[{"data":1,"prerenderedAt":2065},["ShallowReactive",2],{"header-counts":3,"playbook-onboarding\u002Fclaude-code-subagents":6,"footer-counts":787,"playbook-tools-onboarding\u002Fclaude-code-subagents":790},{"tools":4,"reviews":5},70,12,{"id":7,"title":8,"body":9,"category":771,"cover":772,"description":773,"extension":109,"meta":774,"navigation":180,"path":775,"published":776,"relatedTools":777,"seo":779,"stem":780,"tags":781,"updated":776,"__hash__":786},"playbook\u002Fplaybook\u002Fonboarding\u002Fclaude-code-subagents.md","Claude Code Subagents 实战：用专职子 Agent 做 review、调试、研究",{"type":10,"value":11,"toc":758},"minimark",[12,16,39,42,58,64,68,98,101,104,206,209,268,285,288,291,335,338,383,387,451,462,473,477,487,500,507,511,605,611,614,669,673,697,700,703,711,714,717,754],[13,14,15],"h2",{"id":15},"适用场景",[17,18,19,20,25,26,30,31,34,35,38],"p",{},"主对话窗口越塞越满、什么都丢给一个 agent 干，结果上下文被 review 输出、调试日志、研究资料污染，质量下降——这就是 ",[21,22,24],"a",{"href":23},"\u002Fwiki\u002Fcontext-rot.html","Context Rot","。Claude Code 的 ",[27,28,29],"strong",{},"subagents（子 agent）"," 是解法：把特定职责（代码审查、调试、文档、安全审计）交给",[27,32,33],{},"独立上下文窗口 + 独立系统提示 + 受限工具权限","的专职 agent，它在自己的窗口里干完，",[27,36,37],{},"只把结论返回主线程","，中间的文件内容和工具调用不污染你的主对话。",[17,40,41],{},"适合：",[43,44,45,49,52,55],"ul",{},[46,47,48],"li",{},"主会话频繁被大段 review \u002F 日志 \u002F 资料撑爆上下文的人",[46,50,51],{},"想要「一个写、一个独立审」而不是同一 agent 自夸自审的工作流",[46,53,54],{},"团队想把 review 标准、调试套路固化成可版本控制、可复用的角色",[46,56,57],{},"需要把高风险操作（审查）锁成只读、和能写代码的 builder 分开的场景",[59,60,61],"blockquote",{},[17,62,63],{},"来源说明：本文基于 Claude Code 官方文档与多份 2026 实操指南综合整理。subagent 的存放路径、优先级、frontmatter 字段以官方最新文档为准。",[13,65,67],{"id":66},"核心概念subagent-是什么","核心概念：subagent 是什么",[43,69,70,77,88,95],{},[46,71,72,73,76],{},"每个 subagent 是一个",[27,74,75],{},"带 YAML frontmatter 的 Markdown 文件","，body 逐字成为它的系统提示",[46,78,79,80,83,84,87],{},"它运行在",[27,81,82],{},"自己独立的上下文窗口","里，拿到的只有这个系统提示 + 基本环境信息（如工作目录），",[27,85,86],{},"不继承"," Claude Code 的完整主系统提示",[46,89,90,91,94],{},"主 agent 把任务委派给它，它跑完",[27,92,93],{},"只返回最终结果","——中间推理和工具调用对主线程不可见",[46,96,97],{},"这带来三个好处：上下文隔离（防污染）、并行探索、token 高效",[13,99,100],{"id":100},"定义文件的解剖",[17,102,103],{},"最小形态：",[105,106,111],"pre",{"className":107,"code":108,"language":109,"meta":110,"style":110},"language-md shiki shiki-themes github-light github-dark","---\nname: code-reviewer\ndescription: Reviews code for quality and best practices. 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Do not modify any files.\n",[17,207,208],{},"字段含义：",[210,211,212,225],"table",{},[213,214,215],"thead",{},[216,217,218,222],"tr",{},[219,220,221],"th",{},"字段",[219,223,224],{},"作用",[226,227,228,238,250,259],"tbody",{},[216,229,230,235],{},[231,232,233],"td",{},[112,234,129],{},[231,236,237],{},"唯一标识，调用时用它。整棵目录树里必须唯一",[216,239,240,244],{},[231,241,242],{},[112,243,142],{},[231,245,246,249],{},[27,247,248],{},"触发器，不是文档","——Claude 靠它判断要不要自动委派",[216,251,252,256],{},[231,253,254],{},[112,255,153],{},[231,257,258],{},"安全杠杆：省略=继承全部工具；列出=只给这些（reviewer 只给只读工具）",[216,260,261,265],{},[231,262,263],{},[112,264,164],{},[231,266,267],{},"成本杠杆：grep 密集的探索类路由到 Haiku 而非 Opus，省钱",[17,269,270,273,274,276,277,280,281,284],{},[27,271,272],{},"关键","：body 是系统提示，",[112,275,142],{}," 是委派的「使用条件」。社区惯例是在 description 里加 ",[112,278,279],{},"Use PROACTIVELY"," 或 ",[112,282,283],{},"use immediately after writing code"," 之类的话，推动 Claude 不用你开口就委派。",[13,286,287],{"id":287},"存放位置与优先级",[17,289,290],{},"Claude Code 在多个位置找 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循环并给出确切修法。",[27,504,505],{},"这些都没以原始文件内容的形式进主对话","——回来的是一份干净的结论报告。这就是 subagent 的全部价值：聚焦的 agent、锁死只读、在自己窗口里干完、返回紧凑总结。",[13,508,510],{"id":509},"推荐的几个常用-subagent","推荐的几个常用 subagent",[210,512,513,527],{},[213,514,515],{},[216,516,517,520,522,524],{},[219,518,519],{},"名字",[219,521,153],{},[219,523,164],{},[219,525,526],{},"description 触发条件",[226,528,529,545,560,575,590],{},[216,530,531,536,539,542],{},[231,532,533],{},[112,534,535],{},"code-reviewer",[231,537,538],{},"Read, Glob, Grep（只读）",[231,540,541],{},"sonnet",[231,543,544],{},"写完代码后主动审查质量\u002F安全",[216,546,547,552,555,557],{},[231,548,549],{},[112,550,551],{},"debugger",[231,553,554],{},"Read, Glob, Grep, Bash",[231,556,541],{},[231,558,559],{},"遇到报错\u002F测试失败时定位根因",[216,561,562,567,569,572],{},[231,563,564],{},[112,565,566],{},"explorer",[231,568,538],{},[231,570,571],{},"haiku",[231,573,574],{},"大仓库快速只读导航，省成本",[216,576,577,582,585,587],{},[231,578,579],{},[112,580,581],{},"test-writer",[231,583,584],{},"Read, Glob, Grep, 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Code subagents 落地指南：在 .claude\u002Fagents\u002F 定义带独立上下文窗口、独立系统提示、受限工具权限的专职子 agent，用 description 触发自动委派，让 review\u002F调试\u002F研究在隔离上下文里跑、只返回结论。含定义模板、优先级规则、工具权限、调用方式与踩坑。",{},"\u002Fplaybook\u002Fonboarding\u002Fclaude-code-subagents","2026-06-28",[778],"coding\u002Fcli\u002Fclaude-code",{"title":8,"description":773},"playbook\u002Fonboarding\u002Fclaude-code-subagents",[782,753,783,784,785],"Subagents","多 Agent","上下文隔离","AI 工作流","V3tmnzJXE3vT87Lp0oIEnvOeDAM36Jv7gX0FyxPRNAs",{"tools":4,"reviews":5,"playbooks":788,"news":789},15,13,[791],{"id":792,"title":753,"alternatives":793,"api_compatible":797,"body":799,"category":1992,"chinese_friendly":139,"cover":1993,"description":1994,"domestic":1995,"extension":109,"faq":1996,"free":1995,"github":1947,"languages":1997,"meta":1999,"models":2000,"navigation":180,"notSuitable":2004,"opensource":1995,"path":2008,"pillar":2009,"platforms":2010,"priceTable":2014,"pricing":2034,"published":2035,"relatedPlaybooks":1996,"relatedReviews":1996,"score":2036,"self_host":1995,"seo":2037,"seoTitle":1996,"slug":778,"sources":2038,"stem":2049,"suitable":2050,"tagline":2056,"tags":2057,"updated":2062,"verdict":2063,"website":1933,"__hash__":2064},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[794,795,796],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[798],"anthropic",{"type":10,"value":800,"toc":1975},[801,805,832,837,840,845,855,884,887,891,898,927,937,941,944,1100,1118,1122,1133,1208,1211,1215,1229,1232,1246,1327,1330,1341,1349,1353,1510,1513,1557,1560,1720,1725,1739,1744,1764,1767,1863,1866,1923,1926,1965,1972],[13,802,804],{"id":803},"tldr","TL;DR",[806,807,812,821],"div",{"className":808},[809,810,811],"card","p-5","my-4",[17,813,814,817,818,820],{},[27,815,816],{},"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 ",[112,819,405],{},"，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[17,822,823,824,827,828,831],{},"最大价值是 ",[27,825,826],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[27,829,830],{},"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。",[59,833,834],{},[17,835,836],{},"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。",[13,838,839],{"id":839},"核心特性",[841,842,844],"h3",{"id":843},"终端原生的-agent-体验","终端原生的 Agent 体验",[17,846,847,848,851,852,854],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[27,849,850],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[112,853,405],{},"，就进入了一个能读你整个 codebase 的对话环境。",[105,856,858],{"className":389,"code":857,"language":391,"meta":110,"style":110},"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",[112,859,860,868,875],{"__ignoreMap":110},[115,861,862,865],{"class":117,"line":118},[115,863,864],{"class":408},"cd",[115,866,867],{"class":135}," your-project\n",[115,869,870,872],{"class":117,"line":125},[115,871,405],{"class":404},[115,873,874],{"class":398},"                          # 进入交互模式\n",[115,876,877,881],{"class":117,"line":139},[115,878,880],{"class":879},"szBVR",">",[115,882,883],{"class":121}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[17,885,886],{},"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。",[841,888,890],{"id":889},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[17,892,893,894,897],{},"Claude Code 2.x 引入了 ",[21,895,896],{"href":741},"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：",[105,899,901],{"className":389,"code":900,"language":391,"meta":110,"style":110},"\u002Fagents              # 管理子代理\n\u002Fbatch              # 把大改动拆成独立单元，每个跑在自己的 git worktree\n\u002Ftasks              # 列出后台运行的子代理\n",[112,902,903,911,919],{"__ignoreMap":110},[115,904,905,908],{"class":117,"line":118},[115,906,907],{"class":404},"\u002Fagents",[115,909,910],{"class":398},"              # 管理子代理\n",[115,912,913,916],{"class":117,"line":125},[115,914,915],{"class":404},"\u002Fbatch",[115,917,918],{"class":398},"              # 把大改动拆成独立单元，每个跑在自己的 git worktree\n",[115,920,921,924],{"class":117,"line":139},[115,922,923],{"class":404},"\u002Ftasks",[115,925,926],{"class":398},"              # 列出后台运行的子代理\n",[17,928,929,930,936],{},"据 ",[21,931,935],{"href":932,"rel":933},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[934],"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。",[841,938,940],{"id":939},"slash-命令生产力关键","Slash 命令（生产力关键）",[17,942,943],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[210,945,946,956],{},[213,947,948],{},[216,949,950,953],{},[219,951,952],{},"命令",[219,954,955],{},"用途",[226,957,958,972,982,996,1006,1016,1026,1036,1046,1056,1066,1076,1086],{},[216,959,960,965],{},[231,961,962],{},[112,963,964],{},"\u002Finit",[231,966,967,968,971],{},"第一次进入仓库时跑，生成 ",[112,969,970],{},"CLAUDE.md","（项目记忆）",[216,973,974,979],{},[231,975,976],{},[112,977,978],{},"\u002Fmemory",[231,980,981],{},"编辑长期记忆",[216,983,984,989],{},[231,985,986],{},[112,987,988],{},"\u002Fclear",[231,990,991,992,995],{},"清空当前对话，重新开始（",[27,993,994],{},"最被低估的命令","）",[216,997,998,1003],{},[231,999,1000],{},[112,1001,1002],{},"\u002Fcompact",[231,1004,1005],{},"长对话压缩，挽救快爆炸的 context window",[216,1007,1008,1013],{},[231,1009,1010],{},[112,1011,1012],{},"\u002Fcontext",[231,1014,1015],{},"显示当前 context 用量",[216,1017,1018,1023],{},[231,1019,1020],{},[112,1021,1022],{},"\u002Fplan",[231,1024,1025],{},"切到 plan 模式（只规划不执行）",[216,1027,1028,1033],{},[231,1029,1030],{},[112,1031,1032],{},"\u002Fmodel",[231,1034,1035],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[216,1037,1038,1043],{},[231,1039,1040],{},[112,1041,1042],{},"\u002Fdiff",[231,1044,1045],{},"看本轮所有改动",[216,1047,1048,1053],{},[231,1049,1050],{},[112,1051,1052],{},"\u002Fcode-review",[231,1054,1055],{},"对 diff 跑代码审查",[216,1057,1058,1063],{},[231,1059,1060],{},[112,1061,1062],{},"\u002Frewind",[231,1064,1065],{},"回滚到任意 checkpoint（代码 + 对话）",[216,1067,1068,1073],{},[231,1069,1070],{},[112,1071,1072],{},"\u002Fmcp",[231,1074,1075],{},"管理 MCP 服务器",[216,1077,1078,1083],{},[231,1079,1080],{},[112,1081,1082],{},"\u002Fdoctor",[231,1084,1085],{},"排查环境问题",[216,1087,1088,1097],{},[231,1089,1090,1093,1094],{},[112,1091,1092],{},"\u002Fresume"," ",[112,1095,1096],{},"\u002Fbranch",[231,1098,1099],{},"回到 \u002F fork 历史对话",[17,1101,1102,1107,1108,1110,1111,1113,1114,1117],{},[21,1103,1106],{"href":1104,"rel":1105},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[934],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[112,1109,1002],{},"（每 20-30 分钟一次防止 context drift）、",[112,1112,988],{},"（新任务开新会话）、自定义命令（写在 ",[112,1115,1116],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[841,1119,1121],{"id":1120},"mcp-集成一等公民","MCP 集成（一等公民）",[17,1123,1124,1128,1129,1132],{},[21,1125,1127],{"href":1126},"\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 ",[112,1130,1131],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[105,1134,1138],{"className":1135,"code":1136,"language":1137,"meta":110,"style":110},"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",[112,1139,1140,1145,1153,1160,1173,1193,1198,1203],{"__ignoreMap":110},[115,1141,1142],{"class":117,"line":118},[115,1143,1144],{"class":121},"{\n",[115,1146,1147,1150],{"class":117,"line":125},[115,1148,1149],{"class":408},"  \"mcpServers\"",[115,1151,1152],{"class":121},": {\n",[115,1154,1155,1158],{"class":117,"line":139},[115,1156,1157],{"class":408},"    \"postgres\"",[115,1159,1152],{"class":121},[115,1161,1162,1165,1167,1170],{"class":117,"line":150},[115,1163,1164],{"class":408},"      \"command\"",[115,1166,132],{"class":121},[115,1168,1169],{"class":135},"\"npx\"",[115,1171,1172],{"class":121},",\n",[115,1174,1175,1178,1181,1184,1187,1190],{"class":117,"line":161},[115,1176,1177],{"class":408},"      \"args\"",[115,1179,1180],{"class":121},": [",[115,1182,1183],{"class":135},"\"@modelcontextprotocol\u002Fserver-postgres\"",[115,1185,1186],{"class":121},", ",[115,1188,1189],{"class":135},"\"postgresql:\u002F\u002F...\"",[115,1191,1192],{"class":121},"]\n",[115,1194,1195],{"class":117,"line":172},[115,1196,1197],{"class":121},"    }\n",[115,1199,1200],{"class":117,"line":177},[115,1201,1202],{"class":121},"  }\n",[115,1204,1205],{"class":117,"line":184},[115,1206,1207],{"class":121},"}\n",[17,1209,1210],{},"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。",[841,1212,1214],{"id":1213},"后台-远程模式","后台 \u002F 远程模式",[17,1216,1217,1220,1221,1224,1225,1228],{},[112,1218,1219],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[112,1222,1223],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[112,1226,1227],{},"\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\"。",[13,1230,1231],{"id":1231},"价格与运行成本",[17,1233,1234,1235,661,1240,1245],{},"根据 ",[21,1236,1239],{"href":1237,"rel":1238},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[934],"explainx.ai 2026-06 评测",[21,1241,1244],{"href":1242,"rel":1243},"https:\u002F\u002Fclaude.com\u002Fpricing",[934],"Anthropic 官方定价"," 整理：",[210,1247,1248,1260],{},[213,1249,1250],{},[216,1251,1252,1255,1258],{},[219,1253,1254],{},"路径",[219,1256,1257],{},"价格",[219,1259,15],{},[226,1261,1262,1275,1288,1301,1314],{},[216,1263,1264,1269,1272],{},[231,1265,1266],{},[27,1267,1268],{},"BYOK（自带 API key）",[231,1270,1271],{},"按 token 计费",[231,1273,1274],{},"全自由，但单月烧到 $500+ 也常见",[216,1276,1277,1282,1285],{},[231,1278,1279],{},[27,1280,1281],{},"Pro",[231,1283,1284],{},"$20\u002F月（年付 ~$17）",[231,1286,1287],{},"个人开发者，每天 1-4 小时",[216,1289,1290,1295,1298],{},[231,1291,1292],{},[27,1293,1294],{},"Max 5x",[231,1296,1297],{},"$100\u002F月",[231,1299,1300],{},"重度用户 + Opus 模型访问",[216,1302,1303,1308,1311],{},[231,1304,1305],{},[27,1306,1307],{},"Max 20x",[231,1309,1310],{},"$200\u002F月",[231,1312,1313],{},"8h+ agentic 工作流 \u002F 团队共享",[216,1315,1316,1321,1324],{},[231,1317,1318],{},[27,1319,1320],{},"Team Premium",[231,1322,1323],{},"$100\u002Fseat 年付 \u002F $125 月付",[231,1325,1326],{},"团队，含管理",[17,1328,1329],{},"API token 价格（2026 Q2 公开数据）：",[43,1331,1332,1335,1338],{},[46,1333,1334],{},"Sonnet 4.x：input $3 \u002F output $15 per 1M token",[46,1336,1337],{},"Opus 4.x：input $15 \u002F output $75 per 1M token",[46,1339,1340],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[17,1342,1343,1348],{},[21,1344,1347],{"href":1345,"rel":1346},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[934],"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。",[13,1350,1352],{"id":1351},"上手-5-分钟","上手 5 分钟",[105,1354,1356],{"className":389,"code":1355,"language":391,"meta":110,"style":110},"# 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",[112,1357,1358,1363,1380,1384,1389,1403,1407,1412,1425,1429,1434,1441,1454,1459,1474,1478,1484,1491,1502],{"__ignoreMap":110},[115,1359,1360],{"class":117,"line":118},[115,1361,1362],{"class":398},"# macOS \u002F Linux \u002F Windows (WSL)\n",[115,1364,1365,1368,1371,1374,1377],{"class":117,"line":125},[115,1366,1367],{"class":404},"curl",[115,1369,1370],{"class":408}," -fsSL",[115,1372,1373],{"class":135}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[115,1375,1376],{"class":879}," |",[115,1378,1379],{"class":404}," bash\n",[115,1381,1382],{"class":117,"line":139},[115,1383,181],{"emptyLinePlaceholder":180},[115,1385,1386],{"class":117,"line":150},[115,1387,1388],{"class":398},"# macOS 用 Homebrew\n",[115,1390,1391,1394,1397,1400],{"class":117,"line":161},[115,1392,1393],{"class":404},"brew",[115,1395,1396],{"class":135}," install",[115,1398,1399],{"class":408}," --cask",[115,1401,1402],{"class":135}," claude-code\n",[115,1404,1405],{"class":117,"line":172},[115,1406,181],{"emptyLinePlaceholder":180},[115,1408,1409],{"class":117,"line":177},[115,1410,1411],{"class":398},"# Windows PowerShell\n",[115,1413,1414,1417,1420,1422],{"class":117,"line":184},[115,1415,1416],{"class":404},"irm",[115,1418,1419],{"class":135}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[115,1421,1376],{"class":879},[115,1423,1424],{"class":404}," iex\n",[115,1426,1427],{"class":117,"line":190},[115,1428,181],{"emptyLinePlaceholder":180},[115,1430,1431],{"class":117,"line":196},[115,1432,1433],{"class":398},"# 验证 + 登录\n",[115,1435,1436,1438],{"class":117,"line":202},[115,1437,405],{"class":404},[115,1439,1440],{"class":408}," --version\n",[115,1442,1443,1445,1448,1451],{"class":117,"line":5},[115,1444,405],{"class":404},[115,1446,1447],{"class":135}," auth",[115,1449,1450],{"class":135}," login",[115,1452,1453],{"class":398},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[115,1455,1456],{"class":117,"line":789},[115,1457,1458],{"class":398},"# 或用 API key\n",[115,1460,1462,1465,1468,1471],{"class":117,"line":1461},14,[115,1463,1464],{"class":879},"export",[115,1466,1467],{"class":121}," ANTHROPIC_API_KEY",[115,1469,1470],{"class":879},"=",[115,1472,1473],{"class":121},"sk-ant-...\n",[115,1475,1476],{"class":117,"line":788},[115,1477,181],{"emptyLinePlaceholder":180},[115,1479,1481],{"class":117,"line":1480},16,[115,1482,1483],{"class":398},"# 进项目，启动\n",[115,1485,1487,1489],{"class":117,"line":1486},17,[115,1488,864],{"class":408},[115,1490,867],{"class":135},[115,1492,1494,1496,1499],{"class":117,"line":1493},18,[115,1495,405],{"class":404},[115,1497,1498],{"class":135}," \u002Finit",[115,1500,1501],{"class":398},"               # 生成 CLAUDE.md\n",[115,1503,1505,1507],{"class":117,"line":1504},19,[115,1506,405],{"class":404},[115,1508,1509],{"class":398},"                     # 进入交互模式\n",[13,1511,1512],{"id":1512},"国内使用注意事项",[292,1514,1515,1521,1527,1533],{},[46,1516,1517,1520],{},[27,1518,1519],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[46,1522,1523,1526],{},[27,1524,1525],{},"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",[46,1528,1529,1532],{},[27,1530,1531],{},"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",[46,1534,1535,1538,1539,280,1543,1547,1548,725,1552,1556],{},[27,1536,1537],{},"替代路径","：用 ",[21,1540,1542],{"href":1541},"\u002Fcoding\u002Fcli\u002Faider.html","Aider",[21,1544,1546],{"href":1545},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[21,1549,1551],{"href":1550},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[21,1553,1555],{"href":1554},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[13,1558,1559],{"id":1559},"与同类怎么选",[210,1561,1562,1587],{},[213,1563,1564],{},[216,1565,1566,1569,1571,1577,1583],{},[219,1567,1568],{},"维度",[219,1570,753],{},[219,1572,1573],{},[21,1574,1576],{"href":1575},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[219,1578,1579],{},[21,1580,1582],{"href":1581},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[219,1584,1585],{},[21,1586,1542],{"href":1541},[226,1588,1589,1605,1621,1639,1660,1674,1688,1705],{},[216,1590,1591,1594,1597,1600,1603],{},[231,1592,1593],{},"形态",[231,1595,1596],{},"CLI（IDE 无关）",[231,1598,1599],{},"AI-first IDE",[231,1601,1602],{},"CLI",[231,1604,1602],{},[216,1606,1607,1610,1613,1616,1618],{},[231,1608,1609],{},"长任务能力",[231,1611,1612],{},"★★★★★",[231,1614,1615],{},"★★★★☆",[231,1617,1615],{},[231,1619,1620],{},"★★★☆☆",[216,1622,1623,1626,1633,1635,1637],{},[231,1624,1625],{},"上下文管理",[231,1627,1628,1629,1093,1631],{},"★★★★★ ",[112,1630,1002],{},[112,1632,988],{},[231,1634,1615],{},[231,1636,1615],{},[231,1638,1620],{},[216,1640,1641,1644,1651,1654,1657],{},[231,1642,1643],{},"子代理 \u002F 并行",[231,1645,1646,1647,1093,1649,995],{},"✅（",[112,1648,907],{},[112,1650,915],{},[231,1652,1653],{},"部分（Bug bot）",[231,1655,1656],{},"⚠️ 有限",[231,1658,1659],{},"❌",[216,1661,1662,1665,1668,1670,1672],{},[231,1663,1664],{},"MCP 支持",[231,1666,1667],{},"★★★★★ 一等公民",[231,1669,1615],{},[231,1671,1620],{},[231,1673,1659],{},[216,1675,1676,1679,1681,1683,1685],{},[231,1677,1678],{},"Git 集成",[231,1680,1615],{},[231,1682,1620],{},[231,1684,1620],{},[231,1686,1687],{},"★★★★★ 每改即 commit",[216,1689,1690,1693,1696,1699,1702],{},[231,1691,1692],{},"国内门槛",[231,1694,1695],{},"高（账号+支付+网络）",[231,1697,1698],{},"高（账号+支付）",[231,1700,1701],{},"高",[231,1703,1704],{},"低（BYOK 国产模型）",[216,1706,1707,1709,1712,1715,1717],{},[231,1708,1257],{},[231,1710,1711],{},"$20-$200\u002F月",[231,1713,1714],{},"$20\u002F月",[231,1716,1711],{},[231,1718,1719],{},"仅 API 成本",[17,1721,1722,657],{},[27,1723,1724],{},"选 Claude Code 如果你",[43,1726,1727,1730,1733,1736],{},[46,1728,1729],{},"重视长任务自主性 + 上下文管理",[46,1731,1732],{},"JetBrains \u002F Vim 用户，不想换 IDE",[46,1734,1735],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[46,1737,1738],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[17,1740,1741,657],{},[27,1742,1743],{},"别选 Claude Code 如果你",[43,1745,1746,1752,1757],{},[46,1747,1748,1749,1751],{},"国内、个人、预算紧（去 ",[21,1750,1542],{"href":1541}," + DeepSeek）",[46,1753,1754,1755,995],{},"想要纯 IDE 内 inline 体验（",[21,1756,1576],{"href":1575},[46,1758,1759,1760,995],{},"主要写补全而非 agent 任务（",[21,1761,1763],{"href":1762},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[13,1765,1766],{"id":1766},"避坑清单",[43,1768,1769,1782,1797,1811,1819,1837,1851,1857],{},[46,1770,1771,1777,1778,1781],{},[27,1772,1773,1776],{},[112,1774,1775],{},"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 ",[112,1779,1780],{},"env | grep ANTHROPIC"," 检查",[46,1783,1784,1790,1791,1793,1794,1796],{},[27,1785,1786,1787,1789],{},"长会话不 ",[112,1788,1002],{}," 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 ",[112,1792,1002],{}," 一次或 ",[112,1795,988],{}," 开新会话",[46,1798,1799,1804,1805,1810],{},[27,1800,1801,1803],{},[112,1802,1032],{}," 切换是个坑","：跨模型切会丢部分 context ",[21,1806,1809],{"href":1807,"rel":1808},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[934],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[46,1812,1813,1818],{},[27,1814,1815,1817],{},[112,1816,964],{}," 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",[46,1820,1821,1826,1827,1093,1830,1093,1833,1836],{},[27,1822,1823,1825],{},[112,1824,1116],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[112,1828,1829],{},"\u002Fdeploy",[112,1831,1832],{},"\u002Fmigrate",[112,1834,1835],{},"\u002Freview-pr","，提交进 git",[46,1838,1839,1842,1843,1846,1847,1850],{},[27,1840,1841],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[112,1844,1845],{},"--permission-mode plan"," 或开 ",[112,1848,1849],{},"acceptEdits"," 但配合 git worktree",[46,1852,1853,1856],{},[27,1854,1855],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[46,1858,1859,1862],{},[27,1860,1861],{},"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",[13,1864,1865],{"id":1865},"相关阅读",[43,1867,1868,1883,1897,1912],{},[46,1869,1870,1871,725,1873,725,1877,725,1879,725,1881],{},"同类对比：",[21,1872,1576],{"href":1575},[21,1874,1876],{"href":1875},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[21,1878,1582],{"href":1581},[21,1880,1542],{"href":1541},[21,1882,1546],{"href":1545},[46,1884,736,1885,725,1887,725,1891,725,1893],{},[21,1886,742],{"href":741},[21,1888,1890],{"href":1889},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[21,1892,1127],{"href":1126},[21,1894,1896],{"href":1895},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[46,1898,1899,1900,725,1904,725,1908],{},"模型：",[21,1901,1903],{"href":1902},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[21,1905,1907],{"href":1906},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[21,1909,1911],{"href":1910},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[46,1913,1914,1915,725,1919],{},"进阶：",[21,1916,1918],{"href":1917},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[21,1920,1922],{"href":1921},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[13,1924,1925],{"id":1925},"来源",[43,1927,1928,1935,1942,1949,1956,1962],{},[46,1929,1930,1931],{},"官网：",[21,1932,1933],{"href":1933,"rel":1934},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[934],[46,1936,1937,1938],{},"官方文档：",[21,1939,1940],{"href":1940,"rel":1941},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[934],[46,1943,1944,1945],{},"GitHub：",[21,1946,1947],{"href":1947,"rel":1948},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[934],[46,1950,1951,1952],{},"CLI Reference：",[21,1953,1954],{"href":1954,"rel":1955},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[934],[46,1957,1958,1959],{},"官方定价：",[21,1960,1242],{"href":1242,"rel":1961},[934],[46,1963,1964],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[17,1966,1967,1968,1971],{},"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 ",[21,1969,1970],{"href":1970},"\u002Fsubmit"," 反馈。",[755,1973,1974],{},"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":110,"searchDepth":139,"depth":139,"links":1976},[1977,1978,1985,1986,1987,1988,1989,1990,1991],{"id":803,"depth":125,"text":804},{"id":839,"depth":125,"text":839,"children":1979},[1980,1981,1982,1983,1984],{"id":843,"depth":139,"text":844},{"id":889,"depth":139,"text":890},{"id":939,"depth":139,"text":940},{"id":1120,"depth":139,"text":1121},{"id":1213,"depth":139,"text":1214},{"id":1231,"depth":125,"text":1231},{"id":1351,"depth":125,"text":1352},{"id":1512,"depth":125,"text":1512},{"id":1559,"depth":125,"text":1559},{"id":1766,"depth":125,"text":1766},{"id":1865,"depth":125,"text":1865},{"id":1925,"depth":125,"text":1925},"cli","\u002Fimg\u002Ftools\u002Fclaude-code.webp","Claude Code 真实评测：Anthropic 官方 CLI Agent，跑在终端，跨 IDE，长任务规划与多步骤执行能力强。AIHO 编辑部基于官方文档与社区资料整理，含子代理、slash 命令、MCP、避坑指南。",false,null,[1998],"en",{},[2001,2002,2003],"claude-opus-4","claude-sonnet-4-5","claude-haiku-4",[2005,2006,2007],"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",[2011,2012,2013],"macos","linux","windows",[2015,2021,2026,2030],{"plan":2016,"price":2017,"limit":2018,"cn_pay":2019,"note":2020},"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":2022,"price":1714,"limit":2023,"cn_pay":2024,"note":2025},"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":2027,"price":1297,"limit":2028,"cn_pay":2024,"note":2029},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":2031,"price":1310,"limit":2032,"cn_pay":2024,"note":2033},"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",{"power":161,"ux":150,"price":139,"cn_support":125,"stability":150},{"title":753,"description":1994},[2039,2041,2042,2044,2047],{"title":2040,"url":1940},"Claude Code 官方文档",{"title":1244,"url":1242},{"title":2043,"url":1954},"Claude Code CLI Reference",{"title":2045,"url":2046},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":2048,"url":932},"Claude Code Cheat Sheet 2026","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[2051,2052,2053,2054,2055],"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",[1992,2058,2059,798,2060,2061],"agent","terminal","long-task","mcp","2026-06-24","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。","CvXKldr1bGdEgCT3_gjFqdgSu6rn9Jc1z0xQhUVSUoc",1782663746809]