[{"data":1,"prerenderedAt":2300},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-claude-code-vs-mimo-code":9,"compare-a-claude-code":10,"compare-b-mimo-code":1404},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":17,"body":19,"category":1320,"chinese_friendly":140,"cover":1321,"description":1322,"domestic":1323,"extension":1324,"faq":9,"free":1323,"github":1273,"languages":1325,"lastVerified":9,"meta":1327,"models":1328,"navigation":697,"notSuitable":1332,"opensource":1323,"path":1336,"pillar":1337,"platforms":1338,"priceTable":1342,"pricing":1362,"published":1363,"relatedPlaybooks":9,"relatedReviews":1364,"score":1371,"self_host":1323,"seo":1372,"seoTitle":1373,"slug":1374,"sources":1375,"stem":1388,"suitable":1389,"tagline":1395,"tags":1396,"updated":1401,"verdict":1402,"website":1259,"__hash__":1403},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md","Claude Code",[14,15,16],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[18],"anthropic",{"type":20,"value":21,"toc":1303},"minimark",[22,27,82,88,91,96,106,149,152,156,164,200,216,220,223,385,403,407,418,498,501,505,519,522,537,619,622,641,654,662,666,831,834,881,884,1045,1051,1065,1070,1090,1093,1189,1192,1249,1252,1291,1299],[23,24,26],"h2",{"id":25},"tldr","TL;DR",[28,29,34,47,58],"div",{"className":30},[31,32,33],"card","p-5","my-4",[35,36,37,41,42,46],"p",{},[38,39,40],"strong",{},"一句话："," 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 ",[43,44,45],"code",{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[35,48,49,50,53,54,57],{},"最大价值是 ",[38,51,52],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[38,55,56],{},"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。",[35,59,60,63,64,69,70,73,74,77,78,81],{},[38,61,62],{},"2026-07 最新进展","：核心模型已升级为 ",[65,66,68],"a",{"href":67},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[43,71,72],{},"\u002Ffork","（复制会话到后台并行）、",[43,75,76],{},"\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。",[38,79,80],{},"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。",[83,84,85],"blockquote",{},[35,86,87],{},"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。",[23,89,90],{"id":90},"核心特性",[92,93,95],"h3",{"id":94},"终端原生的-agent-体验","终端原生的 Agent 体验",[35,97,98,99,102,103,105],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[38,100,101],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[43,104,45],{},"，就进入了一个能读你整个 codebase 的对话环境。",[107,108,113],"pre",{"className":109,"code":110,"language":111,"meta":112,"style":112},"language-bash shiki shiki-themes github-light github-dark","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","bash","",[43,114,115,128,138],{"__ignoreMap":112},[116,117,120,124],"span",{"class":118,"line":119},"line",1,[116,121,123],{"class":122},"sj4cs","cd",[116,125,127],{"class":126},"sZZnC"," your-project\n",[116,129,131,134],{"class":118,"line":130},2,[116,132,45],{"class":133},"sScJk",[116,135,137],{"class":136},"sJ8bj","                          # 进入交互模式\n",[116,139,141,145],{"class":118,"line":140},3,[116,142,144],{"class":143},"szBVR",">",[116,146,148],{"class":147},"sVt8B"," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[35,150,151],{},"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。",[92,153,155],{"id":154},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[35,157,158,159,163],{},"Claude Code 2.x 引入了 ",[65,160,162],{"href":161},"\u002Fwiki\u002Fai-agent.html","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：",[107,165,167],{"className":109,"code":166,"language":111,"meta":112,"style":112},"\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",[43,168,169,176,183,191],{"__ignoreMap":112},[116,170,171,173],{"class":118,"line":119},[116,172,76],{"class":133},[116,174,175],{"class":136},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[116,177,178,180],{"class":118,"line":130},[116,179,72],{"class":133},[116,181,182],{"class":136},"               # 复制当前会话到后台并行推进\n",[116,184,185,188],{"class":118,"line":140},[116,186,187],{"class":133},"\u002Fagents",[116,189,190],{"class":136},"             # 管理子代理\n",[116,192,194,197],{"class":118,"line":193},4,[116,195,196],{"class":133},"\u002Ftasks",[116,198,199],{"class":136},"              # 列出后台运行的子代理\n",[35,201,202,203,209,210,212,213,215],{},"据 ",[65,204,208],{"href":205,"rel":206},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[207],"nofollow","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，",[43,211,76],{}," 取代了旧的内联子 agent 写法，",[43,214,72],{}," 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。",[92,217,219],{"id":218},"slash-命令生产力关键","Slash 命令（生产力关键）",[35,221,222],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[224,225,226,239],"table",{},[227,228,229],"thead",{},[230,231,232,236],"tr",{},[233,234,235],"th",{},"命令",[233,237,238],{},"用途",[240,241,242,257,267,281,291,301,311,321,331,341,351,361,371],"tbody",{},[230,243,244,250],{},[245,246,247],"td",{},[43,248,249],{},"\u002Finit",[245,251,252,253,256],{},"第一次进入仓库时跑，生成 ",[43,254,255],{},"CLAUDE.md","（项目记忆）",[230,258,259,264],{},[245,260,261],{},[43,262,263],{},"\u002Fmemory",[245,265,266],{},"编辑长期记忆",[230,268,269,274],{},[245,270,271],{},[43,272,273],{},"\u002Fclear",[245,275,276,277,280],{},"清空当前对话，重新开始（",[38,278,279],{},"最被低估的命令","）",[230,282,283,288],{},[245,284,285],{},[43,286,287],{},"\u002Fcompact",[245,289,290],{},"长对话压缩，挽救快爆炸的 context window",[230,292,293,298],{},[245,294,295],{},[43,296,297],{},"\u002Fcontext",[245,299,300],{},"显示当前 context 用量",[230,302,303,308],{},[245,304,305],{},[43,306,307],{},"\u002Fplan",[245,309,310],{},"切到 plan 模式（只规划不执行）",[230,312,313,318],{},[245,314,315],{},[43,316,317],{},"\u002Fmodel",[245,319,320],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[230,322,323,328],{},[245,324,325],{},[43,326,327],{},"\u002Fdiff",[245,329,330],{},"看本轮所有改动",[230,332,333,338],{},[245,334,335],{},[43,336,337],{},"\u002Fcode-review",[245,339,340],{},"对 diff 跑代码审查",[230,342,343,348],{},[245,344,345],{},[43,346,347],{},"\u002Frewind",[245,349,350],{},"回滚到任意 checkpoint（代码 + 对话）",[230,352,353,358],{},[245,354,355],{},[43,356,357],{},"\u002Fmcp",[245,359,360],{},"管理 MCP 服务器",[230,362,363,368],{},[245,364,365],{},[43,366,367],{},"\u002Fdoctor",[245,369,370],{},"排查环境问题",[230,372,373,382],{},[245,374,375,378,379],{},[43,376,377],{},"\u002Fresume"," ",[43,380,381],{},"\u002Fbranch",[245,383,384],{},"回到 \u002F fork 历史对话",[35,386,387,392,393,395,396,398,399,402],{},[65,388,391],{"href":389,"rel":390},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[207],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[43,394,287],{},"（每 20-30 分钟一次防止 context drift）、",[43,397,273],{},"（新任务开新会话）、自定义命令（写在 ",[43,400,401],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[92,404,406],{"id":405},"mcp-集成一等公民","MCP 集成（一等公民）",[35,408,409,413,414,417],{},[65,410,412],{"href":411},"\u002Fwiki\u002Fmcp.html","MCP"," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[43,415,416],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[107,419,423],{"className":420,"code":421,"language":422,"meta":112,"style":112},"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",[43,424,425,430,438,445,459,480,486,492],{"__ignoreMap":112},[116,426,427],{"class":118,"line":119},[116,428,429],{"class":147},"{\n",[116,431,432,435],{"class":118,"line":130},[116,433,434],{"class":122},"  \"mcpServers\"",[116,436,437],{"class":147},": {\n",[116,439,440,443],{"class":118,"line":140},[116,441,442],{"class":122},"    \"postgres\"",[116,444,437],{"class":147},[116,446,447,450,453,456],{"class":118,"line":193},[116,448,449],{"class":122},"      \"command\"",[116,451,452],{"class":147},": ",[116,454,455],{"class":126},"\"npx\"",[116,457,458],{"class":147},",\n",[116,460,462,465,468,471,474,477],{"class":118,"line":461},5,[116,463,464],{"class":122},"      \"args\"",[116,466,467],{"class":147},": [",[116,469,470],{"class":126},"\"@modelcontextprotocol\u002Fserver-postgres\"",[116,472,473],{"class":147},", ",[116,475,476],{"class":126},"\"postgresql:\u002F\u002F...\"",[116,478,479],{"class":147},"]\n",[116,481,483],{"class":118,"line":482},6,[116,484,485],{"class":147},"    }\n",[116,487,489],{"class":118,"line":488},7,[116,490,491],{"class":147},"  }\n",[116,493,495],{"class":118,"line":494},8,[116,496,497],{"class":147},"}\n",[35,499,500],{},"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。",[92,502,504],{"id":503},"后台-远程模式","后台 \u002F 远程模式",[35,506,507,510,511,514,515,518],{},[43,508,509],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[43,512,513],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[43,516,517],{},"\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\"。",[23,520,521],{"id":521},"价格与运行成本",[35,523,524,525,530,531,536],{},"根据 ",[65,526,529],{"href":527,"rel":528},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[207],"explainx.ai 2026-06 评测"," 和 ",[65,532,535],{"href":533,"rel":534},"https:\u002F\u002Fclaude.com\u002Fpricing",[207],"Anthropic 官方定价"," 整理：",[224,538,539,552],{},[227,540,541],{},[230,542,543,546,549],{},[233,544,545],{},"路径",[233,547,548],{},"价格",[233,550,551],{},"适用场景",[240,553,554,567,580,593,606],{},[230,555,556,561,564],{},[245,557,558],{},[38,559,560],{},"BYOK（自带 API key）",[245,562,563],{},"按 token 计费",[245,565,566],{},"全自由，但单月烧到 $500+ 也常见",[230,568,569,574,577],{},[245,570,571],{},[38,572,573],{},"Pro",[245,575,576],{},"$20\u002F月（年付 ~$17）",[245,578,579],{},"个人开发者，每天 1-4 小时",[230,581,582,587,590],{},[245,583,584],{},[38,585,586],{},"Max 5x",[245,588,589],{},"$100\u002F月",[245,591,592],{},"重度用户 + Opus 模型访问",[230,594,595,600,603],{},[245,596,597],{},[38,598,599],{},"Max 20x",[245,601,602],{},"$200\u002F月",[245,604,605],{},"8h+ agentic 工作流 \u002F 团队共享",[230,607,608,613,616],{},[245,609,610],{},[38,611,612],{},"Team Premium",[245,614,615],{},"$100\u002Fseat 年付 \u002F $125 月付",[245,617,618],{},"团队，含管理",[35,620,621],{},"API token 价格（2026-07 公开数据）：",[623,624,625,632,638],"ul",{},[626,627,628,631],"li",{},[38,629,630],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[626,633,634,637],{},[38,635,636],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[626,639,640],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[83,642,643],{},[35,644,645,646,649,650,653],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[38,647,648],{},"87.6%","、Sonnet 5 ",[38,651,652],{},"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。",[35,655,656,661],{},[65,657,660],{"href":658,"rel":659},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[207],"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。",[23,663,665],{"id":664},"上手-5-分钟","上手 5 分钟",[107,667,669],{"className":109,"code":668,"language":111,"meta":112,"style":112},"# 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",[43,670,671,676,693,699,704,718,722,727,740,745,751,759,773,779,794,799,805,812,823],{"__ignoreMap":112},[116,672,673],{"class":118,"line":119},[116,674,675],{"class":136},"# macOS \u002F Linux \u002F Windows (WSL)\n",[116,677,678,681,684,687,690],{"class":118,"line":130},[116,679,680],{"class":133},"curl",[116,682,683],{"class":122}," -fsSL",[116,685,686],{"class":126}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[116,688,689],{"class":143}," |",[116,691,692],{"class":133}," bash\n",[116,694,695],{"class":118,"line":140},[116,696,698],{"emptyLinePlaceholder":697},true,"\n",[116,700,701],{"class":118,"line":193},[116,702,703],{"class":136},"# macOS 用 Homebrew\n",[116,705,706,709,712,715],{"class":118,"line":461},[116,707,708],{"class":133},"brew",[116,710,711],{"class":126}," install",[116,713,714],{"class":122}," --cask",[116,716,717],{"class":126}," claude-code\n",[116,719,720],{"class":118,"line":482},[116,721,698],{"emptyLinePlaceholder":697},[116,723,724],{"class":118,"line":488},[116,725,726],{"class":136},"# Windows PowerShell\n",[116,728,729,732,735,737],{"class":118,"line":494},[116,730,731],{"class":133},"irm",[116,733,734],{"class":126}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[116,736,689],{"class":143},[116,738,739],{"class":133}," iex\n",[116,741,743],{"class":118,"line":742},9,[116,744,698],{"emptyLinePlaceholder":697},[116,746,748],{"class":118,"line":747},10,[116,749,750],{"class":136},"# 验证 + 登录\n",[116,752,754,756],{"class":118,"line":753},11,[116,755,45],{"class":133},[116,757,758],{"class":122}," --version\n",[116,760,762,764,767,770],{"class":118,"line":761},12,[116,763,45],{"class":133},[116,765,766],{"class":126}," auth",[116,768,769],{"class":126}," login",[116,771,772],{"class":136},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[116,774,776],{"class":118,"line":775},13,[116,777,778],{"class":136},"# 或用 API key\n",[116,780,782,785,788,791],{"class":118,"line":781},14,[116,783,784],{"class":143},"export",[116,786,787],{"class":147}," ANTHROPIC_API_KEY",[116,789,790],{"class":143},"=",[116,792,793],{"class":147},"sk-ant-...\n",[116,795,797],{"class":118,"line":796},15,[116,798,698],{"emptyLinePlaceholder":697},[116,800,802],{"class":118,"line":801},16,[116,803,804],{"class":136},"# 进项目，启动\n",[116,806,808,810],{"class":118,"line":807},17,[116,809,123],{"class":122},[116,811,127],{"class":126},[116,813,815,817,820],{"class":118,"line":814},18,[116,816,45],{"class":133},[116,818,819],{"class":126}," \u002Finit",[116,821,822],{"class":136},"               # 生成 CLAUDE.md\n",[116,824,826,828],{"class":118,"line":825},19,[116,827,45],{"class":133},[116,829,830],{"class":136},"                     # 进入交互模式\n",[23,832,833],{"id":833},"国内使用注意事项",[835,836,837,843,849,855],"ol",{},[626,838,839,842],{},[38,840,841],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[626,844,845,848],{},[38,846,847],{},"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",[626,850,851,854],{},[38,852,853],{},"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",[626,856,857,860,861,865,866,870,871,875,876,880],{},[38,858,859],{},"替代路径","：用 ",[65,862,864],{"href":863},"\u002Fcoding\u002Fcli\u002Faider.html","Aider"," 或 ",[65,867,869],{"href":868},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[65,872,874],{"href":873},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3"," \u002F ",[65,877,879],{"href":878},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[23,882,883],{"id":883},"与同类怎么选",[224,885,886,911],{},[227,887,888],{},[230,889,890,893,895,901,907],{},[233,891,892],{},"维度",[233,894,12],{},[233,896,897],{},[65,898,900],{"href":899},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[233,902,903],{},[65,904,906],{"href":905},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[233,908,909],{},[65,910,864],{"href":863},[240,912,913,929,945,963,985,999,1013,1030],{},[230,914,915,918,921,924,927],{},[245,916,917],{},"形态",[245,919,920],{},"CLI（IDE 无关）",[245,922,923],{},"AI-first IDE",[245,925,926],{},"CLI",[245,928,926],{},[230,930,931,934,937,940,942],{},[245,932,933],{},"长任务能力",[245,935,936],{},"★★★★★",[245,938,939],{},"★★★★☆",[245,941,939],{},[245,943,944],{},"★★★☆☆",[230,946,947,950,957,959,961],{},[245,948,949],{},"上下文管理",[245,951,952,953,378,955],{},"★★★★★ ",[43,954,287],{},[43,956,273],{},[245,958,939],{},[245,960,939],{},[245,962,944],{},[230,964,965,968,976,979,982],{},[245,966,967],{},"子代理 \u002F 并行",[245,969,970,971,378,973,280],{},"✅（",[43,972,187],{},[43,974,975],{},"\u002Fbatch",[245,977,978],{},"部分（Bug bot）",[245,980,981],{},"⚠️ 有限",[245,983,984],{},"❌",[230,986,987,990,993,995,997],{},[245,988,989],{},"MCP 支持",[245,991,992],{},"★★★★★ 一等公民",[245,994,939],{},[245,996,944],{},[245,998,984],{},[230,1000,1001,1004,1006,1008,1010],{},[245,1002,1003],{},"Git 集成",[245,1005,939],{},[245,1007,944],{},[245,1009,944],{},[245,1011,1012],{},"★★★★★ 每改即 commit",[230,1014,1015,1018,1021,1024,1027],{},[245,1016,1017],{},"国内门槛",[245,1019,1020],{},"高（账号+支付+网络）",[245,1022,1023],{},"高（账号+支付）",[245,1025,1026],{},"高",[245,1028,1029],{},"低（BYOK 国产模型）",[230,1031,1032,1034,1037,1040,1042],{},[245,1033,548],{},[245,1035,1036],{},"$20-$200\u002F月",[245,1038,1039],{},"$20\u002F月",[245,1041,1036],{},[245,1043,1044],{},"仅 API 成本",[35,1046,1047,1050],{},[38,1048,1049],{},"选 Claude Code 如果你","：",[623,1052,1053,1056,1059,1062],{},[626,1054,1055],{},"重视长任务自主性 + 上下文管理",[626,1057,1058],{},"JetBrains \u002F Vim 用户，不想换 IDE",[626,1060,1061],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[626,1063,1064],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[35,1066,1067,1050],{},[38,1068,1069],{},"别选 Claude Code 如果你",[623,1071,1072,1078,1083],{},[626,1073,1074,1075,1077],{},"国内、个人、预算紧（去 ",[65,1076,864],{"href":863}," + DeepSeek）",[626,1079,1080,1081,280],{},"想要纯 IDE 内 inline 体验（",[65,1082,900],{"href":899},[626,1084,1085,1086,280],{},"主要写补全而非 agent 任务（",[65,1087,1089],{"href":1088},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[23,1091,1092],{"id":1092},"避坑清单",[623,1094,1095,1108,1123,1137,1145,1163,1177,1183],{},[626,1096,1097,1103,1104,1107],{},[38,1098,1099,1102],{},[43,1100,1101],{},"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 ",[43,1105,1106],{},"env | grep ANTHROPIC"," 检查",[626,1109,1110,1116,1117,1119,1120,1122],{},[38,1111,1112,1113,1115],{},"长会话不 ",[43,1114,287],{}," 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 ",[43,1118,287],{}," 一次或 ",[43,1121,273],{}," 开新会话",[626,1124,1125,1130,1131,1136],{},[38,1126,1127,1129],{},[43,1128,317],{}," 切换是个坑","：跨模型切会丢部分 context ",[65,1132,1135],{"href":1133,"rel":1134},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[207],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[626,1138,1139,1144],{},[38,1140,1141,1143],{},[43,1142,249],{}," 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",[626,1146,1147,1152,1153,378,1156,378,1159,1162],{},[38,1148,1149,1151],{},[43,1150,401],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[43,1154,1155],{},"\u002Fdeploy",[43,1157,1158],{},"\u002Fmigrate",[43,1160,1161],{},"\u002Freview-pr","，提交进 git",[626,1164,1165,1168,1169,1172,1173,1176],{},[38,1166,1167],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[43,1170,1171],{},"--permission-mode plan"," 或开 ",[43,1174,1175],{},"acceptEdits"," 但配合 git worktree",[626,1178,1179,1182],{},[38,1180,1181],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[626,1184,1185,1188],{},[38,1186,1187],{},"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",[23,1190,1191],{"id":1191},"相关阅读",[623,1193,1194,1209,1225,1238],{},[626,1195,1196,1197,875,1199,875,1203,875,1205,875,1207],{},"同类对比：",[65,1198,900],{"href":899},[65,1200,1202],{"href":1201},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[65,1204,906],{"href":905},[65,1206,864],{"href":863},[65,1208,869],{"href":868},[626,1210,1211,1212,875,1215,875,1219,875,1221],{},"概念：",[65,1213,1214],{"href":161},"AI Agent",[65,1216,1218],{"href":1217},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[65,1220,412],{"href":411},[65,1222,1224],{"href":1223},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[626,1226,1227,1228,875,1230,875,1234],{},"模型：",[65,1229,68],{"href":67},[65,1231,1233],{"href":1232},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[65,1235,1237],{"href":1236},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[626,1239,1240,1241,875,1245],{},"进阶：",[65,1242,1244],{"href":1243},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[65,1246,1248],{"href":1247},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[23,1250,1251],{"id":1251},"来源",[623,1253,1254,1261,1268,1275,1282,1288],{},[626,1255,1256,1257],{},"官网：",[65,1258,1259],{"href":1259,"rel":1260},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[207],[626,1262,1263,1264],{},"官方文档：",[65,1265,1266],{"href":1266,"rel":1267},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[207],[626,1269,1270,1271],{},"GitHub：",[65,1272,1273],{"href":1273,"rel":1274},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[207],[626,1276,1277,1278],{},"CLI Reference：",[65,1279,1280],{"href":1280,"rel":1281},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[207],[626,1283,1284,1285],{},"官方定价：",[65,1286,533],{"href":533,"rel":1287},[207],[626,1289,1290],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[35,1292,1293,1294,1298],{},"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 ",[65,1295,1297],{"href":1296},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1300,1301,1302],"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: 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var(--shiki-dark-text-decoration);}",{"title":112,"searchDepth":140,"depth":140,"links":1304},[1305,1306,1313,1314,1315,1316,1317,1318,1319],{"id":25,"depth":130,"text":26},{"id":90,"depth":130,"text":90,"children":1307},[1308,1309,1310,1311,1312],{"id":94,"depth":140,"text":95},{"id":154,"depth":140,"text":155},{"id":218,"depth":140,"text":219},{"id":405,"depth":140,"text":406},{"id":503,"depth":140,"text":504},{"id":521,"depth":130,"text":521},{"id":664,"depth":130,"text":665},{"id":833,"depth":130,"text":833},{"id":883,"depth":130,"text":883},{"id":1092,"depth":130,"text":1092},{"id":1191,"depth":130,"text":1191},{"id":1251,"depth":130,"text":1251},"cli","\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,"md",[1326],"en",{},[1329,1330,1331],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[1333,1334,1335],"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","coding",[1339,1340,1341],"macos","linux","windows",[1343,1349,1354,1358],{"plan":1344,"price":1345,"limit":1346,"cn_pay":1347,"note":1348},"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":1350,"price":1039,"limit":1351,"cn_pay":1352,"note":1353},"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":1355,"price":589,"limit":1356,"cn_pay":1352,"note":1357},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":1359,"price":602,"limit":1360,"cn_pay":1352,"note":1361},"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",[1365,1366,1367,1368,1369,1370],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":461,"ux":193,"price":140,"cn_support":130,"stability":193},{"title":12,"description":1322},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用","coding\u002Fcli\u002Fclaude-code",[1376,1378,1379,1381,1384,1386],{"title":1377,"url":1266},"Claude Code 官方文档",{"title":535,"url":533},{"title":1380,"url":1280},"Claude Code CLI Reference",{"title":1382,"url":1383},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":1385,"url":205},"Claude Code Cheat Sheet 2026",{"title":1387,"url":1273},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[1390,1391,1392,1393,1394],"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",[1320,1397,1398,18,1399,1400],"agent","terminal","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。","YIQtC5U4vEsz2B9Smm0TktyJo6JZ-dCcq31GUqSt1ms",{"id":1405,"title":1406,"alternatives":1407,"api_compatible":1410,"body":1413,"category":1320,"chinese_friendly":461,"cover":2239,"description":2240,"domestic":1323,"extension":1324,"faq":9,"free":1323,"github":1611,"languages":2241,"lastVerified":9,"meta":2243,"models":2244,"navigation":697,"notSuitable":2246,"opensource":697,"path":2251,"pillar":1337,"platforms":2252,"priceTable":2253,"pricing":2268,"published":2269,"relatedPlaybooks":9,"relatedReviews":9,"score":2270,"self_host":697,"seo":2271,"seoTitle":2272,"slug":2273,"sources":2274,"stem":2285,"suitable":2286,"tagline":2292,"tags":2293,"updated":2269,"verdict":2298,"website":1611,"__hash__":2299},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fmimo-code.md","MiMo Code",[1374,1408,1409],"coding\u002Fcli\u002Fopencode","coding\u002Fcli\u002Fkimi-code",[1411,1412],"openai","mimo",{"type":20,"value":1414,"toc":2217},[1415,1417,1439,1444,1447,1451,1454,1468,1475,1478,1482,1491,1517,1524,1528,1533,1542,1568,1571,1575,1582,1599,1602,1606,1615,1618,1621,1623,1720,1723,1726,1729,1732,1735,1738,1740,1747,1800,1803,1810,1812,1844,1847,1879,1881,2047,2052,2066,2071,2085,2089,2095,2101,2107,2113,2119,2125,2127,2174,2176,2211,2215],[23,1416,26],{"id":25},[28,1418,1420,1429],{"className":1419},[31,32,33],[35,1421,1422,1424,1425,1428],{},[38,1423,40],{}," 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 ",[38,1426,1427],{},"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。",[35,1430,49,1431,1434,1435,1438],{},[38,1432,1433],{},"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 ",[38,1436,1437],{},"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。",[83,1440,1441],{},[35,1442,1443],{},"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。",[23,1445,1446],{"id":1446},"核心能力",[92,1448,1450],{"id":1449},"swe-bench-双超-claude-code-的硬实力","SWE-Bench 双超 Claude Code 的硬实力",[35,1452,1453],{},"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：",[623,1455,1456,1462],{},[626,1457,1458,1461],{},[38,1459,1460],{},"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",[626,1463,1464,1467],{},[38,1465,1466],{},"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",[35,1469,1470,1471,1474],{},"这两个基准测的都是 ",[38,1472,1473],{},"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。",[35,1476,1477],{},"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。",[92,1479,1481],{"id":1480},"基于-opencode-架构终端原生","基于 OpenCode 架构，终端原生",[35,1483,1484,1485,1490],{},"MiMo Code 没有从零造轮子，而是 ",[65,1486,1489],{"href":1487,"rel":1488},"https:\u002F\u002Fgithub.com\u002Fsst\u002Fopencode",[207],"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：",[623,1492,1493,1499,1505,1511],{},[626,1494,1495,1498],{},[38,1496,1497],{},"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）",[626,1500,1501,1504],{},[38,1502,1503],{},"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",[626,1506,1507,1510],{},[38,1508,1509],{},"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",[626,1512,1513,1516],{},[38,1514,1515],{},"中文优化","——针对中文代码库、中文需求做了专项调优",[35,1518,1519,1520,1523],{},"继承 OpenCode 架构的好处是 ",[38,1521,1522],{},"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。",[92,1525,1527],{"id":1526},"长程编程-记忆系统","长程编程 + 记忆系统",[35,1529,1530,1531,1050],{},"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 ",[38,1532,1503],{},[35,1534,1535,1536,1538,1539,1541],{},"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 ",[43,1537,249],{}," 重新生成 ",[43,1540,255],{},"。",[107,1543,1545],{"className":109,"code":1544,"language":111,"meta":112,"style":112},"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",[43,1546,1547,1553,1561],{"__ignoreMap":112},[116,1548,1549,1551],{"class":118,"line":119},[116,1550,123],{"class":122},[116,1552,127],{"class":126},[116,1554,1555,1558],{"class":118,"line":130},[116,1556,1557],{"class":133},"mimo-code",[116,1559,1560],{"class":136},"                      # 启动，自动加载项目记忆\n",[116,1562,1563,1565],{"class":118,"line":140},[116,1564,144],{"class":143},[116,1566,1567],{"class":147}," 继续上次的鉴权模块重构，跑通剩余测试\n",[35,1569,1570],{},"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。",[92,1572,1574],{"id":1573},"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",[35,1576,1577,1578,1581],{},"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 ",[38,1579,1580],{},"不依赖外部 API","，开箱即用、完全免费：",[107,1583,1585],{"className":109,"code":1584,"language":111,"meta":112,"style":112},"> 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",[43,1586,1587,1594],{"__ignoreMap":112},[116,1588,1589,1591],{"class":118,"line":119},[116,1590,144],{"class":143},[116,1592,1593],{"class":147}," 这张设计稿还原成响应式页面，注意移动端适配\n",[116,1595,1596],{"class":118,"line":130},[116,1597,1598],{"class":147},"[附图：design.png]\n",[35,1600,1601],{},"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。",[92,1603,1605],{"id":1604},"mit-协议彻底开源","MIT 协议，彻底开源",[35,1607,1608,1609,1614],{},"MiMo Code 是 ",[65,1610,1613],{"href":1611,"rel":1612},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code",[207],"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。",[35,1616,1617],{},"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。",[23,1619,1620],{"id":1620},"使用体验",[92,1622,665],{"id":664},[107,1624,1626],{"className":109,"code":1625,"language":111,"meta":112,"style":112},"# 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",[43,1627,1628,1633,1646,1650,1655,1668,1672,1677,1682,1689,1693,1698,1704,1713],{"__ignoreMap":112},[116,1629,1630],{"class":118,"line":119},[116,1631,1632],{"class":136},"# 一行命令安装\n",[116,1634,1635,1637,1639,1642,1644],{"class":118,"line":130},[116,1636,680],{"class":133},[116,1638,683],{"class":122},[116,1640,1641],{"class":126}," https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Finstall.sh",[116,1643,689],{"class":143},[116,1645,692],{"class":133},[116,1647,1648],{"class":118,"line":140},[116,1649,698],{"emptyLinePlaceholder":697},[116,1651,1652],{"class":118,"line":193},[116,1653,1654],{"class":136},"# 或 npm\n",[116,1656,1657,1660,1662,1665],{"class":118,"line":461},[116,1658,1659],{"class":133},"npm",[116,1661,711],{"class":126},[116,1663,1664],{"class":122}," -g",[116,1666,1667],{"class":126}," mimo-code\n",[116,1669,1670],{"class":118,"line":482},[116,1671,698],{"emptyLinePlaceholder":697},[116,1673,1674],{"class":118,"line":488},[116,1675,1676],{"class":136},"# 内置模型开箱即用，无需 API key\n",[116,1678,1679],{"class":118,"line":494},[116,1680,1681],{"class":136},"# （也可接自托管 MiMo 或其他 OpenAI 兼容模型）\n",[116,1683,1684,1686],{"class":118,"line":742},[116,1685,1557],{"class":133},[116,1687,1688],{"class":136},"                       # 启动\n",[116,1690,1691],{"class":118,"line":747},[116,1692,698],{"emptyLinePlaceholder":697},[116,1694,1695],{"class":118,"line":753},[116,1696,1697],{"class":136},"# 进项目\n",[116,1699,1700,1702],{"class":118,"line":761},[116,1701,123],{"class":122},[116,1703,127],{"class":126},[116,1705,1706,1708,1710],{"class":118,"line":775},[116,1707,1557],{"class":133},[116,1709,819],{"class":126},[116,1711,1712],{"class":136},"                 # 初始化项目记忆\n",[116,1714,1715,1717],{"class":118,"line":781},[116,1716,1557],{"class":133},[116,1718,1719],{"class":136},"                       # 交互模式\n",[92,1721,1722],{"id":1722},"日常体感",[35,1724,1725],{},"作为 V0.1.0 产品，MiMo Code 的体感是\"潜力大、毛刺多\"。",[35,1727,1728],{},"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。",[35,1730,1731],{},"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。",[92,1733,1734],{"id":1734},"配置与扩展",[35,1736,1737],{},"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。",[23,1739,521],{"id":521},[35,1741,1742,1743,1746],{},"MiMo Code ",[38,1744,1745],{},"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）：",[224,1748,1749,1759],{},[227,1750,1751],{},[230,1752,1753,1755,1757],{},[233,1754,545],{},[233,1756,548],{},[233,1758,551],{},[240,1760,1761,1774,1787],{},[230,1762,1763,1768,1771],{},[245,1764,1765],{},[38,1766,1767],{},"内置 MiMo 模型",[245,1769,1770],{},"免费",[245,1772,1773],{},"开箱即用，个人开发者首选",[230,1775,1776,1781,1784],{},[245,1777,1778],{},[38,1779,1780],{},"自托管 MiMo",[245,1782,1783],{},"免费（需硬件）",[245,1785,1786],{},"企业 \u002F 隐私场景，需 GPU",[230,1788,1789,1794,1797],{},[245,1790,1791],{},[38,1792,1793],{},"接其他模型（BYOK）",[245,1795,1796],{},"按 API 计费",[245,1798,1799],{},"想用 Claude\u002FGPT 时，自行承担 token 费",[35,1801,1802],{},"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。",[35,1804,1805,1806,1809],{},"但免费的代价是 ",[38,1807,1808],{},"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。",[23,1811,551],{"id":551},[623,1813,1814,1820,1826,1832,1838],{},[626,1815,1816,1819],{},[38,1817,1818],{},"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",[626,1821,1822,1825],{},[38,1823,1824],{},"基准成绩敏感的研究者","：做 Agent 评测、对比实验，MiMo 是重要样本",[626,1827,1828,1831],{},[38,1829,1830],{},"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",[626,1833,1834,1837],{},[38,1835,1836],{},"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",[626,1839,1840,1843],{},[38,1841,1842],{},"国内免费 + 中文友好","：不花钱、不要海外账号、中文体验好",[23,1845,1846],{"id":1846},"不适用场景",[623,1848,1849,1855,1861,1867,1873],{},[626,1850,1851,1854],{},[38,1852,1853],{},"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",[626,1856,1857,1860],{},[38,1858,1859],{},"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",[626,1862,1863,1866],{},[38,1864,1865],{},"IDE 内 inline 补全","：CLI Agent 不是补全器",[626,1868,1869,1872],{},[38,1870,1871],{},"不熟悉终端的新手","：TUI + 配置门槛对纯新手不友好",[626,1874,1875,1878],{},[38,1876,1877],{},"要企业级 SLA","：开源 V0.1 无任何承诺",[23,1880,883],{"id":883},[224,1882,1883,1908],{},[227,1884,1885],{},[230,1886,1887,1889,1891,1896,1902],{},[233,1888,892],{},[233,1890,1406],{},[233,1892,1893],{},[65,1894,12],{"href":1895},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[233,1897,1898],{},[65,1899,1901],{"href":1900},"\u002Fcoding\u002Fcli\u002Fopencode.html","OpenCode",[233,1903,1904],{},[65,1905,1907],{"href":1906},"\u002Fcoding\u002Fcli\u002Fkimi-code.html","Kimi Code",[240,1909,1910,1923,1940,1957,1972,1988,2003,2017,2033],{},[230,1911,1912,1914,1917,1919,1921],{},[245,1913,917],{},[245,1915,1916],{},"CLI（TUI）",[245,1918,926],{},[245,1920,1916],{},[245,1922,926],{},[230,1924,1925,1928,1931,1934,1937],{},[245,1926,1927],{},"协议",[245,1929,1930],{},"MIT（最宽松）",[245,1932,1933],{},"闭源",[245,1935,1936],{},"MIT",[245,1938,1939],{},"开源（商用需留意）",[230,1941,1942,1945,1948,1951,1954],{},[245,1943,1944],{},"模型",[245,1946,1947],{},"MiMo（内置免费）",[245,1949,1950],{},"Claude（闭源）",[245,1952,1953],{},"75+ 任选",[245,1955,1956],{},"K2.7 Code（开源）",[230,1958,1959,1962,1965,1967,1970],{},[245,1960,1961],{},"SWE-Bench",[245,1963,1964],{},"★★★★★ 62%",[245,1966,939],{},[245,1968,1969],{},"看模型",[245,1971,939],{},[230,1973,1974,1977,1980,1983,1985],{},[245,1975,1976],{},"多模态",[245,1978,1979],{},"✅ 内置免费",[245,1981,1982],{},"✅（计费）",[245,1984,1969],{},[245,1986,1987],{},"✅",[230,1989,1990,1992,1995,1998,2001],{},[245,1991,1503],{},[245,1993,1994],{},"✅ 跨会话",[245,1996,1997],{},"✅（CLAUDE.md）",[245,1999,2000],{},"⚠️ 基础",[245,2002,2000],{},[230,2004,2005,2008,2011,2013,2015],{},[245,2006,2007],{},"成熟度",[245,2009,2010],{},"★★☆☆☆ V0.1",[245,2012,936],{},[245,2014,939],{},[245,2016,939],{},[230,2018,2019,2021,2024,2027,2030],{},[245,2020,1017],{},[245,2022,2023],{},"★★★★★ 极低",[245,2025,2026],{},"★☆☆☆☆ 高",[245,2028,2029],{},"★★★★☆ 低",[245,2031,2032],{},"★★★★★ 低",[230,2034,2035,2037,2039,2041,2044],{},[245,2036,548],{},[245,2038,1770],{},[245,2040,1036],{},[245,2042,2043],{},"免费（BYOK）",[245,2045,2046],{},"极低",[35,2048,2049,1050],{},[38,2050,2051],{},"选 MiMo Code 如果你",[623,2053,2054,2057,2060,2063],{},[626,2055,2056],{},"想尝鲜基准超 Claude Code 的国产黑马",[626,2058,2059],{},"要 MIT 协议做二次开发 \u002F 商用",[626,2061,2062],{},"需要内置免费多模态",[626,2064,2065],{},"一分钱不想花，又要中文友好",[35,2067,2068,1050],{},[38,2069,2070],{},"别选 MiMo Code 如果你",[623,2072,2073,2076,2079,2082],{},[626,2074,2075],{},"生产环境要稳（V0.1.0 太早期）",[626,2077,2078],{},"要成熟插件和 MCP 生态（去 Claude Code）",[626,2080,2081],{},"要 IDE inline 补全（去 Cursor \u002F Copilot）",[626,2083,2084],{},"企业要 SLA 承诺",[23,2086,2088],{"id":2087},"faq","FAQ",[35,2090,2091,2094],{},[38,2092,2093],{},"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。",[35,2096,2097,2100],{},[38,2098,2099],{},"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。",[35,2102,2103,2106],{},[38,2104,2105],{},"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。",[35,2108,2109,2112],{},[38,2110,2111],{},"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。",[35,2114,2115,2118],{},[38,2116,2117],{},"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。",[35,2120,2121,2124],{},[38,2122,2123],{},"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。",[23,2126,1191],{"id":1191},[623,2128,2129,2141,2153,2166],{},[626,2130,1196,2131,875,2133,875,2135,875,2137],{},[65,2132,12],{"href":1895},[65,2134,1901],{"href":1900},[65,2136,1907],{"href":1906},[65,2138,2140],{"href":2139},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code",[626,2142,1211,2143,875,2145,875,2148,875,2150],{},[65,2144,1214],{"href":161},[65,2146,1961],{"href":2147},"\u002Fwiki\u002Fswe-bench.html",[65,2149,412],{"href":411},[65,2151,1503],{"href":2152},"\u002Fwiki\u002Fagent-memory.html",[626,2154,1227,2155,875,2158,875,2162],{},[65,2156,1406],{"href":2157},"\u002Fmodels\u002Fmimo-code.html",[65,2159,2161],{"href":2160},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[65,2163,2165],{"href":2164},"\u002Fmodels\u002Fkimi-k2.7-code.html","Kimi K2.7 Code",[626,2167,1240,2168,875,2170],{},[65,2169,1244],{"href":1243},[65,2171,2173],{"href":2172},"\u002Fwiki\u002Fcn-coding-models.html","国产大模型编程",[23,2175,1251],{"id":1251},[623,2177,2178,2184,2191,2198,2204],{},[626,2179,2180,2181],{},"开源仓库：",[65,2182,1611],{"href":1611,"rel":2183},[207],[626,2185,2186,2187],{},"技术报告：",[65,2188,2189],{"href":2189,"rel":2190},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo\u002FMiMo-Code\u002Fblob\u002Fmain\u002FREADME.md",[207],[626,2192,2193,2194],{},"MiMo 系列模型：",[65,2195,2196],{"href":2196,"rel":2197},"https:\u002F\u002Fgithub.com\u002FXiaomiMiMo",[207],[626,2199,2200,2201],{},"OpenCode 架构基础：",[65,2202,1487],{"href":1487,"rel":2203},[207],[626,2205,2206,2207],{},"SWE-Bench 排行榜：",[65,2208,2209],{"href":2209,"rel":2210},"https:\u002F\u002Fwww.swebench.com",[207],[35,2212,1293,2213,1298],{},[65,2214,1297],{"href":1296},[1300,2216,1302],{},{"title":112,"searchDepth":140,"depth":140,"links":2218},[2219,2220,2227,2232,2233,2234,2235,2236,2237,2238],{"id":25,"depth":130,"text":26},{"id":1446,"depth":130,"text":1446,"children":2221},[2222,2223,2224,2225,2226],{"id":1449,"depth":140,"text":1450},{"id":1480,"depth":140,"text":1481},{"id":1526,"depth":140,"text":1527},{"id":1573,"depth":140,"text":1574},{"id":1604,"depth":140,"text":1605},{"id":1620,"depth":130,"text":1620,"children":2228},[2229,2230,2231],{"id":664,"depth":140,"text":665},{"id":1722,"depth":140,"text":1722},{"id":1734,"depth":140,"text":1734},{"id":521,"depth":130,"text":521},{"id":551,"depth":130,"text":551},{"id":1846,"depth":130,"text":1846},{"id":883,"depth":130,"text":883},{"id":2087,"depth":130,"text":2088},{"id":1191,"depth":130,"text":1191},{"id":1251,"depth":130,"text":1251},"\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。",[2242,1326],"zh",{},[2245],"mimo-code-v0.1",[2247,2248,2249,2250],"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",[1339,1340,1341],[2254,2259,2264],{"plan":2255,"price":1770,"limit":2256,"cn_pay":2257,"note":2258},"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":2260,"price":1770,"limit":2261,"cn_pay":2262,"note":2263},"内置多模态模型","MiMo 自研模型内置","✅ 无需支付","开箱即用",{"plan":2265,"price":1770,"limit":2266,"cn_pay":2262,"note":2267},"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":193,"ux":140,"price":461,"cn_support":461,"stability":140},{"title":1406,"description":2240},"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",[2275,2277,2279,2281,2283],{"title":2276,"url":1611},"MiMo-Code 开源仓库",{"title":2278,"url":2189},"MiMo Code 技术报告",{"title":2280,"url":2196},"小米 MiMo 系列模型",{"title":2282,"url":1487},"OpenCode 架构（MiMo 基于此）",{"title":2284,"url":2209},"SWE-Bench Pro 排行榜","tools\u002Fcoding\u002Fcli\u002Fmimo-code",[2287,2288,2289,2290,2291],"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",[1320,1397,1398,2294,2295,2296,2297],"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。","YafAUhXsZhWf95HfY6yt2tm4UtEDckFf_rxwfvEOIAw",1784565441515]