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试用",[39,669,670,673],{},[42,671,672],{},"Pro","：$24\u002Fseat\u002F月年付 \u002F $30 月付，按发起 PR 的开发者计费",[39,675,676,678],{},[42,677,115],{},"：自定义；SSO\u002FSAML + 自托管 + 自定义模型 + SLA",[39,680,681,684],{},[42,682,683],{},"CLI add-on","：usage-based，给 agentic 编码 loop 用，独立于席位计费",[21,686,688],{"id":687},"实测20-人-saas-团队-nextjs-python-后端","实测（20 人 SaaS 团队 \u002F Next.js + Python 后端）",[26,690,691],{},[42,692,136],{},[36,694,695,698,701,704,707,710,713],{},[39,696,697],{},"2-click 接 GitHub，5 分钟跑通；PR 几十秒出概要 + 时序图",[39,699,700],{},"Codegraph 真能跨文件追：评论标「这个改动会影响 BillingService.charge 的 12 处调用」",[39,702,703],{},"40+ linter 配 LLM 过滤误报，噪声远低于裸跑 ESLint+Semgrep",[39,705,706],{},"自定义 YAML 规则用起来直接，path-based 区分 frontend \u002F backend 评审强度",[39,708,709],{},"IDE 插件本地评审 staged 改动，commit 前能拦下半数小问题",[39,711,712],{},"Learnings 真有效——3 周后 false positive 下降明显",[39,714,715,716,718],{},"CLI 配 Claude Code，agent 写完一段先 ",[601,717,603],{}," 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设计上下文",[21,777,205],{"id":205},[207,779,780,797],{},[210,781,782],{},[213,783,784,786,788,790,792,795],{},[216,785,218],{},[216,787,224],{},[216,789,221],{},[216,791,227],{},[216,793,794],{},"Greptile",[216,796,230],{},[232,798,799,819,837,854,871,888,904,920],{},[213,800,801,804,807,810,813,816],{},[237,802,803],{},"Pro 起价",[237,805,806],{},"$24（年）\u002F$30（月）",[237,808,809],{},"$12\u002F$15",[237,811,812],{},"$20 flat",[237,814,815],{},"base + usage",[237,817,818],{},"Teams $30",[213,820,821,824,827,829,831,834],{},[237,822,823],{},"公共仓库免费",[237,825,826],{},"✅ 无限",[237,828,259],{},[237,830,826],{},[237,832,833],{},"freemium",[237,835,836],{},"OSS 计划",[213,838,839,842,845,847,849,852],{},[237,840,841],{},"IDE review",[237,843,844],{},"✅ 一等",[237,846,276],{},[237,848,281],{},[237,850,851],{},"–",[237,853,276],{},[213,855,856,859,862,865,867,869],{},[237,857,858],{},"CLI review",[237,860,861],{},"✅ + agentic",[237,863,864],{},"CLI 有",[237,866,851],{},[237,868,851],{},[237,870,276],{},[213,872,873,876,879,881,883,886],{},[237,874,875],{},"Codegraph \u002F 跨仓",[237,877,878],{},"✅ Codegraph",[237,880,62],{},[237,882,297],{},[237,884,885],{},"✅ Code graph",[237,887,300],{},[213,889,890,893,896,898,900,902],{},[237,891,892],{},"Linter 集成",[237,894,895],{},"✅ 40+",[237,897,314],{},[237,899,281],{},[237,901,314],{},[237,903,314],{},[213,905,906,909,912,914,916,918],{},[237,907,908],{},"MCP",[237,910,911],{},"✅ Jira\u002FLinear\u002FConfluence",[237,913,276],{},[237,915,314],{},[237,917,851],{},[237,919,851],{},[213,921,922,925,928,930,933,935],{},[237,923,924],{},"ARR \u002F 企业数",[237,926,927],{},"$15M \u002F 8000+",[237,929,851],{},[237,931,932],{},"67K repos",[237,934,851],{},[237,936,851],{},[21,938,348],{"id":348},[36,940,941,947,953,959,965,971,977],{},[39,942,943,946],{},[42,944,945],{},"Free 配额吃紧很快","：私有仓库每月几十 PR 上限，团队上 Pro 几乎必然",[39,948,949,952],{},[42,950,951],{},"CLI add-on 独立计费","：用 Claude Code CLI \u002F 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评测",[39,1018,1019],{},[422,1020,431],{"href":430},[39,1022,1023],{},[422,1024,437],{"href":436},[39,1026,1027],{},[422,1028,443],{"href":442},[21,1030,446],{"id":446},[183,1032,1033,1040,1047,1054],{},[39,1034,1035,1036],{},"CodeRabbit 官网 ",[422,1037,1038],{"href":1038,"rel":1039},"https:\u002F\u002Fcoderabbit.ai",[456],[39,1041,1042,1043],{},"EveryDev.ai — CodeRabbit 工具介绍 ",[422,1044,1045],{"href":1045,"rel":1046},"https:\u002F\u002Fwww.everydev.ai\u002Ftools\u002Fcoderabbit",[456],[39,1048,1049,1050],{},"Toolradar — CodeRabbit Pricing 2026 ",[422,1051,1052],{"href":1052,"rel":1053},"https:\u002F\u002Ftoolradar.com\u002Ftools\u002Fcoderabbit\u002Fpricing",[456],[39,1055,1056,1057],{},"OpenStats — CodeRabbit Review, Pricing & Performance（公司数据 $88M 融资 \u002F $550M valuation \u002F $15M ARR）",[422,1058,1059],{"href":1059,"rel":1060},"https:\u002F\u002Fwww.openstats.ai\u002Fcoderabbit",[456],{"title":465,"searchDepth":466,"depth":466,"links":1062},[1063,1064,1065,1066,1067,1068,1069,1070,1071,1072],{"id":23,"depth":469,"text":24},{"id":34,"depth":469,"text":34},{"id":96,"depth":469,"text":96},{"id":687,"depth":469,"text":688},{"id":181,"depth":469,"text":181},{"id":205,"depth":469,"text":205},{"id":348,"depth":469,"text":348},{"id":389,"depth":469,"text":390},{"id":416,"depth":469,"text":416},{"id":446,"depth":469,"text":446},"\u002Fimg\u002Ftools\u002Fcoderabbit.webp","CodeRabbit 真实评测：CodeRabbit Inc. 出品，AI PR 评审最广泛使用的 SaaS。Pro $24\u002Fseat\u002F月（年）\u002F $30（月）、公共仓库无限免费 + 私有仓库 14 天 Pro 试用。多模型（GPT\u002FClaude\u002FGemini）+ Codegraph + 40+ linter + MCP，SOC 2 Type II，估值 $550M、ARR $15M、8000+ 企业客户。",[1076,1079,1082,1085],{"q":1077,"a":1078},"CodeRabbit 怎么按席位算？","Pro 只按『发起 PR 并被 CodeRabbit 评审过的 Git handle』计费——10 人仓库但只有 6 人提 PR，那就 6 个 seat。dashboard 可手动分配 \u002F 取消。fork 外包账号别误接。",{"q":1080,"a":1081},"免费版能做什么？","无限公共仓库 PR 评审 + PR 概要；私有仓库有月度配额；IDE review 限流；14 天 Pro 试用送全功能。开源维护者基本免费用到天荒地老。",{"q":1083,"a":1084},"和 Bito 相比性价比？","CodeRabbit Pro $24 比 Bito Team $12 贵一倍，但 ① 开源仓库无限免费、② IDE\u002FCLI\u002FPR 三入口 + 40+ linter 集成更全、③ Codegraph + MCP 生态更成熟、④ ARR $15M、8000+ 企业客户更稳。Bito 在 Agent 注入架构上下文（AI Architect）上独家。",{"q":1086,"a":1087},"支持哪些模型？","v3 是 agentic + 多模型架构：GPT-5 系列 \u002F Claude 系列 \u002F Gemini 自动路由。Enterprise 可自定义模型 \u002F BYOK。",[498,499],{},[506,507,513,510,511,512,1091],"azure-devops",[1093,1097,1101,1104],{"plan":666,"price":1094,"features":1095,"notes":1096},"$0","公共 + 私有仓库 PR 概要 + 基础评审（私有限额） + IDE review（限流）","14 天 Pro 试用、无信用卡",{"plan":672,"price":1098,"features":1099,"notes":1100},"$24\u002Fseat\u002F月（年）\u002F $30（月）","无限私有 PR 评审 + IDE\u002FCLI + Codegraph + 40+ linter + MCP + Jira\u002FLinear","只按发起 PR 的开发者计费",{"plan":115,"price":524,"features":1102,"notes":1103},"SSO\u002FSAML + 自托管 + 自定义模型 + SLA + 高级 analytics + 多 org","AWS \u002F GCP Marketplace",{"plan":683,"price":528,"features":1105,"notes":1106},"Agentic 编码 loop 用量计费、按 token \u002F 评审次数","与席位计费分开","Free（公共 + 私有限额） \u002F Pro $24\u002Fseat 年付 \u002F $30 月付 \u002F Enterprise 定制 \u002F CLI usage add-on",[534,535],[1110],"ai-code-review-comparison",{"power":1112,"ux":1112,"price":537,"cn_support":466,"stability":1112},5,{"title":224,"description":1074},"CodeRabbit 评测 2026：AI 代码审查工具，自动化 PR Review，GitHub 集成",[1116,1118,1120,1122],{"name":1117,"url":1038,"accessed":544},"CodeRabbit 官网",{"name":1119,"url":1045,"accessed":544},"EveryDev.ai — CodeRabbit 详细介绍",{"name":1121,"url":1052,"accessed":544},"Toolradar — CodeRabbit Pricing 2026",{"name":1123,"url":1059,"accessed":544},"OpenStats — CodeRabbit 公司数据","tools\u002Fcoding\u002Freview\u002Fcoderabbit","AI PR 评审事实标准——v3 + 40+ linter + Codegraph + IDE\u002FCLI\u002FPR 三入口，8K+ 企业、$15M ARR",[550,551,1127,1128,553,556,1129],"agentic","codegraph","multi-model","AI PR 评审事实标准——开源仓库无限免费、私有仓库 Pro $24\u002Fseat 性价比合理、IDE\u002FCLI\u002FPR 三入口 + 40+ linter + MCP 生态最完善。预算紧 \u002F 极简单审走 Ellipsis $20 flat；要 Agent 注入架构上下文走 Bito AI Architect。","wy-nO0yiJ-mqkCuvniMgZbzkc7RScQIHzDR6z2T_pJw",{"id":1133,"title":227,"alternatives":1134,"api_compatible":16,"body":1135,"category":479,"chinese_friendly":469,"cover":1592,"description":1593,"domestic":482,"extension":483,"faq":1594,"free":502,"github":16,"languages":1607,"lastVerified":500,"meta":1608,"models":16,"navigation":502,"notSuitable":16,"opensource":482,"path":430,"pillar":504,"platforms":1609,"priceTable":1610,"pricing":1618,"published":532,"relatedPlaybooks":1619,"relatedReviews":1620,"score":1621,"self_host":482,"seo":1622,"seoTitle":1623,"slug":13,"sources":1624,"stem":1631,"suitable":16,"tagline":1632,"tags":1633,"updated":544,"verdict":1636,"website":1637,"__hash__":1638},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis.md",[12,14,15,540],{"type":18,"value":1136,"toc":1580},[1137,1139,1142,1145,1147,1197,1199,1219,1225,1229,1233,1254,1258,1278,1280,1311,1313,1455,1457,1504,1506,1535,1537,1555,1557],[21,1138,24],{"id":23},[26,1140,1141],{},"Ellipsis 用 flat $20\u002Fdev\u002F月 + 公共仓库永久免费的定价，做到 AI PR 评审里『价格最厚道、机制最简单』那档。已在 67,000+ GitHub 仓库使用，SOC 2 认证、代码评审完即删。最有意思的功能是 @ellipsis-dev 评论生成 PR——在 issue \u002F PR 里写自然语言指令，几分钟后拿回跑过测试的 PR，build 失败它会自己重试 + 修。",[26,1143,1144],{},"适合：个人开发者 \u002F 小团队 \u002F 开源维护者；要『简单粗暴每人 $20 无限』预算可预测；GitHub-only 流水线。不适合：要 GitLab\u002FBitbucket（不支持）；中文重度团队；要 IDE\u002FCLI 多入口 + 40+ linter（用 CodeRabbit）；要 Codegraph 跨仓推理（用 Greptile）。",[21,1146,34],{"id":34},[36,1148,1149,1155,1161,1167,1173,1179,1185,1191],{},[39,1150,1151,1154],{},[42,1152,1153],{},"AI PR 评审","：line-by-line 评论 + 1-click 修复建议 + 风格学习",[39,1156,1157,1160],{},[42,1158,1159],{},"bug \u002F 反模式检测","：逻辑漏洞 \u002F 边界条件 \u002F 反模式即时标注",[39,1162,1163,1166],{},[42,1164,1165],{},"@ellipsis-dev 评论生成 PR","：在 issue \u002F PR 评论里写需求，AI 生成 PR + 跑测试 + 修 build",[39,1168,1169,1172],{},[42,1170,1171],{},"风格学习","：传英文风格指南，👍\u002F👎 反馈微调",[39,1174,1175,1178],{},[42,1176,1177],{},"GitHub-only 集成","：原生 GitHub App，2-click 接入",[39,1180,1181,1184],{},[42,1182,1183],{},"公共仓库永久免费","：开源项目零成本",[39,1186,1187,1190],{},[42,1188,1189],{},"SOC 2 认证 + 零数据保留","：评审完即删，不训练",[39,1192,1193,1196],{},[42,1194,1195],{},"Q&A","：在 PR 里 @bot 提问，回答带代码定位",[21,1198,96],{"id":96},[36,1200,1201,1207,1213],{},[39,1202,1203,1206],{},[42,1204,1205],{},"公共仓库","：完全免费、永久",[39,1208,1209,1212],{},[42,1210,1211],{},"私有 \u002F Team","：$20\u002Fdev\u002F月，无限 PR 评审 + 无限代码生成 + 无限 Q&A",[39,1214,1215,1218],{},[42,1216,1217],{},"无 LOC \u002F PR 配额","、无 token 超额 surge",[1220,1221,1222],"blockquote",{},[26,1223,1224],{},"价格预测性最强：100 个开发者就是 $2000\u002F月，跟用量无关。",[21,1226,1228],{"id":1227},"实测5-人开源-私有混合仓库","实测（5 人开源 + 私有混合仓库）",[26,1230,1231],{},[42,1232,136],{},[36,1234,1235,1238,1241,1248,1251],{},[39,1236,1237],{},"公共仓库 0 成本接入，开源项目维护者直接白嫖",[39,1239,1240],{},"$20 flat 在所有 AI 评审里最简单：不需要算 LOC \u002F PR 数 \u002F token",[39,1242,1243,1244,1247],{},"@ellipsis-dev 真有用：在 issue 写 ",[601,1245,1246],{},"@ellipsis-dev 把 zh.json 的 errors.* 全翻译到 ja.json，跑 test:i18n","，3 分钟出 PR + 测试绿",[39,1249,1250],{},"风格学习实测有效，3 周后评论噪声明显下降",[39,1252,1253],{},"SOC 2 + 用完即删，企业评审过",[26,1255,1256],{},[42,1257,161],{},[36,1259,1260,1263,1266,1269,1272,1275],{},[39,1261,1262],{},"只支持 GitHub，GitLab \u002F Bitbucket \u002F Azure DevOps 团队完全不能用",[39,1264,1265],{},"没有 IDE 插件 + 没有 CLI（只能在 GitHub 网页 \u002F PR 评论用）",[39,1267,1268],{},"中文 PR 描述可识别，但回复英文为主",[39,1270,1271],{},"偶尔过度热心建议无关改动（可在评论说「stop suggesting renames」）",[39,1273,1274],{},"没有 Codegraph 级跨仓推理（找 Greptile）",[39,1276,1277],{},"没有 MCP \u002F Jira 集成，工单流追溯弱",[21,1279,181],{"id":181},[183,1281,1282,1285,1288,1291,1301,1308],{},[39,1283,1284],{},"ellipsis.dev → Install on GitHub → 选仓库（公开仓库随便选）",[39,1286,1287],{},"开一个 PR → 等几分钟看 inline 评论 + 概要",[39,1289,1290],{},"给 👍\u002F👎 反馈让它学风格",[39,1292,1293,1294,1297,1298],{},"上传英文风格指南：repo 根 ",[601,1295,1296],{},".ellipsis.yaml"," + ",[601,1299,1300],{},"style.md",[39,1302,1303,1304,1307],{},"在 issue 评论 ",[601,1305,1306],{},"@ellipsis-dev \u003C你的需求>"," → 等它生成 PR",[39,1309,1310],{},"私有仓库：升级 $20\u002Fdev → 一键加私有仓库",[21,1312,205],{"id":205},[207,1314,1315,1329],{},[210,1316,1317],{},[213,1318,1319,1321,1323,1325,1327],{},[216,1320,218],{},[216,1322,227],{},[216,1324,224],{},[216,1326,221],{},[216,1328,794],{},[232,1330,1331,1345,1362,1374,1387,1404,1417,1430,1442],{},[213,1332,1333,1336,1338,1341,1343],{},[237,1334,1335],{},"私有起价",[237,1337,812],{},[237,1339,1340],{},"$24\u002F$30",[237,1342,809],{},[237,1344,815],{},[213,1346,1347,1350,1353,1356,1359],{},[237,1348,1349],{},"LOC \u002F PR 配额",[237,1351,1352],{},"❌ 无限",[237,1354,1355],{},"无私有 PR 限",[237,1357,1358],{},"5K LOC\u002Fseat",[237,1360,1361],{},"按用量",[213,1363,1364,1366,1368,1370,1372],{},[237,1365,823],{},[237,1367,826],{},[237,1369,826],{},[237,1371,259],{},[237,1373,833],{},[213,1375,1376,1379,1381,1383,1385],{},[237,1377,1378],{},"@bot 生成 PR",[237,1380,276],{},[237,1382,259],{},[237,1384,259],{},[237,1386,259],{},[213,1388,1389,1392,1395,1398,1401],{},[237,1390,1391],{},"Git 平台",[237,1393,1394],{},"GitHub-only",[237,1396,1397],{},"GitHub\u002FGitLab\u002FBitbucket\u002FAzure",[237,1399,1400],{},"GitHub\u002FGitLab\u002FBitbucket",[237,1402,1403],{},"GitHub\u002FGitLab",[213,1405,1406,1409,1411,1413,1415],{},[237,1407,1408],{},"IDE \u002F CLI",[237,1410,259],{},[237,1412,276],{},[237,1414,276],{},[237,1416,259],{},[213,1418,1419,1421,1423,1426,1428],{},[237,1420,892],{},[237,1422,281],{},[237,1424,1425],{},"40+",[237,1427,314],{},[237,1429,851],{},[213,1431,1432,1434,1436,1438,1440],{},[237,1433,294],{},[237,1435,297],{},[237,1437,276],{},[237,1439,62],{},[237,1441,276],{},[213,1443,1444,1446,1448,1450,1452],{},[237,1445,335],{},[237,1447,343],{},[237,1449,338],{},[237,1451,338],{},[237,1453,1454],{},"SOC 2 Type II + HIPAA",[21,1456,348],{"id":348},[36,1458,1459,1465,1471,1477,1483,1492,1498],{},[39,1460,1461,1464],{},[42,1462,1463],{},"GitHub-only 锁死","：要 GitLab\u002FBitbucket 团队别选",[39,1466,1467,1470],{},[42,1468,1469],{},"@ellipsis-dev 别滥用","：生成 PR 会真改你的分支并跑 CI，工作流卡的时候自己 revert",[39,1472,1473,1476],{},[42,1474,1475],{},"风格指南要英文","：中文风格描述识别一般，关键规则用英文写",[39,1478,1479,1482],{},[42,1480,1481],{},"没 IDE = 不能本地评审","：commit 前评审需求走 CodeRabbit",[39,1484,1485,1488,1489,1491],{},[42,1486,1487],{},"过度热心","：偶尔建议无关改动，用 ",[601,1490,1296],{}," 限制范围或评论里制止",[39,1493,1494,1497],{},[42,1495,1496],{},"不要把它当 Codegraph 用","：跨仓 \u002F 大型重构推理走 Greptile",[39,1499,1500,1503],{},[42,1501,1502],{},"没 MCP \u002F Jira","：工单流深度集成走 CodeRabbit \u002F Bito",[21,1505,390],{"id":389},[36,1507,1508,1511,1514,1517,1520,1523,1526,1529,1532],{},[39,1509,1510],{},"✅ 个人开发者 \u002F 小团队 \u002F 开源维护者",[39,1512,1513],{},"✅ 公共仓库 + 永久 0 成本",[39,1515,1516],{},"✅ GitHub-only 流水线",[39,1518,1519],{},"✅ 要 @bot 生成 PR 这个 agent 能力",[39,1521,1522],{},"✅ 预算预测性 > 一切（flat 定价）",[39,1524,1525],{},"❌ GitLab \u002F Bitbucket 团队",[39,1527,1528],{},"❌ 中文母语团队（CodeRabbit \u002F Bito 更友好）",[39,1530,1531],{},"❌ 要 IDE \u002F CLI 多入口（CodeRabbit）",[39,1533,1534],{},"❌ Codegraph 跨仓推理（Greptile）",[21,1536,416],{"id":416},[36,1538,1539,1543,1547,1551],{},[39,1540,1541],{},[422,1542,425],{"href":424},[39,1544,1545],{},[422,1546,1016],{"href":503},[39,1548,1549],{},[422,1550,437],{"href":436},[39,1552,1553],{},[422,1554,443],{"href":442},[21,1556,446],{"id":446},[183,1558,1559,1566,1573],{},[39,1560,1561,1562],{},"AI41 — Ellipsis 工具介绍（含 67K+ 仓库 \u002F $20 flat \u002F SOC 2）",[422,1563,1564],{"href":1564,"rel":1565},"https:\u002F\u002Fai41.org\u002Ftool\u002Fellipsis",[456],[39,1567,1568,1569],{},"Costbench — Ellipsis Pricing 2026 ",[422,1570,1571],{"href":1571,"rel":1572},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-code-review\u002Fellipsis",[456],[39,1574,1575,1576],{},"AIChief — Ellipsis Review 2026（\"unlimited usage, free for public GitHub repos\"）",[422,1577,1578],{"href":1578,"rel":1579},"https:\u002F\u002Faichief.com\u002Fai-code-assistant\u002Fellipsis\u002F",[456],{"title":465,"searchDepth":466,"depth":466,"links":1581},[1582,1583,1584,1585,1586,1587,1588,1589,1590,1591],{"id":23,"depth":469,"text":24},{"id":34,"depth":469,"text":34},{"id":96,"depth":469,"text":96},{"id":1227,"depth":469,"text":1228},{"id":181,"depth":469,"text":181},{"id":205,"depth":469,"text":205},{"id":348,"depth":469,"text":348},{"id":389,"depth":469,"text":390},{"id":416,"depth":469,"text":416},{"id":446,"depth":469,"text":446},"\u002Fimg\u002Ftools\u002Fellipsis.webp","Ellipsis 真实评测：$20\u002Fdev\u002F月 flat、无限 PR 评审 + 代码生成 + Q&A，公共仓库永久免费。在 67,000+ GitHub 仓库使用，SOC 2 认证、用完即删。@ellipsis-dev 评论可生成 + 跑测试 + 修 build 的 PR。",[1595,1598,1601,1604],{"q":1596,"a":1597},"$20 真的无限吗？","是。Flat $20\u002Fdev\u002F月，无 PR 数 \u002F LOC \u002F token 上限，相对 CodeRabbit Pro $24 + 5K LOC 限制和 Bito Team $12 + 5K LOC + 超出 $5\u002F1K 的方案明显厚道。",{"q":1599,"a":1600},"@ellipsis-dev 是什么？","在 GitHub issue \u002F PR 评论里 `@ellipsis-dev 请加 OAuth 登录` 这样写，Ellipsis 几分钟后生成一个跑过测试的 PR；build 红了它会自己重试 + 修。算半个 SWE agent。",{"q":1602,"a":1603},"和 CodeRabbit 怎么选？","Ellipsis 价格更厚道（$20 flat vs CodeRabbit Pro $24 + 配额）+ 有 @ellipsis-dev 评论生成 PR 这个杀手锏；但 CodeRabbit 在 IDE\u002FCLI 多入口 + 40+ linter + MCP 生态 + 多语言文档上更成熟。预算紧 \u002F 个人维护者 \u002F 公共仓库走 Ellipsis；企业团队 + 多平台 + 完整 linter 走 CodeRabbit。",{"q":1605,"a":1606},"支持中文吗？","界面 \u002F 评论默认英文，PR 描述用中文可识别，但评论回复以英文为主。中文母语团队体验不如 CodeRabbit \u002F Bito。",[498],{},[510,506],[1611,1614],{"plan":1205,"price":1094,"features":1612,"notes":1613},"完整功能 + 无限评审 + 代码生成 + Q&A","永久免费、SOC 2、代码用完即删",{"plan":1211,"price":1615,"features":1616,"notes":1617},"$20\u002Fdev\u002F月","无限 PR 评审 + @ellipsis-dev 评论生成 PR + 风格学习 + bug 检测","Flat，无 LOC 限制","公共仓库免费 \u002F 私有 $20\u002Fdev\u002F月 无限",[534],[1110],{"power":537,"ux":537,"price":1112,"cn_support":469,"stability":537},{"title":227,"description":1593},"Ellipsis 评测 2026：AI 代码审查 Agent，自动修复 Bug，PR 质量保障",[1625,1627,1629],{"name":1626,"url":1564,"accessed":544},"AI41 — Ellipsis 介绍",{"name":1628,"url":1571,"accessed":544},"Costbench — Ellipsis Pricing 2026",{"name":1630,"url":1578,"accessed":544},"AIChief — Ellipsis Review 2026","tools\u002Fcoding\u002Freview\u002Fellipsis","$20\u002Fdev\u002F月 flat 无限——AI 评审 + 从 GitHub 评论生成 PR + 67K+ 仓库使用、公共项目永久免费",[550,551,510,1634,556,1635],"agent","flat-pricing","$20\u002Fdev flat 无限 PR 评审 + 公共仓库免费——价格最厚道的 AI 评审 SaaS。要 IDE\u002FCLI 多入口 + 40+ linter 生态走 CodeRabbit；要 Codegraph 跨仓走 Greptile。","https:\u002F\u002Fwww.ellipsis.dev","Kswgs9jHwNPO0OEZ64ECIvRy9G9e4TqIZdQg5dUPvVw",{"id":1640,"title":794,"alternatives":1641,"api_compatible":1642,"body":1643,"category":479,"chinese_friendly":469,"cover":2102,"description":2103,"domestic":482,"extension":483,"faq":2104,"free":502,"github":16,"languages":2115,"lastVerified":500,"meta":2116,"models":16,"navigation":502,"notSuitable":16,"opensource":482,"path":436,"pillar":504,"platforms":2117,"priceTable":2118,"pricing":2129,"published":532,"relatedPlaybooks":2130,"relatedReviews":2131,"score":2132,"self_host":502,"seo":2133,"seoTitle":2134,"slug":14,"sources":2135,"stem":2142,"suitable":16,"tagline":2143,"tags":2144,"updated":544,"verdict":2146,"website":2147,"__hash__":2148},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile.md",[12,13,15,540],[565,566],{"type":18,"value":1644,"toc":2090},[1645,1647,1650,1653,1655,1729,1731,1748,1753,1757,1761,1781,1785,1805,1807,1837,1839,1962,1964,2014,2016,2045,2047,2065,2067],[21,1646,24],{"id":23},[26,1648,1649],{},"Greptile 把整个代码库建成一张图——function \u002F variable \u002F class \u002F file \u002F dir + 依赖全 indexed，评审一个 diff 时顺着图拉相关代码当上下文，跨文件 ripple effect 推理在同类里最强。Agent v4（2026-03-05）让每 PR 被采纳评论数 +74%，多模型架构含 NVIDIA Nemotron 3 Ultra。SOC 2 Type II + HIPAA + 自托管 air-gapped 选项。2026-03-05 起从纯订阅转 base + usage 定价，联系销售报价。",[26,1651,1652],{},"适合：大型 \u002F 跨仓 monorepo、遗留代码、HIPAA \u002F 医疗 \u002F 金融强合规、Next.js \u002F Node.js 中后期初创。不适合：小项目（Ellipsis $20 flat 更划算）；要 IDE\u002FCLI 多入口（CodeRabbit）；GitHub\u002FGitLab 之外平台（不支持 Bitbucket\u002FAzure）。",[21,1654,34],{"id":34},[36,1656,1657,1663,1669,1675,1681,1687,1697,1706,1712,1718,1723],{},[39,1658,1659,1662],{},[42,1660,1661],{},"Complete Codebase Context","：仓库代码图（function\u002Fvariable\u002Fclass\u002Ffile\u002Fdir + 依赖）；评审时拉相关 + 依赖 + 相似代码",[39,1664,1665,1668],{},[42,1666,1667],{},"Context-Aware Inline Comments","：跨文件 bug \u002F 安全 \u002F 反模式标注，并解释 ripple effect",[39,1670,1671,1674],{},[42,1672,1673],{},"Custom Coding Standards","：英文写规则 \u002F 链接已有文档，跨仓库强制执行",[39,1676,1677,1680],{},[42,1678,1679],{},"Continuous Learning","：读 reviewer 评论 + 👍\u002F👎 反应，团队风格越用越准",[39,1682,1683,1686],{},[42,1684,1685],{},"PR Summaries + 时序图","：file-by-file 拆解 + 置信度评分 + Mermaid sequence diagram",[39,1688,1689,1692,1693,1696],{},[42,1690,1691],{},"Conversation","：在 PR 评论里 ",[601,1694,1695],{},"@greptileai \u003C问题>"," 跟进",[39,1698,1699,599,1702,1705],{},[42,1700,1701],{},"Pattern Repos",[601,1703,1704],{},"greptile.json"," 配 patternsRepo（如 backend 仓引用 frontend 仓上下文）",[39,1707,1708,1711],{},[42,1709,1710],{},"30+ 语言","：Python\u002FJS\u002FTS\u002FGo\u002FRust\u002FJava\u002FC++ 等",[39,1713,1714,1717],{},[42,1715,1716],{},"API","：HTTP\u002FJSON-RPC 模式，100 req\u002Fh\u002FIP",[39,1719,1720],{},[42,1721,1722],{},"SOC 2 Type II + HIPAA + 自托管 air-gapped",[39,1724,1725,1728],{},[42,1726,1727],{},"多模型","：含 NVIDIA Nemotron 3 Ultra 等",[21,1730,96],{"id":96},[36,1732,1733,1738,1743],{},[39,1734,1735,1737],{},[42,1736,666],{},"：基础评审 + 限额",[39,1739,1740,1742],{},[42,1741,672],{},"：base + usage（2026-03-05 起），按仓库数 + PR 量 + 用量计费，联系销售",[39,1744,1745,1747],{},[42,1746,115],{},"：自定义；自托管 \u002F air-gapped + SSO + HIPAA + 多 org",[1220,1749,1750],{},[26,1751,1752],{},"旧 $30\u002Fseat 订阅档已迁移；新模型对大代码库友好但报价需 quote。",[21,1754,1756],{"id":1755},"实测nextjs-go-后端-monorepo-series-b-团队","实测（Next.js + Go 后端 monorepo \u002F Series B 团队）",[26,1758,1759],{},[42,1760,136],{},[36,1762,1763,1766,1769,1772,1775,1778],{},[39,1764,1765],{},"跨文件追依赖是真本事：改一个 schema，它能标出 12 处 query 受影响，提前给迁移建议",[39,1767,1768],{},"PR 时序图（Mermaid）对 reviewer 友好，5 秒看懂改动主轴",[39,1770,1771],{},"自定义 standards 用英文写直接，几条规则覆盖 80% 团队风格",[39,1773,1774],{},"反馈学习有效，2 周后噪声明显降",[39,1776,1777],{},"patternsRepo 让 backend 评审能引用 frontend 仓，避免 API 契约脱节",[39,1779,1780],{},"HIPAA 自托管对医疗团队几乎是唯一可选",[26,1782,1783],{},[42,1784,161],{},[36,1786,1787,1790,1793,1796,1799,1802],{},[39,1788,1789],{},"不支持 Bitbucket \u002F Azure DevOps",[39,1791,1792],{},"没有 IDE \u002F CLI（GitHub\u002FGitLab 网页和 PR 内）",[39,1794,1795],{},"2026-03 转 base + usage 后小项目反而变贵——10 人左右团队对比 Ellipsis $20 flat 不划算",[39,1797,1798],{},"中文场景体验有限",[39,1800,1801],{},"没有 40+ linter 集成（不像 CodeRabbit）",[39,1803,1804],{},"大代码库首次 indexing 耗时长（>50 万 LOC 可能数小时）",[21,1806,181],{"id":181},[183,1808,1809,1812,1815,1818,1825,1831,1834],{},[39,1810,1811],{},"greptile.com → Install on GitHub\u002FGitLab → 选仓库",[39,1813,1814],{},"等首次 indexing（看仓库大小，几分钟至几小时）",[39,1816,1817],{},"开 PR 试评 → 看跨文件评论 + 时序图",[39,1819,1820,1821,1824],{},"在 PR 评论里 ",[601,1822,1823],{},"@greptileai \u003Cfollow-up>"," 跟进对话",[39,1826,1827,1828,1830],{},"配 ",[601,1829,1704],{},"：自定义 standards + patternsRepo",[39,1832,1833],{},"给 👍\u002F👎 训风格",[39,1835,1836],{},"大型项目：考虑 Enterprise 自托管 + 多仓 indexing",[21,1838,205],{"id":205},[207,1840,1841,1855],{},[210,1842,1843],{},[213,1844,1845,1847,1849,1851,1853],{},[216,1846,218],{},[216,1848,794],{},[216,1850,224],{},[216,1852,227],{},[216,1854,230],{},[232,1856,1857,1870,1884,1896,1908,1921,1934,1947],{},[213,1858,1859,1862,1864,1866,1868],{},[237,1860,1861],{},"Codegraph \u002F 跨文件",[237,1863,844],{},[237,1865,878],{},[237,1867,297],{},[237,1869,300],{},[213,1871,1872,1875,1878,1880,1882],{},[237,1873,1874],{},"大代码库 \u002F monorepo",[237,1876,1877],{},"✅ 最强",[237,1879,276],{},[237,1881,281],{},[237,1883,276],{},[213,1885,1886,1888,1890,1892,1894],{},[237,1887,1408],{},[237,1889,259],{},[237,1891,276],{},[237,1893,259],{},[237,1895,276],{},[213,1897,1898,1900,1902,1904,1906],{},[237,1899,892],{},[237,1901,851],{},[237,1903,1425],{},[237,1905,281],{},[237,1907,281],{},[213,1909,1910,1912,1914,1917,1919],{},[237,1911,1391],{},[237,1913,1403],{},[237,1915,1916],{},"+ Bitbucket\u002FAzure",[237,1918,1394],{},[237,1920,1400],{},[213,1922,1923,1926,1928,1930,1932],{},[237,1924,1925],{},"HIPAA",[237,1927,276],{},[237,1929,851],{},[237,1931,851],{},[237,1933,851],{},[213,1935,1936,1938,1941,1943,1945],{},[237,1937,321],{},[237,1939,1940],{},"Enterprise air-gapped",[237,1942,115],{},[237,1944,851],{},[237,1946,115],{},[213,1948,1949,1952,1954,1957,1959],{},[237,1950,1951],{},"定价",[237,1953,815],{},[237,1955,1956],{},"$24\u002F$30 + CLI add-on",[237,1958,812],{},[237,1960,1961],{},"$30\u002Fseat",[21,1963,348],{"id":348},[36,1965,1966,1972,1978,1984,1990,1996,2002,2008],{},[39,1967,1968,1971],{},[42,1969,1970],{},"不要把它当中小项目工具用","：base + usage 起步成本对 \u003C10 人团队不友好，先 Ellipsis $20 flat",[39,1973,1974,1977],{},[42,1975,1976],{},"首次 indexing 别在交付前夜跑","：大 monorepo 几小时起步，提前一天接",[39,1979,1980,1983],{},[42,1981,1982],{},"patternsRepo 别拉无关仓","：拉得多 → 噪声增、token 消耗增",[39,1985,1986,1989],{},[42,1987,1988],{},"自定义 standards 用英文","：中文规则识别准确度低于英文",[39,1991,1992,1995],{},[42,1993,1994],{},"HIPAA \u002F 强合规走 Enterprise","：自托管 + air-gapped 才完整覆盖",[39,1997,1998,2001],{},[42,1999,2000],{},"没 IDE = 没本地评审","：commit 前评审走 CodeRabbit",[39,2003,2004,2007],{},[42,2005,2006],{},"API 限流","：100 req\u002Fh\u002FIP，CI 集成要 token bucket",[39,2009,2010,2013],{},[42,2011,2012],{},"多模型路由不透明","：要可重复结果在 Enterprise 谈固定模型",[21,2015,390],{"id":389},[36,2017,2018,2021,2024,2027,2030,2033,2036,2039,2042],{},[39,2019,2020],{},"✅ 大型 monorepo \u002F 跨仓推理",[39,2022,2023],{},"✅ 遗留代码 \u002F 复杂依赖",[39,2025,2026],{},"✅ HIPAA \u002F 医疗 \u002F 金融强合规",[39,2028,2029],{},"✅ Next.js \u002F Node.js 中后期初创",[39,2031,2032],{},"✅ 自托管 \u002F air-gapped 要求",[39,2034,2035],{},"❌ 小项目 \u002F 个人开发者（用 Ellipsis）",[39,2037,2038],{},"❌ IDE \u002F CLI 多入口需求（用 CodeRabbit）",[39,2040,2041],{},"❌ Bitbucket \u002F Azure DevOps",[39,2043,2044],{},"❌ 中文母语团队",[21,2046,416],{"id":416},[36,2048,2049,2053,2057,2061],{},[39,2050,2051],{},[422,2052,425],{"href":424},[39,2054,2055],{},[422,2056,431],{"href":430},[39,2058,2059],{},[422,2060,443],{"href":442},[39,2062,2063],{},[422,2064,1016],{"href":503},[21,2066,446],{"id":446},[183,2068,2069,2076,2083],{},[39,2070,2071,2072],{},"Stork.AI — Greptile Review 2026（含 Agent v4 \u002F Nemotron 3 Ultra \u002F HIPAA）",[422,2073,2074],{"href":2074,"rel":2075},"https:\u002F\u002Fwww.stork.ai\u002Fen\u002Fgreptile",[456],[39,2077,2078,2079],{},"Stackviv — Greptile Review 2026 ",[422,2080,2081],{"href":2081,"rel":2082},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fgreptile",[456],[39,2084,2085,2086],{},"Greptile 官方文档 — Key Features（Codebase Context \u002F Pattern Repos \u002F RL 反馈）",[422,2087,2088],{"href":2088,"rel":2089},"https:\u002F\u002Fwww.greptile.com\u002Fdocs\u002Fcode-review-bot\u002Fkey-features",[456],{"title":465,"searchDepth":466,"depth":466,"links":2091},[2092,2093,2094,2095,2096,2097,2098,2099,2100,2101],{"id":23,"depth":469,"text":24},{"id":34,"depth":469,"text":34},{"id":96,"depth":469,"text":96},{"id":1755,"depth":469,"text":1756},{"id":181,"depth":469,"text":181},{"id":205,"depth":469,"text":205},{"id":348,"depth":469,"text":348},{"id":389,"depth":469,"text":390},{"id":416,"depth":469,"text":416},{"id":446,"depth":469,"text":446},"\u002Fimg\u002Ftools\u002Fgreptile.webp","Greptile 真实评测：把整个仓库建成代码图（function\u002Fvariable\u002Fclass\u002Ffile\u002Fdir + 依赖），评审时跨文件追 ripple effect。Agent v4（2026-03）addressed comments per PR +74%；多模型架构含 NVIDIA Nemotron 3 Ultra；SOC 2 Type II + HIPAA；2026-03-05 转 base+usage 定价。",[2105,2108,2111,2113],{"q":2106,"a":2107},"Greptile 强在哪？","Codegraph——把整个仓库（function\u002Fvariable\u002Fclass\u002Ffile\u002Fdir\u002F依赖）建成图，评审一个 diff 时不是只看变更那几行，而是顺着图把『相关代码 + 依赖代码 + 相似代码』全拉出来当上下文。30+ 文件的大型 PR \u002F 跨多模块的改动，它比 CodeRabbit \u002F Ellipsis 看得更深。",{"q":2109,"a":2110},"Agent v4 是什么？","2026-03-05 发布，对比 v3『每 PR 被采纳的评论数』提升 74%；底层多模型架构含 NVIDIA Nemotron 3 Ultra。",{"q":1602,"a":2112},"都用代码图但侧重不同：Greptile 在跨文件 \u002F 大代码库 \u002F 遗留系统推理上更强、HIPAA 合规更完整。CodeRabbit 在 IDE\u002FCLI 多入口、40+ linter 集成、MCP 生态、开源仓库无限免费上更广。大型 monorepo + 强合规 + 不要 IDE\u002FCLI 走 Greptile；其余场景走 CodeRabbit。",{"q":1605,"a":2114},"纯英文产品，仅 GitHub + GitLab。中文母语团队体验有限。",[498],{},[510,511],[2119,2122,2126],{"plan":666,"price":1094,"features":2120,"notes":2121},"基础 AI PR 评审 + 限额","试水 \u002F 小项目",{"plan":672,"price":2123,"features":2124,"notes":2125},"base + usage（2026-03-05 起）","更多仓库 + PR 量 + Codegraph + 自定义标准 + 反馈学习","联系销售按规模报价",{"plan":115,"price":524,"features":2127,"notes":2128},"自托管 \u002F air-gapped + SSO + HIPAA + 多 org + API 100 req\u002Fh\u002FIP","针对大企业 \u002F 强合规","Freemium \u002F base + usage（2026-03-05 起） \u002F Enterprise self-host",[534],[1110],{"power":1112,"ux":537,"price":466,"cn_support":469,"stability":537},{"title":794,"description":2103},"Greptile 评测 2026：AI 代码审查，Codegraph 跨文件推理",[2136,2138,2140],{"name":2137,"url":2074,"accessed":544},"Stork.AI — Greptile Review 2026",{"name":2139,"url":2081,"accessed":544},"Stackviv — Greptile Review 2026",{"name":2141,"url":2088,"accessed":544},"Greptile 官方文档 — Key Features","tools\u002Fcoding\u002Freview\u002Fgreptile","Codegraph 跨文件推理 + Agent v4——把整个代码库建图，理解 ripple effect 的 AI 评审",[550,551,1128,2145,556,553],"hipaa","Codegraph 跨文件推理是同类里最强——大型 \u002F 跨仓库 \u002F 遗留代码评审首选。$24 flat 极简定价走 Ellipsis；IDE\u002FCLI\u002FMCP 多入口走 CodeRabbit；HIPAA + 自托管 + 大代码库走 Greptile。","https:\u002F\u002Fwww.greptile.com","Zuk34c-BYAhXZWdfvQ2q-DKAsxu030A9Z9yJBmyNv1o",{"id":2150,"title":230,"alternatives":2151,"api_compatible":2152,"body":2153,"category":479,"chinese_friendly":466,"cover":2621,"description":2622,"domestic":482,"extension":483,"faq":2623,"free":502,"github":2635,"languages":2636,"lastVerified":500,"meta":2637,"models":16,"navigation":502,"notSuitable":16,"opensource":502,"path":442,"pillar":504,"platforms":2638,"priceTable":2639,"pricing":2652,"published":532,"relatedPlaybooks":2653,"relatedReviews":2655,"score":2656,"self_host":502,"seo":2657,"seoTitle":2658,"slug":15,"sources":2659,"stem":2668,"suitable":16,"tagline":2669,"tags":2670,"updated":544,"verdict":2676,"website":2677,"__hash__":2678},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fqodo.md",[12,13,14,540],[565,566,567],{"type":18,"value":2154,"toc":2609},[2155,2157,2160,2163,2165,2227,2229,2260,2265,2269,2273,2297,2301,2318,2320,2346,2348,2475,2477,2527,2529,2555,2557,2577,2579],[21,2156,24],{"id":23},[26,2158,2159],{},"Qodo（前 CodiumAI，2024 改名）把 AI 代码评审 + 自动测试生成 + IDE 助手做成『三件套』——Qodo Merge（PR 评审）+ Qodo Cover（回归测试 agent）+ Qodo Gen（IDE 代码 + 测试生成）。Developer 永久免费（30 PR\u002F月组织池），Teams $30\u002Fseat\u002F月（年付），Enterprise BYOK + on-prem。开源 PR-Agent 是其评审引擎底座，多模型（Claude \u002F OpenAI \u002F 其他）+ Living Rules + Context Engine。",[26,2161,2162],{},"适合：test coverage 低 \u002F 单测需要 AI 大量补全的团队、要 PR 评审 + 测试生成一体的中大型 dev org、Enterprise 要 BYOK \u002F on-prem 治理。不适合：纯 PR 评审且预算紧（CodeRabbit \u002F Ellipsis 更便宜）、个人开发者重度（30 PR 组织池可能不够）、要 MCP \u002F Jira 深度集成（CodeRabbit \u002F Bito 更广）。",[21,2164,34],{"id":34},[36,2166,2167,2173,2179,2185,2191,2197,2203,2209,2215,2221],{},[39,2168,2169,2172],{},[42,2170,2171],{},"Qodo Merge","：agentic PR 评审，GitHub\u002FGitLab\u002FBitbucket，line-by-line + 跨文件 + 概要",[39,2174,2175,2178],{},[42,2176,2177],{},"Qodo Cover","：autonomous regression-testing agent，生成 + 验证测试",[39,2180,2181,2184],{},[42,2182,2183],{},"Qodo Gen","：VS Code \u002F JetBrains IDE 插件，代码 + 测试 + chat",[39,2186,2187,2190],{},[42,2188,2189],{},"CLI","：terminal agentic 质量工作流",[39,2192,2193,2196],{},[42,2194,2195],{},"Living Rules System","：从 codebase + PR 历史自学习规则、可编辑、跨仓 enforce",[39,2198,2199,2202],{},[42,2200,2201],{},"Multi-repo Context Engine","：跨仓推理大代码库",[39,2204,2205,2208],{},[42,2206,2207],{},"Model-flexible","：Claude \u002F OpenAI \u002F 其他；Enterprise BYOK",[39,2210,2211,2214],{},[42,2212,2213],{},"Open Source 底座","：PR-Agent（widely adopted OSS PR 评审引擎）",[39,2216,2217,2220],{},[42,2218,2219],{},"Governance","：仪表盘 \u002F 分析 \u002F SSO \u002F SAML \u002F 审计日志（Enterprise）",[39,2222,2223,2226],{},[42,2224,2225],{},"部署","：cloud SaaS \u002F 单租户 \u002F on-prem（Enterprise）",[21,2228,96],{"id":96},[36,2230,2231,2237,2243,2248,2254],{},[39,2232,2233,2236],{},[42,2234,2235],{},"Developer (Free)","：30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + 社区支持",[39,2238,2239,2242],{},[42,2240,2241],{},"Teams","：$30\u002Fseat\u002F月（年）≈ $38\u002Fseat\u002F月（月付），更高 credits + agentic PR + Living Rules + 仪表盘",[39,2244,2245,2247],{},[42,2246,115],{},"：定制；SSO\u002FSAML + 审计 + BYOK + 跨仓上下文 + on-prem + SLA",[39,2249,2250,2253],{},[42,2251,2252],{},"14 天免费试用","：解锁 unlimited，无信用卡",[39,2255,2256,2259],{},[42,2257,2258],{},"Qodo for Open Source","：合格 OSS 项目免费",[1220,2261,2262],{},[26,2263,2264],{},"注意：30 PR 是『组织池共享』而非每人 30，\u003C10 人小团队 Developer 档够用，>10 人很快吃完。",[21,2266,2268],{"id":2267},"实测15-人-saas-python-tslow-test-coverage","实测（15 人 SaaS \u002F Python + TS、low test coverage）",[26,2270,2271],{},[42,2272,136],{},[36,2274,2275,2278,2281,2288,2291,2294],{},[39,2276,2277],{},"Qodo Cover 自动给老代码补单测：3 周补了 1200+ tests，coverage 从 38% 升到 71%",[39,2279,2280],{},"Qodo Merge 评审质量稳定，agentic 模式跨文件推理 OK",[39,2282,2283,2284,2287],{},"Qodo Gen IDE 插件 ",[601,2285,2286],{},"\u002Ftest"," 命令直接生成函数级单测 + 边界用例",[39,2289,2290],{},"Living Rules 自学习有效，团队架构约定固化后跨仓评审一致",[39,2292,2293],{},"多模型 + BYOK（Enterprise）合规友好",[39,2295,2296],{},"开源 PR-Agent 给小项目 \u002F 试水零成本路径",[26,2298,2299],{},[42,2300,161],{},[36,2302,2303,2306,2309,2312,2315],{},[39,2304,2305],{},"定价方式『令人困惑』：官网 emphasize credit-based 但 per-user tiers 也在流通，预算难算",[39,2307,2308],{},"Credits 按模型消耗不同，token-heavy 模型烧得快",[39,2310,2311],{},"免费 PR 配额从 75 降到 30（组织池），团队 share 紧",[39,2313,2314],{},"Teams $30 比 CodeRabbit Pro $24 贵 25%",[39,2316,2317],{},"中文场景体验一般",[21,2319,181],{"id":181},[183,2321,2322,2325,2328,2331,2337,2340,2343],{},[39,2323,2324],{},"qodo.ai → 选 Developer Free → GitHub \u002F GitLab \u002F Bitbucket App 接入",[39,2326,2327],{},"装 VS Code 或 JetBrains 插件（Qodo Gen）",[39,2329,2330],{},"在 PR 上看 Qodo Merge 评论",[39,2332,2333,2334,2336],{},"在 IDE 选函数 → ",[601,2335,2286],{}," 生成单测",[39,2338,2339],{},"启 Qodo Cover：选目标模块 \u002F coverage 目标 → 跑 agent",[39,2341,2342],{},"配 Living Rules：从仓库 PR 历史自动学，或手动添加",[39,2344,2345],{},"进阶：BYOK \u002F on-prem 走 Enterprise",[21,2347,205],{"id":205},[207,2349,2350,2364],{},[210,2351,2352],{},[213,2353,2354,2356,2358,2360,2362],{},[216,2355,218],{},[216,2357,230],{},[216,2359,224],{},[216,2361,794],{},[216,2363,227],{},[232,2365,2366,2380,2394,2408,2421,2435,2447,2461],{},[213,2367,2368,2371,2374,2376,2378],{},[237,2369,2370],{},"PR 评审",[237,2372,2373],{},"✅ Qodo Merge",[237,2375,276],{},[237,2377,276],{},[237,2379,276],{},[213,2381,2382,2385,2388,2390,2392],{},[237,2383,2384],{},"自动测试生成",[237,2386,2387],{},"✅ Qodo Cover 独家",[237,2389,259],{},[237,2391,259],{},[237,2393,259],{},[213,2395,2396,2399,2402,2404,2406],{},[237,2397,2398],{},"IDE",[237,2400,2401],{},"✅ Qodo Gen",[237,2403,276],{},[237,2405,259],{},[237,2407,259],{},[213,2409,2410,2412,2414,2417,2419],{},[237,2411,2189],{},[237,2413,276],{},[237,2415,2416],{},"✅ + agent",[237,2418,259],{},[237,2420,259],{},[213,2422,2423,2426,2428,2431,2433],{},[237,2424,2425],{},"起价",[237,2427,818],{},[237,2429,2430],{},"Pro $24",[237,2432,815],{},[237,2434,812],{},[213,2436,2437,2439,2441,2443,2445],{},[237,2438,823],{},[237,2440,836],{},[237,2442,826],{},[237,2444,833],{},[237,2446,826],{},[213,2448,2449,2452,2455,2457,2459],{},[237,2450,2451],{},"自托管 \u002F BYOK",[237,2453,2454],{},"✅ Enterprise",[237,2456,115],{},[237,2458,115],{},[237,2460,851],{},[213,2462,2463,2466,2469,2471,2473],{},[237,2464,2465],{},"开源底座",[237,2467,2468],{},"✅ PR-Agent",[237,2470,259],{},[237,2472,259],{},[237,2474,259],{},[21,2476,348],{"id":348},[36,2478,2479,2485,2491,2497,2503,2509,2515,2521],{},[39,2480,2481,2484],{},[42,2482,2483],{},"30 PR\u002F月是组织池别理解错","：>10 人团队 Free 档极快用完，Teams 几乎必然",[39,2486,2487,2490],{},[42,2488,2489],{},"Credit 消耗与模型相关","：选大模型时设预算告警",[39,2492,2493,2496],{},[42,2494,2495],{},"Qodo Cover 不要全代码库跑","：先在低 coverage 模块小范围验证，看生成测试质量再放大",[39,2498,2499,2502],{},[42,2500,2501],{},"Living Rules 别一次性导太多","：渐进引入，避免噪声",[39,2504,2505,2508],{},[42,2506,2507],{},"测试质量需 review","：AI 生成的测试要看是否真正断言而不是 happy-path",[39,2510,2511,2514],{},[42,2512,2513],{},"BYOK 仅 Enterprise","：合规预算要先确认",[39,2516,2517,2520],{},[42,2518,2519],{},"Qodo Gen IDE 占 IDE credits","：高频用要观察额度，必要时上 Teams",[39,2522,2523,2526],{},[42,2524,2525],{},"开源 PR-Agent 仍维护","：极低预算 \u002F 完全自托管走 PR-Agent",[21,2528,390],{"id":389},[36,2530,2531,2534,2537,2540,2543,2546,2549,2552],{},[39,2532,2533],{},"✅ test coverage 低 \u002F 需要 AI 补单测的团队",[39,2535,2536],{},"✅ PR 评审 + 测试生成一体化需求",[39,2538,2539],{},"✅ Enterprise BYOK \u002F on-prem \u002F 强治理",[39,2541,2542],{},"✅ 多 IDE + 多 Git 平台覆盖",[39,2544,2545],{},"✅ 合格 OSS 项目（Qodo for Open Source 免费）",[39,2547,2548],{},"❌ 纯 PR 评审 + 预算紧（CodeRabbit \u002F Ellipsis）",[39,2550,2551],{},"❌ 个人开发者重度（组织池配额吃紧）",[39,2553,2554],{},"❌ MCP \u002F Jira 深度集成（CodeRabbit \u002F Bito）",[21,2556,416],{"id":416},[36,2558,2559,2563,2567,2571],{},[39,2560,2561],{},[422,2562,425],{"href":424},[39,2564,2565],{},[422,2566,431],{"href":430},[39,2568,2569],{},[422,2570,437],{"href":436},[39,2572,2573],{},[422,2574,2576],{"href":2575},"\u002Fplaybook\u002Fonboarding\u002Fai-unit-test-coverage","AI 单测覆盖率攻坚 Playbook",[21,2578,446],{"id":446},[183,2580,2581,2588,2595,2602],{},[39,2582,2583,2584],{},"Qodo 官网 — 产品三件套介绍 ",[422,2585,2586],{"href":2586,"rel":2587},"https:\u002F\u002Fwww.qodo.ai\u002F",[456],[39,2589,2590,2591],{},"Toolchase — Qodo Review 2026（含 Developer 30 PR \u002F Teams $30 \u002F Enterprise 细节）",[422,2592,2593],{"href":2593,"rel":2594},"https:\u002F\u002Ftoolchase.com\u002Ftool\u002Fqodo",[456],[39,2596,2597,2598],{},"Pickuma — Qodo Review 2026（Qodo Merge + PR-Agent 开源） ",[422,2599,2600],{"href":2600,"rel":2601},"https:\u002F\u002Fpickuma.com\u002Ffor-dev\u002Fqodo-review-ai-test-generation-pr-review-2026",[456],[39,2603,2604,2605],{},"DEV.to — Qodo AI Review 2026 ",[422,2606,2607],{"href":2607,"rel":2608},"https:\u002F\u002Fdev.to\u002Frahulxsingh\u002Fqodo-ai-review-2026-is-it-the-best-ai-testing-tool-31hj",[456],{"title":465,"searchDepth":466,"depth":466,"links":2610},[2611,2612,2613,2614,2615,2616,2617,2618,2619,2620],{"id":23,"depth":469,"text":24},{"id":34,"depth":469,"text":34},{"id":96,"depth":469,"text":96},{"id":2267,"depth":469,"text":2268},{"id":181,"depth":469,"text":181},{"id":205,"depth":469,"text":205},{"id":348,"depth":469,"text":348},{"id":389,"depth":469,"text":390},{"id":416,"depth":469,"text":416},{"id":446,"depth":469,"text":446},"\u002Fimg\u002Ftools\u002Fqodo.webp","Qodo 真实评测（前 CodiumAI 2024 改名）：Qodo Merge PR 评审 + Qodo Cover 测试生成 + Qodo Gen IDE 助手。Developer Free（30 PR\u002F月组织池 + 250 credits）\u002F Teams $30\u002Fseat\u002F月 \u002F Enterprise 定制。多 IDE + 多 Git 平台 + 多模型 + BYOK + Living Rules + Context Engine + OSS PR-Agent 开源底座。",[2624,2627,2630,2632],{"q":2625,"a":2626},"Qodo 和 CodiumAI 是什么关系？","2024 年 CodiumAI 改名 Qodo，所有产品 \u002F 账号 \u002F 集成自动迁移。改名为了从『测试生成工具』拓展为『AI 代码质量平台』，并避免与 VSCodium 名字冲突。开源 PR-Agent 仍是其底座。",{"q":2628,"a":2629},"三个产品分别做什么？","Qodo Merge = PR 评审（GitHub\u002FGitLab\u002FBitbucket）；Qodo Cover = 自动回归测试 agent；Qodo Gen = VS Code\u002FJetBrains IDE 代码 + 测试生成。三个都包含在所有付费档里。",{"q":1602,"a":2631},"纯 PR 评审 → CodeRabbit Pro $24 更便宜 + IDE\u002FCLI\u002FMCP 生态更广 + 公共仓库无限免费。需要 PR 评审 + 自动测试生成（test coverage 低、需要补单测）→ Qodo Teams $30 是唯一二合一方案。",{"q":2633,"a":2634},"Living Rules 是什么？","从 codebase + PR 历史自学习的『规则系统』：把团队架构约定、命名风格、领域决策固化成 machine-readable rules，所有开发者 \u002F reviewer \u002F AI agent 都遵循；可在仪表盘编辑 + 跨仓 enforce。","https:\u002F\u002Fgithub.com\u002Fqodo-ai\u002Fqodo",[498],{},[506,507,513,510,511,512],[2640,2645,2649],{"plan":2641,"price":2642,"features":2643,"notes":2644},"Developer","$0 永久免费","30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + IDE 插件 + CLI","无信用卡、个人足够",{"plan":2241,"price":2646,"features":2647,"notes":2648},"$30\u002Fseat\u002F月（年）≈$38（月）","更高 credits + agentic PR 评审 + Living Rules + Git\u002FIDE + 仪表盘","团队主推档",{"plan":115,"price":524,"features":2650,"notes":2651},"SSO\u002FSAML + 审计 + 治理分析 + BYOK + 单租户 SaaS \u002F on-prem + 跨仓上下文","年度合同 + SLA","Developer Free \u002F Teams $30\u002Fseat\u002F月（年）≈$38（月）\u002F Enterprise 定制",[534,2654],"onboarding\u002Fai-unit-test-coverage",[1110],{"power":1112,"ux":537,"price":466,"cn_support":466,"stability":1112},{"title":230,"description":2622},"Qodo 评测 2026：AI 代码审查与测试生成，企业级代码质量平台",[2660,2662,2664,2666],{"name":2661,"url":2593,"accessed":544},"Toolchase — Qodo Review 2026",{"name":2663,"url":2600,"accessed":544},"Pickuma — Qodo Review 2026",{"name":2665,"url":2586,"accessed":544},"Qodo 官网（产品介绍）",{"name":2667,"url":2607,"accessed":544},"DEV.to — Qodo AI Review 2026","tools\u002Fcoding\u002Freview\u002Fqodo","前 CodiumAI——AI 评审 + 自动测试生成双合一，Qodo Merge \u002F Cover \u002F Gen 三件套",[550,551,2671,2672,2673,553,2674,2675],"test-generation","codium","byok","rules","opensource","PR 评审 + 自动测试生成『二合一』唯一玩家——其他工具只做评审。Test coverage 低的团队优先选；只要 PR 评审 + 最低价走 CodeRabbit\u002FEllipsis。","https:\u002F\u002Fqodo.ai","cFBt0wgZshacP8eD0Niai9mf6MCotL6geE4hND4gLxc",1785660641158]