",[34,1136,1137],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[392,1139,1140,1150],{},[395,1141,1142],{},[398,1143,1144,1147],{},[401,1145,1146],{},"命令",[401,1148,1149],{},"用途",[411,1151,1152,1166,1176,1189,1198,1208,1218,1228,1238,1248,1258,1268,1278],{},[398,1153,1154,1159],{},[416,1155,1156],{},[133,1157,1158],{},"\u002Finit",[416,1160,1161,1162,1165],{},"第一次进入仓库时跑，生成 ",[133,1163,1164],{},"CLAUDE.md","（项目记忆）",[398,1167,1168,1173],{},[416,1169,1170],{},[133,1171,1172],{},"\u002Fmemory",[416,1174,1175],{},"编辑长期记忆",[398,1177,1178,1182],{},[416,1179,1180],{},[133,1181,186],{},[416,1183,1184,1185,1188],{},"清空当前对话，重新开始（",[37,1186,1187],{},"最被低估的命令","）",[398,1190,1191,1195],{},[416,1192,1193],{},[133,1194,182],{},[416,1196,1197],{},"长对话压缩，挽救快爆炸的 context window",[398,1199,1200,1205],{},[416,1201,1202],{},[133,1203,1204],{},"\u002Fcontext",[416,1206,1207],{},"显示当前 context 用量",[398,1209,1210,1215],{},[416,1211,1212],{},[133,1213,1214],{},"\u002Fplan",[416,1216,1217],{},"切到 plan 模式（只规划不执行）",[398,1219,1220,1225],{},[416,1221,1222],{},[133,1223,1224],{},"\u002Fmodel",[416,1226,1227],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[398,1229,1230,1235],{},[416,1231,1232],{},[133,1233,1234],{},"\u002Fdiff",[416,1236,1237],{},"看本轮所有改动",[398,1239,1240,1245],{},[416,1241,1242],{},[133,1243,1244],{},"\u002Fcode-review",[416,1246,1247],{},"对 diff 跑代码审查",[398,1249,1250,1255],{},[416,1251,1252],{},[133,1253,1254],{},"\u002Frewind",[416,1256,1257],{},"回滚到任意 checkpoint（代码 + 对话）",[398,1259,1260,1265],{},[416,1261,1262],{},[133,1263,1264],{},"\u002Fmcp",[416,1266,1267],{},"管理 MCP 服务器",[398,1269,1270,1275],{},[416,1271,1272],{},[133,1273,1274],{},"\u002Fdoctor",[416,1276,1277],{},"排查环境问题",[398,1279,1280,1289],{},[416,1281,1282,1285,1286],{},[133,1283,1284],{},"\u002Fresume"," ",[133,1287,1288],{},"\u002Fbranch",[416,1290,1291],{},"回到 \u002F fork 历史对话",[34,1293,1294,1299,1300,1302,1303,1305,1306,1308],{},[70,1295,1298],{"href":1296,"rel":1297},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[74],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[133,1301,182],{},"（每 20-30 分钟一次防止 context drift）、",[133,1304,186],{},"（新任务开新会话）、自定义命令（写在 ",[133,1307,367],{}," 提交进 git）。",[62,1310,1312],{"id":1311},"mcp-集成一等公民","MCP 集成（一等公民）",[34,1314,1315,1317,1318,1321],{},[70,1316,791],{"href":790}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[133,1319,1320],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[126,1323,1327],{"className":1324,"code":1325,"language":1326,"meta":131,"style":131},"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",[133,1328,1329,1334,1342,1349,1363,1383,1388,1393],{"__ignoreMap":131},[136,1330,1331],{"class":138,"line":139},[136,1332,1333],{"class":168},"{\n",[136,1335,1336,1339],{"class":138,"line":150},[136,1337,1338],{"class":142},"  \"mcpServers\"",[136,1340,1341],{"class":168},": {\n",[136,1343,1344,1347],{"class":138,"line":161},[136,1345,1346],{"class":142},"    \"postgres\"",[136,1348,1341],{"class":168},[136,1350,1351,1354,1357,1360],{"class":138,"line":256},[136,1352,1353],{"class":142},"      \"command\"",[136,1355,1356],{"class":168},": ",[136,1358,1359],{"class":146},"\"npx\"",[136,1361,1362],{"class":168},",\n",[136,1364,1365,1368,1371,1374,1377,1380],{"class":138,"line":262},[136,1366,1367],{"class":142},"      \"args\"",[136,1369,1370],{"class":168},": [",[136,1372,1373],{"class":146},"\"@modelcontextprotocol\u002Fserver-postgres\"",[136,1375,1376],{"class":168},", ",[136,1378,1379],{"class":146},"\"postgresql:\u002F\u002F...\"",[136,1381,1382],{"class":168},"]\n",[136,1384,1385],{"class":138,"line":277},[136,1386,1387],{"class":168},"    }\n",[136,1389,1390],{"class":138,"line":282},[136,1391,1392],{"class":168},"  }\n",[136,1394,1395],{"class":138,"line":288},[136,1396,1397],{"class":168},"}\n",[34,1399,1400],{},"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。",[62,1402,1404],{"id":1403},"后台-远程模式","后台 \u002F 远程模式",[34,1406,1407,1410,1411,1414,1415,1418],{},[133,1408,1409],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[133,1412,1413],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[133,1416,1417],{},"\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\"。",[22,1420,383],{"id":383},[34,1422,1423,1424,1429,1430,1435],{},"根据 ",[70,1425,1428],{"href":1426,"rel":1427},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[74],"explainx.ai 2026-06 评测"," 和 ",[70,1431,1434],{"href":1432,"rel":1433},"https:\u002F\u002Fclaude.com\u002Fpricing",[74],"Anthropic 官方定价"," 整理：",[392,1437,1438,1448],{},[395,1439,1440],{},[398,1441,1442,1444,1446],{},[401,1443,403],{},[401,1445,406],{},[401,1447,409],{},[411,1449,1450,1462,1475,1488,1501],{},[398,1451,1452,1457,1459],{},[416,1453,1454],{},[37,1455,1456],{},"BYOK（自带 API key）",[416,1458,919],{},[416,1460,1461],{},"全自由，但单月烧到 $500+ 也常见",[398,1463,1464,1469,1472],{},[416,1465,1466],{},[37,1467,1468],{},"Pro",[416,1470,1471],{},"$20\u002F月（年付 ~$17）",[416,1473,1474],{},"个人开发者，每天 1-4 小时",[398,1476,1477,1482,1485],{},[416,1478,1479],{},[37,1480,1481],{},"Max 5x",[416,1483,1484],{},"$100\u002F月",[416,1486,1487],{},"重度用户 + Opus 模型访问",[398,1489,1490,1495,1498],{},[416,1491,1492],{},[37,1493,1494],{},"Max 20x",[416,1496,1497],{},"$200\u002F月",[416,1499,1500],{},"8h+ agentic 工作流 \u002F 团队共享",[398,1502,1503,1508,1511],{},[416,1504,1505],{},[37,1506,1507],{},"Team Premium",[416,1509,1510],{},"$100\u002Fseat 年付 \u002F $125 月付",[416,1512,1513],{},"团队，含管理",[34,1515,1516],{},"API token 价格（2026-07 公开数据）：",[78,1518,1519,1525,1531],{},[81,1520,1521,1524],{},[37,1522,1523],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[81,1526,1527,1530],{},[37,1528,1529],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[81,1532,1533],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[53,1535,1536],{},[34,1537,1538,1539,1542,1543,1546],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[37,1540,1541],{},"87.6%","、Sonnet 5 ",[37,1544,1545],{},"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。",[34,1548,1549,1554],{},[70,1550,1553],{"href":1551,"rel":1552},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[74],"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。",[22,1556,1558],{"id":1557},"上手-5-分钟","上手 5 分钟",[126,1560,1562],{"className":128,"code":1561,"language":130,"meta":131,"style":131},"# 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",[133,1563,1564,1569,1582,1586,1591,1604,1608,1613,1626,1630,1635,1642,1654,1660,1675,1680,1686,1693,1704],{"__ignoreMap":131},[136,1565,1566],{"class":138,"line":139},[136,1567,1568],{"class":157},"# macOS \u002F Linux \u002F Windows (WSL)\n",[136,1570,1571,1573,1575,1578,1580],{"class":138,"line":150},[136,1572,235],{"class":153},[136,1574,238],{"class":142},[136,1576,1577],{"class":146}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[136,1579,244],{"class":164},[136,1581,247],{"class":153},[136,1583,1584],{"class":138,"line":161},[136,1585,253],{"emptyLinePlaceholder":252},[136,1587,1588],{"class":138,"line":256},[136,1589,1590],{"class":157},"# macOS 用 Homebrew\n",[136,1592,1593,1596,1598,1601],{"class":138,"line":262},[136,1594,1595],{"class":153},"brew",[136,1597,268],{"class":146},[136,1599,1600],{"class":142}," --cask",[136,1602,1603],{"class":146}," claude-code\n",[136,1605,1606],{"class":138,"line":277},[136,1607,253],{"emptyLinePlaceholder":252},[136,1609,1610],{"class":138,"line":282},[136,1611,1612],{"class":157},"# Windows PowerShell\n",[136,1614,1615,1618,1621,1623],{"class":138,"line":288},[136,1616,1617],{"class":153},"irm",[136,1619,1620],{"class":146}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[136,1622,244],{"class":164},[136,1624,1625],{"class":153}," iex\n",[136,1627,1628],{"class":138,"line":299},[136,1629,253],{"emptyLinePlaceholder":252},[136,1631,1632],{"class":138,"line":304},[136,1633,1634],{"class":157},"# 验证 + 登录\n",[136,1636,1637,1639],{"class":138,"line":310},[136,1638,985],{"class":153},[136,1640,1641],{"class":142}," --version\n",[136,1643,1644,1646,1648,1651],{"class":138,"line":317},[136,1645,985],{"class":153},[136,1647,293],{"class":146},[136,1649,1650],{"class":146}," login",[136,1652,1653],{"class":157},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[136,1655,1657],{"class":138,"line":1656},13,[136,1658,1659],{"class":157},"# 或用 API key\n",[136,1661,1663,1666,1669,1672],{"class":138,"line":1662},14,[136,1664,1665],{"class":164},"export",[136,1667,1668],{"class":168}," ANTHROPIC_API_KEY",[136,1670,1671],{"class":164},"=",[136,1673,1674],{"class":168},"sk-ant-...\n",[136,1676,1678],{"class":138,"line":1677},15,[136,1679,253],{"emptyLinePlaceholder":252},[136,1681,1683],{"class":138,"line":1682},16,[136,1684,1685],{"class":157},"# 进项目，启动\n",[136,1687,1689,1691],{"class":138,"line":1688},17,[136,1690,143],{"class":142},[136,1692,147],{"class":146},[136,1694,1696,1698,1701],{"class":138,"line":1695},18,[136,1697,985],{"class":153},[136,1699,1700],{"class":146}," \u002Finit",[136,1702,1703],{"class":157},"               # 生成 CLAUDE.md\n",[136,1705,1707,1709],{"class":138,"line":1706},19,[136,1708,985],{"class":153},[136,1710,1711],{"class":157},"                     # 进入交互模式\n",[22,1713,1714],{"id":1714},"国内使用注意事项",[1716,1717,1718,1724,1730,1736],"ol",{},[81,1719,1720,1723],{},[37,1721,1722],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[81,1725,1726,1729],{},[37,1727,1728],{},"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",[81,1731,1732,1735],{},[37,1733,1734],{},"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",[81,1737,1738,1741,1742,1746,1747,1751,1752,772,1754,1758],{},[37,1739,1740],{},"替代路径","：用 ",[70,1743,1745],{"href":1744},"\u002Fcoding\u002Fcli\u002Faider.html","Aider"," 或 ",[70,1748,1750],{"href":1749},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[70,1753,814],{"href":813},[70,1755,1757],{"href":1756},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[22,1760,527],{"id":527},[392,1762,1763,1787],{},[395,1764,1765],{},[398,1766,1767,1769,1771,1777,1783],{},[401,1768,536],{},[401,1770,544],{},[401,1772,1773],{},[70,1774,1776],{"href":1775},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[401,1778,1779],{},[70,1780,1782],{"href":1781},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[401,1784,1785],{},[70,1786,1745],{"href":1744},[411,1788,1789,1803,1816,1834,1856,1869,1883,1899],{},[398,1790,1791,1793,1796,1799,1801],{},[416,1792,563],{},[416,1794,1795],{},"CLI（IDE 无关）",[416,1797,1798],{},"AI-first IDE",[416,1800,566],{},[416,1802,566],{},[398,1804,1805,1808,1810,1812,1814],{},[416,1806,1807],{},"长任务能力",[416,1809,598],{},[416,1811,613],{},[416,1813,613],{},[416,1815,601],{},[398,1817,1818,1821,1828,1830,1832],{},[416,1819,1820],{},"上下文管理",[416,1822,1823,1824,1285,1826],{},"★★★★★ ",[133,1825,182],{},[133,1827,186],{},[416,1829,613],{},[416,1831,613],{},[416,1833,601],{},[398,1835,1836,1839,1847,1850,1853],{},[416,1837,1838],{},"子代理 \u002F 并行",[416,1840,1841,1842,1285,1844,1188],{},"✅（",[133,1843,1104],{},[133,1845,1846],{},"\u002Fbatch",[416,1848,1849],{},"部分（Bug bot）",[416,1851,1852],{},"⚠️ 有限",[416,1854,1855],{},"❌",[398,1857,1858,1860,1863,1865,1867],{},[416,1859,373],{},[416,1861,1862],{},"★★★★★ 一等公民",[416,1864,613],{},[416,1866,601],{},[416,1868,1855],{},[398,1870,1871,1874,1876,1878,1880],{},[416,1872,1873],{},"Git 集成",[416,1875,613],{},[416,1877,601],{},[416,1879,601],{},[416,1881,1882],{},"★★★★★ 每改即 commit",[398,1884,1885,1887,1890,1893,1896],{},[416,1886,654],{},[416,1888,1889],{},"高（账号+支付+网络）",[416,1891,1892],{},"高（账号+支付）",[416,1894,1895],{},"高",[416,1897,1898],{},"低（BYOK 国产模型）",[398,1900,1901,1903,1905,1908,1910],{},[416,1902,406],{},[416,1904,676],{},[416,1906,1907],{},"$20\u002F月",[416,1909,676],{},[416,1911,1912],{},"仅 API 成本",[34,1914,1915,688],{},[37,1916,1917],{},"选 Claude Code 如果你",[78,1919,1920,1923,1926,1929],{},[81,1921,1922],{},"重视长任务自主性 + 上下文管理",[81,1924,1925],{},"JetBrains \u002F Vim 用户，不想换 IDE",[81,1927,1928],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[81,1930,1931],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[34,1933,1934,688],{},[37,1935,1936],{},"别选 Claude Code 如果你",[78,1938,1939,1945,1950],{},[81,1940,1941,1942,1944],{},"国内、个人、预算紧（去 ",[70,1943,1745],{"href":1744}," + DeepSeek）",[81,1946,1947,1948,1188],{},"想要纯 IDE 内 inline 体验（",[70,1949,1776],{"href":1775},[81,1951,1952,1953,1188],{},"主要写补全而非 agent 任务（",[70,1954,1956],{"href":1955},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[22,1958,1959],{"id":1959},"避坑清单",[78,1961,1962,1975,1990,2004,2012,2030,2044,2050],{},[81,1963,1964,1970,1971,1974],{},[37,1965,1966,1969],{},[133,1967,1968],{},"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 ",[133,1972,1973],{},"env | grep ANTHROPIC"," 检查",[81,1976,1977,1983,1984,1986,1987,1989],{},[37,1978,1979,1980,1982],{},"长会话不 ",[133,1981,182],{}," 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 ",[133,1985,182],{}," 一次或 ",[133,1988,186],{}," 开新会话",[81,1991,1992,1997,1998,2003],{},[37,1993,1994,1996],{},[133,1995,1224],{}," 切换是个坑","：跨模型切会丢部分 context ",[70,1999,2002],{"href":2000,"rel":2001},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[74],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[81,2005,2006,2011],{},[37,2007,2008,2010],{},[133,2009,1158],{}," 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",[81,2013,2014,2019,2020,1285,2023,1285,2026,2029],{},[37,2015,2016,2018],{},[133,2017,367],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[133,2021,2022],{},"\u002Fdeploy",[133,2024,2025],{},"\u002Fmigrate",[133,2027,2028],{},"\u002Freview-pr","，提交进 git",[81,2031,2032,2035,2036,2039,2040,2043],{},[37,2033,2034],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[133,2037,2038],{},"--permission-mode plan"," 或开 ",[133,2041,2042],{},"acceptEdits"," 但配合 git worktree",[81,2045,2046,2049],{},[37,2047,2048],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[81,2051,2052,2055],{},[37,2053,2054],{},"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",[22,2057,764],{"id":764},[78,2059,2060,2074,2088,2100],{},[81,2061,769,2062,772,2064,772,2068,772,2070,772,2072],{},[70,2063,1776],{"href":1775},[70,2065,2067],{"href":2066},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[70,2069,1782],{"href":1781},[70,2071,1745],{"href":1744},[70,2073,1750],{"href":1749},[81,2075,783,2076,772,2078,772,2082,772,2084],{},[70,2077,787],{"href":786},[70,2079,2081],{"href":2080},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[70,2083,791],{"href":790},[70,2085,2087],{"href":2086},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[81,2089,802,2090,772,2092,772,2096],{},[70,2091,1006],{"href":1005},[70,2093,2095],{"href":2094},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[70,2097,2099],{"href":2098},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[81,2101,817,2102,772,2104],{},[70,2103,821],{"href":820},[70,2105,2107],{"href":2106},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[22,2109,828],{"id":828},[78,2111,2112,2118,2125,2132,2139,2145],{},[81,2113,833,2114],{},[70,2115,2116],{"href":2116,"rel":2117},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[74],[81,2119,2120,2121],{},"官方文档：",[70,2122,2123],{"href":2123,"rel":2124},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[74],[81,2126,2127,2128],{},"GitHub：",[70,2129,2130],{"href":2130,"rel":2131},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[74],[81,2133,2134,2135],{},"CLI Reference：",[70,2136,2137],{"href":2137,"rel":2138},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[74],[81,2140,2141,2142],{},"官方定价：",[70,2143,1432],{"href":1432,"rel":2144},[74],[81,2146,2147],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[34,2149,860,2150,865],{},[70,2151,864],{"href":863},[867,2153,869],{},{"title":131,"searchDepth":161,"depth":161,"links":2155},[2156,2157,2164,2165,2166,2167,2168,2169,2170],{"id":24,"depth":150,"text":25},{"id":1027,"depth":150,"text":1027,"children":2158},[2159,2160,2161,2162,2163],{"id":1030,"depth":161,"text":1031},{"id":1072,"depth":161,"text":1073},{"id":1133,"depth":161,"text":1134},{"id":1311,"depth":161,"text":1312},{"id":1403,"depth":161,"text":1404},{"id":383,"depth":150,"text":383},{"id":1557,"depth":150,"text":1558},{"id":1714,"depth":150,"text":1714},{"id":527,"depth":150,"text":527},{"id":1959,"depth":150,"text":1959},{"id":764,"depth":150,"text":764},{"id":828,"depth":150,"text":828},"\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,[897],{},[2177,2178,2179],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[2181,2182,2183],"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",[910,911,912],[2187,2193,2198,2202],{"plan":2188,"price":2189,"limit":2190,"cn_pay":2191,"note":2192},"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":2194,"price":1907,"limit":2195,"cn_pay":2196,"note":2197},"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":2199,"price":1484,"limit":2200,"cn_pay":2196,"note":2201},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":2203,"price":1497,"limit":2204,"cn_pay":2196,"note":2205},"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",[2209,2210,2211,2212,2213,2214],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":262,"ux":256,"price":161,"cn_support":150,"stability":256},{"title":544,"description":2172},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[2219,2221,2222,2224,2227,2229],{"title":2220,"url":2123},"Claude Code 官方文档",{"title":1434,"url":1432},{"title":2223,"url":2137},"Claude Code CLI Reference",{"title":2225,"url":2226},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":2228,"url":1121},"Claude Code Cheat Sheet 2026",{"title":2230,"url":2130},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[2233,2234,2235,2236,2237],"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",[890,955,956,970,2240,2241],"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":2246,"title":550,"alternatives":2247,"api_compatible":2248,"body":2252,"category":890,"chinese_friendly":161,"cover":3218,"description":3219,"domestic":2173,"extension":893,"faq":894,"free":252,"github":2519,"languages":3220,"lastVerified":898,"meta":3221,"models":3222,"navigation":252,"notSuitable":3229,"opensource":252,"path":3234,"pillar":908,"platforms":3235,"priceTable":3236,"pricing":3250,"published":929,"relatedPlaybooks":894,"relatedReviews":894,"score":3251,"self_host":252,"seo":3252,"seoTitle":3253,"slug":13,"sources":3254,"stem":3265,"suitable":3266,"tagline":3272,"tags":3273,"updated":929,"verdict":3276,"website":3164,"__hash__":3277},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fopencode.md",[12,966,967],[970,17,2249,2250,2251],"google","openrouter","ollama",{"type":19,"value":2253,"toc":3197},[2254,2256,2274,2279,2281,2285,2292,2317,2320,2327,2331,2338,2376,2383,2487,2494,2498,2501,2510,2514,2523,2526,2528,2530,2676,2678,2691,2698,2700,2709,2711,2718,2789,2792,2799,2801,2833,2835,2869,2871,3027,3032,3046,3051,3067,3069,3075,3084,3090,3096,3102,3108,3110,3156,3158,3191,3195],[22,2255,25],{"id":24},[27,2257,2259,2264],{"className":2258},[30,31,32],[34,2260,2261,2263],{},[37,2262,39],{}," 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。",[34,2265,43,2266,2269,2270,2273],{},[37,2267,2268],{},"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 ",[37,2271,2272],{},"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。",[53,2275,2276],{},[34,2277,2278],{},"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。",[22,2280,60],{"id":60},[62,2282,2284],{"id":2283},"终端原生-tui多会话并行","终端原生 TUI，多会话并行",[34,2286,2287,2288,2291],{},"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 ",[133,2289,2290],{},"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。",[126,2293,2295],{"className":128,"code":2294,"language":130,"meta":131,"style":131},"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",[133,2296,2297,2303,2310],{"__ignoreMap":131},[136,2298,2299,2301],{"class":138,"line":139},[136,2300,143],{"class":142},[136,2302,147],{"class":146},[136,2304,2305,2307],{"class":138,"line":150},[136,2306,2290],{"class":153},[136,2308,2309],{"class":157},"                       # 进入 TUI 交互模式\n",[136,2311,2312,2314],{"class":138,"line":161},[136,2313,165],{"class":164},[136,2315,2316],{"class":168}," 把这个 Express 项目迁移到 Fastify，跑通测试再提交\n",[34,2318,2319],{},"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。",[34,2321,2322,2323,2326],{},"TUI 之外，OpenCode 还支持 ",[37,2324,2325],{},"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。",[62,2328,2330],{"id":2329},"_75-模型-byok一个-agent-全通吃","75+ 模型 BYOK，一个 Agent 全通吃",[34,2332,2333,2334,2337],{},"OpenCode 最硬的能力是 ",[37,2335,2336],{},"模型中立","。它不绑死任何厂商，通过 provider 配置接入 75+ 模型，包括：",[78,2339,2340,2346,2352,2358,2364,2370],{},[81,2341,2342,2345],{},[37,2343,2344],{},"Anthropic","：Claude Opus 4 \u002F Sonnet 4 \u002F Haiku 4 全系",[81,2347,2348,2351],{},[37,2349,2350],{},"OpenAI","：GPT-5 \u002F GPT-4.1 \u002F o 系列推理模型",[81,2353,2354,2357],{},[37,2355,2356],{},"Google","：Gemini 2.5 Pro \u002F Flash",[81,2359,2360,2363],{},[37,2361,2362],{},"国产","：DeepSeek-V3、Qwen-Max、GLM-5、Kimi K2",[81,2365,2366,2369],{},[37,2367,2368],{},"本地","：Ollama、LM Studio 任何 GGUF 模型",[81,2371,2372,2375],{},[37,2373,2374],{},"中转","：OpenRouter \u002F 火山引擎 \u002F 硅基流动 一个 key 调全部",[34,2377,2378,2379,2382],{},"配置写在 ",[133,2380,2381],{},"opencode.json"," 里，按模型 \u002F 按场景 \u002F 按成本分配：",[126,2384,2386],{"className":1324,"code":2385,"language":1326,"meta":131,"style":131},"{\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",[133,2387,2388,2392,2399,2428,2453,2479,2483],{"__ignoreMap":131},[136,2389,2390],{"class":138,"line":139},[136,2391,1333],{"class":168},[136,2393,2394,2397],{"class":138,"line":150},[136,2395,2396],{"class":142},"  \"models\"",[136,2398,1341],{"class":168},[136,2400,2401,2404,2407,2410,2412,2415,2417,2420,2422,2425],{"class":138,"line":161},[136,2402,2403],{"class":142},"    \"hard\"",[136,2405,2406],{"class":168},": { ",[136,2408,2409],{"class":142},"\"provider\"",[136,2411,1356],{"class":168},[136,2413,2414],{"class":146},"\"anthropic\"",[136,2416,1376],{"class":168},[136,2418,2419],{"class":142},"\"model\"",[136,2421,1356],{"class":168},[136,2423,2424],{"class":146},"\"claude-sonnet-4\"",[136,2426,2427],{"class":168}," },\n",[136,2429,2430,2433,2435,2437,2439,2442,2444,2446,2448,2451],{"class":138,"line":256},[136,2431,2432],{"class":142},"    \"cheap\"",[136,2434,2406],{"class":168},[136,2436,2409],{"class":142},[136,2438,1356],{"class":168},[136,2440,2441],{"class":146},"\"deepseek\"",[136,2443,1376],{"class":168},[136,2445,2419],{"class":142},[136,2447,1356],{"class":168},[136,2449,2450],{"class":146},"\"deepseek-v3\"",[136,2452,2427],{"class":168},[136,2454,2455,2458,2460,2462,2464,2467,2469,2471,2473,2476],{"class":138,"line":262},[136,2456,2457],{"class":142},"    \"local\"",[136,2459,2406],{"class":168},[136,2461,2409],{"class":142},[136,2463,1356],{"class":168},[136,2465,2466],{"class":146},"\"ollama\"",[136,2468,1376],{"class":168},[136,2470,2419],{"class":142},[136,2472,1356],{"class":168},[136,2474,2475],{"class":146},"\"qwen2.5-coder:32b\"",[136,2477,2478],{"class":168}," }\n",[136,2480,2481],{"class":138,"line":277},[136,2482,1392],{"class":168},[136,2484,2485],{"class":138,"line":282},[136,2486,1397],{"class":168},[34,2488,2489,2490,2493],{},"之后在 TUI 里用 ",[133,2491,2492],{},"\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。",[62,2495,2497],{"id":2496},"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",[34,2499,2500],{},"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。",[34,2502,2503,2504,2506,2507,2509],{},"它同样支持 ",[70,2505,791],{"href":790}," 协议——配置 ",[133,2508,1320],{}," 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。",[62,2511,2513],{"id":2512},"开源-自托管","开源 + 自托管",[34,2515,2516,2517,2522],{},"OpenCode 是 ",[70,2518,2521],{"href":2519,"rel":2520},"https:\u002F\u002Fgithub.com\u002Fsst\u002Fopencode",[74],"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。",[34,2524,2525],{},"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。",[22,2527,328],{"id":328},[62,2529,1558],{"id":1557},[126,2531,2533],{"className":128,"code":2532,"language":130,"meta":131,"style":131},"# 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",[133,2534,2535,2540,2553,2557,2561,2572,2576,2581,2592,2596,2601,2607,2611,2616,2626,2638,2653,2657,2662,2668],{"__ignoreMap":131},[136,2536,2537],{"class":138,"line":139},[136,2538,2539],{"class":157},"# macOS \u002F Linux\n",[136,2541,2542,2544,2546,2549,2551],{"class":138,"line":150},[136,2543,235],{"class":153},[136,2545,238],{"class":142},[136,2547,2548],{"class":146}," https:\u002F\u002Fopencode.ai\u002Finstall.sh",[136,2550,244],{"class":164},[136,2552,247],{"class":153},[136,2554,2555],{"class":138,"line":161},[136,2556,253],{"emptyLinePlaceholder":252},[136,2558,2559],{"class":138,"line":256},[136,2560,1612],{"class":157},[136,2562,2563,2565,2568,2570],{"class":138,"line":262},[136,2564,1617],{"class":153},[136,2566,2567],{"class":146}," https:\u002F\u002Fopencode.ai\u002Finstall.ps1",[136,2569,244],{"class":164},[136,2571,1625],{"class":153},[136,2573,2574],{"class":138,"line":277},[136,2575,253],{"emptyLinePlaceholder":252},[136,2577,2578],{"class":138,"line":282},[136,2579,2580],{"class":157},"# 或 npm 全局安装（需 Node 18+）\n",[136,2582,2583,2585,2587,2589],{"class":138,"line":288},[136,2584,265],{"class":153},[136,2586,268],{"class":146},[136,2588,271],{"class":142},[136,2590,2591],{"class":146}," opencode\n",[136,2593,2594],{"class":138,"line":299},[136,2595,253],{"emptyLinePlaceholder":252},[136,2597,2598],{"class":138,"line":304},[136,2599,2600],{"class":157},"# 验证\n",[136,2602,2603,2605],{"class":138,"line":310},[136,2604,2290],{"class":153},[136,2606,1641],{"class":142},[136,2608,2609],{"class":138,"line":317},[136,2610,253],{"emptyLinePlaceholder":252},[136,2612,2613],{"class":138,"line":1656},[136,2614,2615],{"class":157},"# 配置 API key（任选其一）\n",[136,2617,2618,2620,2622,2624],{"class":138,"line":1662},[136,2619,1665],{"class":164},[136,2621,1668],{"class":168},[136,2623,1671],{"class":164},[136,2625,1674],{"class":168},[136,2627,2628,2630,2633,2635],{"class":138,"line":1677},[136,2629,1665],{"class":164},[136,2631,2632],{"class":168}," OPENAI_API_KEY",[136,2634,1671],{"class":164},[136,2636,2637],{"class":168},"sk-...\n",[136,2639,2640,2642,2645,2647,2650],{"class":138,"line":1682},[136,2641,1665],{"class":164},[136,2643,2644],{"class":168}," OPENROUTER_API_KEY",[136,2646,1671],{"class":164},[136,2648,2649],{"class":168},"sk-or-...      ",[136,2651,2652],{"class":157},"# 一个 key 调 75+ 模型\n",[136,2654,2655],{"class":138,"line":1688},[136,2656,253],{"emptyLinePlaceholder":252},[136,2658,2659],{"class":138,"line":1695},[136,2660,2661],{"class":157},"# 进项目启动\n",[136,2663,2664,2666],{"class":138,"line":1706},[136,2665,143],{"class":142},[136,2667,147],{"class":146},[136,2669,2671,2673],{"class":138,"line":2670},20,[136,2672,2290],{"class":153},[136,2674,2675],{"class":157},"                          # 进入 TUI\n",[62,2677,331],{"id":331},[34,2679,2680,2681,2683,2684,2686,2687,2690],{},"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 ",[133,2682,1284],{}," 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 ",[133,2685,2492],{}," 上 Sonnet，跑完切 ",[133,2688,2689],{},"\u002Fmodel cheap"," 让 DeepSeek 补文档，成本可控。",[34,2692,2693,2694,2697],{},"但 ",[37,2695,2696],{},"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。",[62,2699,2272],{"id":2272},[34,2701,2702,2703,2705,2706,2708],{},"第一次配 ",[133,2704,2381],{}," 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 ",[133,2707,985],{}," 一键启动确实更省心。",[22,2710,383],{"id":383},[34,2712,2713,2714,2717],{},"OpenCode 本身 ",[37,2715,2716],{},"完全免费","——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：",[392,2719,2720,2732],{},[395,2721,2722],{},[398,2723,2724,2727,2730],{},[401,2725,2726],{},"接入方式",[401,2728,2729],{},"单月成本估算",[401,2731,409],{},[411,2733,2734,2745,2756,2767,2778],{},[398,2735,2736,2739,2742],{},[416,2737,2738],{},"DeepSeek-V3（国产）",[416,2740,2741],{},"¥20-100",[416,2743,2744],{},"日常编码，性价比之王",[398,2746,2747,2750,2753],{},[416,2748,2749],{},"Claude Sonnet 4（直连）",[416,2751,2752],{},"$50-300",[416,2754,2755],{},"跑难活，最接近 Claude Code 体验",[398,2757,2758,2761,2764],{},[416,2759,2760],{},"OpenRouter 中转",[416,2762,2763],{},"$10-100",[416,2765,2766],{},"一个 key 切多模型",[398,2768,2769,2772,2775],{},[416,2770,2771],{},"本地 Ollama",[416,2773,2774],{},"¥0（电费）",[416,2776,2777],{},"隐私 \u002F 离线 \u002F 实验",[398,2779,2780,2783,2786],{},[416,2781,2782],{},"GPT-5（直连）",[416,2784,2785],{},"$30-200",[416,2787,2788],{},"代码审查、推理任务",[34,2790,2791],{},"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。",[34,2793,2794,2795,2798],{},"但要注意 ",[37,2796,2797],{},"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。",[22,2800,409],{"id":409},[78,2802,2803,2809,2815,2821,2827],{},[81,2804,2805,2808],{},[37,2806,2807],{},"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",[81,2810,2811,2814],{},[37,2812,2813],{},"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",[81,2816,2817,2820],{},[37,2818,2819],{},"Vim \u002F Neovim \u002F tmux 重度用户","：终端原生 TUI，不破坏既有工作流",[81,2822,2823,2826],{},[37,2824,2825],{},"需要自托管 \u002F 隐私的团队","：MIT 开源 + 本地模型，数据不出内网",[81,2828,2829,2832],{},[37,2830,2831],{},"Claude Code 想找平替","：交互逻辑接近，迁移成本低，省下订阅费",[22,2834,492],{"id":492},[78,2836,2837,2846,2852,2857,2863],{},[81,2838,2839,2842,2843,2845],{},[37,2840,2841],{},"零配置开箱即用","：多模型路由要折腾 ",[133,2844,2381],{},"，新手劝退",[81,2847,2848,2851],{},[37,2849,2850],{},"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",[81,2853,2854,2856],{},[37,2855,517],{},"：OpenCode 是 Agent 不是补全器，要 Tab 补全去 Cursor \u002F Copilot",[81,2858,2859,2862],{},[37,2860,2861],{},"纯 Windows 原生","：TUI 在 Windows Terminal 可用，但部分功能建议 WSL",[81,2864,2865,2868],{},[37,2866,2867],{},"不碰终端的用户","：这是 CLI 工具，全程命令行交互",[22,2870,527],{"id":527},[392,2872,2873,2893],{},[395,2874,2875],{},[398,2876,2877,2879,2881,2885,2889],{},[401,2878,536],{},[401,2880,550],{},[401,2882,2883],{},[70,2884,544],{"href":543},[401,2886,2887],{},[70,2888,1782],{"href":1781},[401,2890,2891],{},[70,2892,1745],{"href":1744},[411,2894,2895,2907,2923,2938,2950,2963,2975,2987,2999,3013],{},[398,2896,2897,2899,2901,2903,2905],{},[416,2898,563],{},[416,2900,571],{},[416,2902,566],{},[416,2904,566],{},[416,2906,566],{},[398,2908,2909,2912,2915,2917,2920],{},[416,2910,2911],{},"开源",[416,2913,2914],{},"✅ MIT",[416,2916,1855],{},[416,2918,2919],{},"✅",[416,2921,2922],{},"✅ Apache",[398,2924,2925,2927,2930,2933,2936],{},[416,2926,2268],{},[416,2928,2929],{},"★★★★★ 75+",[416,2931,2932],{},"★☆☆☆☆ 仅 Claude",[416,2934,2935],{},"★★★★☆ OpenAI 系",[416,2937,598],{},[398,2939,2940,2942,2944,2946,2948],{},[416,2941,1807],{},[416,2943,613],{},[416,2945,598],{},[416,2947,613],{},[416,2949,601],{},[398,2951,2952,2955,2957,2959,2961],{},[416,2953,2954],{},"TUI 体验",[416,2956,598],{},[416,2958,613],{},[416,2960,601],{},[416,2962,601],{},[398,2964,2965,2967,2969,2971,2973],{},[416,2966,2325],{},[416,2968,2919],{},[416,2970,1079],{},[416,2972,1852],{},[416,2974,1855],{},[398,2976,2977,2979,2981,2983,2985],{},[416,2978,373],{},[416,2980,613],{},[416,2982,598],{},[416,2984,601],{},[416,2986,1855],{},[398,2988,2989,2991,2993,2995,2997],{},[416,2990,406],{},[416,2992,679],{},[416,2994,676],{},[416,2996,676],{},[416,2998,679],{},[398,3000,3001,3003,3006,3008,3010],{},[416,3002,654],{},[416,3004,3005],{},"低（国产模型）",[416,3007,1895],{},[416,3009,1895],{},[416,3011,3012],{},"低",[398,3014,3015,3018,3021,3023,3025],{},[416,3016,3017],{},"稳定性",[416,3019,3020],{},"★★★☆☆ 依赖 API",[416,3022,613],{},[416,3024,613],{},[416,3026,613],{},[34,3028,3029,688],{},[37,3030,3031],{},"选 OpenCode 如果你",[78,3033,3034,3037,3040,3043],{},[81,3035,3036],{},"想用 Claude Code 的体验但不想付订阅",[81,3038,3039],{},"需要在多个模型间灵活切换（省钱 \u002F 跑难活 \u002F 隐私）",[81,3041,3042],{},"是 Vim \u002F 终端重度用户，不想装 IDE",[81,3044,3045],{},"团队要自托管，数据不出墙",[34,3047,3048,688],{},[37,3049,3050],{},"别选 OpenCode 如果你",[78,3052,3053,3056,3064],{},[81,3054,3055],{},"要开箱即用、零配置（去 Claude Code \u002F Cursor）",[81,3057,3058,3059,772,3061,1188],{},"要 IDE 内 inline 补全（去 ",[70,3060,1776],{"href":1775},[70,3062,3063],{"href":1955},"Copilot",[81,3065,3066],{},"企业要求稳定 SLA（开源 + BYOK 抖动难避免）",[22,3068,722],{"id":721},[34,3070,3071,3074],{},[37,3072,3073],{},"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。",[34,3076,3077,3080,3081,3083],{},[37,3078,3079],{},"Q：和 Claude Code 比，差在哪？","\nA：长任务稳定性、上下文管理（Claude Code 的 ",[133,3082,182],{}," 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。",[34,3085,3086,3089],{},[37,3087,3088],{},"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。",[34,3091,3092,3095],{},[37,3093,3094],{},"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。",[34,3097,3098,3101],{},[37,3099,3100],{},"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。",[34,3103,3104,3107],{},[37,3105,3106],{},"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。",[22,3109,764],{"id":764},[78,3111,3112,3124,3136,3150],{},[81,3113,769,3114,772,3116,772,3118,772,3120],{},[70,3115,544],{"href":543},[70,3117,1782],{"href":1781},[70,3119,1745],{"href":1744},[70,3121,3123],{"href":3122},"\u002Fcoding\u002Fcli\u002Fgemini-cli.html","Gemini CLI",[81,3125,783,3126,772,3128,772,3130,772,3134],{},[70,3127,787],{"href":786},[70,3129,791],{"href":790},[70,3131,3133],{"href":3132},"\u002Fwiki\u002Fbyok.html","BYOK",[70,3135,2087],{"href":2086},[81,3137,802,3138,772,3140,772,3144,772,3146],{},[70,3139,810],{"href":809},[70,3141,3143],{"href":3142},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[70,3145,814],{"href":813},[70,3147,3149],{"href":3148},"\u002Fmodels\u002Fqwen-max.html","Qwen-Max",[81,3151,817,3152,772,3154],{},[70,3153,821],{"href":820},[70,3155,2107],{"href":2106},[22,3157,828],{"id":828},[78,3159,3160,3166,3172,3177,3184],{},[81,3161,833,3162],{},[70,3163,3164],{"href":3164,"rel":3165},"https:\u002F\u002Fopencode.ai",[74],[81,3167,2120,3168],{},[70,3169,3170],{"href":3170,"rel":3171},"https:\u002F\u002Fopencode.ai\u002Fdocs",[74],[81,3173,2127,3174],{},[70,3175,2519],{"href":2519,"rel":3176},[74],[81,3178,3179,3180],{},"模型支持：",[70,3181,3182],{"href":3182,"rel":3183},"https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fmodels",[74],[81,3185,3186,3187],{},"对比文档：",[70,3188,3189],{"href":3189,"rel":3190},"https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fcomparisons\u002Fclaude-code",[74],[34,3192,860,3193,865],{},[70,3194,864],{"href":863},[867,3196,869],{},{"title":131,"searchDepth":161,"depth":161,"links":3198},[3199,3200,3206,3211,3212,3213,3214,3215,3216,3217],{"id":24,"depth":150,"text":25},{"id":60,"depth":150,"text":60,"children":3201},[3202,3203,3204,3205],{"id":2283,"depth":161,"text":2284},{"id":2329,"depth":161,"text":2330},{"id":2496,"depth":161,"text":2497},{"id":2512,"depth":161,"text":2513},{"id":328,"depth":150,"text":328,"children":3207},[3208,3209,3210],{"id":1557,"depth":161,"text":1558},{"id":331,"depth":161,"text":331},{"id":2272,"depth":161,"text":2272},{"id":383,"depth":150,"text":383},{"id":409,"depth":150,"text":409},{"id":492,"depth":150,"text":492},{"id":527,"depth":150,"text":527},{"id":721,"depth":150,"text":722},{"id":764,"depth":150,"text":764},{"id":828,"depth":150,"text":828},"\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。",[897],{},[3223,3224,3225,3226,3227,3228],"claude-sonnet-4","gpt-5","gemini-2.5-pro","deepseek-v3","qwen-max","75+ 模型",[3230,3231,3232,3233],"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",[910,911,912],[3237,3241,3245],{"plan":3238,"price":389,"limit":916,"cn_pay":3239,"note":3240},"开源版（BYOK）","✅ 国产模型可用支付宝","自带 API key",{"plan":3242,"price":389,"limit":3243,"cn_pay":926,"note":3244},"本地模型","Ollama \u002F LM Studio 本地跑","适合离线 \u002F 隐私场景",{"plan":2760,"price":3246,"limit":3247,"cn_pay":3248,"note":3249},"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":256,"ux":256,"price":262,"cn_support":161,"stability":161},{"title":550,"description":3219},"OpenCode 评测 2026：开源 AI Coding Agent，Claude Code 免费平替，75+ 模型任意切换",[3255,3257,3259,3261,3263],{"title":3256,"url":3164},"OpenCode 官网",{"title":3258,"url":3170},"OpenCode 官方文档",{"title":3260,"url":2519},"GitHub sst\u002Fopencode",{"title":3262,"url":3182},"OpenCode 模型支持列表",{"title":3264,"url":3189},"OpenCode vs Claude Code 对比","tools\u002Fcoding\u002Fcli\u002Fopencode",[3267,3268,3269,3270,3271],"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",[890,955,956,957,3274,3275],"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":3279,"title":556,"alternatives":3280,"api_compatible":3281,"body":3283,"category":890,"chinese_friendly":262,"cover":4066,"description":4067,"domestic":252,"extension":893,"faq":894,"free":252,"github":3478,"languages":4068,"lastVerified":898,"meta":4069,"models":4070,"navigation":252,"notSuitable":4072,"opensource":252,"path":4077,"pillar":908,"platforms":4078,"priceTable":4079,"pricing":4091,"published":929,"relatedPlaybooks":894,"relatedReviews":894,"score":4092,"self_host":252,"seo":4093,"seoTitle":4094,"slug":14,"sources":4095,"stem":4106,"suitable":4107,"tagline":4113,"tags":4114,"updated":929,"verdict":4117,"website":3478,"__hash__":4118},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fmimo-code.md",[12,13,933],[17,3282],"mimo",{"type":19,"value":3284,"toc":4044},[3285,3287,3309,3314,3316,3320,3323,3337,3343,3346,3350,3358,3384,3391,3395,3400,3409,3435,3438,3442,3449,3466,3469,3473,3482,3485,3487,3489,3581,3583,3586,3589,3592,3595,3598,3600,3606,3657,3660,3666,3668,3700,3702,3733,3735,3885,3890,3904,3909,3923,3925,3931,3937,3943,3949,3955,3961,3963,4002,4004,4038,4042],[22,3286,25],{"id":24},[27,3288,3290,3299],{"className":3289},[30,31,32],[34,3291,3292,3294,3295,3298],{},[37,3293,39],{}," 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 ",[37,3296,3297],{},"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。",[34,3300,43,3301,3304,3305,3308],{},[37,3302,3303],{},"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 ",[37,3306,3307],{},"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。",[53,3310,3311],{},[34,3312,3313],{},"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。",[22,3315,60],{"id":60},[62,3317,3319],{"id":3318},"swe-bench-双超-claude-code-的硬实力","SWE-Bench 双超 Claude Code 的硬实力",[34,3321,3322],{},"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：",[78,3324,3325,3331],{},[81,3326,3327,3330],{},[37,3328,3329],{},"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",[81,3332,3333,3336],{},[37,3334,3335],{},"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",[34,3338,3339,3340,3342],{},"这两个基准测的都是 ",[37,3341,610],{},"——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。",[34,3344,3345],{},"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。",[62,3347,3349],{"id":3348},"基于-opencode-架构终端原生","基于 OpenCode 架构，终端原生",[34,3351,3352,3353,3357],{},"MiMo Code 没有从零造轮子，而是 ",[70,3354,3356],{"href":2519,"rel":3355},[74],"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：",[78,3359,3360,3366,3372,3378],{},[81,3361,3362,3365],{},[37,3363,3364],{},"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）",[81,3367,3368,3371],{},[37,3369,3370],{},"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",[81,3373,3374,3377],{},[37,3375,3376],{},"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",[81,3379,3380,3383],{},[37,3381,3382],{},"中文优化","——针对中文代码库、中文需求做了专项调优",[34,3385,3386,3387,3390],{},"继承 OpenCode 架构的好处是 ",[37,3388,3389],{},"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。",[62,3392,3394],{"id":3393},"长程编程-记忆系统","长程编程 + 记忆系统",[34,3396,3397,3398,688],{},"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 ",[37,3399,3370],{},[34,3401,3402,3403,3405,3406,3408],{},"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 ",[133,3404,1158],{}," 重新生成 ",[133,3407,1164],{},"。",[126,3410,3412],{"className":128,"code":3411,"language":130,"meta":131,"style":131},"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",[133,3413,3414,3420,3428],{"__ignoreMap":131},[136,3415,3416,3418],{"class":138,"line":139},[136,3417,143],{"class":142},[136,3419,147],{"class":146},[136,3421,3422,3425],{"class":138,"line":150},[136,3423,3424],{"class":153},"mimo-code",[136,3426,3427],{"class":157},"                      # 启动，自动加载项目记忆\n",[136,3429,3430,3432],{"class":138,"line":161},[136,3431,165],{"class":164},[136,3433,3434],{"class":168}," 继续上次的鉴权模块重构，跑通剩余测试\n",[34,3436,3437],{},"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。",[62,3439,3441],{"id":3440},"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",[34,3443,3444,3445,3448],{},"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 ",[37,3446,3447],{},"不依赖外部 API","，开箱即用、完全免费：",[126,3450,3452],{"className":128,"code":3451,"language":130,"meta":131,"style":131},"> 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",[133,3453,3454,3461],{"__ignoreMap":131},[136,3455,3456,3458],{"class":138,"line":139},[136,3457,165],{"class":164},[136,3459,3460],{"class":168}," 这张设计稿还原成响应式页面，注意移动端适配\n",[136,3462,3463],{"class":138,"line":150},[136,3464,3465],{"class":168},"[附图：design.png]\n",[34,3467,3468],{},"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。",[62,3470,3472],{"id":3471},"mit-协议彻底开源","MIT 协议，彻底开源",[34,3474,3475,3476,3481],{},"MiMo Code 是 ",[70,3477,3480],{"href":3478,"rel":3479},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code",[74],"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。",[34,3483,3484],{},"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。",[22,3486,328],{"id":328},[62,3488,1558],{"id":1557},[126,3490,3492],{"className":128,"code":3491,"language":130,"meta":131,"style":131},"# 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",[133,3493,3494,3498,3511,3515,3519,3530,3534,3539,3544,3551,3555,3559,3565,3574],{"__ignoreMap":131},[136,3495,3496],{"class":138,"line":139},[136,3497,230],{"class":157},[136,3499,3500,3502,3504,3507,3509],{"class":138,"line":150},[136,3501,235],{"class":153},[136,3503,238],{"class":142},[136,3505,3506],{"class":146}," https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Finstall.sh",[136,3508,244],{"class":164},[136,3510,247],{"class":153},[136,3512,3513],{"class":138,"line":161},[136,3514,253],{"emptyLinePlaceholder":252},[136,3516,3517],{"class":138,"line":256},[136,3518,259],{"class":157},[136,3520,3521,3523,3525,3527],{"class":138,"line":262},[136,3522,265],{"class":153},[136,3524,268],{"class":146},[136,3526,271],{"class":142},[136,3528,3529],{"class":146}," mimo-code\n",[136,3531,3532],{"class":138,"line":277},[136,3533,253],{"emptyLinePlaceholder":252},[136,3535,3536],{"class":138,"line":282},[136,3537,3538],{"class":157},"# 内置模型开箱即用，无需 API key\n",[136,3540,3541],{"class":138,"line":288},[136,3542,3543],{"class":157},"# （也可接自托管 MiMo 或其他 OpenAI 兼容模型）\n",[136,3545,3546,3548],{"class":138,"line":299},[136,3547,3424],{"class":153},[136,3549,3550],{"class":157},"                       # 启动\n",[136,3552,3553],{"class":138,"line":304},[136,3554,253],{"emptyLinePlaceholder":252},[136,3556,3557],{"class":138,"line":310},[136,3558,307],{"class":157},[136,3560,3561,3563],{"class":138,"line":317},[136,3562,143],{"class":142},[136,3564,147],{"class":146},[136,3566,3567,3569,3571],{"class":138,"line":1656},[136,3568,3424],{"class":153},[136,3570,1700],{"class":146},[136,3572,3573],{"class":157},"                 # 初始化项目记忆\n",[136,3575,3576,3578],{"class":138,"line":1662},[136,3577,3424],{"class":153},[136,3579,3580],{"class":157},"                       # 交互模式\n",[62,3582,331],{"id":331},[34,3584,3585],{},"作为 V0.1.0 产品，MiMo Code 的体感是\"潜力大、毛刺多\"。",[34,3587,3588],{},"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。",[34,3590,3591],{},"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。",[62,3593,3594],{"id":3594},"配置与扩展",[34,3596,3597],{},"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。",[22,3599,383],{"id":383},[34,3601,3602,3603,3605],{},"MiMo Code ",[37,3604,2716],{},"——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）：",[392,3607,3608,3618],{},[395,3609,3610],{},[398,3611,3612,3614,3616],{},[401,3613,403],{},[401,3615,406],{},[401,3617,409],{},[411,3619,3620,3632,3644],{},[398,3621,3622,3627,3629],{},[416,3623,3624],{},[37,3625,3626],{},"内置 MiMo 模型",[416,3628,389],{},[416,3630,3631],{},"开箱即用，个人开发者首选",[398,3633,3634,3639,3641],{},[416,3635,3636],{},[37,3637,3638],{},"自托管 MiMo",[416,3640,436],{},[416,3642,3643],{},"企业 \u002F 隐私场景，需 GPU",[398,3645,3646,3651,3654],{},[416,3647,3648],{},[37,3649,3650],{},"接其他模型（BYOK）",[416,3652,3653],{},"按 API 计费",[416,3655,3656],{},"想用 Claude\u002FGPT 时，自行承担 token 费",[34,3658,3659],{},"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。",[34,3661,3662,3663,3665],{},"但免费的代价是 ",[37,3664,3017],{},"：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。",[22,3667,409],{"id":409},[78,3669,3670,3676,3682,3688,3694],{},[81,3671,3672,3675],{},[37,3673,3674],{},"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",[81,3677,3678,3681],{},[37,3679,3680],{},"基准成绩敏感的研究者","：做 Agent 评测、对比实验，MiMo 是重要样本",[81,3683,3684,3687],{},[37,3685,3686],{},"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",[81,3689,3690,3693],{},[37,3691,3692],{},"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",[81,3695,3696,3699],{},[37,3697,3698],{},"国内免费 + 中文友好","：不花钱、不要海外账号、中文体验好",[22,3701,492],{"id":492},[78,3703,3704,3710,3716,3721,3727],{},[81,3705,3706,3709],{},[37,3707,3708],{},"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",[81,3711,3712,3715],{},[37,3713,3714],{},"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",[81,3717,3718,3720],{},[37,3719,517],{},"：CLI Agent 不是补全器",[81,3722,3723,3726],{},[37,3724,3725],{},"不熟悉终端的新手","：TUI + 配置门槛对纯新手不友好",[81,3728,3729,3732],{},[37,3730,3731],{},"要企业级 SLA","：开源 V0.1 无任何承诺",[22,3734,527],{"id":527},[392,3736,3737,3758],{},[395,3738,3739],{},[398,3740,3741,3743,3745,3749,3753],{},[401,3742,536],{},[401,3744,556],{},[401,3746,3747],{},[70,3748,544],{"href":543},[401,3750,3751],{},[70,3752,550],{"href":549},[401,3754,3755],{},[70,3756,10],{"href":3757},"\u002Fcoding\u002Fcli\u002Fkimi-code.html",[411,3759,3760,3772,3789,3803,3817,3832,3847,3860,3872],{},[398,3761,3762,3764,3766,3768,3770],{},[416,3763,563],{},[416,3765,571],{},[416,3767,566],{},[416,3769,571],{},[416,3771,566],{},[398,3773,3774,3777,3780,3783,3786],{},[416,3775,3776],{},"协议",[416,3778,3779],{},"MIT（最宽松）",[416,3781,3782],{},"闭源",[416,3784,3785],{},"MIT",[416,3787,3788],{},"开源（商用需留意）",[398,3790,3791,3793,3796,3799,3801],{},[416,3792,578],{},[416,3794,3795],{},"MiMo（内置免费）",[416,3797,3798],{},"Claude（闭源）",[416,3800,587],{},[416,3802,581],{},[398,3804,3805,3808,3811,3813,3815],{},[416,3806,3807],{},"SWE-Bench",[416,3809,3810],{},"★★★★★ 62%",[416,3812,613],{},[416,3814,633],{},[416,3816,613],{},[398,3818,3819,3822,3825,3828,3830],{},[416,3820,3821],{},"多模态",[416,3823,3824],{},"✅ 内置免费",[416,3826,3827],{},"✅（计费）",[416,3829,633],{},[416,3831,2919],{},[398,3833,3834,3836,3839,3842,3845],{},[416,3835,3370],{},[416,3837,3838],{},"✅ 跨会话",[416,3840,3841],{},"✅（CLAUDE.md）",[416,3843,3844],{},"⚠️ 基础",[416,3846,3844],{},[398,3848,3849,3852,3854,3856,3858],{},[416,3850,3851],{},"成熟度",[416,3853,649],{},[416,3855,598],{},[416,3857,613],{},[416,3859,613],{},[398,3861,3862,3864,3866,3868,3870],{},[416,3863,654],{},[416,3865,657],{},[416,3867,660],{},[416,3869,663],{},[416,3871,666],{},[398,3873,3874,3876,3878,3880,3882],{},[416,3875,406],{},[416,3877,389],{},[416,3879,676],{},[416,3881,679],{},[416,3883,3884],{},"极低",[34,3886,3887,688],{},[37,3888,3889],{},"选 MiMo Code 如果你",[78,3891,3892,3895,3898,3901],{},[81,3893,3894],{},"想尝鲜基准超 Claude Code 的国产黑马",[81,3896,3897],{},"要 MIT 协议做二次开发 \u002F 商用",[81,3899,3900],{},"需要内置免费多模态",[81,3902,3903],{},"一分钱不想花，又要中文友好",[34,3905,3906,688],{},[37,3907,3908],{},"别选 MiMo Code 如果你",[78,3910,3911,3914,3917,3920],{},[81,3912,3913],{},"生产环境要稳（V0.1.0 太早期）",[81,3915,3916],{},"要成熟插件和 MCP 生态（去 Claude Code）",[81,3918,3919],{},"要 IDE inline 补全（去 Cursor \u002F Copilot）",[81,3921,3922],{},"企业要 SLA 承诺",[22,3924,722],{"id":721},[34,3926,3927,3930],{},[37,3928,3929],{},"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。",[34,3932,3933,3936],{},[37,3934,3935],{},"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。",[34,3938,3939,3942],{},[37,3940,3941],{},"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。",[34,3944,3945,3948],{},[37,3946,3947],{},"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。",[34,3950,3951,3954],{},[37,3952,3953],{},"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。",[34,3956,3957,3960],{},[37,3958,3959],{},"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。",[22,3962,764],{"id":764},[78,3964,3965,3975,3987,3996],{},[81,3966,769,3967,772,3969,772,3971,772,3973],{},[70,3968,544],{"href":543},[70,3970,550],{"href":549},[70,3972,10],{"href":3757},[70,3974,780],{"href":779},[81,3976,783,3977,772,3979,772,3982,772,3984],{},[70,3978,787],{"href":786},[70,3980,3807],{"href":3981},"\u002Fwiki\u002Fswe-bench.html",[70,3983,791],{"href":790},[70,3985,3370],{"href":3986},"\u002Fwiki\u002Fagent-memory.html",[81,3988,802,3989,772,3992,772,3994],{},[70,3990,556],{"href":3991},"\u002Fmodels\u002Fmimo-code.html",[70,3993,810],{"href":809},[70,3995,806],{"href":805},[81,3997,817,3998,772,4000],{},[70,3999,821],{"href":820},[70,4001,825],{"href":824},[22,4003,828],{"id":828},[78,4005,4006,4011,4018,4025,4031],{},[81,4007,840,4008],{},[70,4009,3478],{"href":3478,"rel":4010},[74],[81,4012,4013,4014],{},"技术报告：",[70,4015,4016],{"href":4016,"rel":4017},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Fblob\u002Fmain\u002FREADME.md",[74],[81,4019,4020,4021],{},"MiMo 系列模型：",[70,4022,4023],{"href":4023,"rel":4024},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo",[74],[81,4026,4027,4028],{},"OpenCode 架构基础：",[70,4029,2519],{"href":2519,"rel":4030},[74],[81,4032,4033,4034],{},"SWE-Bench 排行榜：",[70,4035,4036],{"href":4036,"rel":4037},"https:\u002F\u002Fwww.swebench.com",[74],[34,4039,860,4040,865],{},[70,4041,864],{"href":863},[867,4043,869],{},{"title":131,"searchDepth":161,"depth":161,"links":4045},[4046,4047,4054,4059,4060,4061,4062,4063,4064,4065],{"id":24,"depth":150,"text":25},{"id":60,"depth":150,"text":60,"children":4048},[4049,4050,4051,4052,4053],{"id":3318,"depth":161,"text":3319},{"id":3348,"depth":161,"text":3349},{"id":3393,"depth":161,"text":3394},{"id":3440,"depth":161,"text":3441},{"id":3471,"depth":161,"text":3472},{"id":328,"depth":150,"text":328,"children":4055},[4056,4057,4058],{"id":1557,"depth":161,"text":1558},{"id":331,"depth":161,"text":331},{"id":3594,"depth":161,"text":3594},{"id":383,"depth":150,"text":383},{"id":409,"depth":150,"text":409},{"id":492,"depth":150,"text":492},{"id":527,"depth":150,"text":527},{"id":721,"depth":150,"text":722},{"id":764,"depth":150,"text":764},{"id":828,"depth":150,"text":828},"\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。",[896,897],{},[4071],"mimo-code-v0.1",[4073,4074,4075,4076],"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",[910,911,912],[4080,4083,4087],{"plan":4081,"price":389,"limit":916,"cn_pay":3239,"note":4082},"开源版（MIT）","可自托管",{"plan":4084,"price":389,"limit":4085,"cn_pay":926,"note":4086},"内置多模态模型","MiMo 自研模型内置","开箱即用",{"plan":4088,"price":389,"limit":4089,"cn_pay":926,"note":4090},"自托管","MIT 协议，权重可下载","需硬件","免费（MIT 协议开源）",{"power":256,"ux":161,"price":262,"cn_support":262,"stability":161},{"title":556,"description":4067},"MiMo Code 评测 2026：小米开源终端 AI Agent，SWE-Bench Pro 62% 双超 Claude Code",[4096,4098,4100,4102,4104],{"title":4097,"url":3478},"MiMo-Code 开源仓库",{"title":4099,"url":4016},"MiMo Code 技术报告",{"title":4101,"url":4023},"小米 MiMo 系列模型",{"title":4103,"url":2519},"OpenCode 架构（MiMo 基于此）",{"title":4105,"url":4036},"SWE-Bench Pro 排行榜","tools\u002Fcoding\u002Fcli\u002Fmimo-code",[4108,4109,4110,4111,4112],"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",[890,955,956,4115,957,4116,958],"xiaomi","mit","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",1785660640261]