[{"data":1,"prerenderedAt":3357},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"tool-tools\u002Fcoding\u002Fagent\u002Fdevin":9,"tool-stats-coding\u002Fagent\u002Fdevin":607,"cat-rank-coding-agent":610,"tool-related-coding\u002Fagent\u002Fdevin":3356},{"tools":4,"reviews":5},65,7,{"tools":4,"reviews":5,"playbooks":7,"news":8},10,8,{"id":10,"title":11,"alternatives":12,"api_compatible":22,"body":23,"category":535,"chinese_friendly":525,"cover":536,"description":537,"domestic":538,"extension":539,"faq":540,"free":538,"github":22,"languages":553,"meta":555,"models":22,"navigation":556,"notSuitable":22,"opensource":538,"path":557,"pillar":558,"platforms":559,"priceTable":562,"pricing":574,"published":575,"relatedPlaybooks":576,"relatedReviews":22,"score":583,"self_host":538,"seo":586,"slug":587,"sources":588,"stem":598,"suitable":22,"tagline":599,"tags":600,"updated":591,"verdict":604,"website":605,"__hash__":606},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md","Devin",[13,16,19],{"name":14,"url":15},"openhands","\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands",{"name":17,"url":18},"manus","\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus",{"name":20,"url":21},"claude-code","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",null,{"type":24,"value":25,"toc":520},"minimark",[26,31,35,38,41,44,72,75,79,84,164,169,229,232,235,241,256,261,278,281,298,301,406,409,441,445,462,465,486,489],[27,28,30],"h2",{"id":29},"tldr","TL;DR",[32,33,34],"p",{},"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。",[32,36,37],{},"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。",[27,39,40],{"id":40},"它是什么",[32,42,43],{},"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：",[45,46,47,56,63,66,69],"ol",{},[48,49,50,51,55],"li",{},"进 sandbox、",[52,53,54],"code",{},"git clone"," 仓库、看 README、构建 Devin Wiki",[48,57,58,62],{},[59,60,61],"strong",{},"Interactive Planning","：跟你确认实现方案",[48,64,65],{},"写代码、跑测试、调浏览器看结果",[48,67,68],{},"失败自己排查、改、再试（带 citations 引用代码行）",[48,70,71],{},"提 PR、回 Slack「搞定」",[32,73,74],{},"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。",[27,76,78],{"id":77},"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）",[32,80,81],{},[59,82,83],{},"Cloud Devin（按 ACU 计费）",[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],{},"月费",[94,101,102],{},"ACU 价",[94,104,105],{},"并发",[94,107,108],{},"关键能力",[110,111,112,132,149],"tbody",{},[91,113,114,120,123,126,129],{},[115,116,117],"td",{},[59,118,119],{},"Core",[115,121,122],{},"$20 起步（PAYG）",[115,124,125],{},"$2.25\u002FACU",[115,127,128],{},"10",[115,130,131],{},"Devin IDE、Ask Devin、Wiki",[91,133,134,137,140,143,146],{},[115,135,136],{},"Team",[115,138,139],{},"$500 含 250 ACU",[115,141,142],{},"$2\u002FACU（含内）",[115,144,145],{},"∞",[115,147,148],{},"API、专属 Slack 频道、early access",[91,150,151,154,157,159,161],{},[115,152,153],{},"Enterprise",[115,155,156],{},"Custom",[115,158,156],{},[115,160,145],{},[115,162,163],{},"VPC、SSO、Custom Devins",[32,165,166],{},[59,167,168],{},"Devin Desktop（2026-06 Windsurf 改名后）",[85,170,171,183],{},[88,172,173],{},[91,174,175,177,180],{},[94,176,96],{},[94,178,179],{},"价格",[94,181,182],{},"适用",[110,184,185,196,207,218],{},[91,186,187,190,193],{},[115,188,189],{},"Free",[115,191,192],{},"$0",[115,194,195],{},"轻量配额",[91,197,198,201,204],{},[115,199,200],{},"Pro",[115,202,203],{},"$20\u002F月",[115,205,206],{},"个人开发者",[91,208,209,212,215],{},[115,210,211],{},"Max",[115,213,214],{},"$200\u002F月",[115,216,217],{},"重度用户",[91,219,220,223,226],{},[115,221,222],{},"Teams",[115,224,225],{},"$80\u002F月 + $40\u002F席",[115,227,228],{},"团队",[32,230,231],{},"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。",[27,233,234],{"id":234},"实测",[32,236,237,240],{},[59,238,239],{},"好的地方","：",[242,243,244,247,250,253],"ul",{},[48,245,246],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[48,248,249],{},"Devin Wiki 自动生成的代码库地图很有用",[48,251,252],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[48,254,255],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[32,257,258,240],{},[59,259,260],{},"踩坑",[242,262,263,266,269,272,275],{},[48,264,265],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[48,267,268],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[48,270,271],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[48,273,274],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[48,276,277],{},"Free trial 没有，最低要先付 $20 才能试",[27,279,280],{"id":280},"上手",[45,282,283,286,289,292,295],{},[48,284,285],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[48,287,288],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[48,290,291],{},"给一个 issue + 验收标准（越具体越省 ACU）",[48,293,294],{},"Interactive Planning：审一遍方案",[48,296,297],{},"Devin 自动跑、PR 自动开、等 review",[27,299,300],{"id":300},"对比一览",[85,302,303,321],{},[88,304,305],{},[91,306,307,310,312,315,318],{},[94,308,309],{},"维度",[94,311,11],{},[94,313,314],{},"OpenHands",[94,316,317],{},"Manus",[94,319,320],{},"Claude Code",[110,322,323,340,357,373,390],{},[91,324,325,328,331,334,337],{},[115,326,327],{},"模式",[115,329,330],{},"异步 Cloud Agent",[115,332,333],{},"自托管 \u002F Cloud",[115,335,336],{},"异步 Cloud",[115,338,339],{},"同步 CLI",[91,341,342,345,348,351,354],{},[115,343,344],{},"起步价",[115,346,347],{},"$20 + ACU",[115,349,350],{},"免费（开源）",[115,352,353],{},"$39\u002F月",[115,355,356],{},"Pro $20\u002F月",[91,358,359,361,364,367,370],{},[115,360,105],{},[115,362,363],{},"10–∞",[115,365,366],{},"自托管无限",[115,368,369],{},"5+",[115,371,372],{},"1",[91,374,375,378,381,384,387],{},[115,376,377],{},"中文",[115,379,380],{},"弱",[115,382,383],{},"强（社区维护）",[115,385,386],{},"强（国产）",[115,388,389],{},"中",[91,391,392,395,398,401,403],{},[115,393,394],{},"沙箱",[115,396,397],{},"内置云端",[115,399,400],{},"Docker \u002F Cloud",[115,402,397],{},[115,404,405],{},"本地",[27,407,408],{"id":408},"避坑",[242,410,411,417,423,429,435],{},[48,412,413,416],{},[59,414,415],{},"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」",[48,418,419,422],{},[59,420,421],{},"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",[48,424,425,428],{},[59,426,427],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[48,430,431,434],{},[59,432,433],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[48,436,437,440],{},[59,438,439],{},"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",[27,442,444],{"id":443},"适合-不适合","适合 \u002F 不适合",[242,446,447,450,453,456,459],{},[48,448,449],{},"✅ 海外团队、英文项目、批量化的中小 task",[48,451,452],{},"✅ 想做「夜跑 agent」流水线的工程团队",[48,454,455],{},"❌ 中文项目、国内个人开发者",[48,457,458],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[48,460,461],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[27,463,464],{"id":464},"相关阅读",[242,466,467,474,480],{},[48,468,469,473],{},[470,471,472],"a",{"href":15},"OpenHands 评测","（Devin 的开源平替）",[48,475,476,479],{},[470,477,478],{"href":18},"Manus 评测","（国产 cloud agent）",[48,481,482,485],{},[470,483,484],{"href":21},"Claude Code 评测","（同步替代方案）",[27,487,488],{"id":488},"来源",[45,490,491,499,506,513],{},[48,492,493,494],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[470,495,496],{"href":496,"rel":497},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[498],"nofollow",[48,500,501,502],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[470,503,504],{"href":504,"rel":505},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[498],[48,507,508,509],{},"eesel — Cognition AI Pricing Explained ",[470,510,511],{"href":511,"rel":512},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[498],[48,514,515,516],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[470,517,518],{"href":518,"rel":519},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[498],{"title":521,"searchDepth":522,"depth":522,"links":523},"",3,[524,526,527,528,529,530,531,532,533,534],{"id":29,"depth":525,"text":30},2,{"id":40,"depth":525,"text":40},{"id":77,"depth":525,"text":78},{"id":234,"depth":525,"text":234},{"id":280,"depth":525,"text":280},{"id":300,"depth":525,"text":300},{"id":408,"depth":525,"text":408},{"id":443,"depth":525,"text":444},{"id":464,"depth":525,"text":464},{"id":488,"depth":525,"text":488},"agent","\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。",false,"md",[541,544,547,550],{"q":542,"a":543},"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":545,"a":546},"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":548,"a":549},"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":551,"a":552},"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。",[554],"en",{},true,"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin","coding",[560,561],"cloud","desktop",[563,567,571],{"plan":564,"price":565,"seats":372,"notes":566},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":136,"price":568,"seats":569,"notes":570},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":153,"price":156,"seats":572,"notes":573},"—","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",[577,580],{"name":578,"url":579},"AI PR Review Pipeline","\u002Fplaybook\u002Freview\u002Fai-pr-review-pipeline",{"name":581,"url":582},"AI Agent 概念入门 Wiki","\u002Fwiki\u002Fai-agent",{"power":584,"ux":585,"price":525,"cn_support":525,"stability":585},5,4,{"title":11,"description":537},"coding\u002Fagent\u002Fdevin",[589,592,594,596],{"name":590,"url":496,"accessed":591},"SiliconAngle — Devin 2.0 launch","2026-06-24",{"name":593,"url":504,"accessed":591},"CostBench — Devin AI Pricing 2026",{"name":595,"url":511,"accessed":591},"eesel — Cognition AI Pricing",{"name":597,"url":518,"accessed":591},"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",[535,601,560,602,603],"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",{"ok":556,"slug":608,"viewCount":609,"clickCount":609,"avgRating":609,"ratingCount":609},"coding%2Fagent%2Fdevin",0,[611,1135,1758,2146,2643],{"id":612,"title":613,"alternatives":614,"api_compatible":22,"body":624,"category":535,"chinese_friendly":525,"cover":1074,"description":1075,"domestic":538,"extension":539,"faq":1076,"free":538,"github":22,"languages":1089,"meta":1090,"models":22,"navigation":556,"notSuitable":22,"opensource":538,"path":1091,"pillar":558,"platforms":1092,"priceTable":1096,"pricing":1107,"published":575,"relatedPlaybooks":1108,"relatedReviews":22,"score":1115,"self_host":538,"seo":1116,"slug":1117,"sources":1118,"stem":1125,"suitable":22,"tagline":1126,"tags":1127,"updated":591,"verdict":1132,"website":1133,"__hash__":1134},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Faugment.md","Augment Code",[615,618,621,622],{"name":616,"url":617},"github-copilot","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",{"name":619,"url":620},"cursor","\u002Ftools\u002Fcoding\u002Fide\u002Fcursor",{"name":20,"url":21},{"name":623,"url":617},"tabnine",{"type":24,"value":625,"toc":1062},[626,628,635,638,640,643,663,670,674,759,765,782,785,789,794,808,812,829,831,855,857,958,960,991,993,1013,1015,1037,1039],[27,627,30],{"id":29},[32,629,630,631,634],{},"Augment Code 是企业级 AI 编程平台，最大差异点是 ",[59,632,633],{},"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。",[32,636,637],{},"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）。",[27,639,40],{"id":40},[32,641,642],{},"Augment 把 AI 编程产品拆成三件套：",[45,644,645,651,657],{},[48,646,647,650],{},[59,648,649],{},"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。",[48,652,653,656],{},[59,654,655],{},"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。",[48,658,659,662],{},[59,660,661],{},"Auggie CLI + Async Cloud Agent","：terminal 里跑同步任务，或扔到 Cloud（Cosmos sandbox）异步跑大任务。",[32,664,665,666,669],{},"底层 LLM 走 ",[59,667,668],{},"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%。",[27,671,673],{"id":672},"价格2026-06","价格（2026-06）",[85,675,676,692],{},[88,677,678],{},[91,679,680,682,684,687,690],{},[94,681,96],{},[94,683,179],{},[94,685,686],{},"Credits",[94,688,689],{},"团队规模",[94,691,182],{},[110,693,694,710,729,746],{},[91,695,696,701,703,706,708],{},[115,697,698],{},[59,699,700],{},"Indie",[115,702,203],{},[115,704,705],{},"40k",[115,707,372],{},[115,709,206],{},[91,711,712,717,720,723,726],{},[115,713,714],{},[59,715,716],{},"Standard",[115,718,719],{},"$60\u002F席\u002F月",[115,721,722],{},"130k\u002F席（池化）",[115,724,725],{},"≤20",[115,727,728],{},"中小生产团队",[91,730,731,735,738,741,743],{},[115,732,733],{},[59,734,211],{},[115,736,737],{},"$200\u002F席\u002F月",[115,739,740],{},"450k\u002F席（池化）",[115,742,725],{},[115,744,745],{},"重度 + 异步任务多",[91,747,748,750,752,754,756],{},[115,749,153],{},[115,751,156],{},[115,753,156],{},[115,755,145],{},[115,757,758],{},"大型企业",[32,760,761,764],{},[59,762,763],{},"credits 单价","（一次中等任务）：",[242,766,767,770,773,776,779],{},[48,768,769],{},"Haiku 4.5：~88 credits",[48,771,772],{},"Sonnet 4.6：~293 credits",[48,774,775],{},"Opus 4.7：~488 credits",[48,777,778],{},"Gemini 3.1 Pro：~268 credits",[48,780,781],{},"GPT-5.1：~219 credits",[32,783,784],{},"超额 top-up：$15 \u002F 24k credits（≈ 80 次 Sonnet 任务）。Cosmos cloud sandbox 另算 300 credits\u002F小时。",[27,786,788],{"id":787},"实测在-80-万行-go-typescript-monorepo-上","实测（在 ~80 万行 Go + TypeScript monorepo 上）",[32,790,791,240],{},[59,792,793],{},"亮点",[242,795,796,799,802,805],{},[48,797,798],{},"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",[48,800,801],{},"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",[48,803,804],{},"Auggie CLI 配合 Slack 用很顺——丢个任务、等 PR",[48,806,807],{},"SOC 2 Type II 合规对企业采购友好",[32,809,810,240],{},[59,811,260],{},[242,813,814,817,820,823,826],{},[48,815,816],{},"索引初始化慢：80 万行项目首次扫了约 40 分钟",[48,818,819],{},"credit 烧得快：用 Opus 跑复杂任务，单天烧掉 $30+ credits 不稀奇",[48,821,822],{},"中文几乎不支持：UI 英文，prompt 中文回英文 + 偶尔识别错关键词",[48,824,825],{},"国内访问偶发抖动（CDN 美国）",[48,827,828],{},"小项目用不出 Context Engine 优势——和 Cursor 没差别但贵 3 倍",[27,830,280],{"id":280},[45,832,833,836,839,842,845,848],{},[48,834,835],{},"augmentcode.com 注册（GitHub OAuth），Indie 起付 $20",[48,837,838],{},"VS Code \u002F JetBrains 装 Augment 扩展，登录账号",[48,840,841],{},"选要 onboard 的 repo（个人 1 个、Standard 起 unlimited）",[48,843,844],{},"等首次索引（10 分钟–1 小时取决于规模）",[48,846,847],{},"Chat 模式让它 explore 仓库；Agent 模式让它做改动",[48,849,850,851,854],{},"进阶：装 Auggie CLI（",[52,852,853],{},"npm i -g @augmentcode\u002Fauggie","），terminal 里用",[27,856,300],{"id":300},[85,858,859,876],{},[88,860,861],{},[91,862,863,865,868,871,874],{},[94,864,309],{},[94,866,867],{},"Augment",[94,869,870],{},"Cursor",[94,872,873],{},"Copilot Enterprise",[94,875,320],{},[110,877,878,895,912,928,944],{},[91,879,880,883,886,889,892],{},[115,881,882],{},"Context 覆盖",[115,884,885],{},"整个 monorepo + 跨仓",[115,887,888],{},"单仓库 + 文件 @",[115,890,891],{},"单仓库 + indexing",[115,893,894],{},"单仓 + 上下文",[91,896,897,900,903,906,909],{},[115,898,899],{},"起步价（团队）",[115,901,902],{},"$60\u002F席",[115,904,905],{},"$40\u002F席（Business）",[115,907,908],{},"$39\u002F席",[115,910,911],{},"$20\u002F账号",[91,913,914,917,920,923,926],{},[115,915,916],{},"Async cloud agent",[115,918,919],{},"✅",[115,921,922],{},"部分",[115,924,925],{},"❌",[115,927,925],{},[91,929,930,933,936,939,942],{},[115,931,932],{},"合规",[115,934,935],{},"SOC 2 II ✅",[115,937,938],{},"SOC 2 ✅",[115,940,941],{},"SOC 2 + GDPR ✅",[115,943,938],{},[91,945,946,948,951,954,956],{},[115,947,377],{},[115,949,950],{},"2\u002F5",[115,952,953],{},"3\u002F5",[115,955,953],{},[115,957,953],{},[27,959,408],{"id":408},[242,961,962,968,974,980,985],{},[48,963,964,967],{},[59,965,966],{},"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",[48,969,970,973],{},[59,971,972],{},"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",[48,975,976,979],{},[59,977,978],{},"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",[48,981,982,984],{},[59,983,439],{},"：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",[48,986,987,990],{},[59,988,989],{},"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",[27,992,444],{"id":443},[242,994,995,998,1001,1004,1007,1010],{},[48,996,997],{},"✅ 海外大型工程团队、monorepo > 30 万行",[48,999,1000],{},"✅ 合规严（金融 \u002F 医疗），需要 SOC 2 + 审计",[48,1002,1003],{},"✅ 多仓库强引用，希望 agent 跨仓改代码",[48,1005,1006],{},"❌ 个人开发者 \u002F 创业初期小项目",[48,1008,1009],{},"❌ 主语言为中文的国内团队",[48,1011,1012],{},"❌ 预算敏感（同样钱够 3 个 Cursor 席位）",[27,1014,464],{"id":464},[242,1016,1017,1022,1027,1031],{},[48,1018,1019],{},[470,1020,1021],{"href":617},"GitHub Copilot 评测",[48,1023,1024],{},[470,1025,1026],{"href":620},"Cursor 评测",[48,1028,1029],{},[470,1030,484],{"href":21},[48,1032,1033],{},[470,1034,1036],{"href":1035},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[27,1038,488],{"id":488},[45,1040,1041,1048,1055],{},[48,1042,1043,1044],{},"AgentDeals — Augment Code Pricing 2026（2026-06-06）",[470,1045,1046],{"href":1046,"rel":1047},"https:\u002F\u002Fagentdeals.dev\u002Fvendor\u002Faugment-code",[498],[48,1049,1050,1051],{},"CheckThat.ai — Augment Code Pricing & TCO（2026-03-30）",[470,1052,1053],{"href":1053,"rel":1054},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Faugment-code\u002Fpricing",[498],[48,1056,1057,1058],{},"UsagePricing — Augment Code Blueprint（2026-06-02）",[470,1059,1060],{"href":1060,"rel":1061},"https:\u002F\u002Fwww.usagepricing.com\u002Fblueprint\u002Faugment-code",[498],{"title":521,"searchDepth":522,"depth":522,"links":1063},[1064,1065,1066,1067,1068,1069,1070,1071,1072,1073],{"id":29,"depth":525,"text":30},{"id":40,"depth":525,"text":40},{"id":672,"depth":525,"text":673},{"id":787,"depth":525,"text":788},{"id":280,"depth":525,"text":280},{"id":300,"depth":525,"text":300},{"id":408,"depth":525,"text":408},{"id":443,"depth":525,"text":444},{"id":464,"depth":525,"text":464},{"id":488,"depth":525,"text":488},"\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。",[1077,1080,1083,1086],{"q":1078,"a":1079},"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":1081,"a":1082},"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":1084,"a":1085},"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":1087,"a":1088},"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。",[554],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Faugment",[1093,1094,1095],"vscode","jetbrains","cli",[1097,1099,1102,1105],{"plan":700,"price":203,"seats":372,"credits":705,"notes":1098},"解决方案给个人开发者，每月 40K credits 池",{"plan":716,"price":719,"seats":725,"credits":1100,"notes":1101},"130k\u002F席","团队池化、共享 agent、SOC 2",{"plan":211,"price":737,"seats":725,"credits":1103,"notes":1104},"450k\u002F席","重度任务、async cloud agent 优先",{"plan":153,"price":156,"seats":145,"credits":156,"notes":1106},"SSO\u002FSAML、审计、专属 CSM、私有部署","Indie $20·月 \u002F Standard $60·席·月 \u002F Max $200·席·月 \u002F Enterprise",[1109,1112],{"name":1110,"url":1111},"大型重构 + AI Agent 实战","\u002Fplaybook\u002Frefactor\u002Flarge-refactor-with-ai-agent",{"name":1113,"url":1114},"Context Engineering Wiki","\u002Fwiki\u002Fcontext-engineering",{"power":584,"ux":585,"price":525,"cn_support":525,"stability":585},{"title":613,"description":1075},"coding\u002Fagent\u002Faugment",[1119,1121,1123],{"name":1120,"url":1046,"accessed":591},"AgentDeals — Augment Code Pricing 2026",{"name":1122,"url":1053,"accessed":591},"CheckThat.ai — Augment Code Pricing & TCO",{"name":1124,"url":1060,"accessed":591},"UsagePricing — Augment Code","tools\u002Fcoding\u002Fagent\u002Faugment","Context Engine 为核心：面向大型生产代码库的 AI 工程师 + Auggie CLI",[1128,1129,1130,535,1095,1131],"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 dev）值这个钱。","https:\u002F\u002Fwww.augmentcode.com","QX_BWd-MLliith3R7ITOcY8BWC8QDzfIRpjMKuvX8Hg",{"id":1136,"title":1137,"alternatives":1138,"api_compatible":22,"body":1148,"category":535,"chinese_friendly":585,"cover":1697,"description":1698,"domestic":538,"extension":539,"faq":1699,"free":538,"github":1712,"languages":1713,"meta":1715,"models":22,"navigation":556,"notSuitable":22,"opensource":556,"path":1716,"pillar":558,"platforms":1717,"priceTable":1718,"pricing":1731,"published":575,"relatedPlaybooks":1732,"relatedReviews":22,"score":1739,"self_host":556,"seo":1740,"slug":1741,"sources":1742,"stem":1749,"suitable":22,"tagline":1750,"tags":1751,"updated":591,"verdict":1755,"website":1756,"__hash__":1757},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue.md","Continue.dev",[1139,1140,1142,1145],{"name":619,"url":620},{"name":1141,"url":1035},"cline",{"name":1143,"url":1144},"aider","\u002Ftools\u002Fcoding\u002Fcli\u002Faider",{"name":1146,"url":1147},"roo-code","\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code",{"type":24,"value":1149,"toc":1685},[1150,1152,1155,1166,1168,1171,1205,1212,1216,1278,1281,1283,1287,1308,1312,1329,1331,1465,1467,1579,1581,1615,1617,1634,1636,1656,1658,1681],[27,1151,30],{"id":29},[32,1153,1154],{},"Continue 是开源（Apache 2.0）的 VS Code \u002F JetBrains AI 编程扩展，定位是「开源版 Cursor」——四模式（Autocomplete \u002F Edit \u002F Chat \u002F Agent），任意 LLM BYOK，可本地、可自托管、可走 Hub 云服务。",[32,1156,1157,1158,1161,1162,1165],{},"2026 年的剧情转折：",[59,1159,1160],{},"2026 年初被 Cursor 收购","，官网公告里 Continue 团队加入 Cursor。好消息是 GitHub 开源仓库（32k+ stars）继续维护，扩展继续可用；坏消息是商业 Hub 服务由 Cursor 接管，长期产品方向不确定。",[59,1163,1164],{},"短期内开源版仍是 BYOK \u002F 自托管的最佳选择","。",[27,1167,40],{"id":40},[32,1169,1170],{},"Continue 不抢 Cursor 的 IDE fork 路线，而是做「装在原版 VS Code \u002F JetBrains 里的扩展」。安装后获得：",[242,1172,1173,1179,1185,1199],{},[48,1174,1175,1178],{},[59,1176,1177],{},"Autocomplete","：行内 ghost text 补全（轻量模型如 DeepSeek Coder、Qwen Coder）",[48,1180,1181,1184],{},[59,1182,1183],{},"Edit","：选中代码 → 自然语言指令 → 替换",[48,1186,1187,1190,1191,1194,1195,1198],{},[59,1188,1189],{},"Chat","：侧边栏对话，带 ",[52,1192,1193],{},"@file"," \u002F ",[52,1196,1197],{},"@codebase"," 上下文",[48,1200,1201,1204],{},[59,1202,1203],{},"Agent","：通过 MCP 连外部工具，能跑命令 \u002F 读 DB \u002F 调 API",[32,1206,1207,1208,1211],{},"最大卖点是",[59,1209,1210],{},"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。",[27,1213,1215],{"id":1214},"价格2026-年-6-月","价格（2026 年 6 月）",[85,1217,1218,1231],{},[88,1219,1220],{},[91,1221,1222,1225,1228],{},[94,1223,1224],{},"路径",[94,1226,1227],{},"成本",[94,1229,1230],{},"适合",[110,1232,1233,1246,1257,1268],{},[91,1234,1235,1240,1243],{},[115,1236,1237],{},[59,1238,1239],{},"OSS + BYOK 自托管",[115,1241,1242],{},"$0 + LLM API 自付",[115,1244,1245],{},"个人、隐私敏感、合规场景",[91,1247,1248,1251,1254],{},[115,1249,1250],{},"Hub Starter",[115,1252,1253],{},"$3 \u002F M tokens（PAYG）",[115,1255,1256],{},"不想自己管 key 的轻度用户",[91,1258,1259,1262,1265],{},[115,1260,1261],{},"Hub Team",[115,1263,1264],{},"$20\u002F席\u002F月（含 $10 credits）",[115,1266,1267],{},"小团队、需私有 agent",[91,1269,1270,1273,1275],{},[115,1271,1272],{},"Hub Company",[115,1274,156],{},[115,1276,1277],{},"企业、BYOK + SSO",[32,1279,1280],{},"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。",[27,1282,234],{"id":234},[32,1284,1285,240],{},[59,1286,239],{},[242,1288,1289,1292,1295,1298,1305],{},[48,1290,1291],{},"BYOK 灵活：白天用 Claude 3.5 干活、晚上切 DeepSeek 省钱、Sensitive 项目走 Ollama 本地",[48,1293,1294],{},"VS Code \u002F JetBrains 原生扩展，不用换 IDE",[48,1296,1297],{},"MCP agent 模式可定制——接自家内部 API 当 tool",[48,1299,1300,1301,1304],{},"配置走 ",[52,1302,1303],{},"config.json","，纯文本 + 可 git 管理 \u002F 团队共享",[48,1306,1307],{},"国内可直连 DeepSeek \u002F 通义 \u002F Kimi \u002F GLM endpoint，无墙",[32,1309,1310,240],{},[59,1311,260],{},[242,1313,1314,1317,1320,1323,1326],{},[48,1315,1316],{},"默认配置门槛：BYOK 第一次配 5+ 个字段（model \u002F provider \u002F api_base \u002F context length）",[48,1318,1319],{},"Autocomplete 延迟比 Cursor 高（取决于你选的模型 \u002F endpoint 距离）",[48,1321,1322],{},"被 Cursor 收购后，新功能节奏明显放缓",[48,1324,1325],{},"Agent 模式（MCP）配置文档零散，需要踩坑",[48,1327,1328],{},"嵌入式 Web preview \u002F 内置 diff UI 不如 Cursor 精致",[27,1330,280],{"id":280},[45,1332,1333,1336,1442,1449,1462],{},[48,1334,1335],{},"VS Code → 装 \"Continue\" 扩展（或 JetBrains plugin）",[48,1337,1338,1339,1342,1343],{},"编辑 ",[52,1340,1341],{},"~\u002F.continue\u002Fconfig.json"," 配 model：\n",[1344,1345,1349],"pre",{"className":1346,"code":1347,"language":1348,"meta":521,"style":521},"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",[52,1350,1351,1360,1369,1384,1396,1408,1421,1431,1436],{"__ignoreMap":521},[1352,1353,1356],"span",{"class":1354,"line":1355},"line",1,[1352,1357,1359],{"class":1358},"sVt8B","{\n",[1352,1361,1362,1366],{"class":1354,"line":525},[1352,1363,1365],{"class":1364},"sj4cs","  \"models\"",[1352,1367,1368],{"class":1358},": [{\n",[1352,1370,1371,1374,1377,1381],{"class":1354,"line":522},[1352,1372,1373],{"class":1364},"    \"title\"",[1352,1375,1376],{"class":1358},": ",[1352,1378,1380],{"class":1379},"sZZnC","\"DeepSeek V3\"",[1352,1382,1383],{"class":1358},",\n",[1352,1385,1386,1389,1391,1394],{"class":1354,"line":585},[1352,1387,1388],{"class":1364},"    \"provider\"",[1352,1390,1376],{"class":1358},[1352,1392,1393],{"class":1379},"\"openai\"",[1352,1395,1383],{"class":1358},[1352,1397,1398,1401,1403,1406],{"class":1354,"line":584},[1352,1399,1400],{"class":1364},"    \"model\"",[1352,1402,1376],{"class":1358},[1352,1404,1405],{"class":1379},"\"deepseek-chat\"",[1352,1407,1383],{"class":1358},[1352,1409,1411,1414,1416,1419],{"class":1354,"line":1410},6,[1352,1412,1413],{"class":1364},"    \"apiBase\"",[1352,1415,1376],{"class":1358},[1352,1417,1418],{"class":1379},"\"https:\u002F\u002Fapi.deepseek.com\u002Fv1\"",[1352,1420,1383],{"class":1358},[1352,1422,1423,1426,1428],{"class":1354,"line":5},[1352,1424,1425],{"class":1364},"    \"apiKey\"",[1352,1427,1376],{"class":1358},[1352,1429,1430],{"class":1379},"\"sk-xxx\"\n",[1352,1432,1433],{"class":1354,"line":8},[1352,1434,1435],{"class":1358},"  }]\n",[1352,1437,1439],{"class":1354,"line":1438},9,[1352,1440,1441],{"class":1358},"}\n",[48,1443,1444,1445,1448],{},"配 ",[52,1446,1447],{},"tabAutocompleteModel","（推荐 DeepSeek Coder 或 Qwen Coder）",[48,1450,1451,1454,1455,1458,1459,1461],{},[52,1452,1453],{},"Ctrl+I"," Edit、",[52,1456,1457],{},"Ctrl+L"," Chat、",[52,1460,1197],{}," 全库检索",[48,1463,1464],{},"进阶：装 MCP server（filesystem、postgres、github）让 Agent 用",[27,1466,300],{"id":300},[85,1468,1469,1486],{},[88,1470,1471],{},[91,1472,1473,1475,1478,1480,1483],{},[94,1474,309],{},[94,1476,1477],{},"Continue",[94,1479,870],{},[94,1481,1482],{},"Cline",[94,1484,1485],{},"Aider",[110,1487,1488,1505,1519,1533,1550,1565],{},[91,1489,1490,1493,1496,1499,1502],{},[115,1491,1492],{},"形态",[115,1494,1495],{},"VS Code\u002FJB 扩展",[115,1497,1498],{},"IDE fork",[115,1500,1501],{},"VS Code 扩展",[115,1503,1504],{},"CLI",[91,1506,1507,1510,1513,1515,1517],{},[115,1508,1509],{},"开源",[115,1511,1512],{},"Apache 2.0 ✅",[115,1514,925],{},[115,1516,1512],{},[115,1518,919],{},[91,1520,1521,1524,1527,1529,1531],{},[115,1522,1523],{},"BYOK",[115,1525,1526],{},"任意模型",[115,1528,922],{},[115,1530,1526],{},[115,1532,1526],{},[91,1534,1535,1538,1541,1544,1547],{},[115,1536,1537],{},"主要模式",[115,1539,1540],{},"Autocomplete + Chat + Agent",[115,1542,1543],{},"全套",[115,1545,1546],{},"Agent 为主",[115,1548,1549],{},"CLI Edit",[91,1551,1552,1555,1558,1561,1563],{},[115,1553,1554],{},"月成本",[115,1556,1557],{},"$0 + API",[115,1559,1560],{},"$20+",[115,1562,1557],{},[115,1564,1557],{},[91,1566,1567,1570,1573,1575,1577],{},[115,1568,1569],{},"中文友好",[115,1571,1572],{},"4\u002F5",[115,1574,953],{},[115,1576,1572],{},[115,1578,953],{},[27,1580,408],{"id":408},[242,1582,1583,1589,1595,1603,1609],{},[48,1584,1585,1588],{},[59,1586,1587],{},"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",[48,1590,1591,1594],{},[59,1592,1593],{},"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",[48,1596,1597,1602],{},[59,1598,1599,1601],{},[52,1600,1197],{}," 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",[48,1604,1605,1608],{},[59,1606,1607],{},"MCP server 慎装","：第三方 MCP 等于给 LLM 一把 shell 钥匙，先看代码再启用",[48,1610,1611,1614],{},[59,1612,1613],{},"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」",[27,1616,444],{"id":443},[242,1618,1619,1622,1625,1628,1631],{},[48,1620,1621],{},"✅ 想要 Cursor 体验但坚持开源 \u002F BYOK 的开发者",[48,1623,1624],{},"✅ 合规 \u002F 隐私敏感场景（本地 Ollama 推理）",[48,1626,1627],{},"✅ 国内开发者（直连 DeepSeek \u002F 通义不被墙）",[48,1629,1630],{},"❌ 嫌配置麻烦、想开箱即用 → 选 Cursor",[48,1632,1633],{},"❌ 需要完整 IDE 体验（多窗口、文件树、Composer 全套）→ 选 Cursor",[27,1635,464],{"id":464},[242,1637,1638,1642,1646,1651],{},[48,1639,1640],{},[470,1641,1026],{"href":620},[48,1643,1644],{},[470,1645,1036],{"href":1035},[48,1647,1648],{},[470,1649,1650],{"href":1144},"Aider 评测",[48,1652,1653],{},[470,1654,1655],{"href":1147},"Roo Code 评测",[27,1657,488],{"id":488},[45,1659,1660,1667,1674],{},[48,1661,1662,1663],{},"Continue.dev 官方 pricing 页（含 Cursor 收购公告）",[470,1664,1665],{"href":1665,"rel":1666},"https:\u002F\u002Fwww.continue.dev\u002Fpricing",[498],[48,1668,1669,1670],{},"Milestone — Continue.dev features & pricing（2026-04-21）",[470,1671,1672],{"href":1672,"rel":1673},"https:\u002F\u002Fmstone.ai\u002Ftools-wizard\u002Fcontinue-dev-features-pricing",[498],[48,1675,1676,1677],{},"AIProductivity — Continue Pricing 2026 ",[470,1678,1679],{"href":1679,"rel":1680},"https:\u002F\u002Faiproductivity.ai\u002Fpricing\u002Fcontinue\u002F",[498],[1682,1683,1684],"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":521,"searchDepth":522,"depth":522,"links":1686},[1687,1688,1689,1690,1691,1692,1693,1694,1695,1696],{"id":29,"depth":525,"text":30},{"id":40,"depth":525,"text":40},{"id":1214,"depth":525,"text":1215},{"id":234,"depth":525,"text":234},{"id":280,"depth":525,"text":280},{"id":300,"depth":525,"text":300},{"id":408,"depth":525,"text":408},{"id":443,"depth":525,"text":444},{"id":464,"depth":525,"text":464},{"id":488,"depth":525,"text":488},"\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。",[1700,1703,1706,1709],{"q":1701,"a":1702},"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":1704,"a":1705},"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":1707,"a":1708},"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":1710,"a":1711},"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",[1714,554],"zh",{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue",[1093,1094,1095],[1719,1722,1725,1729],{"plan":1720,"price":192,"seats":572,"notes":1721},"OSS 自托管","BYOK，自付 LLM API 费，Apache 2.0",{"plan":1250,"price":1723,"seats":372,"notes":1724},"$3\u002FM tokens","PAYG，托管模型 + 共享 agent",{"plan":1261,"price":1726,"seats":1727,"notes":1728},"$20\u002F席\u002F月","≥2","$10 credits\u002F席、SSO、私有 agent",{"plan":1272,"price":156,"seats":572,"notes":1730},"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",[1733,1736],{"name":1734,"url":1735},"Cursor MCP 数据库集成","\u002Fplaybook\u002Fonboarding\u002Fcursor-mcp-database",{"name":1737,"url":1738},"MCP 协议入门 Wiki","\u002Fwiki\u002Fmcp",{"power":585,"ux":585,"price":584,"cn_support":585,"stability":585},{"title":1137,"description":1698},"coding\u002Fagent\u002Fcontinue",[1743,1745,1747],{"name":1744,"url":1665,"accessed":591},"Continue.dev 官方 pricing 页（收购公告）",{"name":1746,"url":1672,"accessed":591},"Milestone — Continue.dev features & pricing",{"name":1748,"url":1679,"accessed":591},"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",[1752,1753,1093,1094,535,1754],"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":10,"title":11,"alternatives":1759,"api_compatible":22,"body":1763,"category":535,"chinese_friendly":525,"cover":536,"description":537,"domestic":538,"extension":539,"faq":2123,"free":538,"github":22,"languages":2128,"meta":2129,"models":22,"navigation":556,"notSuitable":22,"opensource":538,"path":557,"pillar":558,"platforms":2130,"priceTable":2131,"pricing":574,"published":575,"relatedPlaybooks":2135,"relatedReviews":22,"score":2138,"self_host":538,"seo":2139,"slug":587,"sources":2140,"stem":598,"suitable":22,"tagline":599,"tags":2145,"updated":591,"verdict":604,"website":605,"__hash__":606},[1760,1761,1762],{"name":14,"url":15},{"name":17,"url":18},{"name":20,"url":21},{"type":24,"value":1764,"toc":2111},[1765,1767,1769,1771,1773,1775,1791,1793,1795,1799,1855,1859,1905,1907,1909,1913,1923,1927,1939,1941,1953,1955,2033,2035,2057,2059,2071,2073,2087,2089],[27,1766,30],{"id":29},[32,1768,34],{},[32,1770,37],{},[27,1772,40],{"id":40},[32,1774,43],{},[45,1776,1777,1781,1785,1787,1789],{},[48,1778,50,1779,55],{},[52,1780,54],{},[48,1782,1783,62],{},[59,1784,61],{},[48,1786,65],{},[48,1788,68],{},[48,1790,71],{},[32,1792,74],{},[27,1794,78],{"id":77},[32,1796,1797],{},[59,1798,83],{},[85,1800,1801,1815],{},[88,1802,1803],{},[91,1804,1805,1807,1809,1811,1813],{},[94,1806,96],{},[94,1808,99],{},[94,1810,102],{},[94,1812,105],{},[94,1814,108],{},[110,1816,1817,1831,1843],{},[91,1818,1819,1823,1825,1827,1829],{},[115,1820,1821],{},[59,1822,119],{},[115,1824,122],{},[115,1826,125],{},[115,1828,128],{},[115,1830,131],{},[91,1832,1833,1835,1837,1839,1841],{},[115,1834,136],{},[115,1836,139],{},[115,1838,142],{},[115,1840,145],{},[115,1842,148],{},[91,1844,1845,1847,1849,1851,1853],{},[115,1846,153],{},[115,1848,156],{},[115,1850,156],{},[115,1852,145],{},[115,1854,163],{},[32,1856,1857],{},[59,1858,168],{},[85,1860,1861,1871],{},[88,1862,1863],{},[91,1864,1865,1867,1869],{},[94,1866,96],{},[94,1868,179],{},[94,1870,182],{},[110,1872,1873,1881,1889,1897],{},[91,1874,1875,1877,1879],{},[115,1876,189],{},[115,1878,192],{},[115,1880,195],{},[91,1882,1883,1885,1887],{},[115,1884,200],{},[115,1886,203],{},[115,1888,206],{},[91,1890,1891,1893,1895],{},[115,1892,211],{},[115,1894,214],{},[115,1896,217],{},[91,1898,1899,1901,1903],{},[115,1900,222],{},[115,1902,225],{},[115,1904,228],{},[32,1906,231],{},[27,1908,234],{"id":234},[32,1910,1911,240],{},[59,1912,239],{},[242,1914,1915,1917,1919,1921],{},[48,1916,246],{},[48,1918,249],{},[48,1920,252],{},[48,1922,255],{},[32,1924,1925,240],{},[59,1926,260],{},[242,1928,1929,1931,1933,1935,1937],{},[48,1930,265],{},[48,1932,268],{},[48,1934,271],{},[48,1936,274],{},[48,1938,277],{},[27,1940,280],{"id":280},[45,1942,1943,1945,1947,1949,1951],{},[48,1944,285],{},[48,1946,288],{},[48,1948,291],{},[48,1950,294],{},[48,1952,297],{},[27,1954,300],{"id":300},[85,1956,1957,1971],{},[88,1958,1959],{},[91,1960,1961,1963,1965,1967,1969],{},[94,1962,309],{},[94,1964,11],{},[94,1966,314],{},[94,1968,317],{},[94,1970,320],{},[110,1972,1973,1985,1997,2009,2021],{},[91,1974,1975,1977,1979,1981,1983],{},[115,1976,327],{},[115,1978,330],{},[115,1980,333],{},[115,1982,336],{},[115,1984,339],{},[91,1986,1987,1989,1991,1993,1995],{},[115,1988,344],{},[115,1990,347],{},[115,1992,350],{},[115,1994,353],{},[115,1996,356],{},[91,1998,1999,2001,2003,2005,2007],{},[115,2000,105],{},[115,2002,363],{},[115,2004,366],{},[115,2006,369],{},[115,2008,372],{},[91,2010,2011,2013,2015,2017,2019],{},[115,2012,377],{},[115,2014,380],{},[115,2016,383],{},[115,2018,386],{},[115,2020,389],{},[91,2022,2023,2025,2027,2029,2031],{},[115,2024,394],{},[115,2026,397],{},[115,2028,400],{},[115,2030,397],{},[115,2032,405],{},[27,2034,408],{"id":408},[242,2036,2037,2041,2045,2049,2053],{},[48,2038,2039,416],{},[59,2040,415],{},[48,2042,2043,422],{},[59,2044,421],{},[48,2046,2047,428],{},[59,2048,427],{},[48,2050,2051,434],{},[59,2052,433],{},[48,2054,2055,440],{},[59,2056,439],{},[27,2058,444],{"id":443},[242,2060,2061,2063,2065,2067,2069],{},[48,2062,449],{},[48,2064,452],{},[48,2066,455],{},[48,2068,458],{},[48,2070,461],{},[27,2072,464],{"id":464},[242,2074,2075,2079,2083],{},[48,2076,2077,473],{},[470,2078,472],{"href":15},[48,2080,2081,479],{},[470,2082,478],{"href":18},[48,2084,2085,485],{},[470,2086,484],{"href":21},[27,2088,488],{"id":488},[45,2090,2091,2096,2101,2106],{},[48,2092,493,2093],{},[470,2094,496],{"href":496,"rel":2095},[498],[48,2097,501,2098],{},[470,2099,504],{"href":504,"rel":2100},[498],[48,2102,508,2103],{},[470,2104,511],{"href":511,"rel":2105},[498],[48,2107,515,2108],{},[470,2109,518],{"href":518,"rel":2110},[498],{"title":521,"searchDepth":522,"depth":522,"links":2112},[2113,2114,2115,2116,2117,2118,2119,2120,2121,2122],{"id":29,"depth":525,"text":30},{"id":40,"depth":525,"text":40},{"id":77,"depth":525,"text":78},{"id":234,"depth":525,"text":234},{"id":280,"depth":525,"text":280},{"id":300,"dept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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：",[59,2162,2163],{},"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。",[32,2166,2167],{},"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。",[27,2169,40],{"id":40},[32,2171,2172],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[242,2174,2175,2178,2181,2184,2187,2190],{},[48,2176,2177],{},"文件编辑（多文件 diff\u002Fedit）",[48,2179,2180],{},"shell command 执行（Docker sandbox 隔离）",[48,2182,2183],{},"浏览器自动化（点击、表单、截图）",[48,2185,2186],{},"API 调用 \u002F HTTP 请求",[48,2188,2189],{},"Git 仓库操作（clone、commit、PR）",[48,2191,2192,2195],{},[59,2193,2194],{},"MCP 协议","：可挂载任意第三方 tool",[32,2197,2198],{},"四种使用入口：",[45,2200,2201,2209,2215,2220],{},[48,2202,2203,240,2205,2208],{},[59,2204,1720],{},[52,2206,2207],{},"docker run"," 一行起，本地 Web GUI + CLI",[48,2210,2211,2214],{},[59,2212,2213],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[48,2216,2217,2219],{},[59,2218,153],{},"：私有云 + 多用户 + RBAC + 集中 billing",[48,2221,2222,2225],{},[59,2223,2224],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[27,2227,673],{"id":672},[85,2229,2230,2241],{},[88,2231,2232],{},[91,2233,2234,2236,2238],{},[94,2235,96],{},[94,2237,179],{},[94,2239,2240],{},"限制",[110,2242,2243,2254,2265],{},[91,2244,2245,2249,2251],{},[115,2246,2247],{},[59,2248,1720],{},[115,2250,192],{},[115,2252,2253],{},"BYOK，单用户，自己付 LLM 费",[91,2255,2256,2260,2262],{},[115,2257,2258],{},[59,2259,2213],{},[115,2261,192],{},[115,2263,2264],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[91,2266,2267,2269,2271],{},[115,2268,153],{},[115,2270,156],{},[115,2272,2273],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[32,2275,2276],{},"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。",[27,2278,2280],{"id":2279},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[32,2282,2283,240],{},[59,2284,239],{},[242,2286,2287,2294,2297,2300,2303],{},[48,2288,2289,2290,2293],{},"起步快：",[52,2291,2292],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[48,2295,2296],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[48,2298,2299],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[48,2301,2302],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[48,2304,2305],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[32,2307,2308,240],{},[59,2309,260],{},[242,2311,2312,2318,2321,2324,2327],{},[48,2313,2314,2317],{},[59,2315,2316],{},"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",[48,2319,2320],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[48,2322,2323],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[48,2325,2326],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[48,2328,2329],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[27,2331,280],{"id":280},[45,2333,2334,2337,2342,2348,2351,2354],{},[48,2335,2336],{},"装 Docker（含 docker-in-docker 支持）",[48,2338,2339],{},[52,2340,2341],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[48,2343,2344,2345],{},"一行启动（官方推荐命令在 docs），打开 ",[52,2346,2347],{},"localhost:3000",[48,2349,2350],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[48,2352,2353],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[48,2355,2356,2357,2360],{},"进阶：编辑 ",[52,2358,2359],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[27,2362,300],{"id":300},[85,2364,2365,2379],{},[88,2366,2367],{},[91,2368,2369,2371,2373,2375,2377],{},[94,2370,309],{},[94,2372,314],{},[94,2374,11],{},[94,2376,1485],{},[94,2378,317],{},[110,2380,2381,2394,2407,2419,2433,2446],{},[91,2382,2383,2385,2388,2390,2392],{},[115,2384,1509],{},[115,2386,2387],{},"✅ MIT",[115,2389,925],{},[115,2391,919],{},[115,2393,925],{},[91,2395,2396,2399,2401,2403,2405],{},[115,2397,2398],{},"自托管",[115,2400,919],{},[115,2402,925],{},[115,2404,919],{},[115,2406,925],{},[91,2408,2409,2411,2413,2415,2417],{},[115,2410,344],{},[115,2412,192],{},[115,2414,347],{},[115,2416,192],{},[115,2418,353],{},[91,2420,2421,2423,2425,2428,2430],{},[115,2422,377],{},[115,2424,1572],{},[115,2426,2427],{},"1\u002F5",[115,2429,953],{},[115,2431,2432],{},"5\u002F5",[91,2434,2435,2438,2440,2442,2444],{},[115,2436,2437],{},"Browser use",[115,2439,919],{},[115,2441,919],{},[115,2443,925],{},[115,2445,919],{},[91,2447,2448,2451,2454,2457,2459],{},[115,2449,2450],{},"上手成本",[115,2452,2453],{},"中（需 Docker）",[115,2455,2456],{},"低",[115,2458,2456],{},[115,2460,2456],{},[27,2462,408],{"id":408},[242,2464,2465,2471,2477,2491,2497],{},[48,2466,2467,2470],{},[59,2468,2469],{},"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",[48,2472,2473,2476],{},[59,2474,2475],{},"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",[48,2478,2479,2482,2483,2486,2487,2490],{},[59,2480,2481],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[52,2484,2485],{},"summarize the repo","，把结果存到 ",[52,2488,2489],{},"microagents\u002F","，后续任务上下文更准",[48,2492,2493,2496],{},[59,2494,2495],{},"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",[48,2498,2499,2502],{},[59,2500,2501],{},"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",[27,2504,444],{"id":443},[242,2506,2507,2510,2513,2516,2519],{},[48,2508,2509],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[48,2511,2512],{},"✅ 合规 \u002F 私有云部署",[48,2514,2515],{},"✅ 想做企业内部 AI 开发平台的底座",[48,2517,2518],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[48,2520,2521],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[27,2523,464],{"id":464},[242,2525,2526,2532,2536,2540],{},[48,2527,2528,2531],{},[470,2529,2530],{"href":557},"Devin 评测","（闭源同类）",[48,2533,2534],{},[470,2535,1650],{"href":1144},[48,2537,2538],{},[470,2539,1036],{"href":1035},[48,2541,2542,2544],{},[470,2543,478],{"href":18},"（国产 Cloud 替代）",[27,2546,488],{"id":488},[45,2548,2549,2556,2563,2570],{},[48,2550,2551,2552],{},"OpenHands 官方 Pricing ",[470,2553,2554],{"href":2554,"rel":2555},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[498],[48,2557,2558,2559],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[470,2560,2561],{"href":2561,"rel":2562},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[498],[48,2564,2565,2566],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[470,2567,2568],{"href":2568,"rel":2569},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[498],[48,2571,2572,2573],{},"OSS-AI-SWE 项目目录 ",[470,2574,2575],{"href":2575,"rel":2576},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[498],{"title":521,"searchDepth":522,"depth":522,"links":2578},[2579,2580,2581,2582,2583,2584,2585,2586,2587,2588],{"id":29,"depth":525,"text":30},{"id":40,"depth":525,"text":40},{"id":672,"depth":525,"text":673},{"id":2279,"depth":525,"text":2280},{"id":280,"depth":525,"text":280},{"id":300,"depth":525,"text":300},{"id":408,"depth":525,"text":408},{"id":443,"depth":525,"text":444},{"id":464,"depth":525,"text":464},{"id":488,"depth":525,"text":488},"\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。",[2592,2595,2598,2601],{"q":2593,"a":2594},"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":2596,"a":2597},"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":2599,"a":2600},"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":2602,"a":2603},"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",[1714,554],{},[2608,560,1095],"docker",[2610,2612,2614],{"plan":1720,"price":192,"seats":372,"notes":2611},"MIT，Docker 起，BYOK，单用户",{"plan":2213,"price":192,"seats":372,"notes":2613},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":153,"price":156,"seats":145,"notes":2615},"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",[2618,2621],{"name":2619,"url":2620},"Legacy 代码库 AI Onboarding","\u002Fplaybook\u002Fonboarding\u002Flegacy-codebase-onboarding",{"name":581,"url":582},{"power":585,"ux":522,"price":584,"cn_support":585,"stability":522},{"title":314,"description":2590},"coding\u002Fagent\u002Fopenhands",[2626,2628,2630,2632],{"name":2627,"url":2554,"accessed":591},"OpenHands 官方 pricing",{"name":2629,"url":2561,"accessed":591},"AISO Tools — OpenHands Pricing 2026",{"name":2631,"url":2568,"accessed":591},"AI Tool Finder — OpenHands Review 2026",{"name":2633,"url":2575,"accessed":591},"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）",[535,601,1752,2637,2638,2639,1753],"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":2644,"title":2645,"alternatives":2646,"api_compatible":22,"body":2659,"category":535,"chinese_friendly":1355,"cover":3297,"description":3298,"domestic":538,"extension":539,"faq":3299,"free":538,"github":22,"languages":3312,"meta":3313,"models":22,"navigation":556,"notSuitable":22,"opensource":556,"path":3314,"pillar":558,"platforms":3315,"priceTable":3317,"pricing":3328,"published":575,"relatedPlaybooks":3329,"relatedReviews":22,"score":3333,"self_host":556,"seo":3334,"slug":3335,"sources":3336,"stem":3345,"suitable":22,"tagline":3346,"tags":3347,"updated":591,"verdict":3353,"website":3354,"__hash__":3355},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fraga.md","RagaAI Catalyst",[2647,2650,2653,2656],{"name":2648,"url":2649},"helicone","\u002Ftools\u002Fcoding\u002Fapi\u002Fhelicone",{"name":2651,"url":2652},"portkey","\u002Ftools\u002Fcoding\u002Fapi\u002Fportkey",{"name":2654,"url":2655},"litellm","\u002Ftools\u002Fcoding\u002Fapi\u002Flitellm",{"name":2657,"url":2658},"langflow","\u002Ftools\u002Fagent\u002Flangflow",{"type":24,"value":2660,"toc":3285},[2661,2663,2666,2669,2672,2728,2730,2749,2755,2759,2764,2784,2789,2812,2814,2833,2985,2988,3146,3148,3198,3200,3226,3228,3250,3252,3282],[27,2662,30],{"id":29},[32,2664,2665],{},"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。",[32,2667,2668],{},"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）。",[27,2670,2671],{"id":2671},"核心能力",[242,2673,2674,2680,2686,2692,2698,2704,2710,2716,2722],{},[48,2675,2676,2679],{},[59,2677,2678],{},"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）",[48,2681,2682,2685],{},[59,2683,2684],{},"多 agent tracing","：每次 LLM \u002F tool \u002F sub-agent 调用都可追溯 + 时序回放",[48,2687,2688,2691],{},[59,2689,2690],{},"多 agent debug","：复杂 agent 失败时回放每个决策点 + 上下文",[48,2693,2694,2697],{},[59,2695,2696],{},"Python SDK","：包装 LangChain \u002F LlamaIndex \u002F 自家框架自动埋点",[48,2699,2700,2703],{},[59,2701,2702],{},"风险量化","：每个测试出风险分 + 影响面 + 修复建议",[48,2705,2706,2709],{},[59,2707,2708],{},"数据集管理","：build eval dataset + 跑 regression",[48,2711,2712,2715],{},[59,2713,2714],{},"报告 \u002F 仪表盘","：团队级风险仪表盘 + 趋势 + CI\u002FCD 集成",[48,2717,2718,2721],{},[59,2719,2720],{},"自托管 SDK + Cloud 协同","：SDK 本地跑、Cloud 集中可视化",[48,2723,2724,2727],{},[59,2725,2726],{},"合规友好","：私有部署 + SSO + 审计（Enterprise）",[27,2729,179],{"id":179},[242,2731,2732,2738,2744],{},[48,2733,2734,2737],{},[59,2735,2736],{},"Catalyst OSS Python SDK","：$0；功能含 tracing + 部分 eval",[48,2739,2740,2743],{},[59,2741,2742],{},"Cloud","：Custom（联系销售）；含全 300+ 测试库 + 仪表盘 + 协作",[48,2745,2746,2748],{},[59,2747,153],{},"：Custom + SSO + 私有部署 + SLA",[2750,2751,2752],"blockquote",{},[32,2753,2754],{},"真实场景：先用 OSS SDK 跑 trace 评估价值，进 PoC 后再谈 Cloud 价格。",[27,2756,2758],{"id":2757},"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）",[32,2760,2761],{},[59,2762,2763],{},"亮点：",[242,2765,2766,2769,2772,2775,2778,2781],{},[48,2767,2768],{},"300+ 测试库省去 reinvent 各种 eval metric 的工作",[48,2770,2771],{},"RAG faithfulness \u002F context precision 测试对反 hallucination 很有用",[48,2773,2774],{},"多 agent trace + 回放在调试复杂协作链时是救命工具",[48,2776,2777],{},"风险评分给业务方一个 quantitative 沟通口径",[48,2779,2780],{},"Catalyst SDK 开源，预算紧团队也能先用上",[48,2782,2783],{},"与 LangChain \u002F LlamaIndex 集成顺滑",[32,2785,2786],{},[59,2787,2788],{},"踩坑：",[242,2790,2791,2794,2797,2800,2803,2806,2809],{},[48,2792,2793],{},"文档对高级配置 + 自定义测试覆盖不足，社区反馈一致",[48,2795,2796],{},"Cloud 定价不透明，PoC 才能拿到报价",[48,2798,2799],{},"报告 \u002F UI 偏英文 + 印度产品风格，中文场景弱",[48,2801,2802],{},"多 agent trace 在超大调用图（>500 step）下渲染慢",[48,2804,2805],{},"测试结果质量依赖 dataset 质量，garbage in \u002F garbage out",[48,2807,2808],{},"比 Langfuse 更偏『测试』少偏『日常 observability』，两个工具有时要叠用",[48,2810,2811],{},"国内访问 Cloud 延迟 + 合规需要评估",[27,2813,280],{"id":280},[1344,2815,2819],{"className":2816,"code":2817,"language":2818,"meta":521,"style":521},"language-bash shiki shiki-themes github-light github-dark","pip install ragaai-catalyst\n","bash",[52,2820,2821],{"__ignoreMap":521},[1352,2822,2823,2827,2830],{"class":1354,"line":1355},[1352,2824,2826],{"class":2825},"sScJk","pip",[1352,2828,2829],{"class":1379}," install",[1352,2831,2832],{"class":1379}," ragaai-catalyst\n",[1344,2834,2838],{"className":2835,"code":2836,"language":2837,"meta":521,"style":521},"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",[52,2839,2840,2855,2860,2871,2884,2895,2905,2910,2914,2945,2950,2955,2962,2968,2973,2979],{"__ignoreMap":521},[1352,2841,2842,2846,2849,2852],{"class":1354,"line":1355},[1352,2843,2845],{"class":2844},"szBVR","from",[1352,2847,2848],{"class":1358}," ragaai_catalyst ",[1352,2850,2851],{"class":2844},"import",[1352,2853,2854],{"class":1358}," RagaAICatalyst, Tracer\n",[1352,2856,2857],{"class":1354,"line":525},[1352,2858,2859],{"emptyLinePlaceholder":556},"\n",[1352,2861,2862,2865,2868],{"class":1354,"line":522},[1352,2863,2864],{"class":1358},"catalyst ",[1352,2866,2867],{"class":2844},"=",[1352,2869,2870],{"class":1358}," RagaAICatalyst(\n",[1352,2872,2873,2877,2879,2882],{"class":1354,"line":585},[1352,2874,2876],{"class":2875},"s4XuR","    access_key",[1352,2878,2867],{"class":2844},[1352,2880,2881],{"class":1379},"\"...\"",[1352,2883,1383],{"class":1358},[1352,2885,2886,2889,2891,2893],{"class":1354,"line":584},[1352,2887,2888],{"class":2875},"    secret_key",[1352,2890,2867],{"class":2844},[1352,2892,2881],{"class":1379},[1352,2894,1383],{"class":1358},[1352,2896,2897,2900,2902],{"class":1354,"line":1410},[1352,2898,2899],{"class":2875},"    base_url",[1352,2901,2867],{"class":2844},[1352,2903,2904],{"class":1379},"\"https:\u002F\u002Fcatalyst.raga.ai\"\n",[1352,2906,2907],{"class":1354,"line":5},[1352,2908,2909],{"class":1358},")\n",[1352,2911,2912],{"class":1354,"line":8},[1352,2913,2859],{"emptyLinePlaceholder":556},[1352,2915,2916,2919,2921,2924,2927,2929,2932,2935,2938,2940,2943],{"class":1354,"line":1438},[1352,2917,2918],{"class":1358},"tracer ",[1352,2920,2867],{"class":2844},[1352,2922,2923],{"class":1358}," Tracer(",[1352,2925,2926],{"class":2875},"project_name",[1352,2928,2867],{"class":2844},[1352,2930,2931],{"class":1379},"\"my-rag-app\"",[1352,2933,2934],{"class":1358},", ",[1352,2936,2937],{"class":2875},"tracer_type",[1352,2939,2867],{"class":2844},[1352,2941,2942],{"class":1379},"\"langchain\"",[1352,2944,2909],{"class":1358},[1352,2946,2947],{"class":1354,"line":7},[1352,2948,2949],{"class":1358},"tracer.start()\n",[1352,2951,2953],{"class":1354,"line":2952},11,[1352,2954,2859],{"emptyLinePlaceholder":556},[1352,2956,2958],{"class":1354,"line":2957},12,[1352,2959,2961],{"class":2960},"sJ8bj","# 你的 LangChain \u002F LlamaIndex \u002F 自家 agent 代码\n",[1352,2963,2965],{"class":1354,"line":2964},13,[1352,2966,2967],{"class":2960},"# tracer 自动捕获 LLM \u002F tool \u002F sub-agent 调用\n",[1352,2969,2971],{"class":1354,"line":2970},14,[1352,2972,2859],{"emptyLinePlaceholder":556},[1352,2974,2976],{"class":1354,"line":2975},15,[1352,2977,2978],{"class":1358},"tracer.stop()\n",[1352,2980,2982],{"class":1354,"line":2981},16,[1352,2983,2984],{"class":2960},"# 登录 Catalyst Cloud 看 trace + 跑 300+ 测试\n",[27,2986,2987],{"id":2987},"对比",[85,2989,2990,3007],{},[88,2991,2992],{},[91,2993,2994,2996,2998,3001,3004],{},[94,2995,309],{},[94,2997,2645],{},[94,2999,3000],{},"Langfuse",[94,3002,3003],{},"Helicone",[94,3005,3006],{},"Portkey",[110,3008,3009,3026,3041,3056,3070,3084,3100,3113,3130],{},[91,3010,3011,3014,3017,3020,3023],{},[115,3012,3013],{},"主打",[115,3015,3016],{},"测试 + 风险量化",[115,3018,3019],{},"Tracing + eval",[115,3021,3022],{},"Proxy 观测 + gateway",[115,3024,3025],{},"Gateway + 观测",[91,3027,3028,3031,3034,3036,3039],{},[115,3029,3030],{},"自动化测试库",[115,3032,3033],{},"✅ 300+",[115,3035,922],{},[115,3037,3038],{},"浅",[115,3040,3038],{},[91,3042,3043,3046,3049,3052,3054],{},[115,3044,3045],{},"Agentic debug",[115,3047,3048],{},"✅ 强",[115,3050,3051],{},"✅ nested span",[115,3053,3038],{},[115,3055,389],{},[91,3057,3058,3061,3063,3066,3068],{},[115,3059,3060],{},"RAG 专项测试",[115,3062,3048],{},[115,3064,3065],{},"✅ 中",[115,3067,380],{},[115,3069,380],{},[91,3071,3072,3075,3077,3079,3081],{},[115,3073,3074],{},"Proxy \u002F gateway",[115,3076,925],{},[115,3078,925],{},[115,3080,919],{},[115,3082,3083],{},"✅ 250+",[91,3085,3086,3089,3092,3095,3097],{},[115,3087,3088],{},"自托管 OSS",[115,3090,3091],{},"SDK 部分",[115,3093,3094],{},"✅ MIT 19K+",[115,3096,919],{},[115,3098,3099],{},"OSS Gateway only",[91,3101,3102,3105,3107,3109,3111],{},[115,3103,3104],{},"中文生态",[115,3106,925],{},[115,3108,925],{},[115,3110,925],{},[115,3112,925],{},[91,3114,3115,3118,3121,3124,3127],{},[115,3116,3117],{},"定价透明",[115,3119,3120],{},"❌ Custom",[115,3122,3123],{},"✅ $0\u002F$29\u002FEnterprise",[115,3125,3126],{},"✅ $0\u002F$79\u002F$799",[115,3128,3129],{},"✅ $0\u002F$49\u002F$799",[91,3131,3132,3134,3137,3140,3143],{},[115,3133,1230],{},[115,3135,3136],{},"pre-prod testing + agentic",[115,3138,3139],{},"日常 tracing + eval",[115,3141,3142],{},"改 URL 快上手",[115,3144,3145],{},"gateway + 治理",[27,3147,408],{"id":408},[242,3149,3150,3156,3162,3168,3174,3180,3186,3192],{},[48,3151,3152,3155],{},[59,3153,3154],{},"OSS SDK ≠ 完整 Cloud","：300+ 测试库主要在 Cloud，OSS 主要 tracing + 部分 eval",[48,3157,3158,3161],{},[59,3159,3160],{},"dataset 质量决定测试质量","：建 eval dataset 时务必含 edge case \u002F adversarial 例",[48,3163,3164,3167],{},[59,3165,3166],{},"大 trace 渲染慢","：>500 step 的 agent 用 filter \u002F sampling",[48,3169,3170,3173],{},[59,3171,3172],{},"Cloud 定价 PoC 谈","：先 SDK 跑两月有数据再谈合同",[48,3175,3176,3179],{},[59,3177,3178],{},"不替代日常 observability","：复杂场景叠 Langfuse \u002F Helicone",[48,3181,3182,3185],{},[59,3183,3184],{},"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",[48,3187,3188,3191],{},[59,3189,3190],{},"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",[48,3193,3194,3197],{},[59,3195,3196],{},"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",[27,3199,444],{"id":443},[242,3201,3202,3205,3208,3211,3214,3217,3220,3223],{},[48,3203,3204],{},"✅ 生产级 agentic 系统 \u002F RAG pipeline 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