[{"data":1,"prerenderedAt":1193},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-cline-vs-openhands":9,"compare-a-cline":10,"compare-b-openhands":667},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":18,"body":25,"category":571,"chinese_friendly":572,"cover":573,"description":574,"domestic":575,"extension":576,"faq":577,"free":575,"github":527,"languages":593,"lastVerified":9,"meta":596,"models":597,"navigation":603,"notSuitable":604,"opensource":603,"path":608,"pillar":609,"platforms":610,"priceTable":614,"pricing":627,"published":628,"relatedPlaybooks":629,"relatedReviews":632,"score":636,"self_host":603,"seo":638,"seoTitle":9,"slug":639,"sources":640,"stem":649,"suitable":650,"tagline":656,"tags":657,"updated":664,"verdict":665,"website":519,"__hash__":666},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md","Cline",[14,15,16,17],"coding\u002Fcli\u002Froo-code","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fclaude-code","coding\u002Fide\u002Fcursor",[19,20,21,22,23,24],"openai","anthropic","openrouter","bedrock","vertex","ollama",{"type":26,"value":27,"toc":553},"minimark",[28,33,55,58,61,93,96,99,154,159,170,174,180,185,222,225,229,240,244,247,251,261,264,399,402,464,468,475,478,509,512,543],[29,30,32],"h2",{"id":31},"tldr","TL;DR",[34,35,40,52],"div",{"className":36},[37,38,39],"card","p-5","my-4",[41,42,43,47,48,51],"p",{},[44,45,46],"strong",{},"一句话："," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[44,49,50],{},"BYOK 模式 + Plan-then-Act 工作流 + 每步审批 + 最大 MCP 生态","，定位为「谨慎派」的标杆。",[41,53,54],{},"不订阅、不抽成，你直接付 API 钱；成本敏感的人可以接 DeepSeek V4 Pro（输入 $0.435 \u002F 1M token），把月费压到 Cursor 的几分之一。",[29,56,57],{"id":57},"它到底是个什么",[41,59,60],{},"Cline（原名 Claude Dev）是 VS Code 扩展商店里的开源 AI Agent。和 Cursor \u002F Trae 这种独立 IDE 不同，它就是个插件，你装上就用：",[62,63,64,71,77,87],"ul",{},[65,66,67,70],"li",{},[44,68,69],{},"形态","：VS Code 右侧栏开一个 Cline 面板，输入任务 → Plan → Act → 每步审批 → 直到完成。",[65,72,73,76],{},[44,74,75],{},"模型","：完全 BYOK（Bring Your Own Key）。OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek \u002F Qwen 全支持。",[65,78,79,82,83,86],{},[44,80,81],{},"MCP","：原生支持 MCP 协议，并维护一个",[44,84,85],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[65,88,89,92],{},[44,90,91],{},"开源","：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[41,94,95],{},"它和 Roo Code 共享同一个祖宗（Claude Dev），2024 分叉之后各走各路。Cline 更社区驱动（MCP Marketplace 是社区维护，Star 数高），Roo Code 更产品驱动（自带 Cloud Agents、Team Policy）。",[29,97,98],{"id":98},"价格",[100,101,102,117],"table",{},[103,104,105],"thead",{},[106,107,108,112,114],"tr",{},[109,110,111],"th",{},"档位",[109,113,98],{},[109,115,116],{},"说明",[118,119,120,132,143],"tbody",{},[106,121,122,126,129],{},[123,124,125],"td",{},"插件本体",[123,127,128],{},"免费",[123,130,131],{},"Apache-2.0 开源",[106,133,134,137,140],{},[123,135,136],{},"BYOK",[123,138,139],{},"按 API 计费",[123,141,142],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[106,144,145,148,151],{},[123,146,147],{},"Cline Teams",[123,149,150],{},"询价",[123,152,153],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[41,155,156],{},[44,157,158],{},"真实成本范例（参考）：",[62,160,161,164,167],{},[65,162,163],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[65,165,166],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[65,168,169],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[29,171,173],{"id":172},"真实任务实测基于公开素材归纳","真实任务实测（基于公开素材归纳）",[175,176,177],"blockquote",{},[41,178,179],{},"来源说明：以下场景为 Cline GitHub 文档与 Qodo \u002F Serenities AI 评测的工作流归纳。",[181,182,184],"h3",{"id":183},"任务-1让-cline-在陌生代码库里加-feature","任务 1：让 Cline 在陌生代码库里加 feature",[186,187,188,191,209,215],"ol",{},[65,189,190],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[65,192,193,196,197,201,202,201,205,208],{},[44,194,195],{},"Plan 阶段","：Cline 先读 ",[198,199,200],"code",{},"package.json"," + ",[198,203,204],{},"app.js",[198,206,207],{},"routes\u002F","，列出需要新建\u002F修改的文件",[65,210,211,214],{},[44,212,213],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[65,216,217,218,221],{},"完成后跑 ",[198,219,220],{},"npm test"," 验证",[41,223,224],{},"第一次用会觉得\"怎么这么多次点击\"，但在不熟悉的代码库里这就是安全网。",[181,226,228],{"id":227},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[41,230,231,232,235,236,239],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[198,233,234],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[198,237,238],{},"deepseek-coder","。同样任务从月费 $50 降到 $10 量级。质量略低于 Claude Sonnet 4.6，但对常规改动够用。",[181,241,243],{"id":242},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[41,245,246],{},"Cline 面板 → MCP Marketplace → 装 Postgres MCP server → 配 connection string → 让 AI 直接查表、改 schema、跑 migration。这是 Cursor 也能做但生态没这么丰富的部分。",[29,248,250],{"id":249},"上手-5-分钟","上手 5 分钟",[252,253,259],"pre",{"className":254,"code":256,"language":257,"meta":258},[255],"language-text","1. VS Code Marketplace 搜 \"Cline\"，作者 saoudrizwan，安装\n2. 左侧栏点 Cline 图标 → Settings\n3. 选 API Provider（Anthropic \u002F OpenAI \u002F OpenRouter \u002F DeepSeek \u002F Ollama …）\n4. 填 API key，选模型\n5. 回到主面板，输入任务 → Plan → 审批 → Act\n6. 装 MCP server：Cline 面板顶部 \"MCP Servers\" → Marketplace\n","text","",[198,260,256],{"__ignoreMap":258},[29,262,263],{"id":263},"同类对比",[100,265,266,284],{},[103,267,268],{},[106,269,270,273,275,278,281],{},[109,271,272],{},"维度",[109,274,12],{},[109,276,277],{},"Roo Code",[109,279,280],{},"Cursor",[109,282,283],{},"Claude Code",[118,285,286,301,315,330,346,365,382],{},[106,287,288,290,293,295,298],{},[123,289,69],{},[123,291,292],{},"VS Code 插件",[123,294,292],{},[123,296,297],{},"独立 IDE",[123,299,300],{},"终端",[106,302,303,305,308,310,313],{},[123,304,91],{},[123,306,307],{},"Apache-2.0",[123,309,307],{},[123,311,312],{},"闭源",[123,314,312],{},[106,316,317,319,322,324,327],{},[123,318,136],{},[123,320,321],{},"✅",[123,323,321],{},[123,325,326],{},"部分",[123,328,329],{},"❌",[106,331,332,335,338,341,344],{},[123,333,334],{},"默认审批",[123,336,337],{},"每步",[123,339,340],{},"可配置",[123,342,343],{},"Accept All",[123,345,340],{},[106,347,348,351,357,360,363],{},[123,349,350],{},"MCP 生态",[123,352,353,356],{},[44,354,355],{},"最大","（Marketplace）",[123,358,359],{},"中",[123,361,362],{},"中（注册表 200+）",[123,364,359],{},[106,366,367,370,373,376,379],{},[123,368,369],{},"团队功能",[123,371,372],{},"Cline Teams（询价）",[123,374,375],{},"Cloud Team $99\u002F月",[123,377,378],{},"Teams $40\u002F用户\u002F月",[123,380,381],{},"Claude Team",[106,383,384,387,390,393,396],{},[123,385,386],{},"适合",[123,388,389],{},"谨慎派 + BYOK",[123,391,392],{},"Mode 切换重度 + Cloud Agent",[123,394,395],{},"GUI 全能",[123,397,398],{},"终端硬核",[29,400,401],{"id":401},"避坑清单",[186,403,404,410,424,434,440,446],{},[65,405,406,409],{},[44,407,408],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[65,411,412,415,416,419,420,423],{},[44,413,414],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[198,417,418],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[198,421,422],{},"\u002Fv1"," 会 404。",[65,425,426,429,430,433],{},[44,427,428],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[198,431,432],{},".clineignore"," 排除 node_modules \u002F dist。",[65,435,436,439],{},[44,437,438],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[65,441,442,445],{},[44,443,444],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[65,447,448,451,452,455,456,459,460,463],{},[44,449,450],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[198,453,454],{},"&&"," \u002F ",[198,457,458],{},"$HOME"," 等可能失败，配置改 ",[198,461,462],{},"terminal.integrated.defaultProfile.windows","。",[29,465,467],{"id":466},"适合-不适合","适合 \u002F 不适合",[41,469,470,471,474],{},"✅ BYOK 派（用 DeepSeek \u002F Qwen \u002F Ollama 压成本）；对 AI 自主性谨慎的人；需要大 MCP 生态；VS Code 用户；企业合规场景。",[472,473],"br",{},"\n❌ 嫌弃配置的人；需要 GUI Composer 体验；想要订阅制固定月费的人。",[29,476,477],{"id":477},"相关阅读",[62,479,480,488,495],{},[65,481,482,483],{},"配套 playbook：",[484,485,487],"a",{"href":486},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[65,489,490,491],{},"同分类：",[484,492,494],{"href":493},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[65,496,497,498,501,502,501,506],{},"替代品：",[484,499,277],{"href":500},"\u002Fcoding\u002Fcli\u002Froo-code.html"," · ",[484,503,505],{"href":504},"\u002Fcoding\u002Fcli\u002Faider.html","Aider",[484,507,283],{"href":508},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[29,510,511],{"id":511},"来源",[62,513,514,522,529,536],{},[65,515,516,517],{},"官网：",[484,518,519],{"href":519,"rel":520},"https:\u002F\u002Fcline.bot",[521],"nofollow",[65,523,524,525],{},"GitHub：",[484,526,527],{"href":527,"rel":528},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[521],[65,530,531,532],{},"Roo Code vs Cline（Serenities AI 2026）：",[484,533,534],{"href":534,"rel":535},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[521],[65,537,538,539],{},"Roo Code vs Cline（Qodo 2025-12）：",[484,540,541],{"href":541,"rel":542},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[521],[175,544,545],{},[41,546,547,548,552],{},"本卡片由 AIHO 编辑部根据以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[484,549,551],{"href":550},"mailto:hello@aiho.net","反馈邮箱"," 反馈更新。",{"title":258,"searchDepth":554,"depth":554,"links":555},3,[556,558,559,560,565,566,567,568,569,570],{"id":31,"depth":557,"text":32},2,{"id":57,"depth":557,"text":57},{"id":98,"depth":557,"text":98},{"id":172,"depth":557,"text":173,"children":561},[562,563,564],{"id":183,"depth":554,"text":184},{"id":227,"depth":554,"text":228},{"id":242,"depth":554,"text":243},{"id":249,"depth":557,"text":250},{"id":263,"depth":557,"text":263},{"id":401,"depth":557,"text":401},{"id":466,"depth":557,"text":467},{"id":477,"depth":557,"text":477},{"id":511,"depth":557,"text":511},"cli",4,"\u002Fimg\u002Ftools\u002Fcline.webp","Cline 真实评测：原名 Claude Dev，Apache-2.0 开源 VS Code 扩展，58k+ stars，社区驱动的 MCP Marketplace；BYOK 模式接任意 LLM，Plan-then-Act 工作流 + 每步审批，安全感是最大卖点。",false,"md",[578,581,584,587,590],{"q":579,"a":580},"Cline 和 Roo Code 什么关系？","Roo Code 是 Cline 的 fork。两者共享祖宗 Claude Dev，2024 年分叉后各走各路：Cline 更社区驱动（MCP Marketplace 是社区维护），Roo Code 更产品驱动（自带 Cloud Agents、团队 Policy）。两个都 Apache-2.0，可同时装。",{"q":582,"a":583},"Cline 必须用 Claude 吗？","不必。BYOK 设计，OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek API 都能配。默认推荐 Claude Sonnet 4.6（autonomous coding 准确率最高），成本敏感场景上 DeepSeek V4 Pro（输入 $0.435 \u002F 输出 $0.87 per 1M token）。",{"q":585,"a":586},"Plan-then-Act 是什么？","Cline 接到任务后先 plan（列出要改的文件 + 命令 + 浏览器操作），再 act（每步执行前要你点 approve）。和 Cursor Composer 的 Accept All 不同——Cline 默认更谨慎，更适合不熟悉的代码库。",{"q":588,"a":589},"MCP Marketplace 是什么？","Cline 自带的 MCP server 市集，社区维护。装 server 后 AI 就能调那个外部工具（比如 Postgres \u002F Notion \u002F Stripe \u002F 自建 API）。截至 2026 已有数百个 MCP server。",{"q":591,"a":592},"国内能用吗？","插件本身没限制。模型 API 走国内厂商（DeepSeek \u002F Qwen \u002F Doubao）直连无需代理，走 Claude \u002F OpenAI 需稳定代理。",[594,595],"zh","en",{},[598,599,600,601,602],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",true,[605,606,607],"嫌弃配置的人（API key、模型、参数都要自己设）","需要 GUI 多文件 Composer 体验的人（Cline 更线性）","想要订阅制（每月固定成本）的人","\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","coding",[611,612,613],"windows","macos","linux",[615,619,624],{"plan":125,"price":128,"limit":616,"cn_pay":617,"note":618},"Apache-2.0 开源，VS Code Marketplace 安装","—","0 厂商抽成",{"plan":620,"price":139,"limit":621,"cn_pay":622,"note":623},"BYOK 模式","接 OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek 等","看 API 厂商","完全自主成本",{"plan":147,"price":625,"limit":153,"cn_pay":617,"note":626},"$30\u002F用户\u002F月起（询价）","企业合规档","插件免费 \u002F BYOK 按 API 计费 \u002F Cline Teams 含 SSO+RBAC","2026-06-18",[630,631],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[633,634,635],"aider-deep-review","claude-code-deep-review","cline-deep-review",{"power":572,"ux":572,"price":637,"cn_support":572,"stability":572},5,{"title":12,"description":574},"coding\u002Fcli\u002Fcline",[641,643,645,647],{"title":642,"url":527},"Cline GitHub",{"title":644,"url":519},"Cline 官网",{"title":646,"url":534},"Roo Code vs Cline（Serenities AI 2026）",{"title":648,"url":541},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[651,652,653,654,655],"BYOK 派（用 DeepSeek \u002F Qwen \u002F 自部署模型压成本）","对 AI 自主性紧张的人（每步审批模式可见性强）","需要 MCP 生态扩展（GitHub \u002F Database \u002F Slack 等）","VS Code 用户（不想换编辑器）","企业合规场景（开源 + 可审计）","VS Code 里的开源 AI Agent 插件，BYOK + MCP Marketplace",[658,659,660,661,662,663],"agent","vscode-plugin","opensource","byok","mcp-marketplace","plan-act","2026-06-24","BYOK 派的标杆。装在 VS Code 里、连任意 API、每步审批、行为可控、MCP 生态最大；适合谨慎派、企业合规场景，以及想用 DeepSeek \u002F Qwen 压成本的人。","KXdEfWj60UYHiZ2vqbySPVtPdjM3iDBJDAjEXDDYoUE",{"id":668,"title":669,"alternatives":670,"api_compatible":9,"body":673,"category":658,"chinese_friendly":572,"cover":1136,"description":1137,"domestic":575,"extension":576,"faq":1138,"free":575,"github":1151,"languages":1152,"lastVerified":9,"meta":1153,"models":9,"navigation":603,"notSuitable":9,"opensource":603,"path":1154,"pillar":609,"platforms":1155,"priceTable":1158,"pricing":1167,"published":1168,"relatedPlaybooks":1169,"relatedReviews":9,"score":1171,"self_host":603,"seo":1172,"seoTitle":9,"slug":1173,"sources":1174,"stem":1183,"suitable":9,"tagline":1184,"tags":1185,"updated":664,"verdict":1190,"website":1191,"__hash__":1192},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md","OpenHands",[671,15,639,672],"coding\u002Fagent\u002Fdevin","agent\u002Fgeneral\u002Fmanus",{"type":26,"value":674,"toc":1124},[675,677,684,687,690,693,716,719,749,753,802,805,809,814,835,840,860,863,892,895,1001,1004,1044,1046,1063,1065,1092,1094],[29,676,32],{"id":31},[41,678,679,680,683],{},"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：",[44,681,682],{},"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。",[41,685,686],{},"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。",[29,688,689],{"id":689},"它是什么",[41,691,692],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[62,694,695,698,701,704,707,710],{},[65,696,697],{},"文件编辑（多文件 diff\u002Fedit）",[65,699,700],{},"shell command 执行（Docker sandbox 隔离）",[65,702,703],{},"浏览器自动化（点击、表单、截图）",[65,705,706],{},"API 调用 \u002F HTTP 请求",[65,708,709],{},"Git 仓库操作（clone、commit、PR）",[65,711,712,715],{},[44,713,714],{},"MCP 协议","：可挂载任意第三方 tool",[41,717,718],{},"四种使用入口：",[186,720,721,731,737,743],{},[65,722,723,726,727,730],{},[44,724,725],{},"OSS 自托管","：",[198,728,729],{},"docker run"," 一行起，本地 Web GUI + CLI",[65,732,733,736],{},[44,734,735],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[65,738,739,742],{},[44,740,741],{},"Enterprise","：私有云 + 多用户 + RBAC + 集中 billing",[65,744,745,748],{},[44,746,747],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[29,750,752],{"id":751},"价格2026-06","价格（2026-06）",[100,754,755,767],{},[103,756,757],{},[106,758,759,762,764],{},[109,760,761],{},"Plan",[109,763,98],{},[109,765,766],{},"限制",[118,768,769,781,792],{},[106,770,771,775,778],{},[123,772,773],{},[44,774,725],{},[123,776,777],{},"$0",[123,779,780],{},"BYOK，单用户，自己付 LLM 费",[106,782,783,787,789],{},[123,784,785],{},[44,786,735],{},[123,788,777],{},[123,790,791],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[106,793,794,796,799],{},[123,795,741],{},[123,797,798],{},"Custom",[123,800,801],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[41,803,804],{},"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。",[29,806,808],{"id":807},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[41,810,811,726],{},[44,812,813],{},"好的地方",[62,815,816,823,826,829,832],{},[65,817,818,819,822],{},"起步快：",[198,820,821],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[65,824,825],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[65,827,828],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[65,830,831],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[65,833,834],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[41,836,837,726],{},[44,838,839],{},"踩坑",[62,841,842,848,851,854,857],{},[65,843,844,847],{},[44,845,846],{},"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",[65,849,850],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[65,852,853],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[65,855,856],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[65,858,859],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[29,861,862],{"id":862},"上手",[186,864,865,868,873,879,882,885],{},[65,866,867],{},"装 Docker（含 docker-in-docker 支持）",[65,869,870],{},[198,871,872],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[65,874,875,876],{},"一行启动（官方推荐命令在 docs），打开 ",[198,877,878],{},"localhost:3000",[65,880,881],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[65,883,884],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[65,886,887,888,891],{},"进阶：编辑 ",[198,889,890],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[29,893,894],{"id":894},"对比一览",[100,896,897,913],{},[103,898,899],{},[106,900,901,903,905,908,910],{},[109,902,272],{},[109,904,669],{},[109,906,907],{},"Devin",[109,909,505],{},[109,911,912],{},"Manus",[118,914,915,928,941,956,973,986],{},[106,916,917,919,922,924,926],{},[123,918,91],{},[123,920,921],{},"✅ MIT",[123,923,329],{},[123,925,321],{},[123,927,329],{},[106,929,930,933,935,937,939],{},[123,931,932],{},"自托管",[123,934,321],{},[123,936,329],{},[123,938,321],{},[123,940,329],{},[106,942,943,946,948,951,953],{},[123,944,945],{},"起步价",[123,947,777],{},[123,949,950],{},"$20 + ACU",[123,952,777],{},[123,954,955],{},"$39\u002F月",[106,957,958,961,964,967,970],{},[123,959,960],{},"中文",[123,962,963],{},"4\u002F5",[123,965,966],{},"1\u002F5",[123,968,969],{},"3\u002F5",[123,971,972],{},"5\u002F5",[106,974,975,978,980,982,984],{},[123,976,977],{},"Browser use",[123,979,321],{},[123,981,321],{},[123,983,329],{},[123,985,321],{},[106,987,988,991,994,997,999],{},[123,989,990],{},"上手成本",[123,992,993],{},"中（需 Docker）",[123,995,996],{},"低",[123,998,996],{},[123,1000,996],{},[29,1002,1003],{"id":1003},"避坑",[62,1005,1006,1012,1018,1032,1038],{},[65,1007,1008,1011],{},[44,1009,1010],{},"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",[65,1013,1014,1017],{},[44,1015,1016],{},"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",[65,1019,1020,1023,1024,1027,1028,1031],{},[44,1021,1022],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[198,1025,1026],{},"summarize the repo","，把结果存到 ",[198,1029,1030],{},"microagents\u002F","，后续任务上下文更准",[65,1033,1034,1037],{},[44,1035,1036],{},"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",[65,1039,1040,1043],{},[44,1041,1042],{},"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",[29,1045,467],{"id":466},[62,1047,1048,1051,1054,1057,1060],{},[65,1049,1050],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[65,1052,1053],{},"✅ 合规 \u002F 私有云部署",[65,1055,1056],{},"✅ 想做企业内部 AI 开发平台的底座",[65,1058,1059],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[65,1061,1062],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[29,1064,477],{"id":477},[62,1066,1067,1074,1080,1085],{},[65,1068,1069,1073],{},[484,1070,1072],{"href":1071},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin","Devin 评测","（闭源同类）",[65,1075,1076],{},[484,1077,1079],{"href":1078},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","Aider 评测",[65,1081,1082],{},[484,1083,1084],{"href":608},"Cline 评测",[65,1086,1087,1091],{},[484,1088,1090],{"href":1089},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus","Manus 评测","（国产 Cloud 替代）",[29,1093,511],{"id":511},[186,1095,1096,1103,1110,1117],{},[65,1097,1098,1099],{},"OpenHands 官方 Pricing ",[484,1100,1101],{"href":1101,"rel":1102},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[521],[65,1104,1105,1106],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[484,1107,1108],{"href":1108,"rel":1109},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[521],[65,1111,1112,1113],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[484,1114,1115],{"href":1115,"rel":1116},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[521],[65,1118,1119,1120],{},"OSS-AI-SWE 项目目录 ",[484,1121,1122],{"href":1122,"rel":1123},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[521],{"title":258,"searchDepth":554,"depth":554,"links":1125},[1126,1127,1128,1129,1130,1131,1132,1133,1134,1135],{"id":31,"depth":557,"text":32},{"id":689,"depth":557,"text":689},{"id":751,"depth":557,"text":752},{"id":807,"depth":557,"text":808},{"id":862,"depth":557,"text":862},{"id":894,"depth":557,"text":894},{"id":1003,"depth":557,"text":1003},{"id":466,"depth":557,"text":467},{"id":477,"depth":557,"text":477},{"id":511,"depth":557,"text":511},"\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。",[1139,1142,1145,1148],{"q":1140,"a":1141},"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":1143,"a":1144},"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":1146,"a":1147},"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":1149,"a":1150},"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",[594,595],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands",[1156,1157,571],"docker","cloud",[1159,1162,1164],{"plan":725,"price":777,"seats":1160,"notes":1161},"1","MIT，Docker 起，BYOK，单用户",{"plan":735,"price":777,"seats":1160,"notes":1163},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":741,"price":798,"seats":1165,"notes":1166},"∞","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","2026-06-19",[1170],"onboarding\u002Flegacy-codebase-onboarding",{"power":572,"ux":554,"price":637,"cn_support":572,"stability":554},{"title":669,"description":1137},"coding\u002Fagent\u002Fopenhands",[1175,1177,1179,1181],{"name":1176,"url":1101,"accessed":664},"OpenHands 官方 pricing",{"name":1178,"url":1108,"accessed":664},"AISO Tools — OpenHands Pricing 2026",{"name":1180,"url":1115,"accessed":664},"AI Tool Finder — OpenHands Review 2026",{"name":1182,"url":1122,"accessed":664},"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）",[658,1186,660,1187,1188,1189,661],"autonomous","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","gZmwQTLYHckBs5rjfveRP-DV7kguELQKuxWszO6Zlhw",1784565440980]