[{"data":1,"prerenderedAt":3343},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"tool-tools\u002Fcoding\u002Fagent\u002Faugment":9,"tool-stats-coding\u002Fagent\u002Faugment":592,"cat-rank-coding-agent":595,"tool-related-coding\u002Fagent\u002Faugment":3342},{"tools":4,"reviews":5},65,7,{"tools":4,"reviews":5,"playbooks":7,"news":8},10,8,{"id":10,"title":11,"alternatives":12,"api_compatible":24,"body":25,"category":521,"chinese_friendly":511,"cover":522,"description":523,"domestic":524,"extension":525,"faq":526,"free":524,"github":24,"languages":539,"meta":541,"models":24,"navigation":542,"notSuitable":24,"opensource":524,"path":543,"pillar":544,"platforms":545,"priceTable":549,"pricing":560,"published":561,"relatedPlaybooks":562,"relatedReviews":24,"score":569,"self_host":524,"seo":572,"slug":573,"sources":574,"stem":582,"suitable":24,"tagline":583,"tags":584,"updated":577,"verdict":589,"website":590,"__hash__":591},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Faugment.md","Augment Code",[13,16,19,22],{"name":14,"url":15},"github-copilot","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",{"name":17,"url":18},"cursor","\u002Ftools\u002Fcoding\u002Fide\u002Fcursor",{"name":20,"url":21},"claude-code","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",{"name":23,"url":15},"tabnine",null,{"type":26,"value":27,"toc":506},"minimark",[28,33,42,45,48,51,73,80,84,185,191,209,212,216,222,236,241,258,261,286,289,393,396,428,432,452,455,479,482],[29,30,32],"h2",{"id":31},"tldr","TL;DR",[34,35,36,37,41],"p",{},"Augment Code 是企业级 AI 编程平台，最大差异点是 ",[38,39,40],"strong",{},"Context Engine","——对整个代码库（包括跨仓库 \u002F 跨语言 \u002F git history）做深度索引，让 agent 在百万行 monorepo 里也能找对上下文。2026 年定价改成 credits 制：Indie $20 \u002F Standard $60 \u002F Max $200，含 IDE Agent（VS Code \u002F JetBrains）+ Auggie CLI + 异步 Cloud Agent。",[34,43,44],{},"适合：>30 万行、>20 工程师、跨仓库强引用的企业项目（Pure Storage \u002F Webflow \u002F Observe 这种）。不适合：个人 \u002F 小项目（Cursor 性价比完胜）、国内团队（无中文官方支持、网络欠佳）。",[29,46,47],{"id":47},"它是什么",[34,49,50],{},"Augment 把 AI 编程产品拆成三件套：",[52,53,54,61,67],"ol",{},[55,56,57,60],"li",{},[38,58,59],{},"Context Engine（核心 IP）","：索引整个 monorepo，含跨仓库依赖、函数调用图、commit 历史。每次 agent 推理时按需检索相关上下文。",[55,62,63,66],{},[38,64,65],{},"IDE Agent","：VS Code \u002F JetBrains 扩展，提供 Chat、Edit、Agent、Next Edit（预测下一步要改的位置）四模式。",[55,68,69,72],{},[38,70,71],{},"Auggie CLI + Async Cloud Agent","：terminal 里跑同步任务，或扔到 Cloud（Cosmos sandbox）异步跑大任务。",[34,74,75,76,79],{},"底层 LLM 走 ",[38,77,78],{},"Prism routing","——按任务复杂度动态选 Claude Sonnet \u002F Opus \u002F Haiku \u002F Gemini Pro \u002F GPT-5，平均比直接调 frontier 模型省 20–30%。",[29,81,83],{"id":82},"价格2026-06","价格（2026-06）",[85,86,87,109],"table",{},[88,89,90],"thead",{},[91,92,93,97,100,103,106],"tr",{},[94,95,96],"th",{},"Plan",[94,98,99],{},"价格",[94,101,102],{},"Credits",[94,104,105],{},"团队规模",[94,107,108],{},"适用",[110,111,112,132,151,169],"tbody",{},[91,113,114,120,123,126,129],{},[115,116,117],"td",{},[38,118,119],{},"Indie",[115,121,122],{},"$20\u002F月",[115,124,125],{},"40k",[115,127,128],{},"1",[115,130,131],{},"个人开发者",[91,133,134,139,142,145,148],{},[115,135,136],{},[38,137,138],{},"Standard",[115,140,141],{},"$60\u002F席\u002F月",[115,143,144],{},"130k\u002F席（池化）",[115,146,147],{},"≤20",[115,149,150],{},"中小生产团队",[91,152,153,158,161,164,166],{},[115,154,155],{},[38,156,157],{},"Max",[115,159,160],{},"$200\u002F席\u002F月",[115,162,163],{},"450k\u002F席（池化）",[115,165,147],{},[115,167,168],{},"重度 + 异步任务多",[91,170,171,174,177,179,182],{},[115,172,173],{},"Enterprise",[115,175,176],{},"Custom",[115,178,176],{},[115,180,181],{},"∞",[115,183,184],{},"大型企业",[34,186,187,190],{},[38,188,189],{},"credits 单价","（一次中等任务）：",[192,193,194,197,200,203,206],"ul",{},[55,195,196],{},"Haiku 4.5：~88 credits",[55,198,199],{},"Sonnet 4.6：~293 credits",[55,201,202],{},"Opus 4.7：~488 credits",[55,204,205],{},"Gemini 3.1 Pro：~268 credits",[55,207,208],{},"GPT-5.1：~219 credits",[34,210,211],{},"超额 top-up：$15 \u002F 24k credits（≈ 80 次 Sonnet 任务）。Cosmos cloud sandbox 另算 300 credits\u002F小时。",[29,213,215],{"id":214},"实测在-80-万行-go-typescript-monorepo-上","实测（在 ~80 万行 Go + TypeScript monorepo 上）",[34,217,218,221],{},[38,219,220],{},"亮点","：",[192,223,224,227,230,233],{},[55,225,226],{},"Context Engine 真有用：让它『改 user service 加字段，同时更新所有调用方』，agent 自己跨 5 个仓库找到 17 处引用并改",[55,228,229],{},"Next Edit 预测准确率 ~60%：写完一行，它能猜到下一步要在另一个文件改什么",[55,231,232],{},"Auggie CLI 配合 Slack 用很顺——丢个任务、等 PR",[55,234,235],{},"SOC 2 Type II 合规对企业采购友好",[34,237,238,221],{},[38,239,240],{},"踩坑",[192,242,243,246,249,252,255],{},[55,244,245],{},"索引初始化慢：80 万行项目首次扫了约 40 分钟",[55,247,248],{},"credit 烧得快：用 Opus 跑复杂任务，单天烧掉 $30+ credits 不稀奇",[55,250,251],{},"中文几乎不支持：UI 英文，prompt 中文回英文 + 偶尔识别错关键词",[55,253,254],{},"国内访问偶发抖动（CDN 美国）",[55,256,257],{},"小项目用不出 Context Engine 优势——和 Cursor 没差别但贵 3 倍",[29,259,260],{"id":260},"上手",[52,262,263,266,269,272,275,278],{},[55,264,265],{},"augmentcode.com 注册（GitHub OAuth），Indie 起付 $20",[55,267,268],{},"VS Code \u002F JetBrains 装 Augment 扩展，登录账号",[55,270,271],{},"选要 onboard 的 repo（个人 1 个、Standard 起 unlimited）",[55,273,274],{},"等首次索引（10 分钟–1 小时取决于规模）",[55,276,277],{},"Chat 模式让它 explore 仓库；Agent 模式让它做改动",[55,279,280,281,285],{},"进阶：装 Auggie CLI（",[282,283,284],"code",{},"npm i -g @augmentcode\u002Fauggie","），terminal 里用",[29,287,288],{"id":288},"对比一览",[85,290,291,310],{},[88,292,293],{},[91,294,295,298,301,304,307],{},[94,296,297],{},"维度",[94,299,300],{},"Augment",[94,302,303],{},"Cursor",[94,305,306],{},"Copilot Enterprise",[94,308,309],{},"Claude Code",[110,311,312,329,346,362,378],{},[91,313,314,317,320,323,326],{},[115,315,316],{},"Context 覆盖",[115,318,319],{},"整个 monorepo + 跨仓",[115,321,322],{},"单仓库 + 文件 @",[115,324,325],{},"单仓库 + indexing",[115,327,328],{},"单仓 + 上下文",[91,330,331,334,337,340,343],{},[115,332,333],{},"起步价（团队）",[115,335,336],{},"$60\u002F席",[115,338,339],{},"$40\u002F席（Business）",[115,341,342],{},"$39\u002F席",[115,344,345],{},"$20\u002F账号",[91,347,348,351,354,357,360],{},[115,349,350],{},"Async cloud agent",[115,352,353],{},"✅",[115,355,356],{},"部分",[115,358,359],{},"❌",[115,361,359],{},[91,363,364,367,370,373,376],{},[115,365,366],{},"合规",[115,368,369],{},"SOC 2 II ✅",[115,371,372],{},"SOC 2 ✅",[115,374,375],{},"SOC 2 + GDPR ✅",[115,377,372],{},[91,379,380,383,386,389,391],{},[115,381,382],{},"中文",[115,384,385],{},"2\u002F5",[115,387,388],{},"3\u002F5",[115,390,388],{},[115,392,388],{},[29,394,395],{"id":395},"避坑",[192,397,398,404,410,416,422],{},[55,399,400,403],{},[38,401,402],{},"小团队 \u002F 小项目 ≠ 价值场景","：\u003C 10 万行的项目，Cursor 完全够用，Augment 多花的钱买不到差异",[55,405,406,409],{},[38,407,408],{},"credit 上限要设","：仪表盘里给每个 dev 设月度 cap，避免 Opus 任务 runaway 烧光团队 pool",[55,411,412,415],{},[38,413,414],{},"不要把所有仓库都 onboard","：每个仓库的索引都吃 credits \u002F 存储，挑核心 1–3 个仓库即可",[55,417,418,421],{},[38,419,420],{},"国内团队三思","：网络 + 中文支持差 + 价格高，国内大型项目可优先评估 通义灵码 \u002F CodeFuse 这类本土方案",[55,423,424,427],{},[38,425,426],{},"PR 必须人工 review","：尤其是 Async Agent 在 Cosmos 沙箱里改的代码，可能引入 hardcoded value",[29,429,431],{"id":430},"适合-不适合","适合 \u002F 不适合",[192,433,434,437,440,443,446,449],{},[55,435,436],{},"✅ 海外大型工程团队、monorepo > 30 万行",[55,438,439],{},"✅ 合规严（金融 \u002F 医疗），需要 SOC 2 + 审计",[55,441,442],{},"✅ 多仓库强引用，希望 agent 跨仓改代码",[55,444,445],{},"❌ 个人开发者 \u002F 创业初期小项目",[55,447,448],{},"❌ 主语言为中文的国内团队",[55,450,451],{},"❌ 预算敏感（同样钱够 3 个 Cursor 席位）",[29,453,454],{"id":454},"相关阅读",[192,456,457,463,468,473],{},[55,458,459],{},[460,461,462],"a",{"href":15},"GitHub Copilot 评测",[55,464,465],{},[460,466,467],{"href":18},"Cursor 评测",[55,469,470],{},[460,471,472],{"href":21},"Claude Code 评测",[55,474,475],{},[460,476,478],{"href":477},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[29,480,481],{"id":481},"来源",[52,483,484,492,499],{},[55,485,486,487],{},"AgentDeals — Augment Code Pricing 2026（2026-06-06）",[460,488,489],{"href":489,"rel":490},"https:\u002F\u002Fagentdeals.dev\u002Fvendor\u002Faugment-code",[491],"nofollow",[55,493,494,495],{},"CheckThat.ai — Augment Code Pricing & TCO（2026-03-30）",[460,496,497],{"href":497,"rel":498},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Faugment-code\u002Fpricing",[491],[55,500,501,502],{},"UsagePricing — Augment Code Blueprint（2026-06-02）",[460,503,504],{"href":504,"rel":505},"https:\u002F\u002Fwww.usagepricing.com\u002Fblueprint\u002Faugment-code",[491],{"title":507,"searchDepth":508,"depth":508,"links":509},"",3,[510,512,513,514,515,516,517,518,519,520],{"id":31,"depth":511,"text":32},2,{"id":47,"depth":511,"text":47},{"id":82,"depth":511,"text":83},{"id":214,"depth":511,"text":215},{"id":260,"depth":511,"text":260},{"id":288,"depth":511,"text":288},{"id":395,"depth":511,"text":395},{"id":430,"depth":511,"text":431},{"id":454,"depth":511,"text":454},{"id":481,"depth":511,"text":481},"agent","\u002Fimg\u002Ftools\u002Faugment.webp","Augment Code 真实评测：主打『Context Engine』全仓索引的 AI 编程平台。2026 改成 credit-based：Indie $20 \u002F Standard $60 \u002F Max $200 \u002F Enterprise 定制，含 IDE Agent + Auggie CLI + 异步 Cloud Agent。",false,"md",[527,530,533,536],{"q":528,"a":529},"Context Engine 到底有什么不一样？","一般 IDE AI 工具的『codebase 检索』是 embedding + 几十 K 上下文塞 prompt；Augment 的 Context Engine 是把整个 monorepo 索引到自家向量 + AST 图谱，agent 调用时按需取相关代码，覆盖跨仓库引用、调用链、历史 commit。在 100w+ 行项目上，差距会非常明显。",{"q":531,"a":532},"credit 怎么算？","credits 按模型 + 任务规模分级：Claude Sonnet 4.6 一次中等任务约 293 credits、Opus 4.7 约 488、Haiku 4.5 约 88。Indie 40k credits 约能跑 100 次中等任务；Standard 130k\u002F席 团队池化。",{"q":534,"a":535},"Auggie CLI 是什么？","Augment 的命令行 agent，类似 Claude Code \u002F Codex CLI，但默认带 Context Engine——可以在 terminal 里直接『改这个 feature』，agent 自动跨仓库找上下文。",{"q":537,"a":538},"和 Cursor \u002F Copilot 比？","小项目 Cursor 已经够好且更便宜（$20 vs $60\u002F席）；大型 monorepo（>30 万行）、跨多仓库引用频繁的团队，Augment 的 Context Engine 优势能展现出来。Copilot Enterprise 价位接近但 context 能力差一档。",[540],"en",{},true,"\u002Ftools\u002Fcoding\u002Fagent\u002Faugment","coding",[546,547,548],"vscode","jetbrains","cli",[550,552,555,558],{"plan":119,"price":122,"seats":128,"credits":125,"notes":551},"解决方案给个人开发者，每月 40K credits 池",{"plan":138,"price":141,"seats":147,"credits":553,"notes":554},"130k\u002F席","团队池化、共享 agent、SOC 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CLI",[585,586,587,521,548,588],"enterprise","context-engine","monorepo","soc2","为『百万行 monorepo』而生的 AI 编程平台——Context Engine 真能覆盖整个仓库。小项目用不出价值，大型工程团队（>20 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API",[34,1041,1042,1043,1046],{},"最大卖点是",[38,1044,1045],{},"完全开放","：模型\u002FProvider\u002FEmbedding\u002FReranker 都能换。VS Code Marketplace 装机量 2.5M+，GitHub 32k+ stars，活跃社区。",[29,1048,1050],{"id":1049},"价格2026-年-6-月","价格（2026 年 6 月）",[85,1052,1053,1066],{},[88,1054,1055],{},[91,1056,1057,1060,1063],{},[94,1058,1059],{},"路径",[94,1061,1062],{},"成本",[94,1064,1065],{},"适合",[110,1067,1068,1081,1092,1103],{},[91,1069,1070,1075,1078],{},[115,1071,1072],{},[38,1073,1074],{},"OSS + BYOK 自托管",[115,1076,1077],{},"$0 + LLM API 自付",[115,1079,1080],{},"个人、隐私敏感、合规场景",[91,1082,1083,1086,1089],{},[115,1084,1085],{},"Hub Starter",[115,1087,1088],{},"$3 \u002F M tokens（PAYG）",[115,1090,1091],{},"不想自己管 key 的轻度用户",[91,1093,1094,1097,1100],{},[115,1095,1096],{},"Hub Team",[115,1098,1099],{},"$20\u002F席\u002F月（含 $10 credits）",[115,1101,1102],{},"小团队、需私有 agent",[91,1104,1105,1108,1110],{},[115,1106,1107],{},"Hub Company",[115,1109,176],{},[115,1111,1112],{},"企业、BYOK + SSO",[34,1114,1115],{},"实际单月成本估算（重度个人用户走 BYOK + DeepSeek V3）：API 费约 $5–$15\u002F月，比 Cursor Pro $20 便宜，但需要自己充值 + 配 endpoint。",[29,1117,1118],{"id":1118},"实测",[34,1120,1121,221],{},[38,1122,1123],{},"好的地方",[192,1125,1126,1129,1132,1135,1142],{},[55,1127,1128],{},"BYOK 灵活：白天用 Claude 3.5 干活、晚上切 DeepSeek 省钱、Sensitive 项目走 Ollama 本地",[55,1130,1131],{},"VS Code \u002F JetBrains 原生扩展，不用换 IDE",[55,1133,1134],{},"MCP agent 模式可定制——接自家内部 API 当 tool",[55,1136,1137,1138,1141],{},"配置走 ",[282,1139,1140],{},"config.json","，纯文本 + 可 git 管理 \u002F 团队共享",[55,1143,1144],{},"国内可直连 DeepSeek \u002F 通义 \u002F Kimi \u002F GLM endpoint，无墙",[34,1146,1147,221],{},[38,1148,240],{},[192,1150,1151,1154,1157,1160,1163],{},[55,1152,1153],{},"默认配置门槛：BYOK 第一次配 5+ 个字段（model \u002F provider \u002F api_base \u002F context length）",[55,1155,1156],{},"Autocomplete 延迟比 Cursor 高（取决于你选的模型 \u002F endpoint 距离）",[55,1158,1159],{},"被 Cursor 收购后，新功能节奏明显放缓",[55,1161,1162],{},"Agent 模式（MCP）配置文档零散，需要踩坑",[55,1164,1165],{},"嵌入式 Web preview \u002F 内置 diff UI 不如 Cursor 精致",[29,1167,260],{"id":260},[52,1169,1170,1173,1279,1286,1299],{},[55,1171,1172],{},"VS Code → 装 \"Continue\" 扩展（或 JetBrains plugin）",[55,1174,1175,1176,1179,1180],{},"编辑 ",[282,1177,1178],{},"~\u002F.continue\u002Fconfig.json"," 配 model：\n",[1181,1182,1186],"pre",{"className":1183,"code":1184,"language":1185,"meta":507,"style":507},"language-json shiki shiki-themes github-light github-dark","{\n  \"models\": [{\n    \"title\": \"DeepSeek V3\",\n    \"provider\": \"openai\",\n    \"model\": \"deepseek-chat\",\n    \"apiBase\": \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n    \"apiKey\": \"sk-xxx\"\n  }]\n}\n","json",[282,1187,1188,1197,1206,1221,1233,1245,1258,1268,1273],{"__ignoreMap":507},[1189,1190,1193],"span",{"class":1191,"line":1192},"line",1,[1189,1194,1196],{"class":1195},"sVt8B","{\n",[1189,1198,1199,1203],{"class":1191,"line":511},[1189,1200,1202],{"class":1201},"sj4cs","  \"models\"",[1189,1204,1205],{"class":1195},": 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用",[29,1303,288],{"id":288},[85,1305,1306,1323],{},[88,1307,1308],{},[91,1309,1310,1312,1315,1317,1320],{},[94,1311,297],{},[94,1313,1314],{},"Continue",[94,1316,303],{},[94,1318,1319],{},"Cline",[94,1321,1322],{},"Aider",[110,1324,1325,1342,1356,1370,1387,1402],{},[91,1326,1327,1330,1333,1336,1339],{},[115,1328,1329],{},"形态",[115,1331,1332],{},"VS Code\u002FJB 扩展",[115,1334,1335],{},"IDE fork",[115,1337,1338],{},"VS Code 扩展",[115,1340,1341],{},"CLI",[91,1343,1344,1347,1350,1352,1354],{},[115,1345,1346],{},"开源",[115,1348,1349],{},"Apache 2.0 ✅",[115,1351,359],{},[115,1353,1349],{},[115,1355,353],{},[91,1357,1358,1361,1364,1366,1368],{},[115,1359,1360],{},"BYOK",[115,1362,1363],{},"任意模型",[115,1365,356],{},[115,1367,1363],{},[115,1369,1363],{},[91,1371,1372,1375,1378,1381,1384],{},[115,1373,1374],{},"主要模式",[115,1376,1377],{},"Autocomplete + Chat + Agent",[115,1379,1380],{},"全套",[115,1382,1383],{},"Agent 为主",[115,1385,1386],{},"CLI Edit",[91,1388,1389,1392,1395,1398,1400],{},[115,1390,1391],{},"月成本",[115,1393,1394],{},"$0 + API",[115,1396,1397],{},"$20+",[115,1399,1394],{},[115,1401,1394],{},[91,1403,1404,1407,1410,1412,1414],{},[115,1405,1406],{},"中文友好",[115,1408,1409],{},"4\u002F5",[115,1411,388],{},[115,1413,1409],{},[115,1415,388],{},[29,1417,395],{"id":395},[192,1419,1420,1426,1432,1440,1446],{},[55,1421,1422,1425],{},[38,1423,1424],{},"被收购焦虑","：Hub 服务可能停 \u002F 变价，BYOK + 本地配置可移植性最好，重要项目都走自配",[55,1427,1428,1431],{},[38,1429,1430],{},"Autocomplete 模型不要贪大","：用 70B+ 模型会卡得没法用，专门的代码补全小模型（DeepSeek Coder 6.7B \u002F Qwen Coder 7B）才合理",[55,1433,1434,1439],{},[38,1435,1436,1438],{},[282,1437,1032],{}," 要先建索引","：大仓库第一次跑可能要数分钟做 embedding，配好后增量更新",[55,1441,1442,1445],{},[38,1443,1444],{},"MCP server 慎装","：第三方 MCP 等于给 LLM 一把 shell 钥匙，先看代码再启用",[55,1447,1448,1451],{},[38,1449,1450],{},"config.json 入版本控制","：团队统一配置避免「我电脑能用你电脑不能用」",[29,1453,431],{"id":430},[192,1455,1456,1459,1462,1465,1468],{},[55,1457,1458],{},"✅ 想要 Cursor 体验但坚持开源 \u002F BYOK 的开发者",[55,1460,1461],{},"✅ 合规 \u002F 隐私敏感场景（本地 Ollama 推理）",[55,1463,1464],{},"✅ 国内开发者（直连 DeepSeek \u002F 通义不被墙）",[55,1466,1467],{},"❌ 嫌配置麻烦、想开箱即用 → 选 Cursor",[55,1469,1470],{},"❌ 需要完整 IDE 体验（多窗口、文件树、Composer 全套）→ 选 Cursor",[29,1472,454],{"id":454},[192,1474,1475,1479,1483,1488],{},[55,1476,1477],{},[460,1478,467],{"href":18},[55,1480,1481],{},[460,1482,478],{"href":477},[55,1484,1485],{},[460,1486,1487],{"href":979},"Aider 评测",[55,1489,1490],{},[460,1491,1492],{"href":982},"Roo Code 评测",[29,1494,481],{"id":481},[52,1496,1497,1504,1511],{},[55,1498,1499,1500],{},"Continue.dev 官方 pricing 页（含 Cursor 收购公告）",[460,1501,1502],{"href":1502,"rel":1503},"https:\u002F\u002Fwww.continue.dev\u002Fpricing",[491],[55,1505,1506,1507],{},"Milestone — Continue.dev features & pricing（2026-04-21）",[460,1508,1509],{"href":1509,"rel":1510},"https:\u002F\u002Fmstone.ai\u002Ftools-wizard\u002Fcontinue-dev-features-pricing",[491],[55,1512,1513,1514],{},"AIProductivity — Continue Pricing 2026 ",[460,1515,1516],{"href":1516,"rel":1517},"https:\u002F\u002Faiproductivity.ai\u002Fpricing\u002Fcontinue\u002F",[491],[1519,1520,1521],"style",{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}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 .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":507,"searchDepth":508,"depth":508,"links":1523},[1524,1525,1526,1527,1528,1529,1530,1531,1532,1533],{"id":31,"depth":511,"text":32},{"id":47,"depth":511,"text":47},{"id":1049,"depth":511,"text":1050},{"id":1118,"depth":511,"text":1118},{"id":260,"depth":511,"text":260},{"id":288,"depth":511,"text":288},{"id":395,"depth":511,"text":395},{"id":430,"depth":511,"text":431},{"id":454,"depth":511,"text":454},{"id":481,"depth":511,"text":481},"\u002Fimg\u002Ftools\u002Fcontinue.webp","Continue.dev 真实评测：VS Code \u002F JetBrains 开源 AI 助手，支持 Autocomplete \u002F Edit \u002F Chat \u002F Agent 四模式，Apache 2.0，BYOK 接任意模型。2026 年初被 Cursor 收购，开源仓库继续维护。",[1537,1540,1543,1546],{"q":1538,"a":1539},"Continue 被 Cursor 收购后还能用吗？","能。开源仓库（Apache 2.0）继续在 GitHub 维护，VS Code \u002F JetBrains 扩展可正常装。Hub 订阅和云端服务由 Cursor 接管，但 BYOK + 本地 \u002F 自托管模式不受影响。",{"q":1541,"a":1542},"和 Cursor 区别？","Cursor 是闭源 IDE fork，体验更精致但锁定；Continue 是开源扩展，装在原版 VS Code \u002F JetBrains，可换任意模型（OpenAI\u002FAnthropic\u002FGemini\u002FOllama\u002F本地）。被收购后两者会逐渐互补——Continue 走开源扩展路线，Cursor 走 IDE 路线。",{"q":1544,"a":1545},"支持哪些模型？","OpenAI、Anthropic、Gemini、xAI、AWS Bedrock、Azure、Ollama（本地）、LM Studio、任何 OpenAI 兼容 endpoint。国内可直连 DeepSeek、通义、Kimi、GLM。",{"q":1547,"a":1548},"Agent 模式能干什么？","通过 MCP（Model Context Protocol）连接外部工具——读文件、跑命令、查数据库、调 API。和 Claude Code 的 tool use 一个思路，但你能自己接 MCP server。","https:\u002F\u002Fgithub.com\u002Fcontinuedev\u002Fcontinue",[1551,540],"zh",{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue",[546,547,548],[1556,1561,1564,1568],{"plan":1557,"price":1558,"seats":1559,"notes":1560},"OSS 自托管","$0","—","BYOK，自付 LLM API 费，Apache 2.0",{"plan":1085,"price":1562,"seats":128,"notes":1563},"$3\u002FM tokens","PAYG，托管模型 + 共享 agent",{"plan":1096,"price":1565,"seats":1566,"notes":1567},"$20\u002F席\u002F月","≥2","$10 credits\u002F席、SSO、私有 agent",{"plan":1107,"price":176,"seats":1559,"notes":1569},"BYOK、SAML、enterprise 支持","开源免费 BYOK \u002F Hub Starter $3·M tokens \u002F Team $20·席·月 \u002F Company 定制",[1572,1575],{"name":1573,"url":1574},"Cursor MCP 数据库集成","\u002Fplaybook\u002Fonboarding\u002Fcursor-mcp-database",{"name":1576,"url":1577},"MCP 协议入门 Wiki","\u002Fwiki\u002Fmcp",{"power":571,"ux":571,"price":570,"cn_support":571,"stability":571},{"title":972,"description":1535},"coding\u002Fagent\u002Fcontinue",[1582,1584,1586],{"name":1583,"url":1502,"accessed":577},"Continue.dev 官方 pricing 页（收购公告）",{"name":1585,"url":1509,"accessed":577},"Milestone — Continue.dev features & pricing",{"name":1587,"url":1516,"accessed":577},"AIProductivity — Continue Pricing 2026","tools\u002Fcoding\u002Fagent\u002Fcontinue","开源 AI 编程扩展，Apache 2.0 + 多模型 BYOK；2026 已被 Cursor 收购",[1591,1592,546,547,521,1593],"opensource","byok","extension","想要 Cursor 体验但不被锁定的开发者首选——Apache 2.0 + 任意模型 + 自托管。被 Cursor 收购后，开源仓库还在，社区版长期可用。","https:\u002F\u002Fwww.continue.dev","p0EKNU0ZiqVYUuPhE6TfcxmhgKGc_gv89PviAWVJXWw",{"id":1598,"title":1599,"alternatives":1600,"api_compatible":24,"body":1608,"category":521,"chinese_friendly":511,"cover":2071,"description":2072,"domestic":524,"extension":525,"faq":2073,"free":524,"github":24,"languages":2086,"meta":2087,"models":24,"navigation":542,"notSuitable":24,"opensource":524,"path":2088,"pillar":544,"platforms":2089,"priceTable":2092,"pricing":2103,"published":561,"relatedPlaybooks":2104,"relatedReviews":24,"score":2111,"self_host":524,"seo":2112,"slug":2113,"sources":2114,"stem":2123,"suitable":24,"tagline":2124,"tags":2125,"updated":577,"verdict":2129,"website":2130,"__hash__":2131},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md","Devin",[1601,1604,1607],{"name":1602,"url":1603},"openhands","\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands",{"name":1605,"url":1606},"manus","\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus",{"name":20,"url":21},{"type":26,"value":1609,"toc":2059},[1610,1612,1615,1618,1620,1623,1647,1650,1654,1659,1729,1734,1788,1791,1793,1797,1811,1815,1832,1834,1851,1853,1954,1956,1987,1989,2006,2008,2027,2029],[29,1611,32],{"id":31},[34,1613,1614],{},"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。",[34,1616,1617],{},"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。",[29,1619,47],{"id":47},[34,1621,1622],{},"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：",[52,1624,1625,1632,1638,1641,1644],{},[55,1626,1627,1628,1631],{},"进 sandbox、",[282,1629,1630],{},"git clone"," 仓库、看 README、构建 Devin Wiki",[55,1633,1634,1637],{},[38,1635,1636],{},"Interactive Planning","：跟你确认实现方案",[55,1639,1640],{},"写代码、跑测试、调浏览器看结果",[55,1642,1643],{},"失败自己排查、改、再试（带 citations 引用代码行）",[55,1645,1646],{},"提 PR、回 Slack「搞定」",[34,1648,1649],{},"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。",[29,1651,1653],{"id":1652},"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）",[34,1655,1656],{},[38,1657,1658],{},"Cloud Devin（按 ACU 计费）",[85,1660,1661,1679],{},[88,1662,1663],{},[91,1664,1665,1667,1670,1673,1676],{},[94,1666,96],{},[94,1668,1669],{},"月费",[94,1671,1672],{},"ACU 价",[94,1674,1675],{},"并发",[94,1677,1678],{},"关键能力",[110,1680,1681,1700,1716],{},[91,1682,1683,1688,1691,1694,1697],{},[115,1684,1685],{},[38,1686,1687],{},"Core",[115,1689,1690],{},"$20 起步（PAYG）",[115,1692,1693],{},"$2.25\u002FACU",[115,1695,1696],{},"10",[115,1698,1699],{},"Devin IDE、Ask Devin、Wiki",[91,1701,1702,1705,1708,1711,1713],{},[115,1703,1704],{},"Team",[115,1706,1707],{},"$500 含 250 ACU",[115,1709,1710],{},"$2\u002FACU（含内）",[115,1712,181],{},[115,1714,1715],{},"API、专属 Slack 频道、early access",[91,1717,1718,1720,1722,1724,1726],{},[115,1719,173],{},[115,1721,176],{},[115,1723,176],{},[115,1725,181],{},[115,1727,1728],{},"VPC、SSO、Custom Devins",[34,1730,1731],{},[38,1732,1733],{},"Devin Desktop（2026-06 Windsurf 改名后）",[85,1735,1736,1746],{},[88,1737,1738],{},[91,1739,1740,1742,1744],{},[94,1741,96],{},[94,1743,99],{},[94,1745,108],{},[110,1747,1748,1758,1767,1777],{},[91,1749,1750,1753,1755],{},[115,1751,1752],{},"Free",[115,1754,1558],{},[115,1756,1757],{},"轻量配额",[91,1759,1760,1763,1765],{},[115,1761,1762],{},"Pro",[115,1764,122],{},[115,1766,131],{},[91,1768,1769,1771,1774],{},[115,1770,157],{},[115,1772,1773],{},"$200\u002F月",[115,1775,1776],{},"重度用户",[91,1778,1779,1782,1785],{},[115,1780,1781],{},"Teams",[115,1783,1784],{},"$80\u002F月 + $40\u002F席",[115,1786,1787],{},"团队",[34,1789,1790],{},"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。",[29,1792,1118],{"id":1118},[34,1794,1795,221],{},[38,1796,1123],{},[192,1798,1799,1802,1805,1808],{},[55,1800,1801],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[55,1803,1804],{},"Devin Wiki 自动生成的代码库地图很有用",[55,1806,1807],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[55,1809,1810],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[34,1812,1813,221],{},[38,1814,240],{},[192,1816,1817,1820,1823,1826,1829],{},[55,1818,1819],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[55,1821,1822],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[55,1824,1825],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[55,1827,1828],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[55,1830,1831],{},"Free trial 没有，最低要先付 $20 才能试",[29,1833,260],{"id":260},[52,1835,1836,1839,1842,1845,1848],{},[55,1837,1838],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[55,1840,1841],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[55,1843,1844],{},"给一个 issue + 验收标准（越具体越省 ACU）",[55,1846,1847],{},"Interactive Planning：审一遍方案",[55,1849,1850],{},"Devin 自动跑、PR 自动开、等 review",[29,1852,288],{"id":288},[85,1854,1855,1871],{},[88,1856,1857],{},[91,1858,1859,1861,1863,1866,1869],{},[94,1860,297],{},[94,1862,1599],{},[94,1864,1865],{},"OpenHands",[94,1867,1868],{},"Manus",[94,1870,309],{},[110,1872,1873,1890,1907,1922,1938],{},[91,1874,1875,1878,1881,1884,1887],{},[115,1876,1877],{},"模式",[115,1879,1880],{},"异步 Cloud Agent",[115,1882,1883],{},"自托管 \u002F Cloud",[115,1885,1886],{},"异步 Cloud",[115,1888,1889],{},"同步 CLI",[91,1891,1892,1895,1898,1901,1904],{},[115,1893,1894],{},"起步价",[115,1896,1897],{},"$20 + ACU",[115,1899,1900],{},"免费（开源）",[115,1902,1903],{},"$39\u002F月",[115,1905,1906],{},"Pro $20\u002F月",[91,1908,1909,1911,1914,1917,1920],{},[115,1910,1675],{},[115,1912,1913],{},"10–∞",[115,1915,1916],{},"自托管无限",[115,1918,1919],{},"5+",[115,1921,128],{},[91,1923,1924,1926,1929,1932,1935],{},[115,1925,382],{},[115,1927,1928],{},"弱",[115,1930,1931],{},"强（社区维护）",[115,1933,1934],{},"强（国产）",[115,1936,1937],{},"中",[91,1939,1940,1943,1946,1949,1951],{},[115,1941,1942],{},"沙箱",[115,1944,1945],{},"内置云端",[115,1947,1948],{},"Docker \u002F Cloud",[115,1950,1945],{},[115,1952,1953],{},"本地",[29,1955,395],{"id":395},[192,1957,1958,1964,1970,1976,1982],{},[55,1959,1960,1963],{},[38,1961,1962],{},"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」",[55,1965,1966,1969],{},[38,1967,1968],{},"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",[55,1971,1972,1975],{},[38,1973,1974],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[55,1977,1978,1981],{},[38,1979,1980],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[55,1983,1984,1986],{},[38,1985,420],{},"：网络、定价、语言成本叠加后，单位产出 ROI 不一定胜过 Cursor + Claude",[29,1988,431],{"id":430},[192,1990,1991,1994,1997,2000,2003],{},[55,1992,1993],{},"✅ 海外团队、英文项目、批量化的中小 task",[55,1995,1996],{},"✅ 想做「夜跑 agent」流水线的工程团队",[55,1998,1999],{},"❌ 中文项目、国内个人开发者",[55,2001,2002],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[55,2004,2005],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[29,2007,454],{"id":454},[192,2009,2010,2016,2022],{},[55,2011,2012,2015],{},[460,2013,2014],{"href":1603},"OpenHands 评测","（Devin 的开源平替）",[55,2017,2018,2021],{},[460,2019,2020],{"href":1606},"Manus 评测","（国产 cloud agent）",[55,2023,2024,2026],{},[460,2025,472],{"href":21},"（同步替代方案）",[29,2028,481],{"id":481},[52,2030,2031,2038,2045,2052],{},[55,2032,2033,2034],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[460,2035,2036],{"href":2036,"rel":2037},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[491],[55,2039,2040,2041],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[460,2042,2043],{"href":2043,"rel":2044},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[491],[55,2046,2047,2048],{},"eesel — Cognition AI Pricing Explained ",[460,2049,2050],{"href":2050,"rel":2051},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[491],[55,2053,2054,2055],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[460,2056,2057],{"href":2057,"rel":2058},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[491],{"title":507,"searchDepth":508,"depth":508,"links":2060},[2061,2062,2063,2064,2065,2066,2067,2068,2069,2070],{"id":31,"depth":511,"text":32},{"id":47,"depth":511,"text":47},{"id":1652,"depth":511,"text":1653},{"id":1118,"depth":511,"text":1118},{"id":260,"depth":511,"text":260},{"id":288,"depth":511,"text":288},{"id":395,"depth":511,"text":395},{"id":430,"depth":511,"text":431},{"id":454,"depth":511,"text":454},{"id":481,"depth":511,"text":481},"\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。",[2074,2077,2080,2083],{"q":2075,"a":2076},"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":2078,"a":2079},"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":2081,"a":2082},"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":2084,"a":2085},"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。",[540],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin",[2090,2091],"cloud","desktop",[2093,2097,2101],{"plan":2094,"price":2095,"seats":128,"notes":2096},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":1704,"price":2098,"seats":2099,"notes":2100},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":173,"price":176,"seats":1559,"notes":2102},"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",[2105,2108],{"name":2106,"url":2107},"AI PR Review Pipeline","\u002Fplaybook\u002Freview\u002Fai-pr-review-pipeline",{"name":2109,"url":2110},"AI Agent 概念入门 Wiki","\u002Fwiki\u002Fai-agent",{"power":570,"ux":571,"price":511,"cn_support":511,"stability":571},{"title":1599,"description":2072},"coding\u002Fagent\u002Fdevin",[2115,2117,2119,2121],{"name":2116,"url":2036,"accessed":577},"SiliconAngle — Devin 2.0 launch",{"name":2118,"url":2043,"accessed":577},"CostBench — Devin AI Pricing 2026",{"name":2120,"url":2050,"accessed":577},"eesel — Cognition AI Pricing",{"name":2122,"url":2057,"accessed":577},"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",[521,2126,2090,2127,2128],"autonomous","ACU","async","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","68AhwdBz_aUeyATlc897dupjP5HNLfAacT6xRyKuEOE",{"id":2133,"title":1865,"alternatives":2134,"api_compatible":24,"body":2140,"category":521,"chinese_friendly":571,"cover":2575,"description":2576,"domestic":524,"extension":525,"faq":2577,"free":524,"github":2590,"languages":2591,"meta":2592,"models":24,"navigation":542,"notSuitable":24,"opensource":542,"path":1603,"pillar":544,"platforms":2593,"priceTable":2595,"pricing":2602,"published":561,"relatedPlaybooks":2603,"relatedReviews":24,"score":2608,"self_host":542,"seo":2609,"slug":2610,"sources":2611,"stem":2620,"suitable":24,"tagline":2621,"tags":2622,"updated":577,"verdict":2626,"website":2627,"__hash__":2628},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md",[2135,2137,2138,2139],{"name":2136,"url":2088},"devin",{"name":978,"url":979},{"name":976,"url":477},{"name":1605,"url":1606},{"type":26,"value":2141,"toc":2563},[2142,2144,2151,2154,2156,2159,2182,2185,2212,2214,2260,2263,2267,2271,2292,2296,2316,2318,2347,2349,2447,2449,2489,2491,2508,2510,2531,2533],[29,2143,32],{"id":31},[34,2145,2146,2147,2150],{},"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：",[38,2148,2149],{},"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。",[34,2152,2153],{},"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。",[29,2155,47],{"id":47},[34,2157,2158],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[192,2160,2161,2164,2167,2170,2173,2176],{},[55,2162,2163],{},"文件编辑（多文件 diff\u002Fedit）",[55,2165,2166],{},"shell command 执行（Docker sandbox 隔离）",[55,2168,2169],{},"浏览器自动化（点击、表单、截图）",[55,2171,2172],{},"API 调用 \u002F HTTP 请求",[55,2174,2175],{},"Git 仓库操作（clone、commit、PR）",[55,2177,2178,2181],{},[38,2179,2180],{},"MCP 协议","：可挂载任意第三方 tool",[34,2183,2184],{},"四种使用入口：",[52,2186,2187,2195,2201,2206],{},[55,2188,2189,221,2191,2194],{},[38,2190,1557],{},[282,2192,2193],{},"docker run"," 一行起，本地 Web GUI + CLI",[55,2196,2197,2200],{},[38,2198,2199],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[55,2202,2203,2205],{},[38,2204,173],{},"：私有云 + 多用户 + RBAC + 集中 billing",[55,2207,2208,2211],{},[38,2209,2210],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[29,2213,83],{"id":82},[85,2215,2216,2227],{},[88,2217,2218],{},[91,2219,2220,2222,2224],{},[94,2221,96],{},[94,2223,99],{},[94,2225,2226],{},"限制",[110,2228,2229,2240,2251],{},[91,2230,2231,2235,2237],{},[115,2232,2233],{},[38,2234,1557],{},[115,2236,1558],{},[115,2238,2239],{},"BYOK，单用户，自己付 LLM 费",[91,2241,2242,2246,2248],{},[115,2243,2244],{},[38,2245,2199],{},[115,2247,1558],{},[115,2249,2250],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[91,2252,2253,2255,2257],{},[115,2254,173],{},[115,2256,176],{},[115,2258,2259],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[34,2261,2262],{},"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。",[29,2264,2266],{"id":2265},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[34,2268,2269,221],{},[38,2270,1123],{},[192,2272,2273,2280,2283,2286,2289],{},[55,2274,2275,2276,2279],{},"起步快：",[282,2277,2278],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[55,2281,2282],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[55,2284,2285],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[55,2287,2288],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[55,2290,2291],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[34,2293,2294,221],{},[38,2295,240],{},[192,2297,2298,2304,2307,2310,2313],{},[55,2299,2300,2303],{},[38,2301,2302],{},"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",[55,2305,2306],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[55,2308,2309],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[55,2311,2312],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[55,2314,2315],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[29,2317,260],{"id":260},[52,2319,2320,2323,2328,2334,2337,2340],{},[55,2321,2322],{},"装 Docker（含 docker-in-docker 支持）",[55,2324,2325],{},[282,2326,2327],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[55,2329,2330,2331],{},"一行启动（官方推荐命令在 docs），打开 ",[282,2332,2333],{},"localhost:3000",[55,2335,2336],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[55,2338,2339],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[55,2341,2342,2343,2346],{},"进阶：编辑 ",[282,2344,2345],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[29,2348,288],{"id":288},[85,2350,2351,2365],{},[88,2352,2353],{},[91,2354,2355,2357,2359,2361,2363],{},[94,2356,297],{},[94,2358,1865],{},[94,2360,1599],{},[94,2362,1322],{},[94,2364,1868],{},[110,2366,2367,2380,2393,2405,2419,2432],{},[91,2368,2369,2371,2374,2376,2378],{},[115,2370,1346],{},[115,2372,2373],{},"✅ MIT",[115,2375,359],{},[115,2377,353],{},[115,2379,359],{},[91,2381,2382,2385,2387,2389,2391],{},[115,2383,2384],{},"自托管",[115,2386,353],{},[115,2388,359],{},[115,2390,353],{},[115,2392,359],{},[91,2394,2395,2397,2399,2401,2403],{},[115,2396,1894],{},[115,2398,1558],{},[115,2400,1897],{},[115,2402,1558],{},[115,2404,1903],{},[91,2406,2407,2409,2411,2414,2416],{},[115,2408,382],{},[115,2410,1409],{},[115,2412,2413],{},"1\u002F5",[115,2415,388],{},[115,2417,2418],{},"5\u002F5",[91,2420,2421,2424,2426,2428,2430],{},[115,2422,2423],{},"Browser use",[115,2425,353],{},[115,2427,353],{},[115,2429,359],{},[115,2431,353],{},[91,2433,2434,2437,2440,2443,2445],{},[115,2435,2436],{},"上手成本",[115,2438,2439],{},"中（需 Docker）",[115,2441,2442],{},"低",[115,2444,2442],{},[115,2446,2442],{},[29,2448,395],{"id":395},[192,2450,2451,2457,2463,2477,2483],{},[55,2452,2453,2456],{},[38,2454,2455],{},"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",[55,2458,2459,2462],{},[38,2460,2461],{},"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",[55,2464,2465,2468,2469,2472,2473,2476],{},[38,2466,2467],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[282,2470,2471],{},"summarize the repo","，把结果存到 ",[282,2474,2475],{},"microagents\u002F","，后续任务上下文更准",[55,2478,2479,2482],{},[38,2480,2481],{},"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",[55,2484,2485,2488],{},[38,2486,2487],{},"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",[29,2490,431],{"id":430},[192,2492,2493,2496,2499,2502,2505],{},[55,2494,2495],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[55,2497,2498],{},"✅ 合规 \u002F 私有云部署",[55,2500,2501],{},"✅ 想做企业内部 AI 开发平台的底座",[55,2503,2504],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[55,2506,2507],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[29,2509,454],{"id":454},[192,2511,2512,2518,2522,2526],{},[55,2513,2514,2517],{},[460,2515,2516],{"href":2088},"Devin 评测","（闭源同类）",[55,2519,2520],{},[460,2521,1487],{"href":979},[55,2523,2524],{},[460,2525,478],{"href":477},[55,2527,2528,2530],{},[460,2529,2020],{"href":1606},"（国产 Cloud 替代）",[29,2532,481],{"id":481},[52,2534,2535,2542,2549,2556],{},[55,2536,2537,2538],{},"OpenHands 官方 Pricing ",[460,2539,2540],{"href":2540,"rel":2541},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[491],[55,2543,2544,2545],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[460,2546,2547],{"href":2547,"rel":2548},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[491],[55,2550,2551,2552],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[460,2553,2554],{"href":2554,"rel":2555},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[491],[55,2557,2558,2559],{},"OSS-AI-SWE 项目目录 ",[460,2560,2561],{"href":2561,"rel":2562},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[491],{"title":507,"searchDepth":508,"depth":508,"links":2564},[2565,2566,2567,2568,2569,2570,2571,2572,2573,2574],{"id":31,"depth":511,"text":32},{"id":47,"depth":511,"text":47},{"id":82,"depth":511,"text":83},{"id":2265,"depth":511,"text":2266},{"id":260,"depth":511,"text":260},{"id":288,"depth":511,"text":288},{"id":395,"depth":511,"text":395},{"id":430,"depth":511,"text":431},{"id":454,"depth":511,"text":454},{"id":481,"depth":511,"text":481},"\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。",[2578,2581,2584,2587],{"q":2579,"a":2580},"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":2582,"a":2583},"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":2585,"a":2586},"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":2588,"a":2589},"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",[1551,540],{},[2594,2090,548],"docker",[2596,2598,2600],{"plan":1557,"price":1558,"seats":128,"notes":2597},"MIT，Docker 起，BYOK，单用户",{"plan":2199,"price":1558,"seats":128,"notes":2599},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":173,"price":176,"seats":181,"notes":2601},"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",[2604,2607],{"name":2605,"url":2606},"Legacy 代码库 AI Onboarding","\u002Fplaybook\u002Fonboarding\u002Flegacy-codebase-onboarding",{"name":2109,"url":2110},{"power":571,"ux":508,"price":570,"cn_support":571,"stability":508},{"title":1865,"description":2576},"coding\u002Fagent\u002Fopenhands",[2612,2614,2616,2618],{"name":2613,"url":2540,"accessed":577},"OpenHands 官方 pricing",{"name":2615,"url":2547,"accessed":577},"AISO Tools — OpenHands Pricing 2026",{"name":2617,"url":2554,"accessed":577},"AI Tool Finder — OpenHands Review 2026",{"name":2619,"url":2561,"accessed":577},"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）",[521,2126,1591,2623,2624,2625,1592],"mit","sandbox","mcp","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","DFosd9OUmpxRhhrEU4jOSPPl0BQrhgA_xvkxn5fJjpM",{"id":2630,"title":2631,"alternatives":2632,"api_compatible":24,"body":2645,"category":521,"chinese_friendly":1192,"cover":3283,"description":3284,"domestic":524,"extension":525,"faq":3285,"free":524,"github":24,"languages":3298,"meta":3299,"models":24,"navigation":542,"notSuitable":24,"opensource":542,"path":3300,"pillar":544,"platforms":3301,"priceTable":3303,"pricing":3314,"published":561,"relatedPlaybooks":3315,"relatedReviews":24,"score":3319,"self_host":542,"seo":3320,"slug":3321,"sources":3322,"stem":3331,"suitable":24,"tagline":3332,"tags":3333,"updated":577,"verdict":3339,"website":3340,"__hash__":3341},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fraga.md","RagaAI Catalyst",[2633,2636,2639,2642],{"name":2634,"url":2635},"helicone","\u002Ftools\u002Fcoding\u002Fapi\u002Fhelicone",{"name":2637,"url":2638},"portkey","\u002Ftools\u002Fcoding\u002Fapi\u002Fportkey",{"name":2640,"url":2641},"litellm","\u002Ftools\u002Fcoding\u002Fapi\u002Flitellm",{"name":2643,"url":2644},"langflow","\u002Ftools\u002Fagent\u002Flangflow",{"type":26,"value":2646,"toc":3271},[2647,2649,2652,2655,2658,2714,2716,2735,2741,2745,2750,2770,2775,2798,2800,2819,2971,2974,3132,3134,3184,3186,3212,3214,3236,3238,3268],[29,2648,32],{"id":31},[34,2650,2651],{},"RagaAI Catalyst 是印度 RagaAI 出品的 AI agent \u002F RAG \u002F LLM 应用『测试 + 观测』专项平台——Python SDK + 云端，300+ 自动化测试库覆盖 hallucination \u002F bias \u002F RAG faithfulness \u002F agentic 协作，多 agent 系统 tracing + debug，主打『部署前发现生产风险减少 90%』。Catalyst SDK 开源（github.com\u002Fraga-ai-hub\u002FRagaAI-Catalyst），Cloud \u002F Enterprise 走销售定价。",[34,2653,2654],{},"适合：构建生产级 agentic 系统的中大型团队（金融 \u002F 医疗 \u002F 政企）需要 pre-prod 风险量化；RAG pipeline 需要 retrieval \u002F faithfulness 多维评测；多 agent 协作系统需要 trace + debug 工具链。不适合：单一 LLM 调用 + 简单观测（Helicone \u002F Langfuse 更轻）；预算紧的小团队（社区版 SDK 够但 Cloud 走企业销售）；中文 \u002F 国内合规为主（生态弱）。",[29,2656,2657],{"id":2657},"核心能力",[192,2659,2660,2666,2672,2678,2684,2690,2696,2702,2708],{},[55,2661,2662,2665],{},[38,2663,2664],{},"300+ 自动化测试","：LLM（hallucination \u002F toxicity \u002F PII \u002F prompt injection）+ RAG（precision \u002F faithfulness \u002F relevance）+ Agentic（tool 正确性 \u002F 协作一致性 \u002F 任务完成率）",[55,2667,2668,2671],{},[38,2669,2670],{},"多 agent tracing","：每次 LLM \u002F tool \u002F sub-agent 调用都可追溯 + 时序回放",[55,2673,2674,2677],{},[38,2675,2676],{},"多 agent debug","：复杂 agent 失败时回放每个决策点 + 上下文",[55,2679,2680,2683],{},[38,2681,2682],{},"Python SDK","：包装 LangChain \u002F LlamaIndex \u002F 自家框架自动埋点",[55,2685,2686,2689],{},[38,2687,2688],{},"风险量化","：每个测试出风险分 + 影响面 + 修复建议",[55,2691,2692,2695],{},[38,2693,2694],{},"数据集管理","：build eval dataset + 跑 regression",[55,2697,2698,2701],{},[38,2699,2700],{},"报告 \u002F 仪表盘","：团队级风险仪表盘 + 趋势 + CI\u002FCD 集成",[55,2703,2704,2707],{},[38,2705,2706],{},"自托管 SDK + Cloud 协同","：SDK 本地跑、Cloud 集中可视化",[55,2709,2710,2713],{},[38,2711,2712],{},"合规友好","：私有部署 + SSO + 审计（Enterprise）",[29,2715,99],{"id":99},[192,2717,2718,2724,2730],{},[55,2719,2720,2723],{},[38,2721,2722],{},"Catalyst OSS Python SDK","：$0；功能含 tracing + 部分 eval",[55,2725,2726,2729],{},[38,2727,2728],{},"Cloud","：Custom（联系销售）；含全 300+ 测试库 + 仪表盘 + 协作",[55,2731,2732,2734],{},[38,2733,173],{},"：Custom + SSO + 私有部署 + SLA",[2736,2737,2738],"blockquote",{},[34,2739,2740],{},"真实场景：先用 OSS SDK 跑 trace 评估价值，进 PoC 后再谈 Cloud 价格。",[29,2742,2744],{"id":2743},"实测中型-rag-agentic-产品-印度欧美客户","实测（中型 RAG \u002F agentic 产品 \u002F 印度欧美客户）",[34,2746,2747],{},[38,2748,2749],{},"亮点：",[192,2751,2752,2755,2758,2761,2764,2767],{},[55,2753,2754],{},"300+ 测试库省去 reinvent 各种 eval metric 的工作",[55,2756,2757],{},"RAG faithfulness \u002F context precision 测试对反 hallucination 很有用",[55,2759,2760],{},"多 agent trace + 回放在调试复杂协作链时是救命工具",[55,2762,2763],{},"风险评分给业务方一个 quantitative 沟通口径",[55,2765,2766],{},"Catalyst SDK 开源，预算紧团队也能先用上",[55,2768,2769],{},"与 LangChain \u002F LlamaIndex 集成顺滑",[34,2771,2772],{},[38,2773,2774],{},"踩坑：",[192,2776,2777,2780,2783,2786,2789,2792,2795],{},[55,2778,2779],{},"文档对高级配置 + 自定义测试覆盖不足，社区反馈一致",[55,2781,2782],{},"Cloud 定价不透明，PoC 才能拿到报价",[55,2784,2785],{},"报告 \u002F UI 偏英文 + 印度产品风格，中文场景弱",[55,2787,2788],{},"多 agent trace 在超大调用图（>500 step）下渲染慢",[55,2790,2791],{},"测试结果质量依赖 dataset 质量，garbage in \u002F garbage out",[55,2793,2794],{},"比 Langfuse 更偏『测试』少偏『日常 observability』，两个工具有时要叠用",[55,2796,2797],{},"国内访问 Cloud 延迟 + 合规需要评估",[29,2799,260],{"id":260},[1181,2801,2805],{"className":2802,"code":2803,"language":2804,"meta":507,"style":507},"language-bash shiki shiki-themes github-light github-dark","pip install ragaai-catalyst\n","bash",[282,2806,2807],{"__ignoreMap":507},[1189,2808,2809,2813,2816],{"class":1191,"line":1192},[1189,2810,2812],{"class":2811},"sScJk","pip",[1189,2814,2815],{"class":1216}," install",[1189,2817,2818],{"class":1216}," ragaai-catalyst\n",[1181,2820,2824],{"className":2821,"code":2822,"language":2823,"meta":507,"style":507},"language-python shiki shiki-themes github-light github-dark","from ragaai_catalyst import RagaAICatalyst, Tracer\n\ncatalyst = RagaAICatalyst(\n    access_key=\"...\",\n    secret_key=\"...\",\n    base_url=\"https:\u002F\u002Fcatalyst.raga.ai\"\n)\n\ntracer = Tracer(project_name=\"my-rag-app\", tracer_type=\"langchain\")\ntracer.start()\n\n# 你的 LangChain \u002F LlamaIndex \u002F 自家 agent 代码\n# tracer 自动捕获 LLM \u002F tool \u002F sub-agent 调用\n\ntracer.stop()\n# 登录 Catalyst Cloud 看 trace + 跑 300+ 测试\n","python",[282,2825,2826,2841,2846,2857,2870,2881,2891,2896,2900,2931,2936,2941,2948,2954,2959,2965],{"__ignoreMap":507},[1189,2827,2828,2832,2835,2838],{"class":1191,"line":1192},[1189,2829,2831],{"class":2830},"szBVR","from",[1189,2833,2834],{"class":1195}," ragaai_catalyst ",[1189,2836,2837],{"class":2830},"import",[1189,2839,2840],{"class":1195}," RagaAICatalyst, Tracer\n",[1189,2842,2843],{"class":1191,"line":511},[1189,2844,2845],{"emptyLinePlaceholder":542},"\n",[1189,2847,2848,2851,2854],{"class":1191,"line":508},[1189,2849,2850],{"class":1195},"catalyst ",[1189,2852,2853],{"class":2830},"=",[1189,2855,2856],{"class":1195}," RagaAICatalyst(\n",[1189,2858,2859,2863,2865,2868],{"class":1191,"line":571},[1189,2860,2862],{"class":2861},"s4XuR","    access_key",[1189,2864,2853],{"class":2830},[1189,2866,2867],{"class":1216},"\"...\"",[1189,2869,1220],{"class":1195},[1189,2871,2872,2875,2877,2879],{"class":1191,"line":570},[1189,2873,2874],{"class":2861},"    secret_key",[1189,2876,2853],{"class":2830},[1189,2878,2867],{"class":1216},[1189,2880,1220],{"class":1195},[1189,2882,2883,2886,2888],{"class":1191,"line":1247},[1189,2884,2885],{"class":2861},"    base_url",[1189,2887,2853],{"class":2830},[1189,2889,2890],{"class":1216},"\"https:\u002F\u002Fcatalyst.raga.ai\"\n",[1189,2892,2893],{"class":1191,"line":5},[1189,2894,2895],{"class":1195},")\n",[1189,2897,2898],{"class":1191,"line":8},[1189,2899,2845],{"emptyLinePlaceholder":542},[1189,2901,2902,2905,2907,2910,2913,2915,2918,2921,2924,2926,2929],{"class":1191,"line":1275},[1189,2903,2904],{"class":1195},"tracer ",[1189,2906,2853],{"class":2830},[1189,2908,2909],{"class":1195}," Tracer(",[1189,2911,2912],{"class":2861},"project_name",[1189,2914,2853],{"class":2830},[1189,2916,2917],{"class":1216},"\"my-rag-app\"",[1189,2919,2920],{"class":1195},", ",[1189,2922,2923],{"class":2861},"tracer_type",[1189,2925,2853],{"class":2830},[1189,2927,2928],{"class":1216},"\"langchain\"",[1189,2930,2895],{"class":1195},[1189,2932,2933],{"class":1191,"line":7},[1189,2934,2935],{"class":1195},"tracer.start()\n",[1189,2937,2939],{"class":1191,"line":2938},11,[1189,2940,2845],{"emptyLinePlaceholder":542},[1189,2942,2944],{"class":1191,"line":2943},12,[1189,2945,2947],{"class":2946},"sJ8bj","# 你的 LangChain \u002F LlamaIndex \u002F 自家 agent 代码\n",[1189,2949,2951],{"class":1191,"line":2950},13,[1189,2952,2953],{"class":2946},"# tracer 自动捕获 LLM \u002F tool \u002F sub-agent 调用\n",[1189,2955,2957],{"class":1191,"line":2956},14,[1189,2958,2845],{"emptyLinePlaceholder":542},[1189,2960,2962],{"class":1191,"line":2961},15,[1189,2963,2964],{"class":1195},"tracer.stop()\n",[1189,2966,2968],{"class":1191,"line":2967},16,[1189,2969,2970],{"class":2946},"# 登录 Catalyst Cloud 看 trace + 跑 300+ 测试\n",[29,2972,2973],{"id":2973},"对比",[85,2975,2976,2993],{},[88,2977,2978],{},[91,2979,2980,2982,2984,2987,2990],{},[94,2981,297],{},[94,2983,2631],{},[94,2985,2986],{},"Langfuse",[94,2988,2989],{},"Helicone",[94,2991,2992],{},"Portkey",[110,2994,2995,3012,3027,3042,3056,3070,3086,3099,3116],{},[91,2996,2997,3000,3003,3006,3009],{},[115,2998,2999],{},"主打",[115,3001,3002],{},"测试 + 风险量化",[115,3004,3005],{},"Tracing + eval",[115,3007,3008],{},"Proxy 观测 + gateway",[115,3010,3011],{},"Gateway + 观测",[91,3013,3014,3017,3020,3022,3025],{},[115,3015,3016],{},"自动化测试库",[115,3018,3019],{},"✅ 300+",[115,3021,356],{},[115,3023,3024],{},"浅",[115,3026,3024],{},[91,3028,3029,3032,3035,3038,3040],{},[115,3030,3031],{},"Agentic debug",[115,3033,3034],{},"✅ 强",[115,3036,3037],{},"✅ nested span",[115,3039,3024],{},[115,3041,1937],{},[91,3043,3044,3047,3049,3052,3054],{},[115,3045,3046],{},"RAG 专项测试",[115,3048,3034],{},[115,3050,3051],{},"✅ 中",[115,3053,1928],{},[115,3055,1928],{},[91,3057,3058,3061,3063,3065,3067],{},[115,3059,3060],{},"Proxy \u002F gateway",[115,3062,359],{},[115,3064,359],{},[115,3066,353],{},[115,3068,3069],{},"✅ 250+",[91,3071,3072,3075,3078,3081,3083],{},[115,3073,3074],{},"自托管 OSS",[115,3076,3077],{},"SDK 部分",[115,3079,3080],{},"✅ MIT 19K+",[115,3082,353],{},[115,3084,3085],{},"OSS Gateway only",[91,3087,3088,3091,3093,3095,3097],{},[115,3089,3090],{},"中文生态",[115,3092,359],{},[115,3094,359],{},[115,3096,359],{},[115,3098,359],{},[91,3100,3101,3104,3107,3110,3113],{},[115,3102,3103],{},"定价透明",[115,3105,3106],{},"❌ Custom",[115,3108,3109],{},"✅ $0\u002F$29\u002FEnterprise",[115,3111,3112],{},"✅ $0\u002F$79\u002F$799",[115,3114,3115],{},"✅ $0\u002F$49\u002F$799",[91,3117,3118,3120,3123,3126,3129],{},[115,3119,1065],{},[115,3121,3122],{},"pre-prod testing + agentic",[115,3124,3125],{},"日常 tracing + eval",[115,3127,3128],{},"改 URL 快上手",[115,3130,3131],{},"gateway + 治理",[29,3133,395],{"id":395},[192,3135,3136,3142,3148,3154,3160,3166,3172,3178],{},[55,3137,3138,3141],{},[38,3139,3140],{},"OSS SDK ≠ 完整 Cloud","：300+ 测试库主要在 Cloud，OSS 主要 tracing + 部分 eval",[55,3143,3144,3147],{},[38,3145,3146],{},"dataset 质量决定测试质量","：建 eval dataset 时务必含 edge case \u002F adversarial 例",[55,3149,3150,3153],{},[38,3151,3152],{},"大 trace 渲染慢","：>500 step 的 agent 用 filter \u002F sampling",[55,3155,3156,3159],{},[38,3157,3158],{},"Cloud 定价 PoC 谈","：先 SDK 跑两月有数据再谈合同",[55,3161,3162,3165],{},[38,3163,3164],{},"不替代日常 observability","：复杂场景叠 Langfuse \u002F Helicone",[55,3167,3168,3171],{},[38,3169,3170],{},"中文场景弱","：报告 \u002F 文档 \u002F UI 均英文为主，国内项目要评估团队接受度",[55,3173,3174,3177],{},[38,3175,3176],{},"Agentic 测试时间长","：300+ 测试跑一遍可能数小时，CI\u002FCD 集成要 schedule 而非每次 PR",[55,3179,3180,3183],{},[38,3181,3182],{},"风险评分谨慎宣传","：『-90% 生产风险』是营销话术，实际依赖你的实施质量",[29,3185,431],{"id":430},[192,3187,3188,3191,3194,3197,3200,3203,3206,3209],{},[55,3189,3190],{},"✅ 生产级 agentic 系统 \u002F RAG pipeline 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