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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。","Px5oL0FUTUy7YWArC4hYmQ7dqqR2ixhH7AgHxeUrJrg",[732,1376,1940,2935],{"id":733,"title":421,"alternatives":734,"api_compatible":739,"body":742,"category":1270,"chinese_friendly":321,"cover":1271,"description":1272,"domestic":656,"extension":657,"faq":1273,"free":671,"github":281,"languages":1292,"lastVerified":676,"meta":1293,"models":1294,"navigation":671,"notSuitable":1300,"opensource":656,"path":590,"pillar":679,"platforms":1305,"priceTable":1309,"pricing":1333,"published":1334,"relatedPlaybooks":1335,"relatedReviews":1339,"score":1346,"self_host":656,"seo":1347,"seoTitle":1348,"slug":12,"sources":1349,"stem":1359,"suitable":1360,"tagline":1365,"tags":1366,"updated":722,"verdict":1373,"website":1374,"__hash__":1375},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[735,736,737,738],"coding\u002Fide\u002Ftrae","coding\u002Fide\u002Fwindsurf","coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fcodex",[740,741],"openai","anthropic",{"type":18,"value":743,"toc":1253},[744,746,788,791,794,800,842,857,863,867,870,889,908,911,915,921,926,935,939,949,953,959,963,996,999,1101,1106,1109,1147,1149,1155,1159,1170,1172,1212,1214,1240,1250],[21,745,24],{"id":23},[26,747,749,755,772],{"className":748},[29,30,31],[33,750,751,754],{},[36,752,753],{},"一句话："," Cursor 是当前 AI IDE 综合体验的天花板。Composer 的多文件改写、Tab 的连续预测、@-symbol 的上下文召回三件套，加上 2026 年加上的 Cloud Agents 和 Bugbot，使「让 AI 真的写一段能跑的代码」这件事比纯插件方案高一个量级。",[33,756,757,760,761,764,765,768,769,51],{},[36,758,759],{},"2026 年最大变化：SpaceX 以 600 亿美元全股票收购 Cursor 母公司 Anysphere","（2026-06-16 签约，预计 Q3 交割）。收购带来 Colossus 超算算力与 xAI 联合训练——自研模型 ",[36,762,763],{},"Composer 2.5"," 与低价的 ",[36,766,767],{},"Grok 4.5","（用 Cursor 会话数据训练）先后落地，降低了对 Anthropic\u002FOpenAI 的依赖。当前版本已迭代到 ",[36,770,771],{},"3.11",[33,773,774,775,61,778,61,781,61,784,787],{},"代价是：",[36,776,777],{},"$20\u002F月起",[36,779,780],{},"国内访问不稳",[36,782,783],{},"2025-06 之后按 token 计费",[36,785,786],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[21,789,790],{"id":790},"它到底是个什么",[33,792,793],{},"Cursor 是 VS Code 的 fork（不是插件，是独立编辑器），整套 UI \u002F 快捷键 \u002F 插件生态完全继承，但把 AI 当成一等公民重写了所有交互层。如果你今天用 VS Code，切到 Cursor 5 分钟就能上手，所有 keybindings \u002F 主题 \u002F 扩展都直接迁移。",[33,795,796,797,215],{},"它的护城河不是某一个 feature，而是",[36,798,799],{},"三件套乘以工程化",[263,801,802,815,821],{},[91,803,804,807,808,811,812,814],{},[36,805,806],{},"Composer","（",[110,809,810],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；现在的 ",[36,813,763],{}," 是 Cursor 自研模型（85%+ 自主研发，以 Kimi K2.5 为底），已能在文件树尺度做重构。",[91,816,817,820],{},[36,818,819],{},"Tab 补全"," — 不只是补当前行，而是预测你的下一步光标位置 + 多行 diff。收购 Supermaven 后补全采纳率达 72%，是 GitHub Copilot 没追上的部分。",[91,822,823,826,827,829,830,833,834,837,838,841],{},[36,824,825],{},"@-symbol 上下文"," — ",[110,828,116],{}," 自动召回相关文件、",[110,831,832],{},"@docs"," 引外部文档、",[110,835,836],{},"@web"," 联网搜、",[110,839,840],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[33,843,844,845,848,849,852,853,856],{},"2026 年另加两件大件：",[36,846,847],{},"Cloud Agents","（云端 VM 跑长任务，3.5 起最多 10 个并行，",[110,850,851],{},"\u002Fmultitask"," 可拆最多 8 个子 Agent 各自独立 Git 分支）和 ",[36,854,855],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[33,858,859,862],{},[36,860,861],{},"版本迭代速度极快","：3.0（4 月，Agents Window 成主界面）→ 3.5（5-20，Cloud Agents 并行）→ 3.9（6-30，团队市场加入 MCP 与组织）→ 3.10（7-10，Side Chats + 对话搜索）→ 3.11（7-17，Slack 集成改进）；iOS 版 Cursor Mobile 已于 6-29 上线。",[21,864,866],{"id":865},"价格-计费重点","价格 & 计费（重点）",[33,868,869],{},"2025-06 起 Cursor 从「请求数」改成「按 token 配额」，引发过一轮社区反弹。当前的逻辑：",[88,871,872,879,886],{},[91,873,874,875,878],{},"每档套餐有",[36,876,877],{},"包含的美元额度","，按底层模型 API 价折算。",[91,880,881,882,885],{},"超出后",[36,883,884],{},"按需续费","（on-demand），月底结算。",[91,887,888],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[33,890,891,894,895,898,901,902,904,907],{},[36,892,893],{},"Pro $20\u002F月","：日常 Agent 使用够；如果天天 Composer + Background Agents，月底会冲到额度上限。",[896,897],"br",{},[36,899,900],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[896,903],{},[36,905,906],{},"Teams $40\u002F用户\u002F月","：除了用量，主要买的是团队 Rules \u002F Skills 共享、团队级 Bugbot、SSO、隐私模式。",[33,909,910],{},"国内付款：结账页选 Alipay，可走支付宝。",[21,912,914],{"id":913},"真实任务实测基于公开示例归纳","真实任务实测（基于公开示例归纳）",[916,917,918],"blockquote",{},[33,919,920],{},"来源说明：以下场景为 Cursor 官方 Composer 文档与公开 YouTube 实测视频常见演示流程的整合，非 AIHO 编辑部全程亲测，仅作为「能不能干」的参考。",[922,923,925],"h3",{"id":924},"任务-1重构一个-800-行的-react-组件","任务 1：重构一个 800 行的 React 组件",[33,927,928,931,932,934],{},[110,929,930],{},"Cmd+I"," → \"把这个组件按业务拆 3 个子组件，提取自定义 hook\" → Composer 列出涉及文件 + 新建 hook → Accept All。",[896,933],{},"\n经验值：90 秒级别能跑完，约 18k input \u002F 6k output token；import 路径偶尔错一两行，需手动改。",[922,936,938],{"id":937},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[33,940,941,943,944,833,946,948],{},[110,942,116],{}," 在 50k+ 行项目里召回相关文件、",[110,945,832],{},[110,947,836],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[922,950,952],{"id":951},"任务-3mcp-接入","任务 3：MCP 接入",[33,954,955,958],{},[110,956,957],{},"~\u002F.cursor\u002Fmcp.json"," 配 GitHub \u002F Linear \u002F Slack 或自建 MCP server，让 Agent 能直接调外部工具。2026-05 社区 MCP 注册表已超 200 个。",[21,960,962],{"id":961},"上手-5-分钟","上手 5 分钟",[276,964,968],{"className":965,"code":966,"language":967,"meta":281,"style":281},"language-bash shiki shiki-themes github-light github-dark","# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n# 2. 用 GitHub \u002F Google 登录\n# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n# 4. 打开任意项目 → Cmd+I 试 Composer\n# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n","bash",[110,969,970,976,981,986,991],{"__ignoreMap":281},[285,971,972],{"class":287,"line":288},[285,973,975],{"class":974},"sJ8bj","# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[285,977,978],{"class":287,"line":295},[285,979,980],{"class":974},"# 2. 用 GitHub \u002F Google 登录\n",[285,982,983],{"class":287,"line":305},[285,984,985],{"class":974},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[285,987,988],{"class":287,"line":321},[285,989,990],{"class":974},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[285,992,993],{"class":287,"line":334},[285,994,995],{"class":974},"# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[21,997,998],{"id":998},"同类对比",[136,1000,1001,1018],{},[139,1002,1003],{},[142,1004,1005,1007,1009,1012,1015],{},[145,1006,415],{},[145,1008,421],{},[145,1010,1011],{},"Claude Code",[145,1013,1014],{},"GitHub Copilot",[145,1016,1017],{},"Trae",[155,1019,1020,1035,1052,1068,1085],{},[142,1021,1022,1024,1027,1030,1033],{},[160,1023,432],{},[160,1025,1026],{},"VS Code fork",[160,1028,1029],{},"终端 CLI",[160,1031,1032],{},"VS Code 插件",[160,1034,1026],{},[142,1036,1037,1040,1043,1046,1049],{},[160,1038,1039],{},"价格",[160,1041,1042],{},"$20\u002F月起 + 用量",[160,1044,1045],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[160,1047,1048],{},"$10\u002F月",[160,1050,1051],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[142,1053,1054,1057,1060,1062,1065],{},[160,1055,1056],{},"国内访问",[160,1058,1059],{},"需稳定代理",[160,1061,1059],{},[160,1063,1064],{},"需代理",[160,1066,1067],{},"国内版直连",[142,1069,1070,1073,1076,1079,1082],{},[160,1071,1072],{},"Agent 形态",[160,1074,1075],{},"Composer + Cloud Agents",[160,1077,1078],{},"全终端",[160,1080,1081],{},"Agent Mode",[160,1083,1084],{},"Builder + SOLO",[142,1086,1087,1089,1092,1095,1098],{},[160,1088,153],{},[160,1090,1091],{},"IDE-first 全栈",[160,1093,1094],{},"终端 \u002F 后端 \u002F DevOps",[160,1096,1097],{},"老 VS Code 党",[160,1099,1100],{},"国内 \u002F 中文场景",[916,1102,1103],{},[33,1104,1105],{},"一句话区分：Cursor 是「GUI 全能型」，Claude Code 是「终端硬核派」，Copilot 是「便宜稳定但天花板低」，Trae 是「国内能用的 Cursor 替代」。",[21,1107,1108],{"id":1108},"避坑清单",[263,1110,1111,1117,1123,1129,1135,1141],{},[91,1112,1113,1116],{},[36,1114,1115],{},"不要在多个 IP \u002F 设备频繁切换登录","，2025 之后 Cursor 风控严，账号一冻 24 小时起。",[91,1118,1119,1122],{},[36,1120,1121],{},"检查 usage 仪表盘","，Pro 用户每周看一次额度。开 MAX 模式跑长任务前，预估 token 量。",[91,1124,1125,1128],{},[36,1126,1127],{},"Cursor Rules 写短而精","，把超过 2000 字的项目说明拆成多个 .mdc 文件，否则每轮上下文吃得太多。",[91,1130,1131,1134],{},[36,1132,1133],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[91,1136,1137,1140],{},[36,1138,1139],{},"付费别走第三方账号","，官方明确表示只通过 cursor.com 直销，第三方账号可能被封。",[91,1142,1143,1146],{},[36,1144,1145],{},"国内信用卡如果被拒","，先开支付宝、再开 Stripe 友好的虚拟卡（Wise \u002F WildCard），别反复试同一张。",[21,1148,563],{"id":562},[33,1150,1151,1152,1154],{},"✅ 全栈开发者；习惯 VS Code 的人；多文件大改 \u002F Agent 长任务；已经在用 MCP 生态。",[896,1153],{},"\n❌ 国内纯内网开发；JetBrains 重度用户；预算敏感的学生；对 usage-based 计费敏感的人。",[21,1156,1158],{"id":1157},"市场地位2026-中","市场地位（2026 中）",[33,1160,1161,1162,1165,1166,1169],{},"Cursor 6 月初年化营收约 ",[36,1163,1164],{},"$4B","，服务 60% 财富 500 强，约 700 名员工。市占率从 2025-06 的 41% 回落到 2026-05 的 26%（",[57,1167,1011],{"href":1168},"\u002Fcoding\u002Fcli\u002Fclaude-code.html"," 约占赛道一半），但 SpaceX 收购带来的算力与自研模型资源，让它在下半年的竞争中重新握有底牌。三方估算显示，Cursor 接 Sonnet 5 后端时 SWE-bench 约 65.7%，默认配置约 51.7%。",[21,1171,583],{"id":583},[88,1173,1174,1186,1193,1200],{},[91,1175,1176,1177,1181,1182],{},"最新资讯：",[57,1178,1180],{"href":1179},"\u002Fnews\u002F2026\u002Fspacex-acquires-cursor.html","SpaceX 600 亿美元收购 Cursor"," · ",[57,1183,1185],{"href":1184},"\u002Fnews\u002F2026\u002Fgrok-4-5-release.html","Grok 4.5 与 Cursor 联合训练",[91,1187,1188,1189],{},"配套 playbook：",[57,1190,1192],{"href":1191},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[91,1194,1195,1196],{},"同分类：",[57,1197,1199],{"href":1198},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[91,1201,1202,1203,1181,1206,1181,1210],{},"替代品：",[57,1204,1017],{"href":1205},"\u002Fcoding\u002Fide\u002Ftrae.html",[57,1207,1209],{"href":1208},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Devin Desktop（原 Windsurf）",[57,1211,1011],{"href":1168},[21,1213,612],{"id":612},[88,1215,1216,1223,1230,1237],{},[91,1217,1218,1219],{},"官方定价页：",[57,1220,1221],{"href":1221,"rel":1222},"https:\u002F\u002Fcursor.com\u002Fpricing",[622],[91,1224,1225,1226],{},"Composer 文档：",[57,1227,1228],{"href":1228,"rel":1229},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[622],[91,1231,1232,1233],{},"Cursor 3.5 Cloud Agents 公告：",[57,1234,1235],{"href":1235,"rel":1236},"https:\u002F\u002Fcursor.com\u002Fchangelog",[622],[91,1238,1239],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[916,1241,1242],{},[33,1243,1244,1245,1249],{},"本卡片由 AIHO 编辑部基于以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[57,1246,1248],{"href":1247},"mailto:hello@aiho.net","反馈邮箱"," 反馈更新。",[638,1251,1252],{},"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);}",{"title":281,"searchDepth":305,"depth":305,"links":1254},[1255,1256,1257,1258,1263,1264,1265,1266,1267,1268,1269],{"id":23,"depth":295,"text":24},{"id":790,"depth":295,"text":790},{"id":865,"depth":295,"text":866},{"id":913,"depth":295,"text":914,"children":1259},[1260,1261,1262],{"id":924,"depth":305,"text":925},{"id":937,"depth":305,"text":938},{"id":951,"depth":305,"text":952},{"id":961,"depth":295,"text":962},{"id":998,"depth":295,"text":998},{"id":1108,"depth":295,"text":1108},{"id":562,"depth":295,"text":563},{"id":1157,"depth":295,"text":1158},{"id":583,"depth":295,"text":583},{"id":612,"depth":295,"text":612},"ide","\u002Fimg\u002Ftools\u002Fcursor.webp","Cursor 2026 真实评测：SpaceX 以 600 亿美元收购后的最强 AI IDE，基于 VS Code，支持 Composer 2.5 多文件改写、Cloud Agents、MCP、Claude Sonnet 5 \u002F GPT-5.6 \u002F Grok 4.5 多模型和 Bugbot。本文整理最新版本、价格、支付宝付款、国内网络风险、封号避坑，以及和 Trae、Devin Desktop、Claude Code 的选择建议。",[1274,1277,1280,1283,1286,1289],{"q":1275,"a":1276},"Cursor 国内能用吗？","可以，但需要全程稳定的代理。直连不稳，且高频切 IP 会触发账号风控。建议：固定家庭网 + 稳定代理，避免频繁切换。",{"q":1278,"a":1279},"Cursor Pro 多少钱？怎么付款？","$20\u002F月起。Pro 之外还有 Pro+ 和 Ultra（更高用量），Teams $40\u002F用户\u002F月。支持支付宝（结账页选 Alipay），也支持 Visa\u002FMastercard 国际信用卡。开发票需 Business \u002F Teams 计划。",{"q":1281,"a":1282},"Cursor 和 VS Code 区别？","Cursor 是 VS Code 的 fork，几乎所有 VS Code 插件都兼容。最大差异是内置 Composer（多文件 Agent）、Tab 智能补全、@-symbol 上下文检索，这三个 VS Code 原生没有。",{"q":1284,"a":1285},"Cursor 支持自定义 API（DeepSeek \u002F Qwen）吗？","支持。设置里可填 OpenAI \u002F Anthropic 兼容的 base_url 和 key，但 Composer \u002F Tab 等高级功能仅在自带模型上工作最好。",{"q":1287,"a":1288},"Cursor Rules 是什么？","项目根目录下的 .cursor\u002Frules\u002F*.mdc（新版）或 .cursorrules（旧版）文件，给 AI 提供项目级上下文（编码规范、技术栈、目录结构）。每次对话都会自动注入。",{"q":1290,"a":1291},"Background Agent \u002F Bugbot 是什么？","Background Agents 在云端 VM 异步跑任务，你可以同时做别的；Bugbot 是 PR 检查器，自动扫描漏洞和给 fix 建议（2026 起进 Pro 默认按量计费）。",[674,675],{},[1295,1296,1297,1298,1299],"claude-sonnet-5","gpt-5.6","grok-4.5","gemini-3-pro","composer-2.5",[1301,1302,1303,1304],"国内纯内网开发（连不上）","重度 JetBrains 用户（IDEA \u002F WebStorm \u002F GoLand）","预算敏感或学生（先试 Trae \u002F 通义灵码）","对 usage-based 计费高度敏感（2025-06 之后按 token 计费，重度用户月底容易超）",[1306,1307,1308],"windows","macos","linux",[1310,1314,1320,1324,1329],{"plan":1311,"price":687,"limit":1312,"cn_pay":455,"note":1313},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":1315,"price":1316,"limit":1317,"cn_pay":1318,"note":1319},"Pro","$20\u002F月","扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝","个人主力档",{"plan":900,"price":1321,"limit":1322,"cn_pay":460,"note":1323},"$60+ \u002F $200\u002F月","更高用量配额，Agent 重度用户","天天跑 Agent 的开发者",{"plan":1325,"price":1326,"limit":1327,"cn_pay":460,"note":1328},"Teams","$40\u002F用户\u002F月","团队计费 + SSO + 团队 Rules \u002F Skills \u002F 共享 Bugbot","团队档",{"plan":1330,"price":200,"limit":1331,"cn_pay":460,"note":1332},"Enterprise","Pool 用量 \u002F SCIM \u002F 审计 \u002F 仓库与模型访问控制","大型组织","Free \u002F Pro $20\u002Fmo \u002F Pro+ \u002F Ultra \u002F Teams $40\u002Fuser\u002Fmo \u002F Enterprise","2026-06-18",[1336,1337,1338],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",[1340,1341,1342,1343,1344,1345],"ai-coding-tool-decision-tree","cursor-deep-review","cursor-vs-windsurf-vs-trae","qoder-deep-review","trae-deep-review","windsurf-deep-review",{"power":334,"ux":334,"price":305,"cn_support":305,"stability":321},{"title":421,"description":1272},"Cursor 评测 2026：SpaceX 收购后的最强 AI IDE？价格、模型与国内避坑",[1350,1352,1354,1356],{"title":1351,"url":1221},"Cursor 官方定价页",{"title":1353,"url":1228},"Cursor Composer 官方文档",{"title":1355,"url":1235},"Cursor Changelog（3.9–3.11）",{"title":1357,"url":1358},"SpaceX 收购 Anysphere（Reuters\u002FSEC）","https:\u002F\u002Fwww.reuters.com\u002Ftechnology\u002F","tools\u002Fcoding\u002Fide\u002Fcursor",[1361,1362,1363,1364],"全栈开发者（前端 \u002F 后端 \u002F 全栈一把抓）","习惯 VS Code 不想换编辑器的人","需要多文件大改、Agent 长任务的人","已经在用 MCP 生态（GitHub \u002F Linear \u002F Slack 等）的团队","AI 原生代码编辑器，Composer 多文件改写一时无两（现为 SpaceX 子公司）",[1270,1367,1368,1369,1370,1371,1372],"agent-mode","composer","mcp","vscode-fork","bugbot","background-agent","SpaceX 收购后资源更足、自研模型加持；如果不在乎价格和网络，这是开发者第一选择；如果在乎，先看 Trae \u002F Claude Code。","https:\u002F\u002Fcursor.com","vww7kN49iNqNo2dyRLS1_4hVRJ2bDccVwiFMT5YtpBE",{"id":1377,"title":60,"alternatives":1378,"api_compatible":1379,"body":1384,"category":683,"chinese_friendly":321,"cover":1864,"description":1865,"domestic":656,"extension":657,"faq":1866,"free":671,"github":1825,"languages":1882,"lastVerified":676,"meta":1883,"models":1884,"navigation":671,"notSuitable":1890,"opensource":671,"path":596,"pillar":679,"platforms":1894,"priceTable":1895,"pricing":1907,"published":1334,"relatedPlaybooks":1908,"relatedReviews":1911,"score":1914,"self_host":671,"seo":1915,"seoTitle":1916,"slug":13,"sources":1917,"stem":1926,"suitable":1927,"tagline":1933,"tags":1934,"updated":714,"verdict":1938,"website":1818,"__hash__":1939},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md",[15,14,737,12],[740,741,1380,1381,1382,1383],"openrouter","bedrock","vertex","ollama",{"type":18,"value":1385,"toc":1848},[1386,1388,1403,1405,1408,1436,1439,1441,1489,1494,1505,1509,1514,1518,1553,1556,1560,1571,1575,1578,1580,1588,1590,1715,1717,1777,1779,1785,1787,1809,1811,1841],[21,1387,24],{"id":23},[26,1389,1391,1400],{"className":1390},[29,30,31],[33,1392,1393,1395,1396,1399],{},[36,1394,753],{}," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[36,1397,1398],{},"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。",[33,1401,1402],{},"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。",[21,1404,790],{"id":790},[33,1406,1407],{},"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：",[88,1409,1410,1415,1421,1431],{},[91,1411,1412,1414],{},[36,1413,432],{},"：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。",[91,1416,1417,1420],{},[36,1418,1419],{},"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。",[91,1422,1423,1426,1427,1430],{},[36,1424,1425],{},"MCP","：原生支持 MCP 协议，并维护一个",[36,1428,1429],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[91,1432,1433,1435],{},[36,1434,449],{},"：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[33,1437,1438],{},"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）。",[21,1440,1039],{"id":1039},[136,1442,1443,1455],{},[139,1444,1445],{},[142,1446,1447,1450,1452],{},[145,1448,1449],{},"档位",[145,1451,1039],{},[145,1453,1454],{},"说明",[155,1456,1457,1468,1478],{},[142,1458,1459,1462,1465],{},[160,1460,1461],{},"插件本体",[160,1463,1464],{},"免费",[160,1466,1467],{},"Apache-2.0 开源",[142,1469,1470,1472,1475],{},[160,1471,465],{},[160,1473,1474],{},"按 API 计费",[160,1476,1477],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[142,1479,1480,1483,1486],{},[160,1481,1482],{},"Cline Teams",[160,1484,1485],{},"询价",[160,1487,1488],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[33,1490,1491],{},[36,1492,1493],{},"真实成本范例（参考）：",[88,1495,1496,1499,1502],{},[91,1497,1498],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[91,1500,1501],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[91,1503,1504],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[21,1506,1508],{"id":1507},"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）",[916,1510,1511],{},[33,1512,1513],{},"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。",[922,1515,1517],{"id":1516},"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",[263,1519,1520,1523,1540,1546],{},[91,1521,1522],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[91,1524,1525,1528,1529,1532,1533,1532,1536,1539],{},[36,1526,1527],{},"Plan 阶段","：Cline 先读 ",[110,1530,1531],{},"package.json"," + ",[110,1534,1535],{},"app.js",[110,1537,1538],{},"routes\u002F","，列出需要新建\u002F修改的文件",[91,1541,1542,1545],{},[36,1543,1544],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[91,1547,1548,1549,1552],{},"完成后跑 ",[110,1550,1551],{},"npm test"," 验证",[33,1554,1555],{},"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。",[922,1557,1559],{"id":1558},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[33,1561,1562,1563,1566,1567,1570],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[110,1564,1565],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[110,1568,1569],{},"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。",[922,1572,1574],{"id":1573},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[33,1576,1577],{},"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。",[21,1579,962],{"id":961},[276,1581,1586],{"className":1582,"code":1584,"language":1585,"meta":281},[1583],"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",[110,1587,1584],{"__ignoreMap":281},[21,1589,998],{"id":998},[136,1591,1592,1606],{},[139,1593,1594],{},[142,1595,1596,1598,1600,1602,1604],{},[145,1597,415],{},[145,1599,60],{},[145,1601,65],{},[145,1603,421],{},[145,1605,1011],{},[155,1607,1608,1622,1636,1648,1664,1683,1699],{},[142,1609,1610,1612,1614,1616,1619],{},[160,1611,432],{},[160,1613,1032],{},[160,1615,1032],{},[160,1617,1618],{},"独立 IDE",[160,1620,1621],{},"终端",[142,1623,1624,1626,1629,1631,1634],{},[160,1625,449],{},[160,1627,1628],{},"Apache-2.0",[160,1630,1628],{},[160,1632,1633],{},"闭源",[160,1635,1633],{},[142,1637,1638,1640,1642,1644,1646],{},[160,1639,465],{},[160,1641,460],{},[160,1643,460],{},[160,1645,471],{},[160,1647,455],{},[142,1649,1650,1653,1656,1659,1662],{},[160,1651,1652],{},"默认审批",[160,1654,1655],{},"每步",[160,1657,1658],{},"可配置",[160,1660,1661],{},"Accept All",[160,1663,1658],{},[142,1665,1666,1669,1675,1678,1681],{},[160,1667,1668],{},"MCP 生态",[160,1670,1671,1674],{},[36,1672,1673],{},"最大","（Marketplace）",[160,1676,1677],{},"中",[160,1679,1680],{},"中（注册表 200+）",[160,1682,1677],{},[142,1684,1685,1688,1691,1694,1696],{},[160,1686,1687],{},"团队功能",[160,1689,1690],{},"Cline Teams（询价）",[160,1692,1693],{},"Cloud Team $99\u002F月",[160,1695,906],{},[160,1697,1698],{},"Claude Team",[142,1700,1701,1703,1706,1709,1712],{},[160,1702,153],{},[160,1704,1705],{},"谨慎派 + BYOK",[160,1707,1708],{},"Mode 切换重度 + Cloud Agent",[160,1710,1711],{},"GUI 全能",[160,1713,1714],{},"终端硬核",[21,1716,1108],{"id":1108},[263,1718,1719,1725,1739,1749,1755,1761],{},[91,1720,1721,1724],{},[36,1722,1723],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[91,1726,1727,1730,1731,1734,1735,1738],{},[36,1728,1729],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[110,1732,1733],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[110,1736,1737],{},"\u002Fv1"," 会 404。",[91,1740,1741,1744,1745,1748],{},[36,1742,1743],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[110,1746,1747],{},".clineignore"," 排除 node_modules \u002F dist。",[91,1750,1751,1754],{},[36,1752,1753],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[91,1756,1757,1760],{},[36,1758,1759],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[91,1762,1763,1766,1767,113,1770,1773,1774,51],{},[36,1764,1765],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[110,1768,1769],{},"&&",[110,1771,1772],{},"$HOME"," 等可能失败，配置改 ",[110,1775,1776],{},"terminal.integrated.defaultProfile.windows",[21,1778,563],{"id":562},[33,1780,1781,1782,1784],{},"✅ 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。",[896,1783],{},"\n❌ 嫌弃配置的人；需要 GUI Composer 体验；想要订阅制固定月费的人。",[21,1786,583],{"id":583},[88,1788,1789,1795,1801],{},[91,1790,1188,1791],{},[57,1792,1794],{"href":1793},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[91,1796,1195,1797],{},[57,1798,1800],{"href":1799},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[91,1802,1202,1803,1181,1805,1181,1807],{},[57,1804,65],{"href":64},[57,1806,70],{"href":69},[57,1808,1011],{"href":1168},[21,1810,612],{"id":612},[88,1812,1813,1820,1827,1834],{},[91,1814,1815,1816],{},"官网：",[57,1817,1818],{"href":1818,"rel":1819},"https:\u002F\u002Fcline.bot",[622],[91,1821,1822,1823],{},"GitHub：",[57,1824,1825],{"href":1825,"rel":1826},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[622],[91,1828,1829,1830],{},"Roo Code vs Cline（Serenities AI 2026）：",[57,1831,1832],{"href":1832,"rel":1833},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[622],[91,1835,1836,1837],{},"Roo Code vs Cline（Qodo 2025-12）：",[57,1838,1839],{"href":1839,"rel":1840},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[622],[916,1842,1843],{},[33,1844,1845,1846,1249],{},"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 ",[57,1847,1248],{"href":1247},{"title":281,"searchDepth":305,"depth":305,"links":1849},[1850,1851,1852,1853,1858,1859,1860,1861,1862,1863],{"id":23,"depth":295,"text":24},{"id":790,"depth":295,"text":790},{"id":1039,"depth":295,"text":1039},{"id":1507,"depth":295,"text":1508,"children":1854},[1855,1856,1857],{"id":1516,"depth":305,"text":1517},{"id":1558,"depth":305,"text":1559},{"id":1573,"depth":305,"text":1574},{"id":961,"depth":295,"text":962},{"id":998,"depth":295,"text":998},{"id":1108,"depth":295,"text":1108},{"id":562,"depth":295,"text":563},{"id":583,"depth":295,"text":583},{"id":612,"depth":295,"text":612},"\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。",[1867,1870,1873,1876,1879],{"q":1868,"a":1869},"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":1871,"a":1872},"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":1874,"a":1875},"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":1877,"a":1878},"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":1880,"a":1881},"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。",[674,675],{},[1885,1886,1887,1888,1889],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",[1891,1892,1893],"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",[1306,1307,1308],[1896,1899,1904],{"plan":1461,"price":1464,"limit":1897,"cn_pay":688,"note":1898},"Apache-2.0 开源，VS Code Marketplace 安装","0 厂商抽成",{"plan":1900,"price":1474,"limit":1901,"cn_pay":1902,"note":1903},"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":1482,"price":1905,"limit":1488,"cn_pay":688,"note":1906},"$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",[1909,1910],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[1912,1913,706],"aider-deep-review","claude-code-deep-review",{"power":321,"ux":321,"price":334,"cn_support":321,"stability":321},{"title":60,"description":1865},"Cline 评测 2026：开源 VS Code AI 编程 Agent，MCP 协议支持",[1918,1920,1922,1924],{"title":1919,"url":1825},"Cline GitHub",{"title":1921,"url":1818},"Cline 官网",{"title":1923,"url":1832},"Roo Code vs Cline（Serenities AI 2026）",{"title":1925,"url":1839},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[1928,1929,1930,1931,1932],"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",[653,1935,726,727,1936,1937],"vscode-plugin","mcp-marketplace","plan-act","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。","oRJIQhZKuMOf86j1KCHDCs2OqsiBhupeoW_gtFbOYyo",{"id":1941,"title":70,"alternatives":1942,"api_compatible":16,"body":1943,"category":683,"chinese_friendly":305,"cover":2894,"description":2895,"domestic":656,"extension":657,"faq":16,"free":671,"github":2387,"languages":2896,"lastVerified":676,"meta":2897,"models":16,"navigation":671,"notSuitable":16,"opensource":671,"path":602,"pillar":679,"platforms":2898,"priceTable":2899,"pricing":2909,"published":1334,"relatedPlaybooks":16,"relatedReviews":2910,"score":2912,"self_host":671,"seo":2913,"seoTitle":2914,"slug":14,"sources":2915,"stem":2928,"suitable":16,"tagline":2929,"tags":2930,"updated":714,"verdict":2933,"website":2828,"__hash__":2934},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[737,738,13],{"type":18,"value":1944,"toc":2877},[1945,1947,1969,1974,1977,1981,1984,2020,2024,2032,2052,2055,2099,2104,2107,2115,2191,2194,2198,2201,2203,2374,2377,2421,2433,2436,2474,2477,2608,2613,2635,2637,2733,2735,2738,2764,2767,2781,2783,2820,2822,2868,2874],[21,1946,24],{"id":23},[26,1948,1950,1959],{"className":1949},[29,30,31],[33,1951,1952,1954,1955,1958],{},[36,1953,753],{}," Aider 把 \"AI 编辑代码\" 这件事拆成了 git 操作——每次对话结束自动 commit，回滚一行 ",[110,1956,1957],{},"git reset --hard HEAD~1"," 就行。没有 GUI、没有 IDE 插件、没有 Composer 那种漂亮 diff 面板，但你能拿到对开源项目最友好的工作流：bring your own key、bring your own model、bring your own editor。",[33,1960,1961,1962,1965,1966,1968],{},"代价是",[36,1963,1964],{},"学习曲线最陡","。第一次跑起来要花 10 分钟读文档，但跑顺了之后 ",[57,1967,1011],{"href":1168}," 用户都觉得\"为啥不直接 aider\"。",[916,1970,1971],{},[33,1972,1973],{},"来源说明：本文事实点基于 aider.chat 官方文档（modes.html \u002F llms.html \u002F HISTORY.html）和 GitHub 仓库归纳，命令、参数、模型列表以官方为准。",[21,1975,1976],{"id":1976},"核心特性",[922,1978,1980],{"id":1979},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[33,1982,1983],{},"这是 Aider 与所有竞品的最大区别。其他 AI 编程工具改完文件丢给你看 diff，让你手动 stage \u002F commit；Aider 把 git 集成到工作流里：",[88,1985,1986,1996,2006,2017],{},[91,1987,1988,1989,1532,1992,1995],{},"每次对话改完代码，自动 ",[110,1990,1991],{},"git add",[110,1993,1994],{},"git commit","，commit message 由 weak-model 生成",[91,1997,1998,1999,2002,2003],{},"想撤回上一步：",[110,2000,2001],{},"\u002Fundo"," 或者直接 ",[110,2004,2005],{},"git reset",[91,2007,2008,2009,2012,2013,2016],{},"改坏了想从分叉点重来：",[110,2010,2011],{},"git checkout \u003Chash>"," 后继续 ",[110,2014,2015],{},"aider","，对话上下文还在",[91,2018,2019],{},"这也是为什么官方推荐 Aider 用在 git 仓库里——非 git 目录功能受限",[922,2021,2023],{"id":2022},"architect-模式两个模型分工","Architect 模式：两个模型分工",[33,2025,2026,2027,215],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[57,2028,2031],{"href":2029,"rel":2030},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[622],"官方 modes 文档",[88,2033,2034,2040,2046],{},[91,2035,2036,2039],{},[110,2037,2038],{},"--model","（architect）：负责高层方案推理。适合 o1 \u002F o3 \u002F DeepSeek R1 \u002F Claude Opus 这类强推理模型",[91,2041,2042,2045],{},[110,2043,2044],{},"--editor-model","：负责把方案落地成具体文件 diff。适合 GPT-4o \u002F Claude Sonnet 这类编辑能力强但推理一般的模型",[91,2047,2048,2051],{},[110,2049,2050],{},"--weak-model","（可选）：用来生成 commit message \u002F 简单重构。可以指定便宜模型省钱",[33,2053,2054],{},"启动示例：",[276,2056,2058],{"className":965,"code":2057,"language":967,"meta":281,"style":281},"aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n",[110,2059,2060,2071,2081,2091],{"__ignoreMap":281},[285,2061,2062,2065,2068],{"class":287,"line":288},[285,2063,2015],{"class":2064},"sScJk",[285,2066,2067],{"class":298}," --architect",[285,2069,2070],{"class":298}," \\\n",[285,2072,2073,2076,2079],{"class":287,"line":295},[285,2074,2075],{"class":298},"  --model",[285,2077,2078],{"class":314}," deepseek\u002Fdeepseek-reasoner",[285,2080,2070],{"class":298},[285,2082,2083,2086,2089],{"class":287,"line":305},[285,2084,2085],{"class":298},"  --editor-model",[285,2087,2088],{"class":314}," claude-3-5-sonnet-20241022",[285,2090,2070],{"class":298},[285,2092,2093,2096],{"class":287,"line":321},[285,2094,2095],{"class":298},"  --weak-model",[285,2097,2098],{"class":314}," gpt-4o-mini\n",[916,2100,2101],{},[33,2102,2103],{},"据 Aider 官方 benchmark，DeepSeek R1（架构师）+ Claude 3.5 Sonnet（编辑器）的 Architect 组合，比任一模型单跑高约 10%。本数据来自 aider.chat\u002FHISTORY.html 与 pixelsham.com 的 2025-07 评测笔记。",[922,2105,2106],{"id":2106},"几乎能接所有模型",[33,2108,2109,2114],{},[57,2110,2113],{"href":2111,"rel":2112},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[622],"Aider 官方推荐"," 的\"最佳模型清单\"：",[136,2116,2117,2130],{},[139,2118,2119],{},[142,2120,2121,2124,2127],{},[145,2122,2123],{},"厂商",[145,2125,2126],{},"推荐模型",[145,2128,2129],{},"备注",[155,2131,2132,2143,2154,2165,2180],{},[142,2133,2134,2137,2140],{},[160,2135,2136],{},"Anthropic",[160,2138,2139],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[160,2141,2142],{},"编辑能力最稳",[142,2144,2145,2148,2151],{},[160,2146,2147],{},"Google",[160,2149,2150],{},"Gemini 2.5 Pro",[160,2152,2153],{},"超长上下文",[142,2155,2156,2159,2162],{},[160,2157,2158],{},"DeepSeek",[160,2160,2161],{},"R1 + V3",[160,2163,2164],{},"性价比之王",[142,2166,2167,2170,2177],{},[160,2168,2169],{},"OpenAI",[160,2171,2172,2173],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[57,2174,2176],{"href":2175},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[160,2178,2179],{},"reasoning 路径",[142,2181,2182,2185,2188],{},[160,2183,2184],{},"本地",[160,2186,2187],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[160,2189,2190],{},"完全离线",[33,2192,2193],{},"接入方式靠 LiteLLM 适配层，OpenRouter \u002F Bedrock \u002F Vertex \u002F xAI \u002F Groq \u002F Cohere \u002F Azure \u002F 私有 OpenAI 兼容端点 都支持——你能想到的 base_url，基本都行。",[922,2195,2197],{"id":2196},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[33,2199,2200],{},"Aider 用 tree-sitter 解析整个 git 仓库，生成一份压缩版的 \"repo map\"——把符号定义、函数签名、类层级提取出来塞进 prompt。模型不需要看到所有源代码就能理解项目结构。这是 Aider 在 polyglot benchmark 上能打过很多带 Composer 的工具的关键原因。",[21,2202,962],{"id":961},[276,2204,2206],{"className":965,"code":2205,"language":967,"meta":281,"style":281},"# 1. 安装（要 Python 3.9+）\npython -m pip install -U --upgrade-strategy only-if-needed aider-chat\n\n# 2. 进入 git 仓库\ncd your-project\n\n# 3. 设置 API key（任选其一）\nexport ANTHROPIC_API_KEY=sk-ant-...\nexport DEEPSEEK_API_KEY=sk-...\nexport OPENAI_API_KEY=sk-...\n\n# 4. 启动（默认会用环境变量里第一个能识别的 key）\naider\n\n# 或指定模型\naider --model deepseek\u002Fdeepseek-chat\naider --model claude-3-5-sonnet-20241022\n\n# 5. 在 aider 里直接用自然语言下指令\n> 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[110,2207,2208,2213,2239,2244,2249,2257,2261,2266,2281,2293,2305,2310,2316,2322,2327,2333,2344,2354,2359,2365],{"__ignoreMap":281},[285,2209,2210],{"class":287,"line":288},[285,2211,2212],{"class":974},"# 1. 安装（要 Python 3.9+）\n",[285,2214,2215,2218,2221,2224,2227,2230,2233,2236],{"class":287,"line":295},[285,2216,2217],{"class":2064},"python",[285,2219,2220],{"class":298}," -m",[285,2222,2223],{"class":314}," pip",[285,2225,2226],{"class":314}," install",[285,2228,2229],{"class":298}," -U",[285,2231,2232],{"class":298}," --upgrade-strategy",[285,2234,2235],{"class":314}," only-if-needed",[285,2237,2238],{"class":314}," aider-chat\n",[285,2240,2241],{"class":287,"line":305},[285,2242,2243],{"emptyLinePlaceholder":671},"\n",[285,2245,2246],{"class":287,"line":321},[285,2247,2248],{"class":974},"# 2. 进入 git 仓库\n",[285,2250,2251,2254],{"class":287,"line":334},[285,2252,2253],{"class":298},"cd",[285,2255,2256],{"class":314}," your-project\n",[285,2258,2259],{"class":287,"line":347},[285,2260,2243],{"emptyLinePlaceholder":671},[285,2262,2263],{"class":287,"line":360},[285,2264,2265],{"class":974},"# 3. 设置 API key（任选其一）\n",[285,2267,2268,2272,2275,2278],{"class":287,"line":371},[285,2269,2271],{"class":2270},"szBVR","export",[285,2273,2274],{"class":291}," ANTHROPIC_API_KEY",[285,2276,2277],{"class":2270},"=",[285,2279,2280],{"class":291},"sk-ant-...\n",[285,2282,2283,2285,2288,2290],{"class":287,"line":377},[285,2284,2271],{"class":2270},[285,2286,2287],{"class":291}," DEEPSEEK_API_KEY",[285,2289,2277],{"class":2270},[285,2291,2292],{"class":291},"sk-...\n",[285,2294,2296,2298,2301,2303],{"class":287,"line":2295},10,[285,2297,2271],{"class":2270},[285,2299,2300],{"class":291}," OPENAI_API_KEY",[285,2302,2277],{"class":2270},[285,2304,2292],{"class":291},[285,2306,2308],{"class":287,"line":2307},11,[285,2309,2243],{"emptyLinePlaceholder":671},[285,2311,2313],{"class":287,"line":2312},12,[285,2314,2315],{"class":974},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[285,2317,2319],{"class":287,"line":2318},13,[285,2320,2321],{"class":2064},"aider\n",[285,2323,2325],{"class":287,"line":2324},14,[285,2326,2243],{"emptyLinePlaceholder":671},[285,2328,2330],{"class":287,"line":2329},15,[285,2331,2332],{"class":974},"# 或指定模型\n",[285,2334,2336,2338,2341],{"class":287,"line":2335},16,[285,2337,2015],{"class":2064},[285,2339,2340],{"class":298}," --model",[285,2342,2343],{"class":314}," deepseek\u002Fdeepseek-chat\n",[285,2345,2347,2349,2351],{"class":287,"line":2346},17,[285,2348,2015],{"class":2064},[285,2350,2340],{"class":298},[285,2352,2353],{"class":314}," claude-3-5-sonnet-20241022\n",[285,2355,2357],{"class":287,"line":2356},18,[285,2358,2243],{"emptyLinePlaceholder":671},[285,2360,2362],{"class":287,"line":2361},19,[285,2363,2364],{"class":974},"# 5. 在 aider 里直接用自然语言下指令\n",[285,2366,2368,2371],{"class":287,"line":2367},20,[285,2369,2370],{"class":2270},">",[285,2372,2373],{"class":291}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[21,2375,2376],{"id":2376},"价格与运行成本",[88,2378,2379,2391,2404],{},[91,2380,2381,2384,2385,2390],{},[36,2382,2383],{},"Aider 本体","：开源免费（",[57,2386,2389],{"href":2387,"rel":2388},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[622],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[91,2392,2393,2396,2397,113,2400,2403],{},[36,2394,2395],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[57,2398,421],{"href":2399},"\u002Fcoding\u002Fide\u002Fcursor.html",[57,2401,2402],{"href":1208},"Windsurf"," 最大的商业模式差异",[91,2405,2406,2407],{},"单次会话典型消耗：\n",[88,2408,2409,2412,2415],{},[91,2410,2411],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[91,2413,2414],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[91,2416,2417,2418,2420],{},"用 ",[57,2419,2176],{"href":2175}," reasoning：根据推理深度，可能到 $3-8",[33,2422,2423,2424,1532,2428,2432],{},"走 ",[57,2425,2427],{"href":2426},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[57,2429,2431],{"href":2029,"rel":2430},[622],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[21,2434,2435],{"id":2435},"国内使用注意事项",[263,2437,2438,2447,2453,2468],{},[91,2439,2440,2443,2444],{},[36,2441,2442],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[110,2445,2446],{},"HTTPS_PROXY",[91,2448,2449,2452],{},[36,2450,2451],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[91,2454,2455,2458,2459,2462,2463,2467],{},[36,2456,2457],{},"支持自定义 base_url","：通过 ",[110,2460,2461],{},"OPENAI_API_BASE"," 环境变量接 ",[57,2464,2466],{"href":2465},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[91,2469,2470,2473],{},[36,2471,2472],{},"Ollama 本地模型零网络依赖","——隐私场景首选，模型质量取决于本机",[21,2475,2476],{"id":2476},"与同类怎么选",[136,2478,2479,2501],{},[139,2480,2481],{},[142,2482,2483,2485,2487,2491,2497],{},[145,2484,415],{},[145,2486,70],{},[145,2488,2489],{},[57,2490,1011],{"href":1168},[145,2492,2493],{},[57,2494,2496],{"href":2495},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[145,2498,2499],{},[57,2500,60],{"href":59},[155,2502,2503,2515,2531,2547,2563,2577,2591],{},[142,2504,2505,2507,2509,2511,2513],{},[160,2506,449],{},[160,2508,460],{},[160,2510,455],{},[160,2512,455],{},[160,2514,460],{},[142,2516,2517,2520,2523,2526,2529],{},[160,2518,2519],{},"模型选择",[160,2521,2522],{},"任意",[160,2524,2525],{},"仅 Anthropic",[160,2527,2528],{},"仅 OpenAI",[160,2530,2522],{},[142,2532,2533,2536,2539,2542,2545],{},[160,2534,2535],{},"自带 API key",[160,2537,2538],{},"✅ 必须",[160,2540,2541],{},"可选（订阅替代）",[160,2543,2544],{},"可选",[160,2546,2538],{},[142,2548,2549,2552,2555,2558,2561],{},[160,2550,2551],{},"Git 集成",[160,2553,2554],{},"★★★★★",[160,2556,2557],{},"★★★☆☆",[160,2559,2560],{},"★★☆☆☆",[160,2562,2557],{},[142,2564,2565,2568,2571,2573,2575],{},[160,2566,2567],{},"学习曲线",[160,2569,2570],{},"★★★★☆ 陡",[160,2572,2560],{},[160,2574,2560],{},[160,2576,2557],{},[142,2578,2579,2582,2585,2587,2589],{},[160,2580,2581],{},"Architect 双模型",[160,2583,2584],{},"✅ 原生",[160,2586,455],{},[160,2588,455],{},[160,2590,455],{},[142,2592,2593,2596,2599,2602,2605],{},[160,2594,2595],{},"VS Code 集成",[160,2597,2598],{},"通过第三方插件",[160,2600,2601],{},"通过 Cursor 等",[160,2603,2604],{},"仅 CLI",[160,2606,2607],{},"★★★★★ 原生",[33,2609,2610,215],{},[36,2611,2612],{},"怎么选",[88,2614,2615,2618,2623,2628],{},[91,2616,2617],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[91,2619,2620,2621],{},"已经买 Claude Pro \u002F Max 订阅 → ",[57,2622,1011],{"href":1168},[91,2624,2625,2626],{},"已经买 ChatGPT Plus \u002F Pro → ",[57,2627,2496],{"href":2495},[91,2629,2630,2631,113,2633],{},"习惯 VS Code 不想离开 GUI → ",[57,2632,60],{"href":59},[57,2634,421],{"href":2399},[21,2636,1108],{"id":1108},[88,2638,2639,2652,2668,2687,2696,2712,2720],{},[91,2640,2641,2644,2645,2648,2649,2651],{},[36,2642,2643],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[110,2646,2647],{},"git init"," 后再用，否则 ",[110,2650,2001],{}," 不能用，自动 commit 也无意义。",[91,2653,2654,2660,2661,2663,2664,2667],{},[36,2655,2656,2659],{},[110,2657,2658],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[110,2662,116],{}," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[110,2665,2666],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[91,2669,2670,2673,2674,2679,2680,2683,2684,2686],{},[36,2671,2672],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[57,2675,2678],{"href":2676,"rel":2677},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[622],"#5058","（2026 年 4 月报告），如果让 architect 读取 untrusted 仓库（如 README 被人塞了攻击指令），可能被诱导让 editor 生成后门代码。建议：在 ",[110,2681,2682],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[110,2685,2682],{}," 组合。",[91,2688,2689,2695],{},[36,2690,2691,2694],{},[110,2692,2693],{},"--yes-always"," 太激进","：会跳过所有确认，包括\"是否要把这个文件加入 chat\"——容易让 Aider 偷偷读你不想给模型看的文件。生产环境慎用。",[91,2697,2698,2701,2702,2705,2706,2711],{},[36,2699,2700],{},"token 限制错误的判断不可靠","：Ollama 本地模型超 context 不会报错而是静默截断，会让你以为\"模型忘了我加的文件\"。明确配置 ",[110,2703,2704],{},"num_ctx","（见 ",[57,2707,2710],{"href":2708,"rel":2709},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[622],"DeepSeek alternative providers 一文","）。",[91,2713,2714,2719],{},[36,2715,2716,2718],{},[110,2717,2044],{}," 比想象重要","：架构师推理再强，editor 写不出合法 diff 一样白搭。优先选 Claude Sonnet 系列做 editor，不要让推理模型自己做 editor。",[91,2721,2722,2725,2726,66,2729,2732],{},[36,2723,2724],{},"中文 commit message 默认不开","：可以 ",[110,2727,2728],{},"aider --commit-prompt \"...中文....\"",[110,2730,2731],{},".aider.conf.yml"," 配置中改。",[21,2734,563],{"id":562},[33,2736,2737],{},"✅ 适合：",[88,2739,2740,2743,2746,2749,2752,2755],{},[91,2741,2742],{},"命令行重度用户、tmux \u002F Neovim 工作流",[91,2744,2745],{},"多模型试用 \u002F 比价场景（一行命令切换）",[91,2747,2748],{},"开源项目维护者（git 工作流原生融入）",[91,2750,2751],{},"想要完全离线（Ollama + 本地模型）",[91,2753,2754],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[91,2756,2757,2758,2763],{},"跨语言项目（",[57,2759,2762],{"href":2760,"rel":2761},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[622],"官方支持 100+ 语言","）",[33,2765,2766],{},"❌ 不适合：",[88,2768,2769,2772,2775,2778],{},[91,2770,2771],{},"习惯 GUI \u002F 不愿读命令行文档的人",[91,2773,2774],{},"想\"一键智能\"、不愿配置环境变量",[91,2776,2777],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[91,2779,2780],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[21,2782,583],{"id":583},[88,2784,2785,2794,2803,2813],{},[91,2786,2787,2788,113,2790,113,2792],{},"同类对比：",[57,2789,1011],{"href":1168},[57,2791,2496],{"href":2495},[57,2793,60],{"href":59},[91,2795,2796,2797,113,2801],{},"推理模型选择：",[57,2798,2800],{"href":2799},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[57,2802,2176],{"href":2175},[91,2804,2805,2806,113,2809],{},"协议生态：",[57,2807,1425],{"href":2808},"\u002Fwiki\u002Fmcp.html",[57,2810,2812],{"href":2811},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[91,2814,2815,2816],{},"工作流：",[57,2817,2819],{"href":2818},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[21,2821,612],{"id":612},[88,2823,2824,2830,2837,2843,2849,2854,2861],{},[91,2825,1815,2826],{},[57,2827,2828],{"href":2828,"rel":2829},"https:\u002F\u002Faider.chat",[622],[91,2831,2832,2833],{},"官方文档：",[57,2834,2835],{"href":2835,"rel":2836},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[622],[91,2838,2839,2840],{},"Chat Modes 文档：",[57,2841,2029],{"href":2029,"rel":2842},[622],[91,2844,2845,2846],{},"LLM 兼容列表：",[57,2847,2111],{"href":2111,"rel":2848},[622],[91,2850,1822,2851],{},[57,2852,2387],{"href":2387,"rel":2853},[622],[91,2855,2856,2857],{},"发布历史：",[57,2858,2859],{"href":2859,"rel":2860},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[622],[91,2862,2863,2864],{},"PyPI：",[57,2865,2866],{"href":2866,"rel":2867},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[622],[33,2869,2870,2871,2873],{},"本卡片由 AIHO 编辑部根据官方公开资料整理。如有更新请通过 ",[57,2872,1248],{"href":1247}," 反馈。",[638,2875,2876],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}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);}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}",{"title":281,"searchDepth":305,"depth":305,"links":2878},[2879,2880,2886,2887,2888,2889,2890,2891,2892,2893],{"id":23,"depth":295,"text":24},{"id":1976,"depth":295,"text":1976,"children":2881},[2882,2883,2884,2885],{"id":1979,"depth":305,"text":1980},{"id":2022,"depth":305,"text":2023},{"id":2106,"depth":305,"text":2106},{"id":2196,"depth":305,"text":2197},{"id":961,"depth":295,"text":962},{"id":2376,"depth":295,"text":2376},{"id":2435,"depth":295,"text":2435},{"id":2476,"depth":295,"text":2476},{"id":1108,"depth":295,"text":1108},{"id":562,"depth":295,"text":563},{"id":583,"depth":295,"text":583},{"id":612,"depth":295,"text":612},"\u002Fimg\u002Ftools\u002Faider.webp","Aider 真实评测：Git 原生 AI 编程 CLI，每次改动自动 commit、回滚成本极低。AIHO 编辑部基于官方文档与社区资料整理，含 Architect 双模型模式、支持模型清单、安装与配置实操。",[674,675],{},[1306,1307,1308],[2900,2904],{"plan":2901,"price":687,"features":2902,"notes":2903},"开源版（pip 安装）","全部功能 + Architect 双模型 + 任意 LLM（OpenAI \u002F Anthropic \u002F Gemini \u002F DeepSeek \u002F 本地）+ Git 自动 commit","Apache 2.0 \u002F 自带 API key",{"plan":2905,"price":2906,"features":2907,"notes":2908},"模型 API 调用费","按量","实际花销 = 你接的模型计费（DeepSeek 极便宜 \u002F Claude Sonnet 中等 \u002F GPT-4o 较贵）","Aider 本身不收费，只产生模型 token 费","开源免费 \u002F 自带 API key",[1340,1912,1913,706,2911],"codex-deep-review",{"power":321,"ux":305,"price":334,"cn_support":305,"stability":334},{"title":70,"description":2895},"Aider 评测 2026：开源终端 AI 编程助手，多模型支持，CLI 工作流",[2916,2918,2920,2922,2924,2926],{"title":2917,"url":2835},"Aider 官方文档",{"title":2919,"url":2029},"Aider Chat Modes 文档",{"title":2921,"url":2111},"Aider 支持的 LLM 列表",{"title":2923,"url":2387},"Aider GitHub 仓库",{"title":2925,"url":2859},"Aider Release History",{"title":2927,"url":2866},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[683,653,726,2931,2932],"git-native","architect-mode","极客派最爱。每次改动自动 commit、回滚成本极低。学习曲线最陡。","arTAa0D5oQZdCTxj1FwsIdXZ2vTGDdBlLMrCBSNE9pA",{"id":2936,"title":65,"alternatives":2937,"api_compatible":2939,"body":2940,"category":683,"chinese_friendly":305,"cover":3488,"description":3489,"domestic":656,"extension":657,"faq":3490,"free":671,"github":3503,"languages":3504,"lastVerified":676,"meta":3505,"models":16,"navigation":671,"notSuitable":16,"opensource":671,"path":608,"pillar":679,"platforms":3506,"priceTable":3508,"pricing":3524,"published":701,"relatedPlaybooks":3525,"relatedReviews":16,"score":3527,"self_host":671,"seo":3528,"seoTitle":3529,"slug":15,"sources":3530,"stem":3541,"suitable":16,"tagline":3542,"tags":3543,"updated":714,"verdict":3547,"website":3548,"__hash__":3549},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code.md",[13,710,2938,12],"coding\u002Fagent\u002Fopenhands",[2136,2169,2147],{"type":18,"value":2941,"toc":3476},[2942,2944,2947,2950,2953,3022,3024,3049,3054,3058,3063,3086,3091,3114,3116,3145,3148,3330,3332,3384,3386,3415,3417,3439,3441],[21,2943,24],{"id":23},[33,2945,2946],{},"Roo Code 是 Cline 早期 fork 出来走 power-user 路线的 VS Code 智能体——Apache 2.0 + BYOK + 每周多次发布 + 多模式（Code \u002F Architect \u002F Ask \u002F Debug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes + Auto-Approve。GitHub 23.8K Star、1.55M VS Code 安装、300+ 活跃贡献者。OSS 完全免费（你自付 LLM tokens），Cloud Team $99\u002F月 加团队策略 + remote agents。",[33,2948,2949],{},"适合：想要 Cursor-style 自治 + 完全透明 + 无供应商锁定的 solo \u002F 小团队；多步重构 \u002F 多文件改动用 Boomerang Tasks 混合模型省 token；偏好开源 + 本地 Ollama 隐私。不适合：要严格 human-in-the-loop（Cline 的 Plan\u002FAct 更稳）；要 JetBrains 原生（Cline 有，Roo 只有实验桥接）；不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot 更省心）。",[21,2951,2952],{"id":2952},"核心能力",[88,2954,2955,2961,2967,2973,2979,2985,2990,2996,3002,3010,3016],{},[91,2956,2957,2960],{},[36,2958,2959],{},"Agentic Loop","：Thought → Plan → Act → Observe 递归循环，错了自动读 stderr + 重试",[91,2962,2963,2966],{},[36,2964,2965],{},"多模式","：Code（写代码）\u002F Architect（设计）\u002F Ask（解释）\u002F Debug（修问题），可在 sub-task 切换",[91,2968,2969,2972],{},[36,2970,2971],{},"Boomerang Tasks","：主任务派发 sub-task 到不同 mode + 不同模型，并行 \u002F 串行混合",[91,2974,2975,2978],{},[36,2976,2977],{},"Custom Modes","：自定义 system prompt + 工具集 + 模型，团队级共享",[91,2980,2981,2984],{},[36,2982,2983],{},"Auto-Approve","：连续执行不打断（高风险 → 配白名单）",[91,2986,2987,2989],{},[36,2988,465],{},"：Anthropic \u002F OpenAI \u002F Google \u002F DeepSeek \u002F xAI \u002F Mistral \u002F OpenRouter \u002F Ollama 本地",[91,2991,2992,2995],{},[36,2993,2994],{},"完整透明","：每步 prompt \u002F cost \u002F context usage 可见",[91,2997,2998,3001],{},[36,2999,3000],{},"MCP 支持","：继承 Cline MCP 协议，工具 \u002F 数据源 \u002F 自定义服务器",[91,3003,3004,3009],{},[36,3005,3006],{},[110,3007,3008],{},".rooignore","：限制 AI 可见文件，敏感目录可排除",[91,3011,3012,3015],{},[36,3013,3014],{},"本地优先","：Ollama \u002F vLLM 局域网模型，air-gapped 可用",[91,3017,3018,3021],{},[36,3019,3020],{},"Cloud","：task 存储 + 协作 + remote agent + 团队策略",[21,3023,1039],{"id":1039},[88,3025,3026,3032,3038,3044],{},[91,3027,3028,3031],{},[36,3029,3030],{},"OSS","：$0（Apache 2.0）；你自付 LLM API",[91,3033,3034,3037],{},[36,3035,3036],{},"Cloud Free","：$0 + 云端基础",[91,3039,3040,3043],{},[36,3041,3042],{},"Cloud Team","：$99\u002F月 + remote agents + 团队治理",[91,3045,3046,3048],{},[36,3047,1330],{},"：Custom + SSO + 审计 + 私有部署",[916,3050,3051],{},[33,3052,3053],{},"实际成本 = 0（OSS）+ LLM 调用费。Boomerang 混合模型策略下，月度账单可比单跑 Claude Opus 省 50–70%。",[21,3055,3057],{"id":3056},"实测solo-5-人小团队-typescript-全栈","实测（solo + 5 人小团队 \u002F TypeScript 全栈）",[33,3059,3060],{},[36,3061,3062],{},"亮点：",[88,3064,3065,3068,3071,3074,3080,3083],{},[91,3066,3067],{},"每周多次发布，新特性来得快，社区驱动感强",[91,3069,3070],{},"Boomerang Tasks 重构整目录时效率拉满：Architect Opus 出方案 → Code DeepSeek 实现 → Debug Sonnet 验",[91,3072,3073],{},"自定义 Modes 把团队风格固化，新人接手新仓库 30 分钟上手",[91,3075,3076,3077,3079],{},"Auto-Approve + ",[110,3078,3008],{}," 配好后 80% 任务零打断",[91,3081,3082],{},"BYOK 透明度极高：每个 prompt \u002F cost \u002F context 都可看，比 Cursor 黑盒强",[91,3084,3085],{},"Ollama + Qwen2.5 Coder 本地跑离线场景 OK",[33,3087,3088],{},[36,3089,3090],{},"踩坑：",[88,3092,3093,3096,3099,3102,3105,3108,3111],{},[91,3094,3095],{},"每周快速发布 = 偶发回归，生产仓库别盲跟 latest",[91,3097,3098],{},"Auto-Approve 不配白名单可能误删 \u002F 误覆盖（必须先 commit）",[91,3100,3101],{},"多模式切换初学者会 confused，文档要花时间读",[91,3103,3104],{},"JetBrains 只有实验桥接（要 JetBrains 原生用 Cline）",[91,3106,3107],{},"模型 BYOK 配置门槛比 Cursor 高",[91,3109,3110],{},"Boomerang 并行多 sub-agent 时 token 烧得快，要监控",[91,3112,3113],{},"中文 prompt 表现尚可但 system prompt 仍英文最佳",[21,3115,261],{"id":261},[263,3117,3118,3124,3127,3130,3136,3142],{},[91,3119,3120,3121,3123],{},"VS Code → Extensions → 搜 ",[110,3122,65],{}," 安装",[91,3125,3126],{},"设置 → Provider → 添加 Anthropic \u002F OpenAI \u002F Google \u002F OpenRouter \u002F Ollama API Key",[91,3128,3129],{},"选默认 Mode（Code）→ 在侧边栏对话框写需求",[91,3131,3132,3133,3135],{},"启用 Auto-Approve（先 commit！）+ 配 ",[110,3134,3008],{}," 限制范围",[91,3137,3138,3139],{},"多步任务用 Boomerang：在 prompt 写 ",[110,3140,3141],{},"start a subtask in architect mode to plan, then code mode to implement",[91,3143,3144],{},"团队：上 Cloud Team → 共享 Custom Modes + remote agents",[21,3146,3147],{"id":3147},"对比",[136,3149,3150,3164],{},[139,3151,3152],{},[142,3153,3154,3156,3158,3160,3162],{},[145,3155,415],{},[145,3157,65],{},[145,3159,60],{},[145,3161,421],{},[145,3163,418],{},[155,3165,3166,3181,3198,3214,3231,3246,3261,3275,3291,3303,3316],{},[142,3167,3168,3171,3174,3176,3179],{},[160,3169,3170],{},"协议",[160,3172,3173],{},"Apache 2.0",[160,3175,3173],{},[160,3177,3178],{},"商业",[160,3180,3173],{},[142,3182,3183,3186,3189,3192,3195],{},[160,3184,3185],{},"GitHub Star",[160,3187,3188],{},"23.8K",[160,3190,3191],{},"57.9K",[160,3193,3194],{},"–",[160,3196,3197],{},"19K+",[142,3199,3200,3203,3206,3209,3211],{},[160,3201,3202],{},"安装量",[160,3204,3205],{},"1.55M VS Code",[160,3207,3208],{},"4M+ VS+JB",[160,3210,3194],{},[160,3212,3213],{},"高",[142,3215,3216,3219,3222,3225,3228],{},[160,3217,3218],{},"架构",[160,3220,3221],{},"多模式 + Boomerang",[160,3223,3224],{},"Plan\u002FAct 两阶段",[160,3226,3227],{},"内置 IDE",[160,3229,3230],{},"Chat + Edit",[142,3232,3233,3236,3239,3241,3244],{},[160,3234,3235],{},"多 agent",[160,3237,3238],{},"✅ Boomerang",[160,3240,455],{},[160,3242,3243],{},"✅ Composer",[160,3245,455],{},[142,3247,3248,3251,3253,3255,3258],{},[160,3249,3250],{},"自定义 Modes",[160,3252,460],{},[160,3254,455],{},[160,3256,3257],{},"Cursor Rules",[160,3259,3260],{},"Slash Commands",[142,3262,3263,3266,3269,3271,3273],{},[160,3264,3265],{},"JetBrains",[160,3267,3268],{},"实验桥接",[160,3270,2584],{},[160,3272,455],{},[160,3274,460],{},[142,3276,3277,3280,3283,3286,3289],{},[160,3278,3279],{},"发布节奏",[160,3281,3282],{},"每周多次",[160,3284,3285],{},"月级稳定",[160,3287,3288],{},"月级",[160,3290,3288],{},[142,3292,3293,3295,3297,3299,3301],{},[160,3294,2983],{},[160,3296,460],{},[160,3298,2544],{},[160,3300,460],{},[160,3302,3194],{},[142,3304,3305,3307,3310,3312,3314],{},[160,3306,465],{},[160,3308,3309],{},"✅ 完全",[160,3311,3309],{},[160,3313,471],{},[160,3315,460],{},[142,3317,3318,3320,3323,3326,3328],{},[160,3319,1425],{},[160,3321,3322],{},"✅ 继承",[160,3324,3325],{},"✅ 一等",[160,3327,460],{},[160,3329,460],{},[21,3331,525],{"id":525},[88,3333,3334,3340,3348,3354,3360,3366,3372,3378],{},[91,3335,3336,3339],{},[36,3337,3338],{},"快速发布回归风险","：生产仓库别用 latest，pin 一个稳定版本季度升级",[91,3341,3342,215,3345,3347],{},[36,3343,3344],{},"Auto-Approve 必白名单",[110,3346,3008],{}," + git clean 状态 + commit 习惯 = 三道防线",[91,3349,3350,3353],{},[36,3351,3352],{},"Boomerang token 失控","：sub-agent 并行烧得快，月预算告警",[91,3355,3356,3359],{},[36,3357,3358],{},"多模式学习成本","：先用 Code 一种跑顺再加 Architect\u002FDebug",[91,3361,3362,3365],{},[36,3363,3364],{},"MCP 服务器质量参差","：装第三方 server 看 review + 沙盒",[91,3367,3368,3371],{},[36,3369,3370],{},"shell 工具权限","：危险命令（rm -rf \u002F dd）要在 settings 里拉黑",[91,3373,3374,3377],{},[36,3375,3376],{},"JetBrains 用户","：要原生体验请走 Cline；实验桥接稳定性还在演进",[91,3379,3380,3383],{},[36,3381,3382],{},"中文场景","：system prompt + custom modes 用英文写效果最好",[21,3385,563],{"id":562},[88,3387,3388,3391,3394,3397,3400,3403,3406,3409,3412],{},[91,3389,3390],{},"✅ Power user \u002F 想跟最新特性的开发者",[91,3392,3393],{},"✅ solo \u002F 小团队 + 多模型混合 + 省 token",[91,3395,3396],{},"✅ 多步重构 \u002F 多文件改动（Boomerang）",[91,3398,3399],{},"✅ 完全透明 + 无供应商锁定",[91,3401,3402],{},"✅ Ollama 本地 \u002F air-gapped 场景",[91,3404,3405],{},"❌ 严格 human-in-the-loop \u002F 受监管行业（Cline）",[91,3407,3408],{},"❌ JetBrains 原生需求（Cline）",[91,3410,3411],{},"❌ 不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot）",[91,3413,3414],{},"❌ 完全稳定 LTS 需求（每周快速发布）",[21,3416,583],{"id":583},[88,3418,3419,3423,3429,3435],{},[91,3420,3421],{},[57,3422,597],{"href":596},[91,3424,3425],{},[57,3426,3428],{"href":3427},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcontinue","Continue 评测",[91,3430,3431],{},[57,3432,3434],{"href":3433},"\u002Ftools\u002Fcoding\u002Fcli\u002Fopenhands","OpenHands 评测",[91,3436,3437],{},[57,3438,591],{"href":590},[21,3440,612],{"id":612},[263,3442,3443,3450,3457,3463,3469],{},[91,3444,3445,3446],{},"DevRadar — Roo Code Review 2026（BYOK \u002F Agentic Loop \u002F 模型矩阵）",[57,3447,3448],{"href":3448,"rel":3449},"https:\u002F\u002Fdevradar-dev.github.io\u002Fopen-research\u002Fai-tools\u002Froo-code",[622],[91,3451,3452,3453],{},"RockB — Cline vs Roo Code 2026（Star \u002F 安装 \u002F 多模式架构）",[57,3454,3455],{"href":3455,"rel":3456},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fcline-vs-roo-code-2026",[622],[91,3458,3459,3460],{},"Serenities AI — Roo Code vs Cline 2026（社区 vs 产品路线）",[57,3461,1832],{"href":1832,"rel":3462},[622],[91,3464,3465,3466],{},"Qodo Blog — Roo Code vs Cline（企业治理视角）",[57,3467,1839],{"href":1839,"rel":3468},[622],[91,3470,3471,3472],{},"LLMReference — Roo Code Model Compatibility Matrix ",[57,3473,3474],{"href":3474,"rel":3475},"https:\u002F\u002Fwww.llmreference.com\u002Fagents\u002Froo-code",[622],{"title":281,"searchDepth":305,"depth":305,"links":3477},[3478,3479,3480,3481,3482,3483,3484,3485,3486,3487],{"id":23,"depth":295,"text":24},{"id":2952,"depth":295,"text":2952},{"id":1039,"depth":295,"text":1039},{"id":3056,"depth":295,"text":3057},{"id":261,"depth":295,"text":261},{"id":3147,"depth":295,"text":3147},{"id":525,"depth":295,"text":525},{"id":562,"depth":295,"text":563},{"id":583,"depth":295,"text":583},{"id":612,"depth":295,"text":612},"\u002Fimg\u002Ftools\u002Froo-code.webp","Roo Code 真实评测：从 Cline fork 出来的 power-user 路线 VS Code AI 智能体（Apache 2.0、TypeScript）。多模式（Code\u002FArchitect\u002FAsk\u002FDebug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes + Auto-Approve + BYOK（Claude \u002F GPT \u002F Gemini \u002F DeepSeek \u002F Ollama）。GitHub 23.8K Star、1.55M VS Code 安装，2026-03 300+ active 贡献者。Cloud Free \u002F Team $99\u002F月 加云端 + 团队策略。",[3491,3494,3497,3500],{"q":3492,"a":3493},"Roo Code 和 Cline 的核心区别？","都是 Apache 2.0 BYOK VS Code 智能体，Roo Code 是 Cline 早期 fork。Cline 走 Plan\u002FAct 两阶段 + step-by-step approval，规模 57.9K Star \u002F 4M+ 安装（含 JetBrains 原生）。Roo Code 走多模式（Code\u002FArchitect\u002FAsk\u002FDebug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes，每周多次发布，规模 23.8K Star \u002F 1.55M VS Code 安装、JetBrains 实验桥接。受监管 \u002F 强人审批用 Cline；solo \u002F 小团队 + 想跑并行多步走 Roo。",{"q":3495,"a":3496},"Boomerang Tasks 是什么？","Roo Code 的多 agent orchestration：主任务可派发 sub-task 到不同 mode（如 Architect 设计 → Code 实现 → Debug 验证），每个 sub-task 用不同模型（贵模型规划 + 便宜模型实现），结果回传主任务。在重构 \u002F 多文件改动里能把 Claude Opus + DeepSeek 混搭省 60% token 成本。",{"q":3498,"a":3499},"BYOK 支持哪些模型？","Anthropic（Claude Sonnet\u002FOpus 4.6，1M context via Vertex）、OpenAI（GPT-5.4 \u002F o1 \u002F Codex Max）、Google（Gemini 2.5 Pro \u002F Flash，2M context）、DeepSeek（V4 Pro \u002F R1，1M context）、本地 Ollama（Llama 3 \u002F Qwen 2.5）、xAI \u002F Mistral \u002F Groq \u002F OpenRouter 聚合。完全 BYOK，零供应商锁定。",{"q":3501,"a":3502},"Auto-Approve 安全吗？","Auto-Approve 让 Roo 不停人手批准连续执行——效率高但有 prompt injection \u002F 误删风险。建议：(1) 只在 git 工作区干净时开；(2) 限制文件 \u002F 命令白名单（`.rooignore` + Auto-Approve 规则）；(3) 不要给 shell 全自动权限；(4) 用前先 commit。受监管 \u002F 生产代码强烈建议保持手动审批。","https:\u002F\u002Fgithub.com\u002FRooCodeInc\u002FRoo-Code",[675,674],{},[681,3507],"cloud",[3509,3514,3517,3521],{"plan":3510,"price":3511,"features":3512,"notes":3513},"Roo Code OSS","$0（Apache 2.0）","VS Code 扩展 + 多模式 + 自定义 Modes + Boomerang Tasks + Auto-Approve + BYOK + Ollama 本地","你自付 LLM API tokens",{"plan":3036,"price":687,"features":3515,"notes":3516},"云端 task 存储 + 协作基础 + remote agent 入门","试水云端能力",{"plan":3042,"price":3518,"features":3519,"notes":3520},"$99\u002F月","团队策略 + remote agents + 跨成员共享 modes + 治理","5+ 人小团队",{"plan":1330,"price":200,"features":3522,"notes":3523},"SSO\u002FSAML + 审计 + 私有部署 + SLA","联系销售","Apache 2.0 OSS 免费（自付 LLM tokens）+ Cloud Free \u002F Team $99\u002F月 \u002F Enterprise 定制",[3526],"onboarding\u002Fcline-getting-started",{"power":334,"ux":321,"price":334,"cn_support":305,"stability":321},{"title":65,"description":3489},"Roo Code 评测 2026：开源 VS Code AI Agent，Cline 分支扩展",[3531,3533,3535,3537,3539],{"name":3532,"url":3448,"accessed":714},"DevRadar — Roo Code Review 2026 (BYOK \u002F Agentic Loop)",{"name":3534,"url":3455,"accessed":714},"RockB — Cline vs Roo Code 2026 (架构 \u002F Stars \u002F 多模式)",{"name":3536,"url":1832,"accessed":714},"Serenities AI — Roo Code vs Cline 2026",{"name":3538,"url":1839,"accessed":714},"Qodo Blog — Roo Code vs Cline (企业治理对比)",{"name":3540,"url":3474,"accessed":714},"LLMReference — Roo Code Model Compatibility","tools\u002Fcoding\u002Fcli\u002Froo-code","Cline fork 的 power user VS Code 智能体——多模式 + Boomerang Tasks + BYOK，每周多次发布",[681,653,727,726,3544,1369,3545,3546],"apache2","multi-agent","fork","想要 Cline 的开源透明 + 更激进新特性的 power user 首选。要严格 human-in-the-loop + JetBrains 走 Cline；要团队策略 + 云端协作走 Roo Cloud Team；要纯 IDE 集成 + 不折腾走 Cursor \u002F Copilot。","https:\u002F\u002Froocode.com","1h66B1Fz58S9Vl6X3CHh_BDE6_3hGtOz_yHwVXHYok8",1785660639608]