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.szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":174,"searchDepth":209,"depth":209,"links":760},[761,762,763,764,765,766,771,772,773,774],{"id":23,"depth":200,"text":24},{"id":45,"depth":200,"text":45},{"id":101,"depth":200,"text":101},{"id":163,"depth":200,"text":164},{"id":469,"depth":200,"text":470},{"id":601,"depth":200,"text":601,"children":767},[768,769,770],{"id":605,"depth":209,"text":606},{"id":620,"depth":209,"text":621},{"id":633,"depth":209,"text":634},{"id":646,"depth":200,"text":646},{"id":669,"depth":200,"text":669},{"id":710,"depth":200,"text":711},{"id":723,"depth":200,"text":723},"agent","\u002Fimg\u002Ftools\u002Fjules.webp","Jules 真实评测：Google Labs 出品的异步 Coding Agent，连接 GitHub 仓库后在 Cloud VM 中计划、修改、运行测试并生成 PR；支持 Web、CLI（@google\u002Fjules）、REST API、GitHub issue 标签触发。免费档 15 tasks\u002Fday、3 并发，Pro\u002FUltra 提供更高任务和并发额度。",false,"md",[781,784,787,790],{"q":782,"a":783},"Jules 和 Gemini CLI 有什么区别？","Gemini CLI 是本地终端 Agent，读写当前目录；Jules 是异步云端 Agent，会把 GitHub 仓库 clone 到 Cloud VM，执行任务后返回 diff\u002FPR。前者适合你边写边问，后者适合把任务丢出去等结果。",{"q":785,"a":786},"Jules 和 Devin 怎么选？","两者都是 async coding agent。Devin 更早、产品链路更企业化；Jules 绑定 Google\u002FGemini 生态，免费档更容易试，CLI\u002FAPI 和 GitHub 标签触发更适合做脚本化委派。",{"q":788,"a":789},"Jules Tools 是什么？","`@google\u002Fjules` 命令行工具。它可以 `jules remote new` 创建云端任务、`jules remote list` 查看任务、`jules remote pull` 拉取结果，也可以打开 TUI 看 diff。",{"q":791,"a":792},"代码会不会在本地跑？","Jules 的核心执行在 Google Cloud VM。它会 clone 仓库、安装依赖、运行测试、生成 diff；这也是隐私\u002F合规敏感项目要谨慎的原因。",[794],"en","2026-08-02",{},[798,799,800],"不能把代码 clone 到 Google Cloud VM 的项目","需要中文深度交互和国内网络友好的团队","紧急 hotfix \u002F 强实时结对编程","\u002Ftools\u002Fcoding\u002Fagent\u002Fjules","coding",[804,805],"cloud","cli",[807,811,815],{"plan":10,"price":808,"limit":809,"note":810},"$0","15 tasks\u002Fday，3 concurrent tasks","入门免费档，Gemini 2.5 Pro",{"plan":140,"price":812,"limit":813,"note":814},"随 Google AI Pro","100 tasks\u002Fday，15 concurrent tasks","更高模型访问，起步 Gemini 3 Pro",{"plan":151,"price":816,"limit":817,"note":157},"随 Google AI Ultra","300 tasks\u002Fday，60 concurrent tasks","免费 15 tasks\u002Fday \u002F Pro 100 tasks\u002Fday \u002F Ultra 300 tasks\u002Fday","2026-06-25",[821,822],"onboarding\u002Fasync-coding-agent-workflow","review\u002Fai-pr-review-pipeline",{"power":216,"ux":216,"price":216,"cn_support":200,"stability":216},{"title":10,"description":777},"Jules AI 编程 Agent 评测 2026：Google 出品，自动化代码开发","coding\u002Fagent\u002Fjules",[828,830,832],{"title":829,"url":732},"Jules 官网",{"title":831,"url":740},"Jules Tools CLI Reference",{"title":833,"url":747},"Google Developers Blog — Meet Jules Tools","tools\u002Fcoding\u002Fagent\u002Fjules",[836,837,838,839],"GitHub issue 边界清晰的 bug fix \u002F test \u002F version bump","想异步委派任务、稍后 review PR 的团队","需要多个云端 Agent 并发处理低风险任务","已经在 Google AI Pro \u002F Ultra 生态里的开发者","Google 异步 Coding Agent，在 Cloud VM 中完成任务并返回 PR",[775,842,843,844,845,846,847,805],"autonomous","async","google","gemini","cloud-vm","github","Google 版 Devin：把 issue 丢给云端 Agent，等它在 VM 里跑完测试、给你 diff \u002F PR。适合依赖升级、补测试、低风险 bug fix；不适合中文项目、强隐私代码和需要实时结对的任务。","Z8q3y6AnBQYLqSw5GM3XF-bHBURTo55yPKy9UKkIMbM",[851,1401,1906,3219],{"id":852,"title":484,"alternatives":853,"api_compatible":855,"body":858,"category":775,"chinese_friendly":200,"cover":1344,"description":1345,"domestic":778,"extension":779,"faq":1346,"free":778,"github":16,"languages":1359,"lastVerified":795,"meta":1360,"models":16,"navigation":212,"notSuitable":16,"opensource":778,"path":1361,"pillar":802,"platforms":1362,"priceTable":1364,"pricing":1376,"published":1377,"relatedPlaybooks":1378,"relatedReviews":1379,"score":1381,"self_host":778,"seo":1382,"seoTitle":1383,"slug":12,"sources":1384,"stem":1394,"suitable":16,"tagline":1395,"tags":1396,"updated":1387,"verdict":1398,"website":1399,"__hash__":1400},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md",[13,854,14],"agent\u002Fgeneral\u002Fmanus",[856,857],"OpenAI","Anthropic",{"type":18,"value":859,"toc":1332},[860,862,865,868,870,873,897,900,904,909,982,987,1046,1049,1052,1058,1072,1077,1094,1097,1114,1117,1218,1221,1253,1257,1274,1277,1300,1302],[21,861,24],{"id":23},[33,863,864],{},"Devin 是 Cognition Labs 推出的「自主 AI 软件工程师」。2024-03 首发时 $500\u002F月 + 引爆全网，2025-04 Devin 2.0 把入门价砍到 $20\u002F月（按 ACU 计费），2026 年又通过收购 Windsurf 扩张到桌面端。它的核心定位不是 copilot，而是「异步 agent」——把任务扔进去，它在云沙箱里独立 plan → code → test → PR，你第二天来看结果。",[33,866,867],{},"适合：有明确边界的工程任务（重构、bug fix、新 feature），不需要全程盯着的团队。不适合：交互式探索、紧急 hotfix、中文项目、超预算敏感的个人。",[21,869,45],{"id":45},[33,871,872],{},"Devin 不在你电脑上跑——它有自己的云端 IDE + shell + 浏览器，等于一台 7×24 在线的远程开发机。给它一个 issue（GitHub \u002F Linear \u002F Slack 都行），它会：",[79,874,875,882,888,891,894],{},[57,876,877,878,881],{},"进 sandbox、",[176,879,880],{},"git clone"," 仓库、看 README、构建 Devin Wiki",[57,883,884,887],{},[36,885,886],{},"Interactive Planning","：跟你确认实现方案",[57,889,890],{},"写代码、跑测试、调浏览器看结果",[57,892,893],{},"失败自己排查、改、再试（带 citations 引用代码行）",[57,895,896],{},"提 PR、回 Slack「搞定」",[33,898,899],{},"主打 Cloud + Async + 多并发：Core 最多 10 个 Devin 同时跑不同任务，Team 起无限并发。",[21,901,903],{"id":902},"价格2026-06-综合官方-第三方追踪","价格（2026-06 综合官方 + 第三方追踪）",[33,905,906],{},[36,907,908],{},"Cloud Devin（按 ACU 计费）",[103,910,911,929],{},[106,912,913],{},[109,914,915,917,920,923,926],{},[112,916,114],{},[112,918,919],{},"月费",[112,921,922],{},"ACU 价",[112,924,925],{},"并发",[112,927,928],{},"关键能力",[123,930,931,950,967],{},[109,932,933,938,941,944,947],{},[128,934,935],{},[36,936,937],{},"Core",[128,939,940],{},"$20 起步（PAYG）",[128,942,943],{},"$2.25\u002FACU",[128,945,946],{},"10",[128,948,949],{},"Devin IDE、Ask Devin、Wiki",[109,951,952,955,958,961,964],{},[128,953,954],{},"Team",[128,956,957],{},"$500 含 250 ACU",[128,959,960],{},"$2\u002FACU（含内）",[128,962,963],{},"∞",[128,965,966],{},"API、专属 Slack 频道、early access",[109,968,969,972,975,977,979],{},[128,970,971],{},"Enterprise",[128,973,974],{},"Custom",[128,976,974],{},[128,978,963],{},[128,980,981],{},"VPC、SSO、Custom Devins",[33,983,984],{},[36,985,986],{},"Devin Desktop（2026-06 Windsurf 改名后）",[103,988,989,1001],{},[106,990,991],{},[109,992,993,995,998],{},[112,994,114],{},[112,996,997],{},"价格",[112,999,1000],{},"适用",[123,1002,1003,1013,1024,1035],{},[109,1004,1005,1008,1010],{},[128,1006,1007],{},"Free",[128,1009,808],{},[128,1011,1012],{},"轻量配额",[109,1014,1015,1018,1021],{},[128,1016,1017],{},"Pro",[128,1019,1020],{},"$20\u002F月",[128,1022,1023],{},"个人开发者",[109,1025,1026,1029,1032],{},[128,1027,1028],{},"Max",[128,1030,1031],{},"$200\u002F月",[128,1033,1034],{},"重度用户",[109,1036,1037,1040,1043],{},[128,1038,1039],{},"Teams",[128,1041,1042],{},"$80\u002F月 + $40\u002F席",[128,1044,1045],{},"团队",[33,1047,1048],{},"ACU 经济账：1 ACU = 15 分钟 Devin 主动工作。一个中等任务（小 feature\u002F简单 bug）约消耗 0.5–1.5 ACU ≈ $1.13–$3.38。一个复杂 task（跨文件重构 + 测试）2–4 ACU ≈ $5–$10。",[21,1050,1051],{"id":1051},"实测",[33,1053,1054,1057],{},[36,1055,1056],{},"好的地方","：",[54,1059,1060,1063,1066,1069],{},[57,1061,1062],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[57,1064,1065],{},"Devin Wiki 自动生成的代码库地图很有用",[57,1067,1068],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[57,1070,1071],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[33,1073,1074,1057],{},[36,1075,1076],{},"踩坑",[54,1078,1079,1082,1085,1088,1091],{},[57,1080,1081],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[57,1083,1084],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[57,1086,1087],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[57,1089,1090],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[57,1092,1093],{},"Free trial 没有，最低要先付 $20 才能试",[21,1095,1096],{"id":1096},"上手",[79,1098,1099,1102,1105,1108,1111],{},[57,1100,1101],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[57,1103,1104],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[57,1106,1107],{},"给一个 issue + 验收标准（越具体越省 ACU）",[57,1109,1110],{},"Interactive Planning：审一遍方案",[57,1112,1113],{},"Devin 自动跑、PR 自动开、等 review",[21,1115,1116],{"id":1116},"对比一览",[103,1118,1119,1135],{},[106,1120,1121],{},[109,1122,1123,1125,1127,1129,1132],{},[112,1124,479],{},[112,1126,484],{},[112,1128,487],{},[112,1130,1131],{},"Manus",[112,1133,1134],{},"Claude Code",[123,1136,1137,1154,1171,1187,1202],{},[109,1138,1139,1142,1145,1148,1151],{},[128,1140,1141],{},"模式",[128,1143,1144],{},"异步 Cloud Agent",[128,1146,1147],{},"自托管 \u002F Cloud",[128,1149,1150],{},"异步 Cloud",[128,1152,1153],{},"同步 CLI",[109,1155,1156,1159,1162,1165,1168],{},[128,1157,1158],{},"起步价",[128,1160,1161],{},"$20 + ACU",[128,1163,1164],{},"免费（开源）",[128,1166,1167],{},"$39\u002F月",[128,1169,1170],{},"Pro $20\u002F月",[109,1172,1173,1175,1178,1181,1184],{},[128,1174,925],{},[128,1176,1177],{},"10–∞",[128,1179,1180],{},"自托管无限",[128,1182,1183],{},"5+",[128,1185,1186],{},"1",[109,1188,1189,1192,1194,1197,1200],{},[128,1190,1191],{},"中文",[128,1193,564],{},[128,1195,1196],{},"强（社区维护）",[128,1198,1199],{},"强（国产）",[128,1201,577],{},[109,1203,1204,1207,1210,1213,1215],{},[128,1205,1206],{},"沙箱",[128,1208,1209],{},"内置云端",[128,1211,1212],{},"Docker \u002F Cloud",[128,1214,1209],{},[128,1216,1217],{},"本地",[21,1219,1220],{"id":1220},"避坑",[54,1222,1223,1229,1235,1241,1247],{},[57,1224,1225,1228],{},[36,1226,1227],{},"不要不写验收标准就丢任务","：Devin 会尽职跑，但跑到哪里算「完成」很主观，写明「跑通这个测试」「PR 必须含 changelog」",[57,1230,1231,1234],{},[36,1232,1233],{},"新项目 \u002F 老项目都要先 Wiki","：让它先生成 Devin Wiki，后续任务上下文准很多",[57,1236,1237,1240],{},[36,1238,1239],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[57,1242,1243,1246],{},[36,1244,1245],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[57,1248,1249,1252],{},[36,1250,1251],{},"国内团队三思","：网络、定价、语言成本叠加后，单位产出 ROI 不一定胜过 Cursor + Claude",[21,1254,1256],{"id":1255},"适合-不适合","适合 \u002F 不适合",[54,1258,1259,1262,1265,1268,1271],{},[57,1260,1261],{},"✅ 海外团队、英文项目、批量化的中小 task",[57,1263,1264],{},"✅ 想做「夜跑 agent」流水线的工程团队",[57,1266,1267],{},"❌ 中文项目、国内个人开发者",[57,1269,1270],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[57,1272,1273],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[21,1275,1276],{"id":1276},"相关阅读",[54,1278,1279,1286,1293],{},[57,1280,1281,1285],{},[730,1282,1284],{"href":1283},"\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands","OpenHands 评测","（Devin 的开源平替）",[57,1287,1288,1292],{},[730,1289,1291],{"href":1290},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus","Manus 评测","（国产 cloud agent）",[57,1294,1295,1299],{},[730,1296,1298],{"href":1297},"\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code","Claude Code 评测","（同步替代方案）",[21,1301,723],{"id":723},[79,1303,1304,1311,1318,1325],{},[57,1305,1306,1307],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[730,1308,1309],{"href":1309,"rel":1310},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[734],[57,1312,1313,1314],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[730,1315,1316],{"href":1316,"rel":1317},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[734],[57,1319,1320,1321],{},"eesel — Cognition AI Pricing Explained ",[730,1322,1323],{"href":1323,"rel":1324},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[734],[57,1326,1327,1328],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[730,1329,1330],{"href":1330,"rel":1331},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[734],{"title":174,"searchDepth":209,"depth":209,"links":1333},[1334,1335,1336,1337,1338,1339,1340,1341,1342,1343],{"id":23,"depth":200,"text":24},{"id":45,"depth":200,"text":45},{"id":902,"depth":200,"text":903},{"id":1051,"depth":200,"text":1051},{"id":1096,"depth":200,"text":1096},{"id":1116,"depth":200,"text":1116},{"id":1220,"depth":200,"text":1220},{"id":1255,"depth":200,"text":1256},{"id":1276,"depth":200,"text":1276},{"id":723,"depth":200,"text":723},"\u002Fimg\u002Ftools\u002Fdevin.webp","Devin 真实评测：Cognition Labs 的自主编程 Agent。Core $20\u002F月 + $2.25\u002FACU（1 ACU ≈ 15 分钟），Team $500\u002F月含 250 ACUs。2026 收购 Windsurf 后产品线扩张到 Desktop Free\u002FPro\u002FMax。",[1347,1350,1353,1356],{"q":1348,"a":1349},"1 ACU 等于多少？","1 ACU ≈ Devin 主动工作 15 分钟。Core 单价 $2.25\u002FACU，Team 单价 $2\u002FACU。换算下来 Devin 主动小时成本约 $8–$9，确实接近 Upwork 入门级海外开发者，但能 7×24 工作。",{"q":1351,"a":1352},"Devin 和 Cursor \u002F Claude Code 区别？","Cursor \u002F Claude Code 是『陪你写』的 copilot，Devin 是『代你写』的 async agent——你给任务、它在云沙箱里独立完成、返回 PR。前者实时同步，后者异步交付。",{"q":1354,"a":1355},"2026 年 Devin \u002F Windsurf 关系？","Cognition 收购了 Windsurf 资产（前 Codeium），2026-06 后 Devin Desktop 取代 Windsurf IDE，新增 Free \u002F Pro $20\u002FMax $200 桌面端订阅，Cloud 版（Core\u002FTeam\u002FEnterprise）保留 ACU 计费。",{"q":1357,"a":1358},"Devin 能跑国内项目吗？","技术上可以——它在云沙箱跑 Linux 命令、git、浏览器。但默认走美国节点，访问国内 git\u002Fnpm 镜像慢，且不支持中文 prompt（会回英文）。国内团队建议看 OpenHands 自托管或 Manus。",[794],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin",[804,1363],"desktop",[1365,1369,1373],{"plan":1366,"price":1367,"seats":1186,"notes":1368},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":954,"price":1370,"seats":1371,"notes":1372},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":971,"price":974,"seats":1374,"notes":1375},"—","VPC 部署、SAML\u002FOIDC SSO、Custom Devins","Core $20·月 起按 ACU \u002F Team $500·月含 250 ACU \u002F Enterprise 定制","2026-06-19",[822],[1380],"augment-deep-review",{"power":223,"ux":216,"price":200,"cn_support":200,"stability":216},{"title":484,"description":1345},"Devin AI 编程 Agent 评测 2026：Cognition 出品，自动驾驶代码生成",[1385,1388,1390,1392],{"name":1386,"url":1309,"accessed":1387},"SiliconAngle — Devin 2.0 launch","2026-06-24",{"name":1389,"url":1316,"accessed":1387},"CostBench — Devin AI Pricing 2026",{"name":1391,"url":1323,"accessed":1387},"eesel — Cognition AI Pricing",{"name":1393,"url":1330,"accessed":1387},"Vibe Coding — Devin Review 2026 (Windsurf rebrand)","tools\u002Fcoding\u002Fagent\u002Fdevin","Cognition 出品的自主 AI 软件工程师，ACU 计费，2026 已并入 Windsurf 阵营",[775,842,804,1397,843],"ACU","AI 自主编程的开山旗手，2026 价格从 $500 起跳降到 $20 起步。ACU 计费让成本可预算化，但单 ACU $2.25 仍是同类最贵，适合『把任务扔进去、明天看 PR』的异步开发模式。","https:\u002F\u002Fdevin.ai","MA81RLifvrit8tLQc807RgMZSU7N3U4Sbogf1MrCYJ4",{"id":1402,"title":487,"alternatives":1403,"api_compatible":1406,"body":1408,"category":775,"chinese_friendly":216,"cover":1852,"description":1853,"domestic":778,"extension":779,"faq":1854,"free":212,"github":1867,"languages":1868,"lastVerified":795,"meta":1870,"models":16,"navigation":212,"notSuitable":16,"opensource":212,"path":1283,"pillar":802,"platforms":1871,"priceTable":1873,"pricing":1880,"published":1377,"relatedPlaybooks":1881,"relatedReviews":16,"score":1883,"self_host":212,"seo":1884,"seoTitle":1885,"slug":13,"sources":1886,"stem":1895,"suitable":16,"tagline":1896,"tags":1897,"updated":1387,"verdict":1903,"website":1904,"__hash__":1905},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md",[12,1404,1405,854],"coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[856,857,1407],"Google",{"type":18,"value":1409,"toc":1840},[1410,1412,1419,1422,1424,1427,1450,1453,1481,1485,1531,1534,1538,1542,1563,1567,1587,1589,1618,1620,1720,1722,1762,1764,1781,1783,1808,1810],[21,1411,24],{"id":23},[33,1413,1414,1415,1418],{},"OpenHands（前 OpenDevin）是 MIT 开源的自主编程 Agent 平台，由 All Hands AI 主导，GitHub 40k+ stars。它的目标和 Devin 一致——给 AI 一个完整的开发者工具集（编辑器、shell、浏览器、API），让它能像人一样完成端到端开发任务。差异在于：",[36,1416,1417],{},"OpenHands 完全开源 + 多入口 + BYOK","，可以本地 docker 起一个、可以走免费 Cloud、可以企业自托管。",[33,1420,1421],{},"适合：合规 \u002F 隐私敏感场景、想用 Claude \u002F GPT \u002F 本地 Ollama 的人、嫌 Devin 贵且不能落地的人。不适合：想要开箱即用 SaaS 体验、不想碰 Docker \u002F yaml 的非技术用户。",[21,1423,45],{"id":45},[33,1425,1426],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[54,1428,1429,1432,1435,1438,1441,1444],{},[57,1430,1431],{},"文件编辑（多文件 diff\u002Fedit）",[57,1433,1434],{},"shell command 执行（Docker sandbox 隔离）",[57,1436,1437],{},"浏览器自动化（点击、表单、截图）",[57,1439,1440],{},"API 调用 \u002F HTTP 请求",[57,1442,1443],{},"Git 仓库操作（clone、commit、PR）",[57,1445,1446,1449],{},[36,1447,1448],{},"MCP 协议","：可挂载任意第三方 tool",[33,1451,1452],{},"四种使用入口：",[79,1454,1455,1464,1470,1475],{},[57,1456,1457,1057,1460,1463],{},[36,1458,1459],{},"OSS 自托管",[176,1461,1462],{},"docker run"," 一行起，本地 Web GUI + CLI",[57,1465,1466,1469],{},[36,1467,1468],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[57,1471,1472,1474],{},[36,1473,971],{},"：私有云 + 多用户 + RBAC + 集中 billing",[57,1476,1477,1480],{},[36,1478,1479],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[21,1482,1484],{"id":1483},"价格2026-06","价格（2026-06）",[103,1486,1487,1498],{},[106,1488,1489],{},[109,1490,1491,1493,1495],{},[112,1492,114],{},[112,1494,997],{},[112,1496,1497],{},"限制",[123,1499,1500,1511,1522],{},[109,1501,1502,1506,1508],{},[128,1503,1504],{},[36,1505,1459],{},[128,1507,808],{},[128,1509,1510],{},"BYOK，单用户，自己付 LLM 费",[109,1512,1513,1517,1519],{},[128,1514,1515],{},[36,1516,1468],{},[128,1518,808],{},[128,1520,1521],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[109,1523,1524,1526,1528],{},[128,1525,971],{},[128,1527,974],{},[128,1529,1530],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[33,1532,1533],{},"至今没有「Cloud Pro $X\u002F月」中间档——要么免费 BYOK，要么直接谈 Enterprise。BYOK 路线下，实际 LLM 成本主导：跑一个中等任务（5–10 步）约 $0.5–$2 Claude Sonnet token。",[21,1535,1537],{"id":1536},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[33,1539,1540,1057],{},[36,1541,1056],{},[54,1543,1544,1551,1554,1557,1560],{},[57,1545,1546,1547,1550],{},"起步快：",[176,1548,1549],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[57,1552,1553],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[57,1555,1556],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[57,1558,1559],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[57,1561,1562],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[33,1564,1565,1057],{},[36,1566,1076],{},[54,1568,1569,1575,1578,1581,1584],{},[57,1570,1571,1574],{},[36,1572,1573],{},"自主性偶尔失控","：会陷入「装包失败 → 改 requirements → 再装 → 再失败」死循环，需要人工打断",[57,1576,1577],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[57,1579,1580],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[57,1582,1583],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[57,1585,1586],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[21,1588,1096],{"id":1096},[79,1590,1591,1594,1599,1605,1608,1611],{},[57,1592,1593],{},"装 Docker（含 docker-in-docker 支持）",[57,1595,1596],{},[176,1597,1598],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[57,1600,1601,1602],{},"一行启动（官方推荐命令在 docs），打开 ",[176,1603,1604],{},"localhost:3000",[57,1606,1607],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[57,1609,1610],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[57,1612,1613,1614,1617],{},"进阶：编辑 ",[176,1615,1616],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[21,1619,1116],{"id":1116},[103,1621,1622,1637],{},[106,1623,1624],{},[109,1625,1626,1628,1630,1632,1635],{},[112,1627,479],{},[112,1629,487],{},[112,1631,484],{},[112,1633,1634],{},"Aider",[112,1636,1131],{},[123,1638,1639,1651,1664,1676,1692,1705],{},[109,1640,1641,1643,1645,1647,1649],{},[128,1642,508],{},[128,1644,516],{},[128,1646,511],{},[128,1648,538],{},[128,1650,511],{},[109,1652,1653,1656,1658,1660,1662],{},[128,1654,1655],{},"自托管",[128,1657,538],{},[128,1659,511],{},[128,1661,538],{},[128,1663,511],{},[109,1665,1666,1668,1670,1672,1674],{},[128,1667,1158],{},[128,1669,808],{},[128,1671,1161],{},[128,1673,808],{},[128,1675,1167],{},[109,1677,1678,1680,1683,1686,1689],{},[128,1679,1191],{},[128,1681,1682],{},"4\u002F5",[128,1684,1685],{},"1\u002F5",[128,1687,1688],{},"3\u002F5",[128,1690,1691],{},"5\u002F5",[109,1693,1694,1697,1699,1701,1703],{},[128,1695,1696],{},"Browser use",[128,1698,538],{},[128,1700,538],{},[128,1702,511],{},[128,1704,538],{},[109,1706,1707,1710,1713,1716,1718],{},[128,1708,1709],{},"上手成本",[128,1711,1712],{},"中（需 Docker）",[128,1714,1715],{},"低",[128,1717,1715],{},[128,1719,1715],{},[21,1721,1220],{"id":1220},[54,1723,1724,1730,1736,1750,1756],{},[57,1725,1726,1729],{},[36,1727,1728],{},"沙箱必启用","：直接给 OpenHands 你的家目录权限 = 自杀，永远走 docker-in-docker 隔离",[57,1731,1732,1735],{},[36,1733,1734],{},"API key 限额要设","：BYOK 没有月度上限，Agent 一旦循环可能一夜烧掉 $100+，在 Anthropic \u002F OpenAI 控制台配 budget alert",[57,1737,1738,1741,1742,1745,1746,1749],{},[36,1739,1740],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[176,1743,1744],{},"summarize the repo","，把结果存到 ",[176,1747,1748],{},"microagents\u002F","，后续任务上下文更准",[57,1751,1752,1755],{},[36,1753,1754],{},"MCP 来源审计","：开 MCP server 等于给 Agent 一把外部钥匙，第三方 server 先审代码",[57,1757,1758,1761],{},[36,1759,1760],{},"不要给 production repo 直接权限","：先 fork \u002F 分支隔离，让 Agent 提 PR 而不是直接 push",[21,1763,1256],{"id":1255},[54,1765,1766,1769,1772,1775,1778],{},[57,1767,1768],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[57,1770,1771],{},"✅ 合规 \u002F 私有云部署",[57,1773,1774],{},"✅ 想做企业内部 AI 开发平台的底座",[57,1776,1777],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[57,1779,1780],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[21,1782,1276],{"id":1276},[54,1784,1785,1791,1797,1803],{},[57,1786,1787,1790],{},[730,1788,1789],{"href":1361},"Devin 评测","（闭源同类）",[57,1792,1793],{},[730,1794,1796],{"href":1795},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","Aider 评测",[57,1798,1799],{},[730,1800,1802],{"href":1801},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[57,1804,1805,1807],{},[730,1806,1291],{"href":1290},"（国产 Cloud 替代）",[21,1809,723],{"id":723},[79,1811,1812,1819,1826,1833],{},[57,1813,1814,1815],{},"OpenHands 官方 Pricing ",[730,1816,1817],{"href":1817,"rel":1818},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[734],[57,1820,1821,1822],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[730,1823,1824],{"href":1824,"rel":1825},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[734],[57,1827,1828,1829],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[730,1830,1831],{"href":1831,"rel":1832},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[734],[57,1834,1835,1836],{},"OSS-AI-SWE 项目目录 ",[730,1837,1838],{"href":1838,"rel":1839},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[734],{"title":174,"searchDepth":209,"depth":209,"links":1841},[1842,1843,1844,1845,1846,1847,1848,1849,1850,1851],{"id":23,"depth":200,"text":24},{"id":45,"depth":200,"text":45},{"id":1483,"depth":200,"text":1484},{"id":1536,"depth":200,"text":1537},{"id":1096,"depth":200,"text":1096},{"id":1116,"depth":200,"text":1116},{"id":1220,"depth":200,"text":1220},{"id":1255,"depth":200,"text":1256},{"id":1276,"depth":200,"text":1276},{"id":723,"depth":200,"text":723},"\u002Fimg\u002Ftools\u002Fopenhands.webp","OpenHands 真实评测：MIT 开源自主编程 Agent，前身 OpenDevin。可云端、本地 GUI、CLI、SDK 多种方式跑，BYOK 任意 LLM。Individual 免费、Enterprise 自托管多用户。40k+ GitHub stars。",[1855,1858,1861,1864],{"q":1856,"a":1857},"OpenHands 和 OpenDevin 什么关系？","同一个项目。2024 年底从 OpenDevin 改名 OpenHands，由 All Hands AI 主导维护，社区贡献者来自学术界和工业界。",{"q":1859,"a":1860},"和 Devin 比能力差多少？","核心能力覆盖：plan、code、run command、browser use、MCP tool use 都有。差距主要在『一体化体验』——Devin 自带 Wiki\u002FSlack\u002FIDE，OpenHands 需要自己拼 Docker + GUI\u002FCLI；任务成功率两者接近，特定 benchmark（SWE-Bench）OpenHands 还领先过。",{"q":1862,"a":1863},"本地跑要什么配置？","Docker 必备（Linux\u002FmacOS\u002FWSL2），16GB 内存以上推荐，API key 可走 Anthropic Claude \u002F OpenAI GPT \u002F 本地 Ollama。沙箱用 docker-in-docker，CPU 占用偶发尖峰。",{"q":1865,"a":1866},"Individual Cloud 真的免费？","免费，但限制每天 10 会话；BYOK 自付模型 token，或用『OpenHands LLM provider』按 at-cost 转售价 PAYG（无加价）。","https:\u002F\u002Fgithub.com\u002FAll-Hands-AI\u002FOpenHands",[1869,794],"zh",{},[1872,804,805],"docker",[1874,1876,1878],{"plan":1459,"price":808,"seats":1186,"notes":1875},"MIT，Docker 起，BYOK，单用户",{"plan":1468,"price":808,"seats":1186,"notes":1877},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":971,"price":974,"seats":963,"notes":1879},"自托管多用户、RBAC、SAML\u002FSSO、SLA、专属支持","OSS MIT 免费 \u002F Individual Cloud 免费 BYOK \u002F Enterprise 定制",[1882],"onboarding\u002Flegacy-codebase-onboarding",{"power":216,"ux":209,"price":223,"cn_support":216,"stability":209},{"title":487,"description":1853},"OpenHands 评测 2026：开源 AI 编程 Agent，Devin 替代方案",[1887,1889,1891,1893],{"name":1888,"url":1817,"accessed":1387},"OpenHands 官方 pricing",{"name":1890,"url":1824,"accessed":1387},"AISO Tools — OpenHands Pricing 2026",{"name":1892,"url":1831,"accessed":1387},"AI Tool Finder — OpenHands Review 2026",{"name":1894,"url":1838,"accessed":1387},"OSS-AI-SWE — OpenHands intro","tools\u002Fcoding\u002Fagent\u002Fopenhands","开源自主编程 Agent（前 OpenDevin），MIT 许可，多入口（Cloud\u002FCLI\u002FLocal\u002FSDK）",[775,842,1898,1899,1900,1901,1902],"opensource","mit","sandbox","mcp","byok","想要 Devin 能力又不想为 ACU 付费 + 担心代码出境的人选 OpenHands。MIT 开源 + Docker 自托管 + BYOK 任意 LLM，是企业级自主 Agent 的开源旗手。","https:\u002F\u002Fwww.openhands.dev","Wi7ZmTMALXIpJh5v9K7ZxnbLUsvH5S0YxXZYgllqqzQ",{"id":1907,"title":1134,"alternatives":1908,"api_compatible":1910,"body":1912,"category":805,"chinese_friendly":209,"cover":3145,"description":3146,"domestic":778,"extension":779,"faq":16,"free":778,"github":3099,"languages":3147,"lastVerified":795,"meta":3148,"models":3149,"navigation":212,"notSuitable":3153,"opensource":778,"path":1297,"pillar":802,"platforms":3157,"priceTable":3161,"pricing":3180,"published":3181,"relatedPlaybooks":16,"relatedReviews":3182,"score":3189,"self_host":778,"seo":3190,"seoTitle":3191,"slug":14,"sources":3192,"stem":3205,"suitable":3206,"tagline":3212,"tags":3213,"updated":3216,"verdict":3217,"website":3085,"__hash__":3218},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[1909,1404,1405],"coding\u002Fcli\u002Fcodex",[1911],"anthropic",{"type":18,"value":1913,"toc":3128},[1914,1916,1962,1967,1970,1974,1984,2012,2015,2019,2027,2062,2077,2081,2084,2240,2258,2262,2273,2349,2352,2356,2370,2373,2388,2467,2470,2487,2500,2508,2512,2666,2669,2714,2717,2875,2880,2894,2899,2919,2921,3017,3019,3076,3078,3117,3125],[21,1915,24],{"id":23},[26,1917,1919,1928,1939],{"className":1918},[29,30,31],[33,1920,1921,1923,1924,1927],{},[36,1922,38],{}," 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 ",[176,1925,1926],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[33,1929,1930,1931,1934,1935,1938],{},"最大价值是 ",[36,1932,1933],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[36,1936,1937],{},"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。",[33,1940,1941,1944,1945,1949,1950,1953,1954,1957,1958,1961],{},[36,1942,1943],{},"2026-07 最新进展","：核心模型已升级为 ",[730,1946,1948],{"href":1947},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[176,1951,1952],{},"\u002Ffork","（复制会话到后台并行）、",[176,1955,1956],{},"\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。",[36,1959,1960],{},"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。",[750,1963,1964],{},[33,1965,1966],{},"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。",[21,1968,1969],{"id":1969},"核心特性",[603,1971,1973],{"id":1972},"终端原生的-agent-体验","终端原生的 Agent 体验",[33,1975,1976,1977,1980,1981,1983],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[36,1978,1979],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[176,1982,1926],{},"，就进入了一个能读你整个 codebase 的对话环境。",[169,1985,1987],{"className":171,"code":1986,"language":173,"meta":174,"style":174},"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",[176,1988,1989,1997,2004],{"__ignoreMap":174},[179,1990,1991,1994],{"class":181,"line":182},[179,1992,1993],{"class":193},"cd",[179,1995,1996],{"class":189}," your-project\n",[179,1998,1999,2001],{"class":181,"line":200},[179,2000,1926],{"class":185},[179,2002,2003],{"class":219},"                          # 进入交互模式\n",[179,2005,2006,2009],{"class":181,"line":209},[179,2007,2008],{"class":340},">",[179,2010,2011],{"class":347}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[33,2013,2014],{},"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。",[603,2016,2018],{"id":2017},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[33,2020,2021,2022,2026],{},"Claude Code 2.x 引入了 ",[730,2023,2025],{"href":2024},"\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：",[169,2028,2030],{"className":171,"code":2029,"language":173,"meta":174,"style":174},"\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",[176,2031,2032,2039,2046,2054],{"__ignoreMap":174},[179,2033,2034,2036],{"class":181,"line":182},[179,2035,1956],{"class":185},[179,2037,2038],{"class":219},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[179,2040,2041,2043],{"class":181,"line":200},[179,2042,1952],{"class":185},[179,2044,2045],{"class":219},"               # 复制当前会话到后台并行推进\n",[179,2047,2048,2051],{"class":181,"line":209},[179,2049,2050],{"class":185},"\u002Fagents",[179,2052,2053],{"class":219},"             # 管理子代理\n",[179,2055,2056,2059],{"class":181,"line":216},[179,2057,2058],{"class":185},"\u002Ftasks",[179,2060,2061],{"class":219},"              # 列出后台运行的子代理\n",[33,2063,2064,2065,2070,2071,2073,2074,2076],{},"据 ",[730,2066,2069],{"href":2067,"rel":2068},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[734],"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，",[176,2072,1956],{}," 取代了旧的内联子 agent 写法，",[176,2075,1952],{}," 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。",[603,2078,2080],{"id":2079},"slash-命令生产力关键","Slash 命令（生产力关键）",[33,2082,2083],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[103,2085,2086,2096],{},[106,2087,2088],{},[109,2089,2090,2093],{},[112,2091,2092],{},"命令",[112,2094,2095],{},"用途",[123,2097,2098,2112,2122,2136,2146,2156,2166,2176,2186,2196,2206,2216,2226],{},[109,2099,2100,2105],{},[128,2101,2102],{},[176,2103,2104],{},"\u002Finit",[128,2106,2107,2108,2111],{},"第一次进入仓库时跑，生成 ",[176,2109,2110],{},"CLAUDE.md","（项目记忆）",[109,2113,2114,2119],{},[128,2115,2116],{},[176,2117,2118],{},"\u002Fmemory",[128,2120,2121],{},"编辑长期记忆",[109,2123,2124,2129],{},[128,2125,2126],{},[176,2127,2128],{},"\u002Fclear",[128,2130,2131,2132,2135],{},"清空当前对话，重新开始（",[36,2133,2134],{},"最被低估的命令","）",[109,2137,2138,2143],{},[128,2139,2140],{},[176,2141,2142],{},"\u002Fcompact",[128,2144,2145],{},"长对话压缩，挽救快爆炸的 context window",[109,2147,2148,2153],{},[128,2149,2150],{},[176,2151,2152],{},"\u002Fcontext",[128,2154,2155],{},"显示当前 context 用量",[109,2157,2158,2163],{},[128,2159,2160],{},[176,2161,2162],{},"\u002Fplan",[128,2164,2165],{},"切到 plan 模式（只规划不执行）",[109,2167,2168,2173],{},[128,2169,2170],{},[176,2171,2172],{},"\u002Fmodel",[128,2174,2175],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[109,2177,2178,2183],{},[128,2179,2180],{},[176,2181,2182],{},"\u002Fdiff",[128,2184,2185],{},"看本轮所有改动",[109,2187,2188,2193],{},[128,2189,2190],{},[176,2191,2192],{},"\u002Fcode-review",[128,2194,2195],{},"对 diff 跑代码审查",[109,2197,2198,2203],{},[128,2199,2200],{},[176,2201,2202],{},"\u002Frewind",[128,2204,2205],{},"回滚到任意 checkpoint（代码 + 对话）",[109,2207,2208,2213],{},[128,2209,2210],{},[176,2211,2212],{},"\u002Fmcp",[128,2214,2215],{},"管理 MCP 服务器",[109,2217,2218,2223],{},[128,2219,2220],{},[176,2221,2222],{},"\u002Fdoctor",[128,2224,2225],{},"排查环境问题",[109,2227,2228,2237],{},[128,2229,2230,2233,2234],{},[176,2231,2232],{},"\u002Fresume"," ",[176,2235,2236],{},"\u002Fbranch",[128,2238,2239],{},"回到 \u002F fork 历史对话",[33,2241,2242,2247,2248,2250,2251,2253,2254,2257],{},[730,2243,2246],{"href":2244,"rel":2245},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[734],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[176,2249,2142],{},"（每 20-30 分钟一次防止 context drift）、",[176,2252,2128],{},"（新任务开新会话）、自定义命令（写在 ",[176,2255,2256],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[603,2259,2261],{"id":2260},"mcp-集成一等公民","MCP 集成（一等公民）",[33,2263,2264,2268,2269,2272],{},[730,2265,2267],{"href":2266},"\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 ",[176,2270,2271],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[169,2274,2278],{"className":2275,"code":2276,"language":2277,"meta":174,"style":174},"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",[176,2279,2280,2285,2293,2300,2314,2334,2339,2344],{"__ignoreMap":174},[179,2281,2282],{"class":181,"line":182},[179,2283,2284],{"class":347},"{\n",[179,2286,2287,2290],{"class":181,"line":200},[179,2288,2289],{"class":193},"  \"mcpServers\"",[179,2291,2292],{"class":347},": {\n",[179,2294,2295,2298],{"class":181,"line":209},[179,2296,2297],{"class":193},"    \"postgres\"",[179,2299,2292],{"class":347},[179,2301,2302,2305,2308,2311],{"class":181,"line":216},[179,2303,2304],{"class":193},"      \"command\"",[179,2306,2307],{"class":347},": ",[179,2309,2310],{"class":189},"\"npx\"",[179,2312,2313],{"class":347},",\n",[179,2315,2316,2319,2322,2325,2328,2331],{"class":181,"line":223},[179,2317,2318],{"class":193},"      \"args\"",[179,2320,2321],{"class":347},": [",[179,2323,2324],{"class":189},"\"@modelcontextprotocol\u002Fserver-postgres\"",[179,2326,2327],{"class":347},", ",[179,2329,2330],{"class":189},"\"postgresql:\u002F\u002F...\"",[179,2332,2333],{"class":347},"]\n",[179,2335,2336],{"class":181,"line":237},[179,2337,2338],{"class":347},"    }\n",[179,2340,2341],{"class":181,"line":242},[179,2342,2343],{"class":347},"  }\n",[179,2345,2346],{"class":181,"line":248},[179,2347,2348],{"class":347},"}\n",[33,2350,2351],{},"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。",[603,2353,2355],{"id":2354},"后台-远程模式","后台 \u002F 远程模式",[33,2357,2358,2361,2362,2365,2366,2369],{},[176,2359,2360],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[176,2363,2364],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[176,2367,2368],{},"\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\"。",[21,2371,2372],{"id":2372},"价格与运行成本",[33,2374,2375,2376,2381,2382,2387],{},"根据 ",[730,2377,2380],{"href":2378,"rel":2379},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[734],"explainx.ai 2026-06 评测"," 和 ",[730,2383,2386],{"href":2384,"rel":2385},"https:\u002F\u002Fclaude.com\u002Fpricing",[734],"Anthropic 官方定价"," 整理：",[103,2389,2390,2402],{},[106,2391,2392],{},[109,2393,2394,2397,2399],{},[112,2395,2396],{},"路径",[112,2398,997],{},[112,2400,2401],{},"适用场景",[123,2403,2404,2417,2429,2442,2454],{},[109,2405,2406,2411,2414],{},[128,2407,2408],{},[36,2409,2410],{},"BYOK（自带 API key）",[128,2412,2413],{},"按 token 计费",[128,2415,2416],{},"全自由，但单月烧到 $500+ 也常见",[109,2418,2419,2423,2426],{},[128,2420,2421],{},[36,2422,1017],{},[128,2424,2425],{},"$20\u002F月（年付 ~$17）",[128,2427,2428],{},"个人开发者，每天 1-4 小时",[109,2430,2431,2436,2439],{},[128,2432,2433],{},[36,2434,2435],{},"Max 5x",[128,2437,2438],{},"$100\u002F月",[128,2440,2441],{},"重度用户 + Opus 模型访问",[109,2443,2444,2449,2451],{},[128,2445,2446],{},[36,2447,2448],{},"Max 20x",[128,2450,1031],{},[128,2452,2453],{},"8h+ agentic 工作流 \u002F 团队共享",[109,2455,2456,2461,2464],{},[128,2457,2458],{},[36,2459,2460],{},"Team Premium",[128,2462,2463],{},"$100\u002Fseat 年付 \u002F $125 月付",[128,2465,2466],{},"团队，含管理",[33,2468,2469],{},"API token 价格（2026-07 公开数据）：",[54,2471,2472,2478,2484],{},[57,2473,2474,2477],{},[36,2475,2476],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[57,2479,2480,2483],{},[36,2481,2482],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[57,2485,2486],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[750,2488,2489],{},[33,2490,2491,2492,2495,2496,2499],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[36,2493,2494],{},"87.6%","、Sonnet 5 ",[36,2497,2498],{},"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。",[33,2501,2502,2507],{},[730,2503,2506],{"href":2504,"rel":2505},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[734],"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。",[21,2509,2511],{"id":2510},"上手-5-分钟","上手 5 分钟",[169,2513,2515],{"className":171,"code":2514,"language":173,"meta":174,"style":174},"# 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",[176,2516,2517,2522,2538,2542,2547,2560,2564,2569,2582,2586,2591,2598,2611,2616,2629,2634,2640,2647,2658],{"__ignoreMap":174},[179,2518,2519],{"class":181,"line":182},[179,2520,2521],{"class":219},"# macOS \u002F Linux \u002F Windows (WSL)\n",[179,2523,2524,2527,2530,2533,2535],{"class":181,"line":200},[179,2525,2526],{"class":185},"curl",[179,2528,2529],{"class":193}," -fsSL",[179,2531,2532],{"class":189}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[179,2534,341],{"class":340},[179,2536,2537],{"class":185}," bash\n",[179,2539,2540],{"class":181,"line":209},[179,2541,213],{"emptyLinePlaceholder":212},[179,2543,2544],{"class":181,"line":216},[179,2545,2546],{"class":219},"# macOS 用 Homebrew\n",[179,2548,2549,2552,2554,2557],{"class":181,"line":223},[179,2550,2551],{"class":185},"brew",[179,2553,190],{"class":189},[179,2555,2556],{"class":193}," --cask",[179,2558,2559],{"class":189}," claude-code\n",[179,2561,2562],{"class":181,"line":237},[179,2563,213],{"emptyLinePlaceholder":212},[179,2565,2566],{"class":181,"line":242},[179,2567,2568],{"class":219},"# Windows PowerShell\n",[179,2570,2571,2574,2577,2579],{"class":181,"line":248},[179,2572,2573],{"class":185},"irm",[179,2575,2576],{"class":189}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[179,2578,341],{"class":340},[179,2580,2581],{"class":185}," iex\n",[179,2583,2584],{"class":181,"line":270},[179,2585,213],{"emptyLinePlaceholder":212},[179,2587,2588],{"class":181,"line":275},[179,2589,2590],{"class":219},"# 验证 + 登录\n",[179,2592,2593,2595],{"class":181,"line":281},[179,2594,1926],{"class":185},[179,2596,2597],{"class":193}," --version\n",[179,2599,2600,2602,2605,2608],{"class":181,"line":293},[179,2601,1926],{"class":185},[179,2603,2604],{"class":189}," auth",[179,2606,2607],{"class":189}," login",[179,2609,2610],{"class":219},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[179,2612,2613],{"class":181,"line":298},[179,2614,2615],{"class":219},"# 或用 API key\n",[179,2617,2618,2621,2624,2626],{"class":181,"line":304},[179,2619,2620],{"class":340},"export",[179,2622,2623],{"class":347}," ANTHROPIC_API_KEY",[179,2625,351],{"class":340},[179,2627,2628],{"class":347},"sk-ant-...\n",[179,2630,2632],{"class":181,"line":2631},15,[179,2633,213],{"emptyLinePlaceholder":212},[179,2635,2637],{"class":181,"line":2636},16,[179,2638,2639],{"class":219},"# 进项目，启动\n",[179,2641,2643,2645],{"class":181,"line":2642},17,[179,2644,1993],{"class":193},[179,2646,1996],{"class":189},[179,2648,2650,2652,2655],{"class":181,"line":2649},18,[179,2651,1926],{"class":185},[179,2653,2654],{"class":189}," \u002Finit",[179,2656,2657],{"class":219},"               # 生成 CLAUDE.md\n",[179,2659,2661,2663],{"class":181,"line":2660},19,[179,2662,1926],{"class":185},[179,2664,2665],{"class":219},"                     # 进入交互模式\n",[21,2667,2668],{"id":2668},"国内使用注意事项",[79,2670,2671,2677,2683,2689],{},[57,2672,2673,2676],{},[36,2674,2675],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[57,2678,2679,2682],{},[36,2680,2681],{},"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",[57,2684,2685,2688],{},[36,2686,2687],{},"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",[57,2690,2691,2694,2695,2698,2699,2703,2704,2708,2709,2713],{},[36,2692,2693],{},"替代路径","：用 ",[730,2696,1634],{"href":2697},"\u002Fcoding\u002Fcli\u002Faider.html"," 或 ",[730,2700,2702],{"href":2701},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[730,2705,2707],{"href":2706},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3"," \u002F ",[730,2710,2712],{"href":2711},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[21,2715,2716],{"id":2716},"与同类怎么选",[103,2718,2719,2743],{},[106,2720,2721],{},[109,2722,2723,2725,2727,2733,2739],{},[112,2724,479],{},[112,2726,1134],{},[112,2728,2729],{},[730,2730,2732],{"href":2731},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[112,2734,2735],{},[730,2736,2738],{"href":2737},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[112,2740,2741],{},[730,2742,1634],{"href":2697},[123,2744,2745,2761,2777,2795,2816,2830,2844,2861],{},[109,2746,2747,2750,2753,2756,2759],{},[128,2748,2749],{},"形态",[128,2751,2752],{},"CLI（IDE 无关）",[128,2754,2755],{},"AI-first IDE",[128,2757,2758],{},"CLI",[128,2760,2758],{},[109,2762,2763,2766,2769,2772,2774],{},[128,2764,2765],{},"长任务能力",[128,2767,2768],{},"★★★★★",[128,2770,2771],{},"★★★★☆",[128,2773,2771],{},[128,2775,2776],{},"★★★☆☆",[109,2778,2779,2782,2789,2791,2793],{},[128,2780,2781],{},"上下文管理",[128,2783,2784,2785,2233,2787],{},"★★★★★ ",[176,2786,2142],{},[176,2788,2128],{},[128,2790,2771],{},[128,2792,2771],{},[128,2794,2776],{},[109,2796,2797,2800,2808,2811,2814],{},[128,2798,2799],{},"子代理 \u002F 并行",[128,2801,2802,2803,2233,2805,2135],{},"✅（",[176,2804,2050],{},[176,2806,2807],{},"\u002Fbatch",[128,2809,2810],{},"部分（Bug bot）",[128,2812,2813],{},"⚠️ 有限",[128,2815,511],{},[109,2817,2818,2821,2824,2826,2828],{},[128,2819,2820],{},"MCP 支持",[128,2822,2823],{},"★★★★★ 一等公民",[128,2825,2771],{},[128,2827,2776],{},[128,2829,511],{},[109,2831,2832,2835,2837,2839,2841],{},[128,2833,2834],{},"Git 集成",[128,2836,2771],{},[128,2838,2776],{},[128,2840,2776],{},[128,2842,2843],{},"★★★★★ 每改即 commit",[109,2845,2846,2849,2852,2855,2858],{},[128,2847,2848],{},"国内门槛",[128,2850,2851],{},"高（账号+支付+网络）",[128,2853,2854],{},"高（账号+支付）",[128,2856,2857],{},"高",[128,2859,2860],{},"低（BYOK 国产模型）",[109,2862,2863,2865,2868,2870,2872],{},[128,2864,997],{},[128,2866,2867],{},"$20-$200\u002F月",[128,2869,1020],{},[128,2871,2867],{},[128,2873,2874],{},"仅 API 成本",[33,2876,2877,1057],{},[36,2878,2879],{},"选 Claude Code 如果你",[54,2881,2882,2885,2888,2891],{},[57,2883,2884],{},"重视长任务自主性 + 上下文管理",[57,2886,2887],{},"JetBrains \u002F Vim 用户，不想换 IDE",[57,2889,2890],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[57,2892,2893],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[33,2895,2896,1057],{},[36,2897,2898],{},"别选 Claude Code 如果你",[54,2900,2901,2907,2912],{},[57,2902,2903,2904,2906],{},"国内、个人、预算紧（去 ",[730,2905,1634],{"href":2697}," + DeepSeek）",[57,2908,2909,2910,2135],{},"想要纯 IDE 内 inline 体验（",[730,2911,2732],{"href":2731},[57,2913,2914,2915,2135],{},"主要写补全而非 agent 任务（",[730,2916,2918],{"href":2917},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[21,2920,669],{"id":669},[54,2922,2923,2936,2951,2965,2973,2991,3005,3011],{},[57,2924,2925,2931,2932,2935],{},[36,2926,2927,2930],{},[176,2928,2929],{},"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 ",[176,2933,2934],{},"env | grep ANTHROPIC"," 检查",[57,2937,2938,2944,2945,2947,2948,2950],{},[36,2939,2940,2941,2943],{},"长会话不 ",[176,2942,2142],{}," 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 ",[176,2946,2142],{}," 一次或 ",[176,2949,2128],{}," 开新会话",[57,2952,2953,2958,2959,2964],{},[36,2954,2955,2957],{},[176,2956,2172],{}," 切换是个坑","：跨模型切会丢部分 context ",[730,2960,2963],{"href":2961,"rel":2962},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[734],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[57,2966,2967,2972],{},[36,2968,2969,2971],{},[176,2970,2104],{}," 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",[57,2974,2975,2980,2981,2233,2984,2233,2987,2990],{},[36,2976,2977,2979],{},[176,2978,2256],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[176,2982,2983],{},"\u002Fdeploy",[176,2985,2986],{},"\u002Fmigrate",[176,2988,2989],{},"\u002Freview-pr","，提交进 git",[57,2992,2993,2996,2997,3000,3001,3004],{},[36,2994,2995],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[176,2998,2999],{},"--permission-mode plan"," 或开 ",[176,3002,3003],{},"acceptEdits"," 但配合 git worktree",[57,3006,3007,3010],{},[36,3008,3009],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[57,3012,3013,3016],{},[36,3014,3015],{},"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",[21,3018,1276],{"id":1276},[54,3020,3021,3036,3052,3065],{},[57,3022,3023,3024,2708,3026,2708,3030,2708,3032,2708,3034],{},"同类对比：",[730,3025,2732],{"href":2731},[730,3027,3029],{"href":3028},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[730,3031,2738],{"href":2737},[730,3033,1634],{"href":2697},[730,3035,2702],{"href":2701},[57,3037,3038,3039,2708,3042,2708,3046,2708,3048],{},"概念：",[730,3040,3041],{"href":2024},"AI Agent",[730,3043,3045],{"href":3044},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[730,3047,2267],{"href":2266},[730,3049,3051],{"href":3050},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[57,3053,3054,3055,2708,3057,2708,3061],{},"模型：",[730,3056,1948],{"href":1947},[730,3058,3060],{"href":3059},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[730,3062,3064],{"href":3063},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[57,3066,3067,3068,2708,3072],{},"进阶：",[730,3069,3071],{"href":3070},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[730,3073,3075],{"href":3074},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[21,3077,723],{"id":723},[54,3079,3080,3087,3094,3101,3108,3114],{},[57,3081,3082,3083],{},"官网：",[730,3084,3085],{"href":3085,"rel":3086},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[734],[57,3088,3089,3090],{},"官方文档：",[730,3091,3092],{"href":3092,"rel":3093},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[734],[57,3095,3096,3097],{},"GitHub：",[730,3098,3099],{"href":3099,"rel":3100},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[734],[57,3102,3103,3104],{},"CLI Reference：",[730,3105,3106],{"href":3106,"rel":3107},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[734],[57,3109,3110,3111],{},"官方定价：",[730,3112,2384],{"href":2384,"rel":3113},[734],[57,3115,3116],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[33,3118,3119,3120,3124],{},"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 ",[730,3121,3123],{"href":3122},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[756,3126,3127],{},"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":174,"searchDepth":209,"depth":209,"links":3129},[3130,3131,3138,3139,3140,3141,3142,3143,3144],{"id":23,"depth":200,"text":24},{"id":1969,"depth":200,"text":1969,"children":3132},[3133,3134,3135,3136,3137],{"id":1972,"depth":209,"text":1973},{"id":2017,"depth":209,"text":2018},{"id":2079,"depth":209,"text":2080},{"id":2260,"depth":209,"text":2261},{"id":2354,"depth":209,"text":2355},{"id":2372,"depth":200,"text":2372},{"id":2510,"depth":200,"text":2511},{"id":2668,"depth":200,"text":2668},{"id":2716,"depth":200,"text":2716},{"id":669,"depth":200,"text":669},{"id":1276,"depth":200,"text":1276},{"id":723,"depth":200,"text":723},"\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。",[794],{},[3150,3151,3152],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[3154,3155,3156],"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）",[3158,3159,3160],"macos","linux","windows",[3162,3168,3173,3176],{"plan":3163,"price":3164,"limit":3165,"cn_pay":3166,"note":3167},"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":3169,"price":1020,"limit":3170,"cn_pay":3171,"note":3172},"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":3174,"price":2438,"limit":3175,"cn_pay":3171,"note":1034},"Claude Max 5x","Pro 的 5 倍 + Opus 接入",{"plan":3177,"price":1031,"limit":3178,"cn_pay":3171,"note":3179},"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",[3183,3184,3185,3186,3187,3188],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":223,"ux":216,"price":209,"cn_support":200,"stability":216},{"title":1134,"description":3146},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用",[3193,3195,3196,3198,3201,3203],{"title":3194,"url":3092},"Claude Code 官方文档",{"title":2386,"url":2384},{"title":3197,"url":3106},"Claude Code CLI Reference",{"title":3199,"url":3200},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":3202,"url":2067},"Claude Code Cheat Sheet 2026",{"title":3204,"url":3099},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[3207,3208,3209,3210,3211],"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",[805,775,3214,1911,3215,1901],"terminal","long-task","2026-07-20","Cursor 的强力补充。终端原生、IDE 无关、长任务跑得比 Cursor 稳。但 API 计费贵且国内更难用。","0q7_OctUKQGecMZwXgjzZZKq1o_NCACWKQbqEvm25D8",{"id":3220,"title":3221,"alternatives":3222,"api_compatible":3223,"body":3225,"category":805,"chinese_friendly":209,"cover":3785,"description":3786,"domestic":778,"extension":779,"faq":3787,"free":212,"github":3759,"languages":3800,"lastVerified":795,"meta":3801,"models":3802,"navigation":212,"notSuitable":3806,"opensource":212,"path":3810,"pillar":802,"platforms":3811,"priceTable":3812,"pricing":3825,"published":819,"relatedPlaybooks":3826,"relatedReviews":16,"score":3828,"self_host":778,"seo":3829,"seoTitle":3830,"slug":15,"sources":3831,"stem":3836,"suitable":3837,"tagline":3842,"tags":3843,"updated":819,"verdict":3845,"website":3752,"__hash__":3846},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fgemini-cli.md","Gemini CLI",[14,1909,1404],[845,3224],"vertex-ai",{"type":18,"value":3226,"toc":3769},[3227,3229,3244,3246,3252,3255,3275,3278,3330,3333,3336,3418,3421,3469,3472,3476,3479,3500,3503,3506,3510,3516,3519,3523,3529,3532,3536,3568,3571,3573,3682,3686,3700,3702,3734,3736,3743,3745,3761,3766],[21,3228,24],{"id":23},[26,3230,3232,3241],{"className":3231},[29,30,31],[33,3233,3234,3236,3237,3240],{},[36,3235,38],{}," Gemini CLI 是 Google 官方开源的终端 AI Agent。它把 Gemini 模型、文件读写、shell、web fetch、Google Search grounding 和 MCP 接到一个命令行工具里，最大卖点是 ",[36,3238,3239],{},"1M token 上下文 + 个人账号免费额度","。",[33,3242,3243],{},"如果你已经在用 Claude Code \u002F Codex CLI，Gemini CLI 不一定替代它们，但很适合作为「第二意见」「低成本大仓库阅读」「联网查新资料」的工具。",[21,3245,45],{"id":45},[33,3247,3248,3249,3251],{},"Gemini CLI 是一个 Apache-2.0 开源的终端 Agent。使用方式和 Claude Code \u002F Codex CLI 类似：进入项目目录，运行 ",[176,3250,845],{},"，然后用自然语言让它读文件、解释架构、修改代码、跑命令、调试错误。",[33,3253,3254],{},"它的特点不是「最强代码生成」，而是三件事：",[79,3256,3257,3263,3269],{},[57,3258,3259,3262],{},[36,3260,3261],{},"上下文大","：官方文档强调可访问 Gemini 2.5 Pro 的 1M token context window。",[57,3264,3265,3268],{},[36,3266,3267],{},"免费额度大","：个人 Google 账号入口标注 60 requests\u002Fmin、1,000 requests\u002Fday。",[57,3270,3271,3274],{},[36,3272,3273],{},"搜索原生","：Google Search grounding 是内置能力，查新资料、查报错、查 API 文档时很顺手。",[21,3276,3277],{"id":3277},"安装与启动",[169,3279,3281],{"className":171,"code":3280,"language":173,"meta":174,"style":174},"# 免安装试用\nnpx https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\n\n# 全局安装\nnpm install -g @google\u002Fgemini-cli\n\n# 启动当前目录会话\ngemini\n",[176,3282,3283,3288,3296,3300,3305,3316,3320,3325],{"__ignoreMap":174},[179,3284,3285],{"class":181,"line":182},[179,3286,3287],{"class":219},"# 免安装试用\n",[179,3289,3290,3293],{"class":181,"line":200},[179,3291,3292],{"class":185},"npx",[179,3294,3295],{"class":189}," https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\n",[179,3297,3298],{"class":181,"line":209},[179,3299,213],{"emptyLinePlaceholder":212},[179,3301,3302],{"class":181,"line":216},[179,3303,3304],{"class":219},"# 全局安装\n",[179,3306,3307,3309,3311,3313],{"class":181,"line":223},[179,3308,186],{"class":185},[179,3310,190],{"class":189},[179,3312,194],{"class":193},[179,3314,3315],{"class":189}," @google\u002Fgemini-cli\n",[179,3317,3318],{"class":181,"line":237},[179,3319,213],{"emptyLinePlaceholder":212},[179,3321,3322],{"class":181,"line":242},[179,3323,3324],{"class":219},"# 启动当前目录会话\n",[179,3326,3327],{"class":181,"line":248},[179,3328,3329],{"class":185},"gemini\n",[33,3331,3332],{},"要求 Node.js 20+，支持 Windows \u002F macOS \u002F Linux。",[33,3334,3335],{},"常用命令：",[169,3337,3339],{"className":171,"code":3338,"language":173,"meta":174,"style":174},"# 非交互问答\ngemini -p \"Explain the architecture of this codebase\"\n\n# 指定模型\ngemini -m gemini-2.5-flash\n\n# 额外包含目录\ngemini --include-directories ..\u002Fdocs,..\u002Fpackages\n\n# JSON 输出，方便脚本串联\ngemini -p \"Summarize open issues\" --output-format json\n",[176,3340,3341,3346,3356,3360,3365,3375,3379,3384,3394,3398,3403],{"__ignoreMap":174},[179,3342,3343],{"class":181,"line":182},[179,3344,3345],{"class":219},"# 非交互问答\n",[179,3347,3348,3350,3353],{"class":181,"line":200},[179,3349,845],{"class":185},[179,3351,3352],{"class":193}," -p",[179,3354,3355],{"class":189}," \"Explain the architecture of this codebase\"\n",[179,3357,3358],{"class":181,"line":209},[179,3359,213],{"emptyLinePlaceholder":212},[179,3361,3362],{"class":181,"line":216},[179,3363,3364],{"class":219},"# 指定模型\n",[179,3366,3367,3369,3372],{"class":181,"line":223},[179,3368,845],{"class":185},[179,3370,3371],{"class":193}," -m",[179,3373,3374],{"class":189}," gemini-2.5-flash\n",[179,3376,3377],{"class":181,"line":237},[179,3378,213],{"emptyLinePlaceholder":212},[179,3380,3381],{"class":181,"line":242},[179,3382,3383],{"class":219},"# 额外包含目录\n",[179,3385,3386,3388,3391],{"class":181,"line":248},[179,3387,845],{"class":185},[179,3389,3390],{"class":193}," --include-directories",[179,3392,3393],{"class":189}," ..\u002Fdocs,..\u002Fpackages\n",[179,3395,3396],{"class":181,"line":270},[179,3397,213],{"emptyLinePlaceholder":212},[179,3399,3400],{"class":181,"line":275},[179,3401,3402],{"class":219},"# JSON 输出，方便脚本串联\n",[179,3404,3405,3407,3409,3412,3415],{"class":181,"line":281},[179,3406,845],{"class":185},[179,3408,3352],{"class":193},[179,3410,3411],{"class":189}," \"Summarize open issues\"",[179,3413,3414],{"class":193}," --output-format",[179,3416,3417],{"class":189}," json\n",[21,3419,3420],{"id":3420},"三种认证路径",[103,3422,3423,3435],{},[106,3424,3425],{},[109,3426,3427,3429,3432],{},[112,3428,2396],{},[112,3430,3431],{},"适合谁",[112,3433,3434],{},"关键点",[123,3436,3437,3447,3458],{},[109,3438,3439,3442,3444],{},[128,3440,3441],{},"Google OAuth",[128,3443,1023],{},[128,3445,3446],{},"免费额度最大，上手最简单",[109,3448,3449,3452,3455],{},[128,3450,3451],{},"Gemini API Key",[128,3453,3454],{},"脚本 \u002F CI",[128,3456,3457],{},"更适合自动化，额度跟 API tier 走",[109,3459,3460,3463,3466],{},[128,3461,3462],{},"Vertex AI",[128,3464,3465],{},"企业 \u002F GCP 团队",[128,3467,3468],{},"IAM、审计、合规、配额更可控",[33,3470,3471],{},"个人使用优先 OAuth；生产和团队内使用优先 Vertex AI。",[21,3473,3475],{"id":3474},"mcp-与项目记忆","MCP 与项目记忆",[33,3477,3478],{},"Gemini CLI 支持两类扩展：",[54,3480,3481,3487],{},[57,3482,3483,3486],{},[36,3484,3485],{},"MCP server","：把 GitHub、数据库、内部 API 暴露给 Agent。",[57,3488,3489,3492,3493,3495,3496,3499],{},[36,3490,3491],{},"GEMINI.md","：类似 Claude Code 的 ",[176,3494,2110],{}," \u002F Copilot 的 ",[176,3497,3498],{},"AGENTS.md","，用于写项目约定、测试命令、编码风格。",[33,3501,3502],{},"这让 Gemini CLI 可以进入 2026 年主流终端 Agent 的标准形态：项目记忆 + 工具协议 + headless 自动化。",[21,3504,3505],{"id":3505},"真实适用场景",[603,3507,3509],{"id":3508},"_1-大仓库先读懂","1. 大仓库先读懂",[169,3511,3514],{"className":3512,"code":3513,"language":612,"meta":174},[610],"先读 package.json、README、src 入口文件，输出这个项目的架构图和关键风险点。\n",[176,3515,3513],{"__ignoreMap":174},[33,3517,3518],{},"1M 上下文让它在「读文档 + 读代码」阶段很有优势，尤其适合 monorepo 的初始摸底。",[603,3520,3522],{"id":3521},"_2-查新资料后改代码","2. 查新资料后改代码",[169,3524,3527],{"className":3525,"code":3526,"language":612,"meta":174},[610],"查一下 Nuxt 4 最新 route rules 写法，然后检查本项目 nuxt.config.ts 是否需要调整。\n",[176,3528,3526],{"__ignoreMap":174},[33,3530,3531],{},"Google Search grounding 的价值在这里体现：它不是只靠训练数据，而是能把搜索结果纳入推理。",[603,3533,3535],{"id":3534},"_3-低成本-issue-triage","3. 低成本 issue triage",[169,3537,3539],{"className":171,"code":3538,"language":173,"meta":174,"style":174},"gh issue list --json title,body \\\n  | gemini -p \"按修复难度给这些 issue 排序，输出 JSON\"\n",[176,3540,3541,3556],{"__ignoreMap":174},[179,3542,3543,3545,3547,3549,3551,3554],{"class":181,"line":182},[179,3544,409],{"class":185},[179,3546,412],{"class":189},[179,3548,231],{"class":189},[179,3550,429],{"class":193},[179,3552,3553],{"class":189}," title,body",[179,3555,435],{"class":193},[179,3557,3558,3560,3563,3565],{"class":181,"line":200},[179,3559,440],{"class":340},[179,3561,3562],{"class":185}," gemini",[179,3564,3352],{"class":193},[179,3566,3567],{"class":189}," \"按修复难度给这些 issue 排序，输出 JSON\"\n",[33,3569,3570],{},"和 Jules Tools \u002F GitHub CLI 组合时，可以把 Gemini CLI 当「任务分拣器」。",[21,3572,2716],{"id":2716},[103,3574,3575,3589],{},[106,3576,3577],{},[109,3578,3579,3581,3583,3585,3587],{},[112,3580,479],{},[112,3582,3221],{},[112,3584,1134],{},[112,3586,2738],{},[112,3588,1634],{},[123,3590,3591,3607,3622,3638,3655,3670],{},[109,3592,3593,3596,3599,3601,3604],{},[128,3594,3595],{},"默认生态",[128,3597,3598],{},"Google \u002F Gemini",[128,3600,857],{},[128,3602,3603],{},"OpenAI \u002F ChatGPT",[128,3605,3606],{},"任意模型",[109,3608,3609,3611,3614,3616,3619],{},[128,3610,521],{},[128,3612,3613],{},"✅ 很强",[128,3615,511],{},[128,3617,3618],{},"取决于 ChatGPT 订阅",[128,3620,3621],{},"本体免费，模型自费",[109,3623,3624,3627,3630,3633,3636],{},[128,3625,3626],{},"上下文",[128,3628,3629],{},"1M",[128,3631,3632],{},"1M 级别模型可用",[128,3634,3635],{},"取决于模型",[128,3637,3635],{},[109,3639,3640,3643,3646,3649,3652],{},[128,3641,3642],{},"搜索",[128,3644,3645],{},"Google Search 内置",[128,3647,3648],{},"需工具 \u002F MCP",[128,3650,3651],{},"内置 web 能力",[128,3653,3654],{},"取决于模型 \u002F 工具",[109,3656,3657,3660,3663,3666,3668],{},[128,3658,3659],{},"长任务稳定性",[128,3661,3662],{},"中上",[128,3664,3665],{},"强",[128,3667,3665],{},[128,3669,3662],{},[109,3671,3672,3674,3676,3678,3680],{},[128,3673,508],{},[128,3675,538],{},[128,3677,511],{},[128,3679,538],{},[128,3681,538],{},[33,3683,3684],{},[36,3685,587],{},[54,3687,3688,3691,3694,3697],{},[57,3689,3690],{},"预算敏感 \u002F 想免费试：Gemini CLI",[57,3692,3693],{},"最稳长任务：Claude Code",[57,3695,3696],{},"已有 ChatGPT Plus\u002FPro：Codex CLI",[57,3698,3699],{},"想接国内模型 \u002F 自定义 base_url：Aider",[21,3701,669],{"id":669},[79,3703,3704,3710,3716,3722,3728],{},[57,3705,3706,3709],{},[36,3707,3708],{},"不要把免费额度当生产 SLA","：个人额度适合探索，生产任务走 API Key \u002F Vertex AI。",[57,3711,3712,3715],{},[36,3713,3714],{},"长任务先拆小","：即使上下文大，Agent 执行链路也可能漂移；30 分钟以上任务建议拆成 issue。",[57,3717,3718,3721],{},[36,3719,3720],{},"MCP server 要审计","：给 Agent 接工具等于扩权，第三方 server 先看源码和权限。",[57,3723,3724,3727],{},[36,3725,3726],{},"GEMINI.md 别写太散","：只放稳定约定、测试命令、目录说明，别塞临时需求。",[57,3729,3730,3733],{},[36,3731,3732],{},"国内网络先验证 OAuth","：登录流程不稳定会影响体验，必要时用 API key 路径。",[21,3735,1256],{"id":1255},[33,3737,3738,3739,3742],{},"✅ 适合：个人开发者、学生、开源项目维护者、大仓库阅读、联网查新、低成本脚本化分析。",[3740,3741],"br",{},"\n❌ 不适合：强合规生产环境、纯内网开发、预算不敏感但追求最高长任务稳定性的团队。",[21,3744,723],{"id":723},[54,3746,3747,3754],{},[57,3748,3749,3750],{},"Gemini CLI 官方文档：",[730,3751,3752],{"href":3752,"rel":3753},"https:\u002F\u002Fgoogle-gemini.github.io\u002Fgemini-cli\u002F",[734],[57,3755,3756,3757],{},"Gemini CLI GitHub：",[730,3758,3759],{"href":3759,"rel":3760},"https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli",[734],[750,3762,3763],{},[33,3764,3765],{},"本卡片由 AIHO 编辑部根据公开资料整理，非厂商付费内容；功能和额度以官网为准。",[756,3767,3768],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}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: 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脚本模式；个人 Google 账号可用 60 requests\u002Fmin、1,000 requests\u002Fday 免费额度。",[3788,3791,3794,3797],{"q":3789,"a":3790},"Gemini CLI 和 Claude Code \u002F Codex CLI 最大区别？","它的核心差异是免费额度和 Google 生态：个人 Google 账号即可获得较高免费请求额度，并内置 Google Search grounding。Claude Code 更稳，Codex 与 ChatGPT 订阅绑定更深，Gemini CLI 更适合低成本探索和大上下文阅读。",{"q":3792,"a":3793},"Gemini CLI 支持 MCP 吗？","支持。可以在 ~\u002F.gemini\u002Fsettings.json 里配置 MCP server，把 GitHub、数据库、Slack、内部 API 等工具接入 CLI。",{"q":3795,"a":3796},"能不能非交互使用？","可以。`gemini -p \"解释这个代码库\"` 会以 headless 模式输出结果，也可以加 `--output-format json` 做脚本化处理。",{"q":3798,"a":3799},"国内开发者适合吗？","如果能稳定访问 Google 服务，它的免费额度很有吸引力；如果网络不稳，建议优先 Aider + 国内模型或 Claude\u002FCodex 的稳定代理方案。",[794],{},[3803,3804,3805],"gemini-3-pro","gemini-3.1-pro","gemini-3.5-flash",[3807,3808,3809],"要求最稳长任务交付的生产重构","不能访问 Google 服务的纯内网环境","强依赖中文界面和本地化文档的用户","\u002Ftools\u002Fcoding\u002Fcli\u002Fgemini-cli",[3160,3158,3159],[3813,3817,3821],{"plan":3814,"price":808,"limit":3815,"note":3816},"个人 Google 账号","60 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