[{"data":1,"prerenderedAt":1917},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-claude-code-vs-kiro":9,"compare-a-claude-code":10,"compare-b-kiro":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: 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":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":9,"body":1411,"category":1862,"chinese_friendly":130,"cover":1863,"description":1864,"domestic":1323,"extension":1324,"faq":1865,"free":1323,"github":9,"languages":1878,"lastVerified":9,"meta":1879,"models":9,"navigation":697,"notSuitable":9,"opensource":1323,"path":1880,"pillar":1337,"platforms":1881,"priceTable":1882,"pricing":1892,"published":1893,"relatedPlaybooks":1894,"relatedReviews":9,"score":1897,"self_host":1323,"seo":1898,"seoTitle":9,"slug":1899,"sources":1900,"stem":1908,"suitable":9,"tagline":1909,"tags":1910,"updated":1903,"verdict":1914,"website":1915,"__hash__":1916},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fkiro.md","Kiro",[1408,1409,1374,1410],"coding\u002Fide\u002Fcursor","coding\u002Fide\u002Fwindsurf","coding\u002Fide\u002Fqoder",{"type":20,"value":1412,"toc":1849},[1413,1415,1418,1421,1424,1447,1451,1538,1541,1544,1564,1568,1573,1587,1592,1606,1609,1637,1640,1738,1741,1773,1777,1797,1799,1824,1826],[23,1414,26],{"id":25},[35,1416,1417],{},"Kiro 是 AWS 在 2025-07 发布、2026-03 GA 的 AI IDE，定位『把规格作为开发的基本单元』。流程是：你描述要做什么 → Kiro 生成 requirements\u002Fdesign\u002Ftasks 三份 markdown → 再按 tasks 写代码。基于 Code OSS（VS Code 同源），可直接导入主题和 Open VSX 插件。AWS 已宣布 Q Developer 给新用户停服，把研发 AI 押在 Kiro 上。",[35,1419,1420],{},"适合：写生产级业务系统、要可追溯的研发流程、合规要求高的团队。不适合：单人快速 prototyping、纯氛围编程、对 spec 流程没耐心的开发者。",[23,1422,1423],{"id":1423},"三层架构",[835,1425,1426,1432,1438],{},[626,1427,1428,1431],{},[38,1429,1430],{},"Specs","：需求文档 + 设计文档 + 任务清单，由 agent 生成、人工 review，存仓库根目录",[626,1433,1434,1437],{},[38,1435,1436],{},"Hooks","：自然语言写的事件自动化（on save \u002F on commit \u002F on schema change）",[626,1439,1440,1050,1443,1446],{},[38,1441,1442],{},"Steering Files",[43,1444,1445],{},".kiro\u002Fsteering\u002F*.md"," 里写团队规范（命名、错误处理、安全），所有 agent 调用都会读取",[23,1448,1450],{"id":1449},"价格2026-06","价格（2026-06）",[224,1452,1453,1471],{},[227,1454,1455],{},[230,1456,1457,1460,1462,1465,1468],{},[233,1458,1459],{},"Plan",[233,1461,548],{},[233,1463,1464],{},"Credits\u002F月",[233,1466,1467],{},"超额",[233,1469,1470],{},"适用",[240,1472,1473,1490,1506,1522],{},[230,1474,1475,1478,1481,1484,1487],{},[245,1476,1477],{},"Free",[245,1479,1480],{},"$0",[245,1482,1483],{},"50（注册赠 500）",[245,1485,1486],{},"无",[245,1488,1489],{},"试用、轻度",[230,1491,1492,1494,1497,1500,1503],{},[245,1493,573],{},[245,1495,1496],{},"$19\u002F月",[245,1498,1499],{},"1,000",[245,1501,1502],{},"$0.04\u002Fcredit",[245,1504,1505],{},"个人主力",[230,1507,1508,1511,1514,1517,1519],{},[245,1509,1510],{},"Pro+",[245,1512,1513],{},"$37\u002F月",[245,1515,1516],{},"2,000",[245,1518,1502],{},[245,1520,1521],{},"重度 + Spec 流水",[230,1523,1524,1527,1530,1533,1535],{},[245,1525,1526],{},"Power",[245,1528,1529],{},"$184\u002F月",[245,1531,1532],{},"10,000",[245,1534,1502],{},[245,1536,1537],{},"跑长 autonomous agent",[35,1539,1540],{},"底层模型走 Amazon Bedrock，路由 Claude Sonnet \u002F Amazon Nova。GovCloud 全档可用。",[23,1542,1543],{"id":1543},"三种形态",[623,1545,1546,1552,1558],{},[626,1547,1548,1551],{},[38,1549,1550],{},"Kiro IDE","：VS Code 同根的桌面 IDE",[626,1553,1554,1557],{},[38,1555,1556],{},"Kiro CLI","：terminal 里的同一个 agent",[626,1559,1560,1563],{},[38,1561,1562],{},"Kiro Autonomous Agent","：后台 agent，能持续工作数小时甚至数天（2025-12 AWS re:Invent 公布的 frontier agent）",[23,1565,1567],{"id":1566},"实测中型-spring-boot-项目","实测（中型 Spring Boot 项目）",[35,1569,1570],{},[38,1571,1572],{},"亮点：",[623,1574,1575,1578,1581,1584],{},[626,1576,1577],{},"「加一个会员订阅模块」一句话 → 5 分钟生成完整 requirements\u002Fdesign\u002Ftasks，分 17 个任务清单",[626,1579,1580],{},"agent 跑完会写出可运行代码 + 单元测试 + 更新 design.md",[626,1582,1583],{},"三个月后回来看 PR，能从仓库本身复盘当时为什么这么设计",[626,1585,1586],{},"Hooks 跑 OpenAPI 同步真的省心",[35,1588,1589],{},[38,1590,1591],{},"踩坑：",[623,1593,1594,1597,1600,1603],{},[626,1595,1596],{},"单一 Spec 跑完 17 个任务烧了约 120 credits，Pro 档第 4 天就触线",[626,1598,1599],{},"Spec 工作流加了约 30% 时间成本，小项目得不偿失",[626,1601,1602],{},"2025-12 AWS 大规模故障期，Kiro autonomous agent 拿到生产权限误删配置——AWS 事后强制限制 prod 权限，但教训值得记",[626,1604,1605],{},"中文交互能用，但 spec 文档生成偶尔中英混搭",[23,1607,1608],{"id":1608},"上手",[835,1610,1611,1614,1617,1620,1623,1630],{},[626,1612,1613],{},"kiro.dev 注册（GitHub \u002F Google \u002F AWS 任一）",[626,1615,1616],{},"下载 IDE，导入项目（自动迁移 VS Code 设置）",[626,1618,1619],{},"写一句需求，按 Generate Spec → 审 requirements.md",[626,1621,1622],{},"改 \u002F 确认后让 agent 按 tasks.md 跑",[626,1624,1625,1626,1629],{},"在 ",[43,1627,1628],{},".kiro\u002Fsteering\u002F"," 沉淀你团队的规范",[626,1631,1632,1633,1636],{},"CLI：",[43,1634,1635],{},"brew install kiro-cli","，同账号即用",[23,1638,1639],{"id":1639},"对比",[224,1641,1642,1657],{},[227,1643,1644],{},[230,1645,1646,1648,1650,1652,1654],{},[233,1647,892],{},[233,1649,1406],{},[233,1651,900],{},[233,1653,12],{},[233,1655,1656],{},"Qoder",[240,1658,1659,1676,1691,1706,1722],{},[230,1660,1661,1664,1667,1670,1673],{},[245,1662,1663],{},"范式",[245,1665,1666],{},"Spec-first",[245,1668,1669],{},"Prompt-first",[245,1671,1672],{},"Prompt + CLI",[245,1674,1675],{},"Quest + Agent",[230,1677,1678,1681,1684,1686,1688],{},[245,1679,1680],{},"文档沉淀",[245,1682,1683],{},"强制 3 份",[245,1685,1486],{},[245,1687,1486],{},[245,1689,1690],{},"Repo Wiki",[230,1692,1693,1695,1698,1701,1703],{},[245,1694,548],{},[245,1696,1697],{},"$19–$184",[245,1699,1700],{},"$20 起",[245,1702,1700],{},[245,1704,1705],{},"免费起步",[230,1707,1708,1711,1714,1717,1719],{},[245,1709,1710],{},"自治 agent",[245,1712,1713],{},"✅ 长任务",[245,1715,1716],{},"部分",[245,1718,1716],{},[245,1720,1721],{},"✅",[230,1723,1724,1727,1730,1733,1735],{},[245,1725,1726],{},"中文",[245,1728,1729],{},"2\u002F5",[245,1731,1732],{},"3\u002F5",[245,1734,1732],{},[245,1736,1737],{},"5\u002F5",[23,1739,1740],{"id":1740},"避坑",[623,1742,1743,1749,1755,1761,1767],{},[626,1744,1745,1748],{},[38,1746,1747],{},"小项目别上 Spec","：prototyping 用 Free + Chat 模式；Spec 只在长生命周期项目上才回本",[626,1750,1751,1754],{},[38,1752,1753],{},"生产权限要先限","：autonomous agent 默认不要给 prod；用 sandbox \u002F staging 跑、PR 走人工",[626,1756,1757,1760],{},[38,1758,1759],{},"steering files 要建仓","：团队共享的规范不写进去，每个 dev 的 agent 行为会漂移",[626,1762,1763,1766],{},[38,1764,1765],{},"Pro+ 比 Pro 性价比更高","：重度用户 Pro 一周就触超额，差 $18 多翻倍 credits",[626,1768,1769,1772],{},[38,1770,1771],{},"Q Developer 老用户","：迁移前先核对 IAM 集成路径，Kiro 不完全是 Q 的 drop-in",[23,1774,1776],{"id":1775},"适合-不适合","适合 \u002F 不适合",[623,1778,1779,1782,1785,1788,1791,1794],{},[626,1780,1781],{},"✅ 写生产业务系统、追求审计可追溯",[626,1783,1784],{},"✅ 已在 AWS 生态，想统一研发 AI",[626,1786,1787],{},"✅ 接受先写规格再写码的团队文化",[626,1789,1790],{},"❌ 单人快速 hack、prototyping",[626,1792,1793],{},"❌ 主语种中文、强中文协作（仍以英文为主）",[626,1795,1796],{},"❌ 团队抗拒文档化",[23,1798,1191],{"id":1191},[623,1800,1801,1807,1813,1818],{},[626,1802,1803],{},[65,1804,1806],{"href":1805},"\u002Ftools\u002Fcoding\u002Fide\u002Fcursor","Cursor 评测",[626,1808,1809],{},[65,1810,1812],{"href":1811},"\u002Ftools\u002Fcoding\u002Fide\u002Fqoder","Qoder 评测",[626,1814,1815],{},[65,1816,1817],{"href":1336},"Claude Code 评测",[626,1819,1820],{},[65,1821,1823],{"href":1822},"\u002Fplaybook\u002Fonboarding\u002Flegacy-codebase-onboarding","Legacy 代码 Onboarding Playbook",[23,1825,1251],{"id":1251},[835,1827,1828,1835,1842],{},[626,1829,1830,1831],{},"RockB — Kiro AI IDE Review 2026（2026-04-21）",[65,1832,1833],{"href":1833,"rel":1834},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fkiro-ai-ide-review-2026",[207],[626,1836,1837,1838],{},"DEV.to — AWS Kiro: Specs as Unit of Work（2026-04）",[65,1839,1840],{"href":1840,"rel":1841},"https:\u002F\u002Fdev.to\u002Fjubinsoni\u002Faws-kiro-the-agentic-ide-that-makes-specs-the-unit-of-work-3eko",[207],[626,1843,1844,1845],{},"TechCrunch — Amazon Previews 3 Frontier Agents（2025-12-02）",[65,1846,1847],{"href":1847,"rel":1848},"https:\u002F\u002Ftechcrunch.com\u002F2025\u002F12\u002F02\u002Famazon-previews-3-ai-agents-including-kiro-that-can-code-on-its-own-for-days",[207],{"title":112,"searchDepth":140,"depth":140,"links":1850},[1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861],{"id":25,"depth":130,"text":26},{"id":1423,"depth":130,"text":1423},{"id":1449,"depth":130,"text":1450},{"id":1543,"depth":130,"text":1543},{"id":1566,"depth":130,"text":1567},{"id":1608,"depth":130,"text":1608},{"id":1639,"depth":130,"text":1639},{"id":1740,"depth":130,"text":1740},{"id":1775,"depth":130,"text":1776},{"id":1191,"depth":130,"text":1191},{"id":1251,"depth":130,"text":1251},"ide","\u002Fimg\u002Ftools\u002Fkiro.webp","Kiro 真实评测：AWS 出品的 spec-driven AI IDE，基于 Code OSS 构建，2026 年 3 月正式 GA。Pro $19、Pro+ $37、Power $184 四档 credits 制。AWS 同步停掉 Q Developer 新签，把研发 AI 押宝在 Kiro 上。",[1866,1869,1872,1875],{"q":1867,"a":1868},"Spec-Driven 和 Cursor 的 Agent 模式区别？","Kiro 把『需求 → 设计 → 任务清单 → 代码』强制成三份产物：requirements.md \u002F design.md \u002F tasks.md。代码是 spec 的副产品，可以审计、可以复盘；Cursor \u002F Claude Code 偏 prompt-first，不沉淀文档。",{"q":1870,"a":1871},"Hooks 是什么？","事件驱动的自然语言自动化：保存时跑 lint、commit 前做安全扫描、API schema 变更时同步 OpenAPI 文档——都是写一段 'on save, …' 就完事，不用配脚本。",{"q":1873,"a":1874},"和 Amazon Q Developer 什么关系？","AWS 2026-01 宣布 Q Developer 新用户注册将于 2026-05-15 停止，明确导流到 Kiro。等于把 AWS 内部研发 AI 的产品赌注全压到 Kiro 上。",{"q":1876,"a":1877},"credit 烧得快吗？","小任务（Inline \u002F Chat）单次 0.x credit 起，分数级计费；但一次跑完整 Spec 实现可能消耗几十甚至上百 credits。从 Claude Code 月度 flat-rate 切过来的用户要先用 1–2 周观察实际烧量再选档。",[1326],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fkiro",[1341,1339,1340],[1883,1886,1888,1890],{"plan":1477,"price":1480,"credits":1884,"notes":1885},"50\u002F月 + 注册赠 500","BYOK 不可、模型路由受限",{"plan":573,"price":1496,"credits":1499,"notes":1887},"超出 $0.04\u002Fcredit；含 Claude\u002FNova 路由",{"plan":1510,"price":1513,"credits":1516,"notes":1889},"重度个人 \u002F 含 Spec + Hooks 全功能",{"plan":1526,"price":1529,"credits":1532,"notes":1891},"重度 \u002F 长 autonomous agent 任务","Free \u002F Pro $19·月 \u002F Pro+ $37·月 \u002F Power $184·月","2026-06-19",[1895,1896],"onboarding\u002Flegacy-codebase-onboarding","refactor\u002Flarge-refactor-with-ai-agent",{"power":193,"ux":193,"price":140,"cn_support":130,"stability":193},{"title":1406,"description":1864},"coding\u002Fide\u002Fkiro",[1901,1904,1906],{"name":1902,"url":1833,"accessed":1903},"Kiro Review 2026 — RockB","2026-06-24",{"name":1905,"url":1840,"accessed":1903},"AWS Kiro — DEV.to 深度解读",{"name":1907,"url":1847,"accessed":1903},"TechCrunch — AWS 3 Frontier Agents","tools\u002Fcoding\u002Fide\u002Fkiro","AWS 的 Spec-Driven AI IDE，把『写规格 → 出代码 → 出测试』串成自动化流水",[1862,1911,1912,1397,1913],"aws","spec-driven","bedrock","复杂业务系统 + 喜欢先写 spec 的团队最契合；纯个人 prototyping 用 Cursor \u002F Claude Code 更轻。AWS 已宣布 Q Developer 给新用户停服，Kiro 是 AWS 这边的『未来注资方向』。","https:\u002F\u002Fkiro.dev","q2LOdFuy0fg4mnE59wQ-y07_ODs5F6LPDe7HQCC_LgU",1784565442152]