[{"data":1,"prerenderedAt":2244},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-claude-code-vs-kimi-code":9,"compare-a-claude-code":10,"compare-b-kimi-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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\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":2184,"description":2185,"domestic":1323,"extension":1324,"faq":9,"free":1323,"github":1452,"languages":2186,"lastVerified":9,"meta":2188,"models":2189,"navigation":697,"notSuitable":2191,"opensource":697,"path":2196,"pillar":1337,"platforms":2197,"priceTable":2198,"pricing":2212,"published":2213,"relatedPlaybooks":9,"relatedReviews":9,"score":2214,"self_host":697,"seo":2215,"seoTitle":2216,"slug":2217,"sources":2218,"stem":2230,"suitable":2231,"tagline":2237,"tags":2238,"updated":2213,"verdict":2242,"website":2136,"__hash__":2243},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fkimi-code.md","Kimi Code",[1374,1408,1409],"coding\u002Fcli\u002Fopencode","coding\u002Fcli\u002Fmimo-code",[1411,1412],"moonshot","openai",{"type":20,"value":1414,"toc":2164},[1415,1417,1435,1440,1443,1447,1456,1488,1491,1495,1502,1528,1531,1544,1547,1550,1567,1570,1574,1577,1662,1665,1668,1671,1674,1681,1687,1690,1718,1720,1727,1780,1783,1785,1817,1820,1852,1854,2000,2005,2019,2024,2035,2039,2045,2054,2060,2066,2072,2078,2080,2128,2130,2158,2162],[23,1416,26],{"id":25},[28,1418,1420,1425],{"className":1419},[31,32,33],[35,1421,1422,1424],{},[38,1423,40],{}," 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。",[35,1426,49,1427,1430,1431,1434],{},[38,1428,1429],{},"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 ",[38,1432,1433],{},"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。",[83,1436,1437],{},[35,1438,1439],{},"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。",[23,1441,1442],{"id":1442},"核心能力",[92,1444,1446],{"id":1445},"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",[35,1448,1449,1450,1455],{},"Kimi Code 的核心是 ",[65,1451,1454],{"href":1452,"rel":1453},"https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code",[207],"K2.7 Code 模型","，2026 年 6 月正式开源。关键参数：",[623,1457,1458,1464,1470,1476,1482],{},[626,1459,1460,1463],{},[38,1461,1462],{},"1.1 万亿参数","（1.1T），MoE 架构，激活参数约 60B",[626,1465,1466,1469],{},[38,1467,1468],{},"256K 上下文","——能整库塞进单次对话，长程改造不丢前文",[626,1471,1472,1475],{},[38,1473,1474],{},"代码专项优化","——在 HumanEval、SWE-Bench、LiveCodeBench 等编程基准上对标 Claude Sonnet 4",[626,1477,1478,1481],{},[38,1479,1480],{},"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%",[626,1483,1484,1487],{},[38,1485,1486],{},"MIT 级开源协议","，权重可下载、可自托管、可商用",[35,1489,1490],{},"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。",[92,1492,1494],{"id":1493},"长程任务能力逼近-claude-code","长程任务能力：逼近 Claude Code",[35,1496,1497,1498,1501],{},"Kimi Code 主打的卖点是 ",[38,1499,1500],{},"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：",[107,1503,1505],{"className":109,"code":1504,"language":111,"meta":112,"style":112},"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",[43,1506,1507,1513,1521],{"__ignoreMap":112},[116,1508,1509,1511],{"class":118,"line":119},[116,1510,123],{"class":122},[116,1512,127],{"class":126},[116,1514,1515,1518],{"class":118,"line":130},[116,1516,1517],{"class":133},"kimi-code",[116,1519,1520],{"class":136},"                       # 进入交互模式\n",[116,1522,1523,1525],{"class":118,"line":140},[116,1524,144],{"class":143},[116,1526,1527],{"class":147}," 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",[35,1529,1530],{},"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。",[35,1532,1533,1534,1537,1538,1540,1541,1543],{},"不过要注意，",[38,1535,1536],{},"超长任务（>1 小时）的稳定性仍弱于 Claude Code","。Claude Code 有 ",[43,1539,287],{}," 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 ",[43,1542,273],{}," 重来。",[92,1545,1546],{"id":1546},"多模态编程",[35,1548,1549],{},"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\"：",[107,1551,1553],{"className":109,"code":1552,"language":111,"meta":112,"style":112},"> 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",[43,1554,1555,1562],{"__ignoreMap":112},[116,1556,1557,1559],{"class":118,"line":119},[116,1558,144],{"class":143},[116,1560,1561],{"class":147}," 这张报错截图里的栈追踪，定位到对应代码并修复\n",[116,1563,1564],{"class":118,"line":130},[116,1565,1566],{"class":147},"[附图：screenshot.png]\n",[35,1568,1569],{},"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。",[92,1571,1573],{"id":1572},"一行命令安装国内零门槛","一行命令安装，国内零门槛",[35,1575,1576],{},"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：",[107,1578,1580],{"className":109,"code":1579,"language":111,"meta":112,"style":112},"# 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",[43,1581,1582,1587,1600,1604,1609,1622,1626,1631,1640,1644,1649,1655],{"__ignoreMap":112},[116,1583,1584],{"class":118,"line":119},[116,1585,1586],{"class":136},"# 一行命令安装\n",[116,1588,1589,1591,1593,1596,1598],{"class":118,"line":130},[116,1590,680],{"class":133},[116,1592,683],{"class":122},[116,1594,1595],{"class":126}," https:\u002F\u002Fcode.kimi.ai\u002Finstall.sh",[116,1597,689],{"class":143},[116,1599,692],{"class":133},[116,1601,1602],{"class":118,"line":140},[116,1603,698],{"emptyLinePlaceholder":697},[116,1605,1606],{"class":118,"line":193},[116,1607,1608],{"class":136},"# 或 npm\n",[116,1610,1611,1614,1616,1619],{"class":118,"line":461},[116,1612,1613],{"class":133},"npm",[116,1615,711],{"class":126},[116,1617,1618],{"class":122}," -g",[116,1620,1621],{"class":126}," kimi-code\n",[116,1623,1624],{"class":118,"line":482},[116,1625,698],{"emptyLinePlaceholder":697},[116,1627,1628],{"class":118,"line":488},[116,1629,1630],{"class":136},"# 用 Kimi 账号登录（微信扫码即可），或填 Moonshot API key\n",[116,1632,1633,1635,1637],{"class":118,"line":494},[116,1634,1517],{"class":133},[116,1636,766],{"class":126},[116,1638,1639],{"class":126}," login\n",[116,1641,1642],{"class":118,"line":742},[116,1643,698],{"emptyLinePlaceholder":697},[116,1645,1646],{"class":118,"line":747},[116,1647,1648],{"class":136},"# 进项目\n",[116,1650,1651,1653],{"class":118,"line":753},[116,1652,123],{"class":122},[116,1654,127],{"class":126},[116,1656,1657,1659],{"class":118,"line":761},[116,1658,1517],{"class":133},[116,1660,1661],{"class":136},"                        # 启动\n",[35,1663,1664],{},"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。",[23,1666,1667],{"id":1667},"使用体验",[92,1669,1670],{"id":1670},"日常体感",[35,1672,1673],{},"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。",[35,1675,1676,1677,1680],{},"最直观的差异在 ",[38,1678,1679],{},"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。",[35,1682,1683,1686],{},[38,1684,1685],{},"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。",[92,1688,1689],{"id":1689},"短板",[623,1691,1692,1698,1707,1712],{},[626,1693,1694,1697],{},[38,1695,1696],{},"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",[626,1699,1700,1703,1704,1706],{},[38,1701,1702],{},"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 ",[43,1705,401],{}," 体系",[626,1708,1709,1711],{},[38,1710,989],{},"：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）",[626,1713,1714,1717],{},[38,1715,1716],{},"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",[23,1719,521],{"id":521},[35,1721,1722,1723,1726],{},"Kimi Code 工具本体 ",[38,1724,1725],{},"免费","。成本来自 K2.7 Code 模型的 API 调用（BYOK 或官方 API）：",[224,1728,1729,1739],{},[227,1730,1731],{},[230,1732,1733,1735,1737],{},[233,1734,545],{},[233,1736,548],{},[233,1738,551],{},[240,1740,1741,1754,1767],{},[230,1742,1743,1748,1751],{},[245,1744,1745],{},[38,1746,1747],{},"Kimi 官方 API",[245,1749,1750],{},"输入 ¥8 \u002F 输出 ¥32 每百万 token（较上代降 30%）",[245,1752,1753],{},"国内最省心，微信支付",[230,1755,1756,1761,1764],{},[245,1757,1758],{},[38,1759,1760],{},"自托管 K2.7 Code",[245,1762,1763],{},"免费（需硬件）",[245,1765,1766],{},"大企业 \u002F 研究机构，需多卡 A100\u002FH100",[230,1768,1769,1774,1777],{},[245,1770,1771],{},[38,1772,1773],{},"第三方中转",[245,1775,1776],{},"按量，通常更便宜",[245,1778,1779],{},"灵活，但稳定性参差",[35,1781,1782],{},"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。",[23,1784,551],{"id":551},[623,1786,1787,1793,1799,1805,1811],{},[626,1788,1789,1792],{},[38,1790,1791],{},"国内开发者","：不想折腾海外账号、海外卡、代理，微信扫码即用",[626,1794,1795,1798],{},[38,1796,1797],{},"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",[626,1800,1801,1804],{},[38,1802,1803],{},"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",[626,1806,1807,1810],{},[38,1808,1809],{},"预算敏感但要不将就","：想要接近 Claude Code 的能力，又不想月烧 $100+",[626,1812,1813,1816],{},[38,1814,1815],{},"国产化 \u002F 信创要求","：需要国产模型 + 可自托管的 Agent 方案",[23,1818,1819],{"id":1819},"不适用场景",[623,1821,1822,1828,1834,1840,1846],{},[626,1823,1824,1827],{},[38,1825,1826],{},"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",[626,1829,1830,1833],{},[38,1831,1832],{},"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",[626,1835,1836,1839],{},[38,1837,1838],{},"企业级稳定 SLA","：开源版本无承诺，官方 API 也有偶发限流",[626,1841,1842,1845],{},[38,1843,1844],{},"IDE 内 inline 补全","：CLI Agent 不是补全器，要 Tab 补全去 Copilot\u002FCursor",[626,1847,1848,1851],{},[38,1849,1850],{},"个人自托管","：1.1T 参数模型硬件门槛高，个人玩不动",[23,1853,883],{"id":883},[224,1855,1856,1881],{},[227,1857,1858],{},[230,1859,1860,1862,1864,1869,1875],{},[233,1861,892],{},[233,1863,1406],{},[233,1865,1866],{},[65,1867,12],{"href":1868},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[233,1870,1871],{},[65,1872,1874],{"href":1873},"\u002Fcoding\u002Fcli\u002Fopencode.html","OpenCode",[233,1876,1877],{},[65,1878,1880],{"href":1879},"\u002Fcoding\u002Fcli\u002Fmimo-code.html","MiMo Code",[240,1882,1883,1896,1913,1926,1939,1955,1969,1985],{},[230,1884,1885,1887,1889,1891,1894],{},[245,1886,917],{},[245,1888,926],{},[245,1890,926],{},[245,1892,1893],{},"CLI（TUI）",[245,1895,926],{},[230,1897,1898,1901,1904,1907,1910],{},[245,1899,1900],{},"模型",[245,1902,1903],{},"K2.7 Code（开源）",[245,1905,1906],{},"Claude 系（闭源）",[245,1908,1909],{},"75+ 任选",[245,1911,1912],{},"MiMo（开源 MIT）",[230,1914,1915,1918,1920,1922,1924],{},[245,1916,1917],{},"中文体验",[245,1919,936],{},[245,1921,944],{},[245,1923,944],{},[245,1925,936],{},[230,1927,1928,1931,1933,1935,1937],{},[245,1929,1930],{},"长程任务",[245,1932,939],{},[245,1934,936],{},[245,1936,939],{},[245,1938,939],{},[230,1940,1941,1944,1947,1950,1953],{},[245,1942,1943],{},"上下文",[245,1945,1946],{},"256K",[245,1948,1949],{},"200K",[245,1951,1952],{},"看模型",[245,1954,1952],{},[230,1956,1957,1959,1962,1964,1966],{},[245,1958,1702],{},[245,1960,1961],{},"★★★☆☆ 早期",[245,1963,936],{},[245,1965,939],{},[245,1967,1968],{},"★★☆☆☆ V0.1",[230,1970,1971,1973,1976,1979,1982],{},[245,1972,1017],{},[245,1974,1975],{},"★★★★★ 极低",[245,1977,1978],{},"★☆☆☆☆ 高",[245,1980,1981],{},"★★★★☆ 低",[245,1983,1984],{},"★★★★★ 低",[230,1986,1987,1989,1992,1994,1997],{},[245,1988,548],{},[245,1990,1991],{},"极低（国产 API）",[245,1993,1036],{},[245,1995,1996],{},"免费（BYOK）",[245,1998,1999],{},"免费（MIT）",[35,2001,2002,1050],{},[38,2003,2004],{},"选 Kimi Code 如果你",[623,2006,2007,2010,2013,2016],{},[626,2008,2009],{},"国内开发者，受够了海外账号和支付",[626,2011,2012],{},"项目中文为主，想要母语级编程体验",[626,2014,2015],{},"要 256K 长上下文跑大库改造",[626,2017,2018],{},"预算敏感但不想将就能力",[35,2020,2021,1050],{},[38,2022,2023],{},"别选 Kimi Code 如果你",[623,2025,2026,2029,2032],{},[626,2027,2028],{},"纯英文国际化项目（Claude\u002FGPT 更 native）",[626,2030,2031],{},"重度依赖插件和 MCP 生态（生态还在早期）",[626,2033,2034],{},"要企业级稳定承诺（开源版无 SLA）",[23,2036,2038],{"id":2037},"faq","FAQ",[35,2040,2041,2044],{},[38,2042,2043],{},"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。",[35,2046,2047,2050,2051,2053],{},[38,2048,2049],{},"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（",[43,2052,287],{}," 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。",[35,2055,2056,2059],{},[38,2057,2058],{},"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。",[35,2061,2062,2065],{},[38,2063,2064],{},"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。",[35,2067,2068,2071],{},[38,2069,2070],{},"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。",[35,2073,2074,2077],{},[38,2075,2076],{},"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。",[23,2079,1191],{"id":1191},[623,2081,2082,2094,2108,2120],{},[626,2083,1196,2084,875,2086,875,2088,875,2090],{},[65,2085,12],{"href":1868},[65,2087,1874],{"href":1873},[65,2089,1880],{"href":1879},[65,2091,2093],{"href":2092},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code",[626,2095,1211,2096,875,2098,875,2100,875,2104],{},[65,2097,1214],{"href":161},[65,2099,412],{"href":411},[65,2101,2103],{"href":2102},"\u002Fwiki\u002Flong-context.html","Long Context",[65,2105,2107],{"href":2106},"\u002Fwiki\u002Fmoe.html","MoE 架构",[626,2109,1227,2110,875,2114,875,2118],{},[65,2111,2113],{"href":2112},"\u002Fmodels\u002Fkimi-k2.7-code.html","Kimi K2.7 Code",[65,2115,2117],{"href":2116},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[65,2119,874],{"href":873},[626,2121,1240,2122,875,2124],{},[65,2123,1244],{"href":1243},[65,2125,2127],{"href":2126},"\u002Fwiki\u002Fcn-coding-models.html","国产大模型编程",[23,2129,1251],{"id":1251},[623,2131,2132,2138,2144,2151],{},[626,2133,1256,2134],{},[65,2135,2136],{"href":2136,"rel":2137},"https:\u002F\u002Fcode.kimi.ai",[207],[626,2139,2140,2141],{},"开源仓库：",[65,2142,1452],{"href":1452,"rel":2143},[207],[626,2145,2146,2147],{},"月之暗面平台：",[65,2148,2149],{"href":2149,"rel":2150},"https:\u002F\u002Fplatform.moonshot.cn\u002Fdocs",[207],[626,2152,2153,2154],{},"定价：",[65,2155,2156],{"href":2156,"rel":2157},"https:\u002F\u002Fplatform.moonshot.cn\u002Fpricing",[207],[35,2159,1293,2160,1298],{},[65,2161,1297],{"href":1296},[1300,2163,1302],{},{"title":112,"searchDepth":140,"depth":140,"links":2165},[2166,2167,2173,2177,2178,2179,2180,2181,2182,2183],{"id":25,"depth":130,"text":26},{"id":1442,"depth":130,"text":1442,"children":2168},[2169,2170,2171,2172],{"id":1445,"depth":140,"text":1446},{"id":1493,"depth":140,"text":1494},{"id":1546,"depth":140,"text":1546},{"id":1572,"depth":140,"text":1573},{"id":1667,"depth":130,"text":1667,"children":2174},[2175,2176],{"id":1670,"depth":140,"text":1670},{"id":1689,"depth":140,"text":1689},{"id":521,"depth":130,"text":521},{"id":551,"depth":130,"text":551},{"id":1819,"depth":130,"text":1819},{"id":883,"depth":130,"text":883},{"id":2037,"depth":130,"text":2038},{"id":1191,"depth":130,"text":1191},{"id":1251,"depth":130,"text":1251},"\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。",[2187,1326],"zh",{},[2190],"kimi-k2.7-code",[2192,2193,2194,2195],"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",[1339,1340,1341],[2199,2203,2207],{"plan":2200,"price":1725,"limit":2201,"cn_pay":2202,"note":1760},"开源模型（BYOK）","仅承担 API token 成本","✅ 支付宝\u002F微信",{"plan":1747,"price":563,"limit":2204,"cn_pay":2205,"note":2206},"输入 ¥8 \u002F 输出 ¥32 每百万 token","✅ 国内支付","成本较上代降 30%",{"plan":2208,"price":1725,"limit":2209,"cn_pay":2210,"note":2211},"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":193,"ux":193,"price":461,"cn_support":461,"stability":193},{"title":1406,"description":2185},"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",[2219,2221,2223,2225,2228],{"title":2220,"url":2136},"Kimi Code 官网",{"title":2222,"url":1452},"Kimi-K2.7-Code 开源仓库",{"title":2224,"url":2149},"月之暗面官方文档",{"title":2226,"url":2227},"K2.7 Code 技术报告","https:\u002F\u002Fgithub.com\u002FMoonshotAI\u002FKimi-K2.7-Code\u002Fblob\u002Fmain\u002FREADME.md",{"title":2229,"url":2156},"Kimi Code 定价","tools\u002Fcoding\u002Fcli\u002Fkimi-code",[2232,2233,2234,2235,2236],"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",[1320,1397,1398,1411,2239,2240,2241],"opensource","chinese","long-context","国产 CLI Agent 新贵。K2.7 Code 万亿参数开源、256K 上下文、Token 成本降 30%、中文编程体验一流。长程任务能力接近 Claude Code，但生态和插件还差一截。","vvCa6ipszCnFiEhY0VXDpoVX6WVlrJftXcAruTWpgQE",1784565441489]