[{"data":1,"prerenderedAt":2175},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-claude-code-vs-jules":9,"compare-a-claude-code":10,"compare-b-jules":1404},{"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":17,"body":19,"category":1320,"chinese_friendly":140,"cover":1321,"description":1322,"domestic":1323,"extension":1324,"faq":9,"free":1323,"github":1273,"languages":1325,"lastVerified":9,"meta":1327,"models":1328,"navigation":697,"notSuitable":1332,"opensource":1323,"path":1336,"pillar":1337,"platforms":1338,"priceTable":1342,"pricing":1362,"published":1363,"relatedPlaybooks":9,"relatedReviews":1364,"score":1371,"self_host":1323,"seo":1372,"seoTitle":1373,"slug":1374,"sources":1375,"stem":1388,"suitable":1389,"tagline":1395,"tags":1396,"updated":1401,"verdict":1402,"website":1259,"__hash__":1403},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md","Claude Code",[14,15,16],"coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[18],"anthropic",{"type":20,"value":21,"toc":1303},"minimark",[22,27,82,88,91,96,106,149,152,156,164,200,216,220,223,385,403,407,418,498,501,505,519,522,537,619,622,641,654,662,666,831,834,881,884,1045,1051,1065,1070,1090,1093,1189,1192,1249,1252,1291,1299],[23,24,26],"h2",{"id":25},"tldr","TL;DR",[28,29,34,47,58],"div",{"className":30},[31,32,33],"card","p-5","my-4",[35,36,37,41,42,46],"p",{},[38,39,40],"strong",{},"一句话："," Anthropic 官方 CLI Agent，终端原生，长任务执行能力是目前体感最稳的一档。装好后在任何项目根目录跑 ",[43,44,45],"code",{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[35,48,49,50,53,54,57],{},"最大价值是 ",[38,51,52],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[38,55,56],{},"国内三大门槛","：账号要海外手机、支付要海外卡、网络要稳定代理。",[35,59,60,63,64,69,70,73,74,77,78,81],{},[38,61,62],{},"2026-07 最新进展","：核心模型已升级为 ",[65,66,68],"a",{"href":67},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[43,71,72],{},"\u002Ffork","（复制会话到后台并行）、",[43,75,76],{},"\u002Fsubtask","（取代内联子 agent）；会话级上限（WebSearch 200 次、子 agent 200 个）；MCP 调用超 2 分钟自动转后台。",[38,79,80],{},"Claude Code for Visual Studio","（7-08）成为首个正式接入调试器（断点\u002F运行时变量\u002F调用栈）的 AI 编程工具。当前版本 v2.1.201–206。Claude Code 约占 AI 编程赛道一半市场，ARR 约 $2.5B。",[83,84,85],"blockquote",{},[35,86,87],{},"来源说明：本文基于 code.claude.com 官方文档、Anthropic 定价页面、第三方独立评测（laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com）综合整理。Anthropic 模型版本迭代快，命令和价格请以最新官方文档为准。",[23,89,90],{"id":90},"核心特性",[92,93,95],"h3",{"id":94},"终端原生的-agent-体验","终端原生的 Agent 体验",[35,97,98,99,102,103,105],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[38,100,101],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[43,104,45],{},"，就进入了一个能读你整个 codebase 的对话环境。",[107,108,113],"pre",{"className":109,"code":110,"language":111,"meta":112,"style":112},"language-bash shiki shiki-themes github-light github-dark","cd your-project\nclaude                          # 进入交互模式\n> 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n","bash","",[43,114,115,128,138],{"__ignoreMap":112},[116,117,120,124],"span",{"class":118,"line":119},"line",1,[116,121,123],{"class":122},"sj4cs","cd",[116,125,127],{"class":126},"sZZnC"," your-project\n",[116,129,131,134],{"class":118,"line":130},2,[116,132,45],{"class":133},"sScJk",[116,135,137],{"class":136},"sJ8bj","                          # 进入交互模式\n",[116,139,141,145],{"class":118,"line":140},3,[116,142,144],{"class":143},"szBVR",">",[116,146,148],{"class":147},"sVt8B"," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[35,150,151],{},"它会自动：列出相关文件 → 给出计划 → 等你按回车确认 → 一次改多个文件 → 跑测试 → 报告结果。整个过程你可以在另一个窗口干别的，Claude Code 不抢编辑器焦点。",[92,153,155],{"id":154},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[35,157,158,159,163],{},"Claude Code 2.x 引入了 ",[65,160,162],{"href":161},"\u002Fwiki\u002Fai-agent.html","子代理"," 机制：主对话可以派发独立的子任务到隔离 context 中跑，结果摘要返回主线。典型场景：",[107,165,167],{"className":109,"code":166,"language":111,"meta":112,"style":112},"\u002Fsubtask            # 派发独立子任务（2026-07 起取代内联子 agent）\n\u002Ffork               # 复制当前会话到后台并行推进\n\u002Fagents             # 管理子代理\n\u002Ftasks              # 列出后台运行的子代理\n",[43,168,169,176,183,191],{"__ignoreMap":112},[116,170,171,173],{"class":118,"line":119},[116,172,76],{"class":133},[116,174,175],{"class":136},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[116,177,178,180],{"class":118,"line":130},[116,179,72],{"class":133},[116,181,182],{"class":136},"               # 复制当前会话到后台并行推进\n",[116,184,185,188],{"class":118,"line":140},[116,186,187],{"class":133},"\u002Fagents",[116,189,190],{"class":136},"             # 管理子代理\n",[116,192,194,197],{"class":118,"line":193},4,[116,195,196],{"class":133},"\u002Ftasks",[116,198,199],{"class":136},"              # 列出后台运行的子代理\n",[35,201,202,203,209,210,212,213,215],{},"据 ",[65,204,208],{"href":205,"rel":206},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[207],"nofollow","computingforgeeks.com 2026 cheat sheet"," 整理，子代理让\"一边改前端，一边改后端\"这种并行操作不会污染主对话上下文。2026-07 更新后，",[43,211,76],{}," 取代了旧的内联子 agent 写法，",[43,214,72],{}," 则能把整个会话复制一份丢到后台继续跑；会话级新增上限（WebSearch 200 次、子 agent 200 个），MCP 调用超 2 分钟自动转后台执行。",[92,217,219],{"id":218},"slash-命令生产力关键","Slash 命令（生产力关键）",[35,221,222],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[224,225,226,239],"table",{},[227,228,229],"thead",{},[230,231,232,236],"tr",{},[233,234,235],"th",{},"命令",[233,237,238],{},"用途",[240,241,242,257,267,281,291,301,311,321,331,341,351,361,371],"tbody",{},[230,243,244,250],{},[245,246,247],"td",{},[43,248,249],{},"\u002Finit",[245,251,252,253,256],{},"第一次进入仓库时跑，生成 ",[43,254,255],{},"CLAUDE.md","（项目记忆）",[230,258,259,264],{},[245,260,261],{},[43,262,263],{},"\u002Fmemory",[245,265,266],{},"编辑长期记忆",[230,268,269,274],{},[245,270,271],{},[43,272,273],{},"\u002Fclear",[245,275,276,277,280],{},"清空当前对话，重新开始（",[38,278,279],{},"最被低估的命令","）",[230,282,283,288],{},[245,284,285],{},[43,286,287],{},"\u002Fcompact",[245,289,290],{},"长对话压缩，挽救快爆炸的 context window",[230,292,293,298],{},[245,294,295],{},[43,296,297],{},"\u002Fcontext",[245,299,300],{},"显示当前 context 用量",[230,302,303,308],{},[245,304,305],{},[43,306,307],{},"\u002Fplan",[245,309,310],{},"切到 plan 模式（只规划不执行）",[230,312,313,318],{},[245,314,315],{},[43,316,317],{},"\u002Fmodel",[245,319,320],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[230,322,323,328],{},[245,324,325],{},[43,326,327],{},"\u002Fdiff",[245,329,330],{},"看本轮所有改动",[230,332,333,338],{},[245,334,335],{},[43,336,337],{},"\u002Fcode-review",[245,339,340],{},"对 diff 跑代码审查",[230,342,343,348],{},[245,344,345],{},[43,346,347],{},"\u002Frewind",[245,349,350],{},"回滚到任意 checkpoint（代码 + 对话）",[230,352,353,358],{},[245,354,355],{},[43,356,357],{},"\u002Fmcp",[245,359,360],{},"管理 MCP 服务器",[230,362,363,368],{},[245,364,365],{},[43,366,367],{},"\u002Fdoctor",[245,369,370],{},"排查环境问题",[230,372,373,382],{},[245,374,375,378,379],{},[43,376,377],{},"\u002Fresume"," ",[43,380,381],{},"\u002Fbranch",[245,383,384],{},"回到 \u002F fork 历史对话",[35,386,387,392,393,395,396,398,399,402],{},[65,388,391],{"href":389,"rel":390},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[207],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[43,394,287],{},"（每 20-30 分钟一次防止 context drift）、",[43,397,273],{},"（新任务开新会话）、自定义命令（写在 ",[43,400,401],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[92,404,406],{"id":405},"mcp-集成一等公民","MCP 集成（一等公民）",[35,408,409,413,414,417],{},[65,410,412],{"href":411},"\u002Fwiki\u002Fmcp.html","MCP"," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[43,415,416],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[107,419,423],{"className":420,"code":421,"language":422,"meta":112,"style":112},"language-json shiki shiki-themes github-light github-dark","{\n  \"mcpServers\": {\n    \"postgres\": {\n      \"command\": \"npx\",\n      \"args\": [\"@modelcontextprotocol\u002Fserver-postgres\", \"postgresql:\u002F\u002F...\"]\n    }\n  }\n}\n","json",[43,424,425,430,438,445,459,480,486,492],{"__ignoreMap":112},[116,426,427],{"class":118,"line":119},[116,428,429],{"class":147},"{\n",[116,431,432,435],{"class":118,"line":130},[116,433,434],{"class":122},"  \"mcpServers\"",[116,436,437],{"class":147},": {\n",[116,439,440,443],{"class":118,"line":140},[116,441,442],{"class":122},"    \"postgres\"",[116,444,437],{"class":147},[116,446,447,450,453,456],{"class":118,"line":193},[116,448,449],{"class":122},"      \"command\"",[116,451,452],{"class":147},": ",[116,454,455],{"class":126},"\"npx\"",[116,457,458],{"class":147},",\n",[116,460,462,465,468,471,474,477],{"class":118,"line":461},5,[116,463,464],{"class":122},"      \"args\"",[116,466,467],{"class":147},": [",[116,469,470],{"class":126},"\"@modelcontextprotocol\u002Fserver-postgres\"",[116,472,473],{"class":147},", ",[116,475,476],{"class":126},"\"postgresql:\u002F\u002F...\"",[116,478,479],{"class":147},"]\n",[116,481,483],{"class":118,"line":482},6,[116,484,485],{"class":147},"    }\n",[116,487,489],{"class":118,"line":488},7,[116,490,491],{"class":147},"  }\n",[116,493,495],{"class":118,"line":494},8,[116,496,497],{"class":147},"}\n",[35,499,500],{},"之后你就能直接说\"查一下 users 表里最近 7 天注册的人数\"——Claude Code 自动通过 MCP 跑 SQL，结果返回对话里继续讨论。",[92,502,504],{"id":503},"后台-远程模式","后台 \u002F 远程模式",[35,506,507,510,511,514,515,518],{},[43,508,509],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[43,512,513],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[43,516,517],{},"\u002Fremote-control"," 从手机或另一台机器接管这台机器的 Claude Code 会话。这套体系是面向\"agent 长时间跑\"设计的，区别于 Cursor 的\"实时交互\"。",[23,520,521],{"id":521},"价格与运行成本",[35,523,524,525,530,531,536],{},"根据 ",[65,526,529],{"href":527,"rel":528},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[207],"explainx.ai 2026-06 评测"," 和 ",[65,532,535],{"href":533,"rel":534},"https:\u002F\u002Fclaude.com\u002Fpricing",[207],"Anthropic 官方定价"," 整理：",[224,538,539,552],{},[227,540,541],{},[230,542,543,546,549],{},[233,544,545],{},"路径",[233,547,548],{},"价格",[233,550,551],{},"适用场景",[240,553,554,567,580,593,606],{},[230,555,556,561,564],{},[245,557,558],{},[38,559,560],{},"BYOK（自带 API key）",[245,562,563],{},"按 token 计费",[245,565,566],{},"全自由，但单月烧到 $500+ 也常见",[230,568,569,574,577],{},[245,570,571],{},[38,572,573],{},"Pro",[245,575,576],{},"$20\u002F月（年付 ~$17）",[245,578,579],{},"个人开发者，每天 1-4 小时",[230,581,582,587,590],{},[245,583,584],{},[38,585,586],{},"Max 5x",[245,588,589],{},"$100\u002F月",[245,591,592],{},"重度用户 + Opus 模型访问",[230,594,595,600,603],{},[245,596,597],{},[38,598,599],{},"Max 20x",[245,601,602],{},"$200\u002F月",[245,604,605],{},"8h+ agentic 工作流 \u002F 团队共享",[230,607,608,613,616],{},[245,609,610],{},[38,611,612],{},"Team Premium",[245,614,615],{},"$100\u002Fseat 年付 \u002F $125 月付",[245,617,618],{},"团队，含管理",[35,620,621],{},"API token 价格（2026-07 公开数据）：",[623,624,625,632,638],"ul",{},[626,627,628,631],"li",{},[38,629,630],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[626,633,634,637],{},[38,635,636],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[626,639,640],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[83,642,643],{},[35,644,645,646,649,650,653],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[38,647,648],{},"87.6%","、Sonnet 5 ",[38,651,652],{},"80.8%","（Claude Code 内实测），是长任务编程能力的第一梯队。注意 Sonnet 5 换了新分词器，同文本 token 数约 +30%，核算成本要按实际 token 量。",[35,655,656,661],{},[65,657,660],{"href":658,"rel":659},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[207],"ksred 博客真实使用日志","：作者 8 个月用 ~100 亿 token，API 价折合 $15,000+，订阅实际只花 $800——订阅模式对重度用户极度划算，但前提是能搞定支付。",[23,663,665],{"id":664},"上手-5-分钟","上手 5 分钟",[107,667,669],{"className":109,"code":668,"language":111,"meta":112,"style":112},"# macOS \u002F Linux \u002F Windows (WSL)\ncurl -fsSL https:\u002F\u002Fclaude.ai\u002Finstall.sh | bash\n\n# macOS 用 Homebrew\nbrew install --cask claude-code\n\n# Windows PowerShell\nirm https:\u002F\u002Fclaude.ai\u002Finstall.ps1 | iex\n\n# 验证 + 登录\nclaude --version\nclaude auth login          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n# 或用 API key\nexport ANTHROPIC_API_KEY=sk-ant-...\n\n# 进项目，启动\ncd your-project\nclaude \u002Finit               # 生成 CLAUDE.md\nclaude                     # 进入交互模式\n",[43,670,671,676,693,699,704,718,722,727,740,745,751,759,773,779,794,799,805,812,823],{"__ignoreMap":112},[116,672,673],{"class":118,"line":119},[116,674,675],{"class":136},"# macOS \u002F Linux \u002F Windows (WSL)\n",[116,677,678,681,684,687,690],{"class":118,"line":130},[116,679,680],{"class":133},"curl",[116,682,683],{"class":122}," -fsSL",[116,685,686],{"class":126}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[116,688,689],{"class":143}," |",[116,691,692],{"class":133}," bash\n",[116,694,695],{"class":118,"line":140},[116,696,698],{"emptyLinePlaceholder":697},true,"\n",[116,700,701],{"class":118,"line":193},[116,702,703],{"class":136},"# macOS 用 Homebrew\n",[116,705,706,709,712,715],{"class":118,"line":461},[116,707,708],{"class":133},"brew",[116,710,711],{"class":126}," install",[116,713,714],{"class":122}," --cask",[116,716,717],{"class":126}," claude-code\n",[116,719,720],{"class":118,"line":482},[116,721,698],{"emptyLinePlaceholder":697},[116,723,724],{"class":118,"line":488},[116,725,726],{"class":136},"# Windows PowerShell\n",[116,728,729,732,735,737],{"class":118,"line":494},[116,730,731],{"class":133},"irm",[116,733,734],{"class":126}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[116,736,689],{"class":143},[116,738,739],{"class":133}," iex\n",[116,741,743],{"class":118,"line":742},9,[116,744,698],{"emptyLinePlaceholder":697},[116,746,748],{"class":118,"line":747},10,[116,749,750],{"class":136},"# 验证 + 登录\n",[116,752,754,756],{"class":118,"line":753},11,[116,755,45],{"class":133},[116,757,758],{"class":122}," --version\n",[116,760,762,764,767,770],{"class":118,"line":761},12,[116,763,45],{"class":133},[116,765,766],{"class":126}," auth",[116,768,769],{"class":126}," login",[116,771,772],{"class":136},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[116,774,776],{"class":118,"line":775},13,[116,777,778],{"class":136},"# 或用 API key\n",[116,780,782,785,788,791],{"class":118,"line":781},14,[116,783,784],{"class":143},"export",[116,786,787],{"class":147}," ANTHROPIC_API_KEY",[116,789,790],{"class":143},"=",[116,792,793],{"class":147},"sk-ant-...\n",[116,795,797],{"class":118,"line":796},15,[116,798,698],{"emptyLinePlaceholder":697},[116,800,802],{"class":118,"line":801},16,[116,803,804],{"class":136},"# 进项目，启动\n",[116,806,808,810],{"class":118,"line":807},17,[116,809,123],{"class":122},[116,811,127],{"class":126},[116,813,815,817,820],{"class":118,"line":814},18,[116,816,45],{"class":133},[116,818,819],{"class":126}," \u002Finit",[116,821,822],{"class":136},"               # 生成 CLAUDE.md\n",[116,824,826,828],{"class":118,"line":825},19,[116,827,45],{"class":133},[116,829,830],{"class":136},"                     # 进入交互模式\n",[23,832,833],{"id":833},"国内使用注意事项",[835,836,837,843,849,855],"ol",{},[626,838,839,842],{},[38,840,841],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[626,844,845,848],{},[38,846,847],{},"支付","：Pro \u002F Max 订阅只收海外信用卡（MasterCard \u002F Visa）+ 海外账单地址。第三方平台（如老张 \u002F DMXAPI）可用支付宝走 API 代理，但是 BYOK 模式",[626,850,851,854],{},[38,852,853],{},"网络","：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[626,856,857,860,861,865,866,870,871,875,876,880],{},[38,858,859],{},"替代路径","：用 ",[65,862,864],{"href":863},"\u002Fcoding\u002Fcli\u002Faider.html","Aider"," 或 ",[65,867,869],{"href":868},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[65,872,874],{"href":873},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3"," \u002F ",[65,877,879],{"href":878},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[23,882,883],{"id":883},"与同类怎么选",[224,885,886,911],{},[227,887,888],{},[230,889,890,893,895,901,907],{},[233,891,892],{},"维度",[233,894,12],{},[233,896,897],{},[65,898,900],{"href":899},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor",[233,902,903],{},[65,904,906],{"href":905},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[233,908,909],{},[65,910,864],{"href":863},[240,912,913,929,945,963,985,999,1013,1030],{},[230,914,915,918,921,924,927],{},[245,916,917],{},"形态",[245,919,920],{},"CLI（IDE 无关）",[245,922,923],{},"AI-first IDE",[245,925,926],{},"CLI",[245,928,926],{},[230,930,931,934,937,940,942],{},[245,932,933],{},"长任务能力",[245,935,936],{},"★★★★★",[245,938,939],{},"★★★★☆",[245,941,939],{},[245,943,944],{},"★★★☆☆",[230,946,947,950,957,959,961],{},[245,948,949],{},"上下文管理",[245,951,952,953,378,955],{},"★★★★★ ",[43,954,287],{},[43,956,273],{},[245,958,939],{},[245,960,939],{},[245,962,944],{},[230,964,965,968,976,979,982],{},[245,966,967],{},"子代理 \u002F 并行",[245,969,970,971,378,973,280],{},"✅（",[43,972,187],{},[43,974,975],{},"\u002Fbatch",[245,977,978],{},"部分（Bug bot）",[245,980,981],{},"⚠️ 有限",[245,983,984],{},"❌",[230,986,987,990,993,995,997],{},[245,988,989],{},"MCP 支持",[245,991,992],{},"★★★★★ 一等公民",[245,994,939],{},[245,996,944],{},[245,998,984],{},[230,1000,1001,1004,1006,1008,1010],{},[245,1002,1003],{},"Git 集成",[245,1005,939],{},[245,1007,944],{},[245,1009,944],{},[245,1011,1012],{},"★★★★★ 每改即 commit",[230,1014,1015,1018,1021,1024,1027],{},[245,1016,1017],{},"国内门槛",[245,1019,1020],{},"高（账号+支付+网络）",[245,1022,1023],{},"高（账号+支付）",[245,1025,1026],{},"高",[245,1028,1029],{},"低（BYOK 国产模型）",[230,1031,1032,1034,1037,1040,1042],{},[245,1033,548],{},[245,1035,1036],{},"$20-$200\u002F月",[245,1038,1039],{},"$20\u002F月",[245,1041,1036],{},[245,1043,1044],{},"仅 API 成本",[35,1046,1047,1050],{},[38,1048,1049],{},"选 Claude Code 如果你","：",[623,1052,1053,1056,1059,1062],{},[626,1054,1055],{},"重视长任务自主性 + 上下文管理",[626,1057,1058],{},"JetBrains \u002F Vim 用户，不想换 IDE",[626,1060,1061],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[626,1063,1064],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[35,1066,1067,1050],{},[38,1068,1069],{},"别选 Claude Code 如果你",[623,1071,1072,1078,1083],{},[626,1073,1074,1075,1077],{},"国内、个人、预算紧（去 ",[65,1076,864],{"href":863}," + DeepSeek）",[626,1079,1080,1081,280],{},"想要纯 IDE 内 inline 体验（",[65,1082,900],{"href":899},[626,1084,1085,1086,280],{},"主要写补全而非 agent 任务（",[65,1087,1089],{"href":1088},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[23,1091,1092],{"id":1092},"避坑清单",[623,1094,1095,1108,1123,1137,1145,1163,1177,1183],{},[626,1096,1097,1103,1104,1107],{},[38,1098,1099,1102],{},[43,1100,1101],{},"ANTHROPIC_API_KEY"," 优先级最高","：你以为在用 Pro 订阅，但 env 里有 key 时实际走 API 计费——卡崩之前先 ",[43,1105,1106],{},"env | grep ANTHROPIC"," 检查",[626,1109,1110,1116,1117,1119,1120,1122],{},[38,1111,1112,1113,1115],{},"长会话不 ",[43,1114,287],{}," 会越来越笨","：context 接近上限时，模型会开始忘记前面约定。社区共识：每 20-30 分钟 ",[43,1118,287],{}," 一次或 ",[43,1121,273],{}," 开新会话",[626,1124,1125,1130,1131,1136],{},[38,1126,1127,1129],{},[43,1128,317],{}," 切换是个坑","：跨模型切会丢部分 context ",[65,1132,1135],{"href":1133,"rel":1134},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[207],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[626,1138,1139,1144],{},[38,1140,1141,1143],{},[43,1142,249],{}," 生成的 CLAUDE.md 要 review","：自动生成的会有冗余\u002F错误，第一次进项目花 5 分钟整理",[626,1146,1147,1152,1153,378,1156,378,1159,1162],{},[38,1148,1149,1151],{},[43,1150,401],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[43,1154,1155],{},"\u002Fdeploy",[43,1157,1158],{},"\u002Fmigrate",[43,1160,1161],{},"\u002Freview-pr","，提交进 git",[626,1164,1165,1168,1169,1172,1173,1176],{},[38,1166,1167],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[43,1170,1171],{},"--permission-mode plan"," 或开 ",[43,1174,1175],{},"acceptEdits"," 但配合 git worktree",[626,1178,1179,1182],{},[38,1180,1181],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[626,1184,1185,1188],{},[38,1186,1187],{},"API token 烧钱速度","：BYOK 模式下，复杂 refactor 单次任务可能消耗几百万 token",[23,1190,1191],{"id":1191},"相关阅读",[623,1193,1194,1209,1225,1238],{},[626,1195,1196,1197,875,1199,875,1203,875,1205,875,1207],{},"同类对比：",[65,1198,900],{"href":899},[65,1200,1202],{"href":1201},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[65,1204,906],{"href":905},[65,1206,864],{"href":863},[65,1208,869],{"href":868},[626,1210,1211,1212,875,1215,875,1219,875,1221],{},"概念：",[65,1213,1214],{"href":161},"AI Agent",[65,1216,1218],{"href":1217},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[65,1220,412],{"href":411},[65,1222,1224],{"href":1223},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[626,1226,1227,1228,875,1230,875,1234],{},"模型：",[65,1229,68],{"href":67},[65,1231,1233],{"href":1232},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[65,1235,1237],{"href":1236},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[626,1239,1240,1241,875,1245],{},"进阶：",[65,1242,1244],{"href":1243},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[65,1246,1248],{"href":1247},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[23,1250,1251],{"id":1251},"来源",[623,1253,1254,1261,1268,1275,1282,1288],{},[626,1255,1256,1257],{},"官网：",[65,1258,1259],{"href":1259,"rel":1260},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[207],[626,1262,1263,1264],{},"官方文档：",[65,1265,1266],{"href":1266,"rel":1267},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[207],[626,1269,1270,1271],{},"GitHub：",[65,1272,1273],{"href":1273,"rel":1274},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[207],[626,1276,1277,1278],{},"CLI Reference：",[65,1279,1280],{"href":1280,"rel":1281},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[207],[626,1283,1284,1285],{},"官方定价：",[65,1286,533],{"href":533,"rel":1287},[207],[626,1289,1290],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[35,1292,1293,1294,1298],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 命令 \u002F 功能与最新官方信息不一致，请通过 ",[65,1295,1297],{"href":1296},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[1300,1301,1302],"style",{},"html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":112,"searchDepth":140,"depth":140,"links":1304},[1305,1306,1313,1314,1315,1316,1317,1318,1319],{"id":25,"depth":130,"text":26},{"id":90,"depth":130,"text":90,"children":1307},[1308,1309,1310,1311,1312],{"id":94,"depth":140,"text":95},{"id":154,"depth":140,"text":155},{"id":218,"depth":140,"text":219},{"id":405,"depth":140,"text":406},{"id":503,"depth":140,"text":504},{"id":521,"depth":130,"text":521},{"id":664,"depth":130,"text":665},{"id":833,"depth":130,"text":833},{"id":883,"depth":130,"text":883},{"id":1092,"depth":130,"text":1092},{"id":1191,"depth":130,"text":1191},{"id":1251,"depth":130,"text":1251},"cli","\u002Fimg\u002Ftools\u002Fclaude-code.webp","Claude Code 2026 真实评测：Anthropic 官方 CLI 编程 Agent，适合终端、SSH、JetBrains\u002FVim 用户和长任务代码改造。本文整理安装使用、Sub-agents、Slash 命令、MCP、价格套餐、国内使用门槛，以及和 Cursor、Aider、Codex CLI 的区别。",false,"md",[1326],"en",{},[1329,1330,1331],"claude-sonnet-5","claude-opus-4-8","claude-haiku-4",[1333,1334,1335],"国内裸跑（账号 \u002F 支付 \u002F 网络三关）","预算 ¥100\u002F月以内的个人开发者","只想做基础代码补全（用 GitHub Copilot 更经济）","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code","coding",[1339,1340,1341],"macos","linux","windows",[1343,1349,1354,1358],{"plan":1344,"price":1345,"limit":1346,"cn_pay":1347,"note":1348},"Pay-as-go","按 API token 计费","Sonnet $3\u002F$15 per Mtok，Opus $15\u002F$75","✅ 第三方中转支持支付宝","BYOK 模式",{"plan":1350,"price":1039,"limit":1351,"cn_pay":1352,"note":1353},"Claude Pro","约 1-4 小时\u002F天活跃编码","⚠️ 需海外卡","网页 + Code 共享额度",{"plan":1355,"price":589,"limit":1356,"cn_pay":1352,"note":1357},"Claude Max 5x","Pro 的 5 倍 + Opus 接入","重度用户",{"plan":1359,"price":602,"limit":1360,"cn_pay":1352,"note":1361},"Claude Max 20x","Pro 的 20 倍 + 优先队列","8h+\u002F天 agentic 工作流","API 按 token 计费 \u002F Pro $20 \u002F Max $100-$200 \u002F Team Premium $100-$125 seat","2026-06-18",[1365,1366,1367,1368,1369,1370],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","claude-skills-practice","codex-deep-review","cursor-deep-review",{"power":461,"ux":193,"price":140,"cn_support":130,"stability":193},{"title":12,"description":1322},"Claude Code 评测 2026：Anthropic 官方 CLI Agent，长任务编程怎么用","coding\u002Fcli\u002Fclaude-code",[1376,1378,1379,1381,1384,1386],{"title":1377,"url":1266},"Claude Code 官方文档",{"title":535,"url":533},{"title":1380,"url":1280},"Claude Code CLI Reference",{"title":1382,"url":1383},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":1385,"url":205},"Claude Code Cheat Sheet 2026",{"title":1387,"url":1273},"Claude Code Changelog（v2.1.x）","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[1390,1391,1392,1393,1394],"JetBrains \u002F Vim \u002F Emacs 用户（不想换编辑器）","需要长任务自主规划（>30min 单次任务）","服务器开发、运维脚本、CI\u002FCD 场景","需要在 SSH 远程主机上跑 AI 编程","重视稳定性 + 长上下文连贯性","Anthropic 官方终端 AI Coding Agent，长任务能力业界第一梯队",[1320,1397,1398,18,1399,1400],"agent","terminal","long-task","mcp","2026-07-20","Cursor 的强力补充。终端原生、IDE 无关、长任务跑得比 Cursor 稳。但 API 计费贵且国内更难用。","YIQtC5U4vEsz2B9Smm0TktyJo6JZ-dCcq31GUqSt1ms",{"id":1405,"title":1406,"alternatives":1407,"api_compatible":9,"body":1411,"category":1397,"chinese_friendly":130,"cover":2108,"description":2109,"domestic":1323,"extension":1324,"faq":2110,"free":1323,"github":9,"languages":2123,"lastVerified":9,"meta":2124,"models":9,"navigation":697,"notSuitable":2125,"opensource":1323,"path":2129,"pillar":1337,"platforms":2130,"priceTable":2132,"pricing":2144,"published":2145,"relatedPlaybooks":2146,"relatedReviews":9,"score":2149,"self_host":1323,"seo":2150,"seoTitle":9,"slug":2151,"sources":2152,"stem":2159,"suitable":2160,"tagline":2165,"tags":2166,"updated":2145,"verdict":2173,"website":2068,"__hash__":2174},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fjules.md","Jules",[1408,1409,1374,1410],"coding\u002Fagent\u002Fdevin","coding\u002Fagent\u002Fopenhands","coding\u002Fcli\u002Fgemini-cli",{"type":20,"value":1412,"toc":2092},[1413,1415,1426,1429,1436,1456,1459,1479,1482,1532,1535,1539,1542,1663,1666,1809,1813,1923,1928,1939,1942,1946,1954,1957,1961,1967,1970,1974,1980,1983,1986,2003,2006,2008,2046,2050,2056,2059,2061,2084,2089],[23,1414,26],{"id":25},[28,1416,1418,1423],{"className":1417},[31,32,33],[35,1419,1420,1422],{},[38,1421,40],{}," Jules 是 Google 的异步 Coding Agent：你把 GitHub repo + 任务描述交给它，它在 Google Cloud VM 里 clone 代码、制定计划、改文件、跑测试，最后给你 diff \u002F PR。",[35,1424,1425],{},"它不是 Cursor \u002F Claude Code 那种实时结对工具，而是「把不想做的工程任务派出去」的云端队友。",[23,1427,1428],{"id":1428},"它是什么",[35,1430,1431,1432,1435],{},"Jules 的定位很清晰：",[38,1433,1434],{},"async coding agent","。它连接 GitHub 仓库后，可以处理：",[623,1437,1438,1441,1444,1447,1450,1453],{},[626,1439,1440],{},"bug fix",[626,1442,1443],{},"写 \u002F 补测试",[626,1445,1446],{},"feature building",[626,1448,1449],{},"version bump \u002F dependency upgrade",[626,1451,1452],{},"生成 changelog \u002F audio changelog",[626,1454,1455],{},"GitHub issue 任务委派",[35,1457,1458],{},"典型流程：",[835,1460,1461,1464,1467,1470,1473,1476],{},[626,1462,1463],{},"选择 GitHub repo 和 branch。",[626,1465,1466],{},"写明确任务和验收标准。",[626,1468,1469],{},"Jules 在 Cloud VM 中 clone 仓库并给出计划。",[626,1471,1472],{},"你确认计划。",[626,1474,1475],{},"Jules 修改代码、跑测试、展示 diff。",[626,1477,1478],{},"你 review 后发布分支 \u002F 创建 PR。",[23,1480,1481],{"id":1481},"价格与额度",[224,1483,1484,1498],{},[227,1485,1486],{},[230,1487,1488,1491,1495],{},[233,1489,1490],{},"Plan",[233,1492,1494],{"align":1493},"right","额度",[233,1496,1497],{},"适合",[240,1499,1500,1510,1521],{},[230,1501,1502,1504,1507],{},[245,1503,1406],{},[245,1505,1506],{"align":1493},"15 tasks\u002Fday，3 并发",[245,1508,1509],{},"个人试用、轻量任务",[230,1511,1512,1515,1518],{},[245,1513,1514],{},"Jules in Pro",[245,1516,1517],{"align":1493},"100 tasks\u002Fday，15 并发",[245,1519,1520],{},"每天都要委派任务的开发者",[230,1522,1523,1526,1529],{},[245,1524,1525],{},"Jules in Ultra",[245,1527,1528],{"align":1493},"300 tasks\u002Fday，60 并发",[245,1530,1531],{},"大规模并行 Agent 工作流",[35,1533,1534],{},"免费档已经足够验证「补测试、修小 bug、依赖升级」这类任务的 ROI。",[23,1536,1538],{"id":1537},"jules-toolscli-入口","Jules Tools：CLI 入口",[35,1540,1541],{},"Jules 早期主要是 Web UI，后来 Google 推出 Jules Tools，让它可以在终端中被脚本化。",[107,1543,1545],{"className":109,"code":1544,"language":111,"meta":112,"style":112},"npm install -g @google\u002Fjules\njules login\n\n# 查看连接过的仓库\njules remote list --repo\n\n# 创建云端任务\njules remote new --repo . --session \"write unit tests for auth module\"\n\n# 查看任务\njules remote list --session\n\n# 拉取完成任务的结果\njules remote pull --session 123456\n",[43,1546,1547,1560,1568,1572,1577,1590,1594,1599,1620,1624,1629,1640,1644,1649],{"__ignoreMap":112},[116,1548,1549,1552,1554,1557],{"class":118,"line":119},[116,1550,1551],{"class":133},"npm",[116,1553,711],{"class":126},[116,1555,1556],{"class":122}," -g",[116,1558,1559],{"class":126}," @google\u002Fjules\n",[116,1561,1562,1565],{"class":118,"line":130},[116,1563,1564],{"class":133},"jules",[116,1566,1567],{"class":126}," login\n",[116,1569,1570],{"class":118,"line":140},[116,1571,698],{"emptyLinePlaceholder":697},[116,1573,1574],{"class":118,"line":193},[116,1575,1576],{"class":136},"# 查看连接过的仓库\n",[116,1578,1579,1581,1584,1587],{"class":118,"line":461},[116,1580,1564],{"class":133},[116,1582,1583],{"class":126}," remote",[116,1585,1586],{"class":126}," list",[116,1588,1589],{"class":122}," --repo\n",[116,1591,1592],{"class":118,"line":482},[116,1593,698],{"emptyLinePlaceholder":697},[116,1595,1596],{"class":118,"line":488},[116,1597,1598],{"class":136},"# 创建云端任务\n",[116,1600,1601,1603,1605,1608,1611,1614,1617],{"class":118,"line":494},[116,1602,1564],{"class":133},[116,1604,1583],{"class":126},[116,1606,1607],{"class":126}," new",[116,1609,1610],{"class":122}," --repo",[116,1612,1613],{"class":126}," .",[116,1615,1616],{"class":122}," --session",[116,1618,1619],{"class":126}," \"write unit tests for auth module\"\n",[116,1621,1622],{"class":118,"line":742},[116,1623,698],{"emptyLinePlaceholder":697},[116,1625,1626],{"class":118,"line":747},[116,1627,1628],{"class":136},"# 查看任务\n",[116,1630,1631,1633,1635,1637],{"class":118,"line":753},[116,1632,1564],{"class":133},[116,1634,1583],{"class":126},[116,1636,1586],{"class":126},[116,1638,1639],{"class":122}," --session\n",[116,1641,1642],{"class":118,"line":761},[116,1643,698],{"emptyLinePlaceholder":697},[116,1645,1646],{"class":118,"line":775},[116,1647,1648],{"class":136},"# 拉取完成任务的结果\n",[116,1650,1651,1653,1655,1658,1660],{"class":118,"line":781},[116,1652,1564],{"class":133},[116,1654,1583],{"class":126},[116,1656,1657],{"class":126}," pull",[116,1659,1616],{"class":122},[116,1661,1662],{"class":122}," 123456\n",[35,1664,1665],{},"CLI 的意义不只是少打开一个网页，而是能接入现有开发流水线：",[107,1667,1669],{"className":109,"code":1668,"language":111,"meta":112,"style":112},"# 把 TODO.md 每一行都派给 Jules\ncat TODO.md | while IFS= read -r line; do\n  jules remote new --repo . --session \"$line\"\ndone\n\n# 把 GitHub issue 标题直接交给 Jules\ngh issue list --assignee @me --limit 1 --json title \\\n  | jq -r '.[0].title' \\\n  | jules remote new --repo .\n",[43,1670,1671,1676,1709,1733,1738,1742,1747,1778,1793],{"__ignoreMap":112},[116,1672,1673],{"class":118,"line":119},[116,1674,1675],{"class":136},"# 把 TODO.md 每一行都派给 Jules\n",[116,1677,1678,1681,1684,1686,1689,1692,1694,1697,1700,1703,1706],{"class":118,"line":130},[116,1679,1680],{"class":133},"cat",[116,1682,1683],{"class":126}," TODO.md",[116,1685,689],{"class":143},[116,1687,1688],{"class":143}," while",[116,1690,1691],{"class":147}," IFS",[116,1693,790],{"class":143},[116,1695,1696],{"class":122}," read",[116,1698,1699],{"class":122}," -r",[116,1701,1702],{"class":126}," line",[116,1704,1705],{"class":147},"; ",[116,1707,1708],{"class":143},"do\n",[116,1710,1711,1714,1716,1718,1720,1722,1724,1727,1730],{"class":118,"line":140},[116,1712,1713],{"class":133},"  jules",[116,1715,1583],{"class":126},[116,1717,1607],{"class":126},[116,1719,1610],{"class":122},[116,1721,1613],{"class":126},[116,1723,1616],{"class":122},[116,1725,1726],{"class":126}," \"",[116,1728,1729],{"class":147},"$line",[116,1731,1732],{"class":126},"\"\n",[116,1734,1735],{"class":118,"line":193},[116,1736,1737],{"class":143},"done\n",[116,1739,1740],{"class":118,"line":461},[116,1741,698],{"emptyLinePlaceholder":697},[116,1743,1744],{"class":118,"line":482},[116,1745,1746],{"class":136},"# 把 GitHub issue 标题直接交给 Jules\n",[116,1748,1749,1752,1755,1757,1760,1763,1766,1769,1772,1775],{"class":118,"line":488},[116,1750,1751],{"class":133},"gh",[116,1753,1754],{"class":126}," issue",[116,1756,1586],{"class":126},[116,1758,1759],{"class":122}," --assignee",[116,1761,1762],{"class":126}," @me",[116,1764,1765],{"class":122}," --limit",[116,1767,1768],{"class":122}," 1",[116,1770,1771],{"class":122}," --json",[116,1773,1774],{"class":126}," title",[116,1776,1777],{"class":122}," \\\n",[116,1779,1780,1783,1786,1788,1791],{"class":118,"line":494},[116,1781,1782],{"class":143},"  |",[116,1784,1785],{"class":133}," jq",[116,1787,1699],{"class":122},[116,1789,1790],{"class":126}," '.[0].title'",[116,1792,1777],{"class":122},[116,1794,1795,1797,1800,1802,1804,1806],{"class":118,"line":742},[116,1796,1782],{"class":143},[116,1798,1799],{"class":133}," jules",[116,1801,1583],{"class":126},[116,1803,1607],{"class":126},[116,1805,1610],{"class":122},[116,1807,1808],{"class":126}," .\n",[23,1810,1812],{"id":1811},"和-devin-openhands-的差异","和 Devin \u002F OpenHands 的差异",[224,1814,1815,1829],{},[227,1816,1817],{},[230,1818,1819,1821,1823,1826],{},[233,1820,892],{},[233,1822,1406],{},[233,1824,1825],{},"Devin",[233,1827,1828],{},"OpenHands",[240,1830,1831,1845,1857,1871,1884,1897,1910],{},[230,1832,1833,1836,1839,1842],{},[245,1834,1835],{},"运行位置",[245,1837,1838],{},"Google Cloud VM",[245,1840,1841],{},"Devin Cloud",[245,1843,1844],{},"本地 Docker \u002F Cloud",[230,1846,1847,1850,1852,1854],{},[245,1848,1849],{},"开源",[245,1851,984],{},[245,1853,984],{},[245,1855,1856],{},"✅ MIT",[230,1858,1859,1862,1865,1868],{},[245,1860,1861],{},"免费入口",[245,1863,1864],{},"✅ 15 tasks\u002Fday",[245,1866,1867],{},"通常需付费",[245,1869,1870],{},"✅ OSS \u002F Cloud 免费档",[230,1872,1873,1876,1879,1881],{},[245,1874,1875],{},"GitHub PR",[245,1877,1878],{},"✅",[245,1880,1878],{},[245,1882,1883],{},"可配置",[230,1885,1886,1889,1891,1894],{},[245,1887,1888],{},"CLI \u002F API",[245,1890,1878],{},[245,1892,1893],{},"有 API",[245,1895,1896],{},"✅ CLI\u002FSDK",[230,1898,1899,1902,1905,1907],{},[245,1900,1901],{},"中文友好",[245,1903,1904],{},"弱",[245,1906,1904],{},[245,1908,1909],{},"较好",[230,1911,1912,1915,1918,1920],{},[245,1913,1914],{},"隐私可控",[245,1916,1917],{},"中",[245,1919,1917],{},[245,1921,1922],{},"强（自托管）",[35,1924,1925],{},[38,1926,1927],{},"AIHO 建议：",[623,1929,1930,1933,1936],{},[626,1931,1932],{},"想最低门槛试 async agent：Jules",[626,1934,1935],{},"企业买成熟云端体验：Devin",[626,1937,1938],{},"代码不能出境 \u002F 要自托管：OpenHands",[23,1940,1941],{"id":1941},"最适合的任务",[92,1943,1945],{"id":1944},"_1-补测试","1. 补测试",[107,1947,1952],{"className":1948,"code":1950,"language":1951,"meta":112},[1949],"language-text","为 src\u002Fbilling 里的 invoice parser 补单元测试，覆盖金额为 0、负数、缺失 tax 字段和 malformed JSON。跑通现有 test suite。\n","text",[43,1953,1950],{"__ignoreMap":112},[35,1955,1956],{},"边界清楚、可验证，最适合 Jules。",[92,1958,1960],{"id":1959},"_2-依赖升级","2. 依赖升级",[107,1962,1965],{"className":1963,"code":1964,"language":1951,"meta":112},[1949],"把 Next.js 从 14 升级到 15，修复 breaking changes，跑 build 和现有 e2e，最后给出变更摘要。\n",[43,1966,1964],{"__ignoreMap":112},[35,1968,1969],{},"Jules 的 Cloud VM 能自己装包、跑测试、返回 diff。",[92,1971,1973],{"id":1972},"_3-低风险-bug-fix","3. 低风险 bug fix",[107,1975,1978],{"className":1976,"code":1977,"language":1951,"meta":112},[1949],"修复设置页保存后 toast 重复出现的问题。验收：保存一次只出现一个 toast，补回归测试。\n",[43,1979,1977],{"__ignoreMap":112},[35,1981,1982],{},"有明确复现和验收标准，成功率更高。",[23,1984,1985],{"id":1985},"不适合的任务",[623,1987,1988,1991,1994,1997,2000],{},[626,1989,1990],{},"架构方向还没定的大重构",[626,1992,1993],{},"没有测试、没有验收标准的「帮我优化一下」",[626,1995,1996],{},"需要访问内网服务 \u002F 私有数据库的任务",[626,1998,1999],{},"紧急线上事故",[626,2001,2002],{},"高度中文上下文项目",[35,2004,2005],{},"Jules 是「异步执行者」，不是「替你想清楚产品需求的人」。",[23,2007,1092],{"id":1092},[835,2009,2010,2016,2022,2028,2034,2040],{},[626,2011,2012,2015],{},[38,2013,2014],{},"任务要小","：一个 session 只做一个目标，不要把 5 个需求塞一起。",[626,2017,2018,2021],{},[38,2019,2020],{},"验收标准写清","：告诉它必须跑哪些测试、改完看哪些页面。",[626,2023,2024,2027],{},[38,2025,2026],{},"先让它给 plan","：计划不对就别批准执行。",[626,2029,2030,2033],{},[38,2031,2032],{},"敏感 repo 谨慎连接","：Jules 会把代码 clone 到 Cloud VM。",[626,2035,2036,2039],{},[38,2037,2038],{},"PR 必须人工 review","：Agent 可能修掉表面 bug、引入隐蔽边界问题。",[626,2041,2042,2045],{},[38,2043,2044],{},"不要无限并发","：并发越高 review 压力越大，先从 2-3 个低风险任务开始。",[23,2047,2049],{"id":2048},"aiho-工作流建议","AIHO 工作流建议",[107,2051,2054],{"className":2052,"code":2053,"language":1951,"meta":112},[1949],"issue backlog → Gemini CLI 低成本分拣 → Jules 处理低风险任务 → Copilot\u002FCodeRabbit\u002F人工 review → merge\n",[43,2055,2053],{"__ignoreMap":112},[35,2057,2058],{},"Jules 的价值不在「一次写出完美代码」，而在把低风险工程杂活从你的连续工作流里剥离出去。",[23,2060,1251],{"id":1251},[623,2062,2063,2070,2077],{},[626,2064,2065,2066],{},"Jules 官网：",[65,2067,2068],{"href":2068,"rel":2069},"https:\u002F\u002Fjules.google\u002F",[207],[626,2071,2072,2073],{},"Jules Tools CLI Reference：",[65,2074,2075],{"href":2075,"rel":2076},"https:\u002F\u002Fjules.google\u002Fdocs\u002Fcli\u002Freference",[207],[626,2078,2079,2080],{},"Google Developers Blog — Meet Jules Tools：",[65,2081,2082],{"href":2082,"rel":2083},"https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fmeet-jules-tools-a-command-line-companion-for-googles-async-coding-agent\u002F",[207],[83,2085,2086],{},[35,2087,2088],{},"本卡片由 AIHO 编辑部根据公开资料整理，非厂商付费内容；额度和功能以官网为准。",[1300,2090,2091],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}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);}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":112,"searchDepth":140,"depth":140,"links":2093},[2094,2095,2096,2097,2098,2099,2104,2105,2106,2107],{"id":25,"depth":130,"text":26},{"id":1428,"depth":130,"text":1428},{"id":1481,"depth":130,"text":1481},{"id":1537,"depth":130,"text":1538},{"id":1811,"depth":130,"text":1812},{"id":1941,"depth":130,"text":1941,"children":2100},[2101,2102,2103],{"id":1944,"depth":140,"text":1945},{"id":1959,"depth":140,"text":1960},{"id":1972,"depth":140,"text":1973},{"id":1985,"depth":130,"text":1985},{"id":1092,"depth":130,"text":1092},{"id":2048,"depth":130,"text":2049},{"id":1251,"depth":130,"text":1251},"\u002Fimg\u002Ftools\u002Fjules.webp","Jules 真实评测：Google Labs 出品的异步 Coding Agent，连接 GitHub 仓库后在 Cloud VM 中计划、修改、运行测试并生成 PR；支持 Web、CLI（@google\u002Fjules）、REST API、GitHub issue 标签触发。免费档 15 tasks\u002Fday、3 并发，Pro\u002FUltra 提供更高任务和并发额度。",[2111,2114,2117,2120],{"q":2112,"a":2113},"Jules 和 Gemini CLI 有什么区别？","Gemini CLI 是本地终端 Agent，读写当前目录；Jules 是异步云端 Agent，会把 GitHub 仓库 clone 到 Cloud VM，执行任务后返回 diff\u002FPR。前者适合你边写边问，后者适合把任务丢出去等结果。",{"q":2115,"a":2116},"Jules 和 Devin 怎么选？","两者都是 async coding agent。Devin 更早、产品链路更企业化；Jules 绑定 Google\u002FGemini 生态，免费档更容易试，CLI\u002FAPI 和 GitHub 标签触发更适合做脚本化委派。",{"q":2118,"a":2119},"Jules Tools 是什么？","`@google\u002Fjules` 命令行工具。它可以 `jules remote new` 创建云端任务、`jules remote list` 查看任务、`jules remote pull` 拉取结果，也可以打开 TUI 看 diff。",{"q":2121,"a":2122},"代码会不会在本地跑？","Jules 的核心执行在 Google Cloud VM。它会 clone 仓库、安装依赖、运行测试、生成 diff；这也是隐私\u002F合规敏感项目要谨慎的原因。",[1326],{},[2126,2127,2128],"不能把代码 clone 到 Google Cloud VM 的项目","需要中文深度交互和国内网络友好的团队","紧急 hotfix \u002F 强实时结对编程","\u002Ftools\u002Fcoding\u002Fagent\u002Fjules",[2131,1320],"cloud",[2133,2137,2141],{"plan":1406,"price":2134,"limit":2135,"note":2136},"$0","15 tasks\u002Fday，3 concurrent tasks","入门免费档，Gemini 2.5 Pro",{"plan":1514,"price":2138,"limit":2139,"note":2140},"随 Google AI Pro","100 tasks\u002Fday，15 concurrent tasks","更高模型访问，起步 Gemini 3 Pro",{"plan":1525,"price":2142,"limit":2143,"note":1531},"随 Google AI Ultra","300 tasks\u002Fday，60 concurrent tasks","免费 15 tasks\u002Fday \u002F Pro 100 tasks\u002Fday \u002F Ultra 300 tasks\u002Fday","2026-06-25",[2147,2148],"onboarding\u002Fasync-coding-agent-workflow","review\u002Fai-pr-review-pipeline",{"power":193,"ux":193,"price":193,"cn_support":130,"stability":193},{"title":1406,"description":2109},"coding\u002Fagent\u002Fjules",[2153,2155,2157],{"title":2154,"url":2068},"Jules 官网",{"title":2156,"url":2075},"Jules Tools CLI Reference",{"title":2158,"url":2082},"Google Developers Blog — Meet Jules Tools","tools\u002Fcoding\u002Fagent\u002Fjules",[2161,2162,2163,2164],"GitHub issue 边界清晰的 bug fix \u002F test \u002F version bump","想异步委派任务、稍后 review PR 的团队","需要多个云端 Agent 并发处理低风险任务","已经在 Google AI Pro \u002F Ultra 生态里的开发者","Google 异步 Coding Agent，在 Cloud VM 中完成任务并返回 PR",[1397,2167,2168,2169,2170,2171,2172,1320],"autonomous","async","google","gemini","cloud-vm","github","Google 版 Devin：把 issue 丢给云端 Agent，等它在 VM 里跑完测试、给你 diff \u002F PR。适合依赖升级、补测试、低风险 bug fix；不适合中文项目、强隐私代码和需要实时结对的任务。","bYIZLy9N3OaYJlWAzXingOQ_6Rs_LXqm-Efk8VVQDSY",1784565440948]