[{"data":1,"prerenderedAt":1172},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-cline-vs-goose":8,"compare-a-cline":9,"compare-b-goose":667},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},22,null,{"id":10,"title":11,"alternatives":12,"api_compatible":17,"body":24,"category":570,"chinese_friendly":571,"cover":572,"description":573,"domestic":574,"extension":575,"faq":576,"free":574,"github":526,"languages":592,"lastVerified":8,"meta":595,"models":596,"navigation":602,"notSuitable":603,"opensource":602,"path":607,"pillar":608,"platforms":609,"priceTable":613,"pricing":626,"published":627,"relatedPlaybooks":628,"relatedReviews":631,"score":635,"self_host":602,"seo":637,"seoTitle":638,"slug":639,"sources":640,"stem":649,"suitable":650,"tagline":656,"tags":657,"updated":664,"verdict":665,"website":518,"__hash__":666},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md","Cline",[13,14,15,16],"coding\u002Fcli\u002Froo-code","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fclaude-code","coding\u002Fide\u002Fcursor",[18,19,20,21,22,23],"openai","anthropic","openrouter","bedrock","vertex","ollama",{"type":25,"value":26,"toc":552},"minimark",[27,32,54,57,60,92,95,98,153,158,169,173,179,184,221,224,228,239,243,246,250,260,263,398,401,463,467,474,477,508,511,542],[28,29,31],"h2",{"id":30},"tldr","TL;DR",[33,34,39,51],"div",{"className":35},[36,37,38],"card","p-5","my-4",[40,41,42,46,47,50],"p",{},[43,44,45],"strong",{},"一句话："," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[43,48,49],{},"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。",[40,52,53],{},"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。",[28,55,56],{"id":56},"它到底是个什么",[40,58,59],{},"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：",[61,62,63,70,76,86],"ul",{},[64,65,66,69],"li",{},[43,67,68],{},"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。",[64,71,72,75],{},[43,73,74],{},"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。",[64,77,78,81,82,85],{},[43,79,80],{},"MCP","：原生支持 MCP 协议，并维护一个",[43,83,84],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[64,87,88,91],{},[43,89,90],{},"开源","：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[40,93,94],{},"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）。",[28,96,97],{"id":97},"价格",[99,100,101,116],"table",{},[102,103,104],"thead",{},[105,106,107,111,113],"tr",{},[108,109,110],"th",{},"档位",[108,112,97],{},[108,114,115],{},"说明",[117,118,119,131,142],"tbody",{},[105,120,121,125,128],{},[122,123,124],"td",{},"插件本体",[122,126,127],{},"免费",[122,129,130],{},"Apache-2.0 开源",[105,132,133,136,139],{},[122,134,135],{},"BYOK",[122,137,138],{},"按 API 计费",[122,140,141],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[105,143,144,147,150],{},[122,145,146],{},"Cline Teams",[122,148,149],{},"询价",[122,151,152],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[40,154,155],{},[43,156,157],{},"真实成本范例（参考）：",[61,159,160,163,166],{},[64,161,162],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[64,164,165],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[64,167,168],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[28,170,172],{"id":171},"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）",[174,175,176],"blockquote",{},[40,177,178],{},"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。",[180,181,183],"h3",{"id":182},"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",[185,186,187,190,208,214],"ol",{},[64,188,189],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[64,191,192,195,196,200,201,200,204,207],{},[43,193,194],{},"Plan 阶段","：Cline 先读 ",[197,198,199],"code",{},"package.json"," + ",[197,202,203],{},"app.js",[197,205,206],{},"routes\u002F","，列出需要新建\u002F修改的文件",[64,209,210,213],{},[43,211,212],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[64,215,216,217,220],{},"完成后跑 ",[197,218,219],{},"npm test"," 验证",[40,222,223],{},"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。",[180,225,227],{"id":226},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[40,229,230,231,234,235,238],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[197,232,233],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[197,236,237],{},"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。",[180,240,242],{"id":241},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[40,244,245],{},"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。",[28,247,249],{"id":248},"上手-5-分钟","上手 5 分钟",[251,252,258],"pre",{"className":253,"code":255,"language":256,"meta":257},[254],"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","",[197,259,255],{"__ignoreMap":257},[28,261,262],{"id":262},"同类对比",[99,264,265,283],{},[102,266,267],{},[105,268,269,272,274,277,280],{},[108,270,271],{},"维度",[108,273,11],{},[108,275,276],{},"Roo Code",[108,278,279],{},"Cursor",[108,281,282],{},"Claude Code",[117,284,285,300,314,329,345,364,381],{},[105,286,287,289,292,294,297],{},[122,288,68],{},[122,290,291],{},"VS Code 插件",[122,293,291],{},[122,295,296],{},"独立 IDE",[122,298,299],{},"终端",[105,301,302,304,307,309,312],{},[122,303,90],{},[122,305,306],{},"Apache-2.0",[122,308,306],{},[122,310,311],{},"闭源",[122,313,311],{},[105,315,316,318,321,323,326],{},[122,317,135],{},[122,319,320],{},"✅",[122,322,320],{},[122,324,325],{},"部分",[122,327,328],{},"❌",[105,330,331,334,337,340,343],{},[122,332,333],{},"默认审批",[122,335,336],{},"每步",[122,338,339],{},"可配置",[122,341,342],{},"Accept All",[122,344,339],{},[105,346,347,350,356,359,362],{},[122,348,349],{},"MCP 生态",[122,351,352,355],{},[43,353,354],{},"最大","（Marketplace）",[122,357,358],{},"中",[122,360,361],{},"中（注册表 200+）",[122,363,358],{},[105,365,366,369,372,375,378],{},[122,367,368],{},"团队功能",[122,370,371],{},"Cline Teams（询价）",[122,373,374],{},"Cloud Team $99\u002F月",[122,376,377],{},"Teams $40\u002F用户\u002F月",[122,379,380],{},"Claude Team",[105,382,383,386,389,392,395],{},[122,384,385],{},"适合",[122,387,388],{},"谨慎派 + BYOK",[122,390,391],{},"Mode 切换重度 + Cloud Agent",[122,393,394],{},"GUI 全能",[122,396,397],{},"终端硬核",[28,399,400],{"id":400},"避坑清单",[185,402,403,409,423,433,439,445],{},[64,404,405,408],{},[43,406,407],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[64,410,411,414,415,418,419,422],{},[43,412,413],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[197,416,417],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[197,420,421],{},"\u002Fv1"," 会 404。",[64,424,425,428,429,432],{},[43,426,427],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[197,430,431],{},".clineignore"," 排除 node_modules \u002F dist。",[64,434,435,438],{},[43,436,437],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[64,440,441,444],{},[43,442,443],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[64,446,447,450,451,454,455,458,459,462],{},[43,448,449],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[197,452,453],{},"&&"," \u002F ",[197,456,457],{},"$HOME"," 等可能失败，配置改 ",[197,460,461],{},"terminal.integrated.defaultProfile.windows","。",[28,464,466],{"id":465},"适合-不适合","适合 \u002F 不适合",[40,468,469,470,473],{},"✅ 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。",[471,472],"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。",[28,475,476],{"id":476},"相关阅读",[61,478,479,487,494],{},[64,480,481,482],{},"配套 playbook：",[483,484,486],"a",{"href":485},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[64,488,489,490],{},"同分类：",[483,491,493],{"href":492},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[64,495,496,497,500,501,500,505],{},"替代品：",[483,498,276],{"href":499},"\u002Fcoding\u002Fcli\u002Froo-code.html"," · ",[483,502,504],{"href":503},"\u002Fcoding\u002Fcli\u002Faider.html","Aider",[483,506,282],{"href":507},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[28,509,510],{"id":510},"来源",[61,512,513,521,528,535],{},[64,514,515,516],{},"官网：",[483,517,518],{"href":518,"rel":519},"https:\u002F\u002Fcline.bot",[520],"nofollow",[64,522,523,524],{},"GitHub：",[483,525,526],{"href":526,"rel":527},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[520],[64,529,530,531],{},"Roo Code vs Cline（Serenities AI 2026）：",[483,532,533],{"href":533,"rel":534},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[520],[64,536,537,538],{},"Roo Code vs Cline（Qodo 2025-12）：",[483,539,540],{"href":540,"rel":541},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[520],[174,543,544],{},[40,545,546,547,551],{},"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 ",[483,548,550],{"href":549},"mailto:hello@aiho.net","反馈邮箱"," 反馈更新。",{"title":257,"searchDepth":553,"depth":553,"links":554},3,[555,557,558,559,564,565,566,567,568,569],{"id":30,"depth":556,"text":31},2,{"id":56,"depth":556,"text":56},{"id":97,"depth":556,"text":97},{"id":171,"depth":556,"text":172,"children":560},[561,562,563],{"id":182,"depth":553,"text":183},{"id":226,"depth":553,"text":227},{"id":241,"depth":553,"text":242},{"id":248,"depth":556,"text":249},{"id":262,"depth":556,"text":262},{"id":400,"depth":556,"text":400},{"id":465,"depth":556,"text":466},{"id":476,"depth":556,"text":476},{"id":510,"depth":556,"text":510},"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",[577,580,583,586,589],{"q":578,"a":579},"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":581,"a":582},"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":584,"a":585},"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":587,"a":588},"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":590,"a":591},"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。",[593,594],"zh","en",{},[597,598,599,600,601],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",true,[604,605,606],"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",[610,611,612],"windows","macos","linux",[614,618,623],{"plan":124,"price":127,"limit":615,"cn_pay":616,"note":617},"Apache-2.0 开源，VS Code Marketplace 安装","—","0 厂商抽成",{"plan":619,"price":138,"limit":620,"cn_pay":621,"note":622},"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":146,"price":624,"limit":152,"cn_pay":616,"note":625},"$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",[629,630],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[632,633,634],"aider-deep-review","claude-code-deep-review","cline-deep-review",{"power":571,"ux":571,"price":636,"cn_support":571,"stability":571},5,{"title":11,"description":573},"Cline 评测 2026：开源 VS Code AI 编程 Agent，MCP 协议支持","coding\u002Fcli\u002Fcline",[641,643,645,647],{"title":642,"url":526},"Cline GitHub",{"title":644,"url":518},"Cline 官网",{"title":646,"url":533},"Roo Code vs Cline（Serenities AI 2026）",{"title":648,"url":540},"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。","WDlgCqRD1hMlcflZZW6-Zlk5v1nZw06xIhvhef81zc0",{"id":668,"title":669,"alternatives":670,"api_compatible":8,"body":671,"category":570,"chinese_friendly":556,"cover":1149,"description":1150,"domestic":574,"extension":575,"faq":8,"free":574,"github":1133,"languages":1151,"lastVerified":1152,"meta":1153,"models":8,"navigation":602,"notSuitable":8,"opensource":602,"path":1154,"pillar":608,"platforms":1155,"priceTable":8,"pricing":1156,"published":1157,"relatedPlaybooks":8,"relatedReviews":8,"score":1158,"self_host":574,"seo":1159,"seoTitle":1160,"slug":1161,"sources":1162,"stem":1165,"suitable":8,"tagline":1166,"tags":1167,"updated":1152,"verdict":1170,"website":1126,"__hash__":1171},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fgoose.md","Goose",[15,14,639],{"type":25,"value":672,"toc":1136},[673,675,678,681,684,746,748,751,755,764,769,798,803,823,826,860,863,996,999,1041,1043,1069,1073,1079,1085,1091,1097,1099,1113,1115,1120],[28,674,31],{"id":30},[40,676,677],{},"Goose 是 Block（原 Square）开源的 AI 编程 Agent（Apache 2.0），Rust 实现的终端工具。定位类似 Claude Code \u002F Aider——在终端里和 LLM 对话，让它读代码、改代码、跑命令、执行测试。核心差异化是 MCP（Model Context Protocol）原生支持，可以接入文件系统、数据库、浏览器、搜索引擎等任意 MCP server 作为工具。支持 OpenAI \u002F Anthropic \u002F Ollama \u002F 本地模型，完全免费。",[40,679,680],{},"适合：偏好终端工作流、想用本地或自选模型、需要可扩展工具链（MCP）、重视开源和数据隐私的开发者。不适合：需要稳定生产级体验的团队（稳定性还在打磨）、偏好 GUI 的用户、需要顶级代码质量的场景（Claude Code + Claude 模型更强）。",[28,682,683],{"id":683},"核心能力",[61,685,686,696,702,708,718,728,734,740],{},[64,687,688,691,692,695],{},[43,689,690],{},"终端 Agent 交互","：",[197,693,694],{},"goose"," 启动 REPL，自然语言描述任务，Agent 自主读文件、改代码、跑命令",[64,697,698,701],{},[43,699,700],{},"MCP 原生支持","：核心架构基于 MCP，可接入任意 MCP server 作为工具（文件系统、Git、数据库、浏览器、搜索 API 等）",[64,703,704,707],{},[43,705,706],{},"多模型接入","：支持 OpenAI \u002F Anthropic \u002F Google \u002F Ollama \u002F LM Studio \u002F 任何 OpenAI 兼容端点",[64,709,710,713,714,717],{},[43,711,712],{},"Session 管理","：对话上下文持久化，可 ",[197,715,716],{},"goose session resume"," 恢复之前的任务",[64,719,720,723,724,727],{},[43,721,722],{},"工具权限控制","：可配置允许 \u002F 禁止 Agent 执行的命令（如禁止 ",[197,725,726],{},"rm -rf","），安全可控",[64,729,730,733],{},[43,731,732],{},"Rust 实现","：单二进制文件，启动快、内存占用低，跨平台编译",[64,735,736,739],{},[43,737,738],{},"VS Code 扩展","：除了 CLI，有 VS Code 插件，终端和 IDE 两种交互方式",[64,741,742,745],{},[43,743,744],{},"可扩展","：自定义 MCP server 用 Python \u002F TS \u002F Rust 写，接入内部工具和 API",[28,747,97],{"id":97},[40,749,750],{},"完全免费，Apache 2.0 开源。成本在于 LLM API 调用费（如果用 OpenAI \u002F Anthropic）或本地模型硬件成本（用 Ollama 免费）。",[28,752,754],{"id":753},"体验与评测资料整理","体验与评测（资料整理）",[174,756,757],{},[40,758,759,760,763],{},"说明：本节基于官方文档与公开评测整理，非本站独立实测环境，具体数据请以官方为准。\n",[43,761,762],{},"典型场景","：中型 TypeScript 项目的代码生成、重构与命令行自动化（可接 Ollama 跑本地模型，隐私敏感项目不碰云 API）。",[40,765,766],{},[43,767,768],{},"亮点：",[61,770,771,776,779,782,788,791],{},[64,772,773,775],{},[197,774,694],{}," 一行启动，配好 API key 即用，Rust 二进制启动 \u003C 1 秒",[64,777,778],{},"MCP 工具链是好东西：接了 filesystem + git server，Agent 能自主浏览代码结构、读 git log 理解历史",[64,780,781],{},"让它「给这个函数加错误处理 + 写测试」，读代码 → 改代码 → 跑测试一气呵成",[64,783,784,785,787],{},"Session 恢复有用：长任务中断后 ",[197,786,716],{}," 接着干，上下文不丢",[64,789,790],{},"配 Ollama 跑本地 Qwen3-Coder 完全免费，隐私敏感项目不碰云 API",[64,792,793,794,797],{},"权限控制实用：配了只读 + 禁止 ",[197,795,796],{},"git push","，Agent 改完代码自己 review 再手动提交",[40,799,800],{},[43,801,802],{},"踩坑：",[61,804,805,808,811,814,817,820],{},[64,806,807],{},"稳定性还在打磨——偶发 panic \u002F MCP server 连接断开，Rust 错误信息不太好读",[64,809,810],{},"代码质量不如 Claude Code 稳定——复杂重构偶尔改一半卡住或改错文件",[64,812,813],{},"MCP server 生态还早期——很多 server 是社区写的，质量参差，踩坑排查耗时",[64,815,816],{},"国内访问 OpenAI \u002F Anthropic API 需要代理，配 Ollama 本地模型则无此问题",[64,818,819],{},"文档偏少——高级配置（自定义 tool、session 管理细节）要翻源码和 issue",[64,821,822],{},"Windows 支持有 bug——部分 MCP server 在 Windows 路径处理有问题，Linux \u002F Mac 更稳",[28,824,825],{"id":825},"上手",[185,827,828,835,842,848,851,857],{},[64,829,830,831,834],{},"安装：",[197,832,833],{},"curl -fsSL https:\u002F\u002Fgithub.com\u002Fblock\u002Fgoose\u002Freleases\u002Fdownload\u002Fstable\u002Fdownload_goose.sh | bash","（Mac \u002F Linux）",[64,836,837,838,841],{},"配模型：",[197,839,840],{},"goose configure"," 选 provider + 填 API key（或选 Ollama 用本地模型）",[64,843,844,845,847],{},"启动：在项目目录 ",[197,846,694],{}," 进入 REPL",[64,849,850],{},"描述任务：「读 src\u002Fauth.ts，给 login 函数加 rate limiting，然后跑 npm test」",[64,852,853,854,856],{},"配置 MCP 工具：",[197,855,840],{}," 添加 MCP server（filesystem \u002F git \u002F 数据库等）",[64,858,859],{},"进阶：写自定义 MCP server 接入内部工具",[28,861,862],{"id":862},"对比",[99,864,865,879],{},[102,866,867],{},[105,868,869,871,873,875,877],{},[108,870,271],{},[108,872,669],{},[108,874,282],{},[108,876,504],{},[108,878,11],{},[117,880,881,895,908,922,936,951,965,981],{},[105,882,883,885,888,891,893],{},[122,884,68],{},[122,886,887],{},"CLI + VS Code",[122,889,890],{},"CLI",[122,892,890],{},[122,894,291],{},[105,896,897,899,902,904,906],{},[122,898,90],{},[122,900,901],{},"✅ Apache 2.0",[122,903,328],{},[122,905,901],{},[122,907,901],{},[105,909,910,913,916,918,920],{},[122,911,912],{},"MCP 支持",[122,914,915],{},"✅ 原生",[122,917,320],{},[122,919,328],{},[122,921,320],{},[105,923,924,927,930,932,934],{},[122,925,926],{},"本地模型",[122,928,929],{},"✅ Ollama",[122,931,328],{},[122,933,320],{},[122,935,320],{},[105,937,938,941,943,946,949],{},[122,939,940],{},"代码质量",[122,942,358],{},[122,944,945],{},"顶级",[122,947,948],{},"强",[122,950,948],{},[105,952,953,956,958,961,963],{},[122,954,955],{},"稳定性",[122,957,358],{},[122,959,960],{},"高",[122,962,960],{},[122,964,358],{},[105,966,967,970,973,976,978],{},[122,968,969],{},"语言",[122,971,972],{},"Rust",[122,974,975],{},"Python",[122,977,975],{},[122,979,980],{},"TS",[105,982,983,986,988,991,994],{},[122,984,985],{},"成本",[122,987,127],{},[122,989,990],{},"$20\u002F月 (Claude)",[122,992,993],{},"免费 + API",[122,995,993],{},[28,997,998],{"id":998},"避坑",[61,1000,1001,1007,1013,1023,1029,1035],{},[64,1002,1003,1006],{},[43,1004,1005],{},"别用它做关键重构","：稳定性还在早期，复杂任务可能改错文件或卡住，重要改动要 review + git diff 确认",[64,1008,1009,1012],{},[43,1010,1011],{},"MCP server 要审查","：社区 MCP server 质量参差，给 Agent 的工具权限等于给它执行权，用前看源码",[64,1014,1015,1018,1019,1022],{},[43,1016,1017],{},"配权限白名单","：默认 Agent 能跑任意 shell 命令，配 ",[197,1020,1021],{},"allowed_commands"," 限制危险操作（rm、push、deploy）",[64,1024,1025,1028],{},[43,1026,1027],{},"Session 文件会变大","：长对话的 session JSON 几 MB，磁盘注意清理",[64,1030,1031,1034],{},[43,1032,1033],{},"Windows 用 WSL","：原生 Windows 有路径 \u002F 权限 bug，WSL 下体验和 Linux 一致",[64,1036,1037,1040],{},[43,1038,1039],{},"本地模型效果有限","：Qwen3-Coder 7B 能做简单任务，复杂重构还是得上 Claude \u002F GPT-4",[28,1042,466],{"id":465},[61,1044,1045,1048,1051,1054,1057,1060,1063,1066],{},[64,1046,1047],{},"✅ 偏好终端工作流的开发者",[64,1049,1050],{},"✅ 想用本地模型（Ollama）保护代码隐私",[64,1052,1053],{},"✅ 需要 MCP 可扩展工具链（接数据库 \u002F 内部 API \u002F 浏览器）",[64,1055,1056],{},"✅ 开源信仰 + 想贡献 \u002F 定制 Agent",[64,1058,1059],{},"✅ 简单到中等复杂度的代码任务（加函数、写测试、修 bug）",[64,1061,1062],{},"❌ 需要稳定生产级体验（用 Claude Code \u002F Aider 更成熟）",[64,1064,1065],{},"❌ 偏好 GUI 的用户（用 Cline \u002F Cursor）",[64,1067,1068],{},"❌ 大型复杂重构（代码质量和稳定性不够稳）",[28,1070,1072],{"id":1071},"faq","FAQ",[40,1074,1075,1078],{},[43,1076,1077],{},"Q: Goose 和 Claude Code 怎么选？","\nA: Claude Code 代码质量和稳定性更好，但闭源 + 要 Claude 订阅。Goose 开源免费 + 支持本地模型 + MCP 可扩展，灵活但不够稳。追求效果选 Claude Code，追求开源 + 隐私选 Goose。",[40,1080,1081,1084],{},[43,1082,1083],{},"Q: MCP 是什么？","\nA: Model Context Protocol，Anthropic 提出的开放协议，让 LLM 通过标准接口调用外部工具。Goose 原生基于 MCP 构建，可以接文件系统、Git、数据库、浏览器等任意 MCP server 作为 Agent 工具。",[40,1086,1087,1090],{},[43,1088,1089],{},"Q: 能用本地模型吗？","\nA: 可以。配 Ollama 作为 provider，选本地模型（如 Qwen3-Coder 7B\u002F14B）即可，完全不碰云 API。简单任务够用，复杂任务建议还是上 Claude \u002F GPT-4。",[40,1092,1093,1096],{},[43,1094,1095],{},"Q: Block 为什么开源这个？","\nA: Block 内部用 Goose 做 AI 辅助开发，开源出来构建生态。Rust 实现说明是认真做的工程，但团队规模和迭代速度不如 Claude Code \u002F Aider 背后的公司。",[28,1098,476],{"id":476},[40,1100,1101,500,1105,500,1109],{},[483,1102,1104],{"href":1103},"\u002Fcoding\u002Fcopilot\u002Famazon-q.html","Amazon Q Developer",[483,1106,1108],{"href":1107},"\u002Fcoding\u002Fcopilot\u002Fcody.html","Cody (Sourcegraph)",[483,1110,1112],{"href":1111},"\u002Fcoding\u002Fcopilot\u002Ftabnine.html","Tabnine",[28,1114,510],{"id":510},[174,1116,1117],{},[40,1118,1119],{},"本文的价格、版本号与性能数据均参考以下官方渠道整理，可能随时间变动，请以官方实时信息为准。",[61,1121,1122,1129],{},[64,1123,1124],{},[483,1125,1128],{"href":1126,"rel":1127},"https:\u002F\u002Fblock.github.io\u002Fgoose",[520],"官网",[64,1130,1131],{},[483,1132,1135],{"href":1133,"rel":1134},"https:\u002F\u002Fgithub.com\u002Fblock\u002Fgoose",[520],"GitHub",{"title":257,"searchDepth":553,"depth":553,"links":1137},[1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148],{"id":30,"depth":556,"text":31},{"id":683,"depth":556,"text":683},{"id":97,"depth":556,"text":97},{"id":753,"depth":556,"text":754},{"id":825,"depth":556,"text":825},{"id":862,"depth":556,"text":862},{"id":998,"depth":556,"text":998},{"id":465,"depth":556,"text":466},{"id":1071,"depth":556,"text":1072},{"id":476,"depth":556,"text":476},{"id":510,"depth":556,"text":510},"\u002Fimg\u002Ftools\u002Fgoose.webp","Goose 真实评测：Block（Square）开源的 AI CLI Agent（Apache 2.0 协议），Rust 实现，终端内完成代码生成、重构、测试。支持 MCP 协议 + 多模型接入，适合偏好终端工作流、需要本地 AI 编程助手的开发者。",[594],"2026-07-30",{},"\u002Ftools\u002Fcoding\u002Fcli\u002Fgoose",[610,611,612],"Free \u002F 开源（Apache 2.0）","2026-07-05",{"power":571,"ux":553,"price":636,"cn_support":556,"stability":553},{"title":669,"description":1150},"Goose - Block 开源 AI CLI Agent 评测 | AIHO","coding\u002Fcli\u002Fgoose",[1163,1164],{"title":1128,"url":1126},{"title":1135,"url":1133},"tools\u002Fcoding\u002Fcli\u002Fgoose","Block（Square）开源 AI CLI Agent，Rust 实现",[570,658,660,1168,1169],"rust","mcp","Block 出品的开源 Rust CLI Agent，MCP 生态原生支持是最大亮点，适合想用本地模型 + 自定义工具链的终端开发者；稳定性和代码质量不如 Claude Code \u002F Aider 成熟，但完全免费可扩展。","dGQ7Zsi0Z_VeYP0apmdzWUxGGZ4tgS5ja5Eu1KC9XIU",1785428442293]