[{"data":1,"prerenderedAt":2679},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-qodo":8,"alt-list-qodo":627},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":16,"body":20,"category":542,"chinese_friendly":529,"cover":543,"description":544,"domestic":545,"extension":546,"faq":547,"free":560,"github":561,"languages":562,"lastVerified":564,"meta":565,"models":566,"navigation":560,"notSuitable":566,"opensource":560,"path":567,"pillar":568,"platforms":569,"priceTable":576,"pricing":590,"published":591,"relatedPlaybooks":592,"relatedReviews":595,"score":597,"self_host":560,"seo":600,"seoTitle":601,"slug":602,"sources":603,"stem":613,"suitable":566,"tagline":614,"tags":615,"updated":606,"verdict":624,"website":625,"__hash__":626},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fqodo.md","Qodo",[12,13,14,15],"coding\u002Freview\u002Fcoderabbit","coding\u002Freview\u002Fellipsis","coding\u002Freview\u002Fgreptile","coding\u002Freview\u002Fbito",[17,18,19],"OpenAI","Anthropic","Google",{"type":21,"value":22,"toc":527},"minimark",[23,28,32,35,38,103,106,138,144,148,153,178,183,200,203,230,233,380,383,433,437,463,466,493,496],[24,25,27],"h2",{"id":26},"tldr","TL;DR",[29,30,31],"p",{},"Qodo（前 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质量工作流",[42,68,69,72],{},[45,70,71],{},"Living Rules System","：从 codebase + PR 历史自学习规则、可编辑、跨仓 enforce",[42,74,75,78],{},[45,76,77],{},"Multi-repo Context Engine","：跨仓推理大代码库",[42,80,81,84],{},[45,82,83],{},"Model-flexible","：Claude \u002F OpenAI \u002F 其他；Enterprise BYOK",[42,86,87,90],{},[45,88,89],{},"Open Source 底座","：PR-Agent（widely adopted OSS PR 评审引擎）",[42,92,93,96],{},[45,94,95],{},"Governance","：仪表盘 \u002F 分析 \u002F SSO \u002F SAML \u002F 审计日志（Enterprise）",[42,98,99,102],{},[45,100,101],{},"部署","：cloud SaaS \u002F 单租户 \u002F on-prem（Enterprise）",[24,104,105],{"id":105},"价格",[39,107,108,114,120,126,132],{},[42,109,110,113],{},[45,111,112],{},"Developer (Free)","：30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + 社区支持",[42,115,116,119],{},[45,117,118],{},"Teams","：$30\u002Fseat\u002F月（年）≈ $38\u002Fseat\u002F月（月付），更高 credits + agentic PR + Living Rules + 仪表盘",[42,121,122,125],{},[45,123,124],{},"Enterprise","：定制；SSO\u002FSAML + 审计 + BYOK + 跨仓上下文 + on-prem + SLA",[42,127,128,131],{},[45,129,130],{},"14 天免费试用","：解锁 unlimited，无信用卡",[42,133,134,137],{},[45,135,136],{},"Qodo for Open Source","：合格 OSS 项目免费",[139,140,141],"blockquote",{},[29,142,143],{},"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。",[24,145,147],{"id":146},"实测15-人-saas-python-tslow-test-coverage","实测（15 人 SaaS \u002F Python + TS、low test coverage）",[29,149,150],{},[45,151,152],{},"亮点：",[39,154,155,158,161,169,172,175],{},[42,156,157],{},"Qodo Cover 自动给老代码补单测：3 周补了 1200+ tests，coverage 从 38% 升到 71%",[42,159,160],{},"Qodo Merge 评审质量稳定，agentic 模式跨文件推理 OK",[42,162,163,164,168],{},"Qodo Gen IDE 插件 ",[165,166,167],"code",{},"\u002Ftest"," 命令直接生成函数级单测 + 边界用例",[42,170,171],{},"Living Rules 自学习有效，团队架构约定固化后跨仓评审一致",[42,173,174],{},"多模型 + BYOK（Enterprise）合规友好",[42,176,177],{},"开源 PR-Agent 给小项目 \u002F 试水零成本路径",[29,179,180],{},[45,181,182],{},"踩坑：",[39,184,185,188,191,194,197],{},[42,186,187],{},"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",[42,189,190],{},"Credits 按模型消耗不同，token-heavy 模型烧得快",[42,192,193],{},"免费 PR 配额从 75 降到 30（组织池），团队 share 紧",[42,195,196],{},"Teams $30 比 CodeRabbit Pro $24 贵 25%",[42,198,199],{},"中文场景体验一般",[24,201,202],{"id":202},"上手",[204,205,206,209,212,215,221,224,227],"ol",{},[42,207,208],{},"qodo.ai → 选 Developer Free → GitHub \u002F GitLab \u002F Bitbucket App 接入",[42,210,211],{},"装 VS Code 或 JetBrains 插件（Qodo Gen）",[42,213,214],{},"在 PR 上看 Qodo Merge 评论",[42,216,217,218,220],{},"在 IDE 选函数 → ",[165,219,167],{}," 生成单测",[42,222,223],{},"启 Qodo Cover：选目标模块 \u002F coverage 目标 → 跑 agent",[42,225,226],{},"配 Living Rules：从仓库 PR 历史自动学，或手动添加",[42,228,229],{},"进阶：BYOK \u002F on-prem 走 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评测",[42,476,477],{},[471,478,480],{"href":479},"\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis","Ellipsis 评测",[42,482,483],{},[471,484,486],{"href":485},"\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile","Greptile 评测",[42,488,489],{},[471,490,492],{"href":491},"\u002Fplaybook\u002Fonboarding\u002Fai-unit-test-coverage","AI 单测覆盖率攻坚 Playbook",[24,494,495],{"id":495},"来源",[204,497,498,506,513,520],{},[42,499,500,501],{},"Qodo 官网 — 产品三件套介绍 ",[471,502,503],{"href":503,"rel":504},"https:\u002F\u002Fwww.qodo.ai\u002F",[505],"nofollow",[42,507,508,509],{},"Toolchase — Qodo Review 2026（含 Developer 30 PR \u002F Teams $30 \u002F Enterprise 细节）",[471,510,511],{"href":511,"rel":512},"https:\u002F\u002Ftoolchase.com\u002Ftool\u002Fqodo",[505],[42,514,515,516],{},"Pickuma — Qodo Review 2026（Qodo Merge + PR-Agent 开源） ",[471,517,518],{"href":518,"rel":519},"https:\u002F\u002Fpickuma.com\u002Ffor-dev\u002Fqodo-review-ai-test-generation-pr-review-2026",[505],[42,521,522,523],{},"DEV.to — Qodo AI 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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":552,"a":553},"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":555,"a":556},"和 CodeRabbit 怎么选？","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":558,"a":559},"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。",true,"https:\u002F\u002Fgithub.com\u002Fqodo-ai\u002Fqodo",[563],"en","2026-08-02",{},null,"\u002Ftools\u002Fcoding\u002Freview\u002Fqodo","coding",[570,571,572,573,574,575],"vscode","jetbrains","cli","github","gitlab","bitbucket",[577,582,586],{"plan":578,"price":579,"features":580,"notes":581},"Developer","$0 永久免费","30 PR 评审\u002F月（组织池）+ 250 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CodeRabbit\u002FEllipsis。","https:\u002F\u002Fqodo.ai","cFBt0wgZshacP8eD0Niai9mf6MCotL6geE4hND4gLxc",[628,1196,1705,2216],{"id":629,"title":250,"alternatives":630,"api_compatible":631,"body":632,"category":542,"chinese_friendly":529,"cover":1135,"description":1136,"domestic":545,"extension":546,"faq":1137,"free":560,"github":566,"languages":1150,"lastVerified":564,"meta":1152,"models":566,"navigation":560,"notSuitable":566,"opensource":545,"path":473,"pillar":568,"platforms":1153,"priceTable":1155,"pricing":1171,"published":591,"relatedPlaybooks":1172,"relatedReviews":1174,"score":1175,"self_host":560,"seo":1176,"seoTitle":1177,"slug":12,"sources":1178,"stem":1187,"suitable":566,"tagline":1188,"tags":1189,"updated":606,"verdict":1194,"website":1100,"__hash__":1195},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit.md",[13,14,602,15],[17,18,19],{"type":21,"value":633,"toc":1123},[634,636,639,642,644,721,723,748,752,756,782,786,803,805,839,841,997,999,1043,1045,1068,1070,1091,1093],[24,635,27],{"id":26},[29,637,638],{},"CodeRabbit 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试用",[42,732,733,736],{},[45,734,735],{},"Pro","：$24\u002Fseat\u002F月年付 \u002F $30 月付，按发起 PR 的开发者计费",[42,738,739,741],{},[45,740,124],{},"：自定义；SSO\u002FSAML + 自托管 + 自定义模型 + SLA",[42,743,744,747],{},[45,745,746],{},"CLI add-on","：usage-based，给 agentic 编码 loop 用，独立于席位计费",[24,749,751],{"id":750},"实测20-人-saas-团队-nextjs-python-后端","实测（20 人 SaaS 团队 \u002F Next.js + Python 后端）",[29,753,754],{},[45,755,152],{},[39,757,758,761,764,767,770,773,776],{},[42,759,760],{},"2-click 接 GitHub，5 分钟跑通；PR 几十秒出概要 + 时序图",[42,762,763],{},"Codegraph 真能跨文件追：评论标「这个改动会影响 BillingService.charge 的 12 处调用」",[42,765,766],{},"40+ linter 配 LLM 过滤误报，噪声远低于裸跑 ESLint+Semgrep",[42,768,769],{},"自定义 YAML 规则用起来直接，path-based 区分 frontend \u002F backend 评审强度",[42,771,772],{},"IDE 插件本地评审 staged 改动，commit 前能拦下半数小问题",[42,774,775],{},"Learnings 真有效——3 周后 false positive 下降明显",[42,777,778,779,781],{},"CLI 配 Claude Code，agent 写完一段先 ",[165,780,666],{}," 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设计上下文",[24,840,232],{"id":232},[234,842,843,860],{},[237,844,845],{},[240,846,847,849,851,854,856,858],{},[243,848,245],{},[243,850,250],{},[243,852,853],{},"Bito",[243,855,256],{},[243,857,253],{},[243,859,10],{},[258,861,862,879,893,910,927,947,964,980],{},[240,863,864,867,870,873,875,877],{},[263,865,866],{},"Pro 起价",[263,868,869],{},"$24（年）\u002F$30（月）",[263,871,872],{},"$12\u002F$15",[263,874,334],{},[263,876,331],{},[263,878,325],{},[240,880,881,883,885,887,889,891],{},[263,882,339],{},[263,884,345],{},[263,886,286],{},[263,888,345],{},[263,890,348],{},[263,892,342],{},[240,894,895,898,901,903,906,908],{},[263,896,897],{},"IDE review",[263,899,900],{},"✅ 一等",[263,902,271],{},[263,904,905],{},"中",[263,907,365],{},[263,909,271],{},[240,911,912,915,918,921,923,925],{},[263,913,914],{},"CLI review",[263,916,917],{},"✅ + agentic",[263,919,920],{},"CLI 有",[263,922,365],{},[263,924,365],{},[263,926,271],{},[240,928,929,932,935,938,941,944],{},[263,930,931],{},"Codegraph \u002F 跨仓",[263,933,934],{},"✅ Codegraph",[263,936,937],{},"AI Architect",[263,939,940],{},"Codebase 图",[263,942,943],{},"✅ Code graph",[263,945,946],{},"Context Engine",[240,948,949,952,955,958,960,962],{},[263,950,951],{},"Linter 集成",[263,953,954],{},"✅ 40+",[263,956,957],{},"弱",[263,959,905],{},[263,961,957],{},[263,963,957],{},[240,965,966,969,972,974,976,978],{},[263,967,968],{},"MCP",[263,970,971],{},"✅ Jira\u002FLinear\u002FConfluence",[263,973,271],{},[263,975,957],{},[263,977,365],{},[263,979,365],{},[240,981,982,985,988,990,993,995],{},[263,983,984],{},"ARR \u002F 企业数",[263,986,987],{},"$15M \u002F 8000+",[263,989,365],{},[263,991,992],{},"67K repos",[263,994,365],{},[263,996,365],{},[24,998,382],{"id":382},[39,1000,1001,1007,1013,1019,1025,1031,1037],{},[42,1002,1003,1006],{},[45,1004,1005],{},"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",[42,1008,1009,1012],{},[45,1010,1011],{},"CLI add-on 独立计费","：用 Claude Code CLI \u002F Cursor CLI 跑 agent 时，CLI review 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外包账号别误接。",{"q":1142,"a":1143},"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":1145,"a":1146},"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":1148,"a":1149},"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。",[563,1151],"zh",{},[570,571,572,573,574,575,1154],"azure-devops",[1156,1160,1164,1167],{"plan":729,"price":1157,"features":1158,"notes":1159},"$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":735,"price":1161,"features":1162,"notes":1163},"$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":124,"price":587,"features":1165,"notes":1166},"SSO\u002FSAML + 自托管 + 自定义模型 + SLA + 高级 analytics + 多 org","AWS \u002F GCP Marketplace",{"plan":746,"price":1168,"features":1169,"notes":1170},"usage-based","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",[593,1173],"onboarding\u002Fcursor-mcp-deep-integration",[596],{"power":598,"ux":598,"price":599,"cn_support":529,"stability":598},{"title":250,"description":1136},"CodeRabbit 评测 2026：AI 代码审查工具，自动化 PR Review，GitHub 集成",[1179,1181,1183,1185],{"name":1180,"url":1100,"accessed":606},"CodeRabbit 官网",{"name":1182,"url":1107,"accessed":606},"EveryDev.ai — CodeRabbit 详细介绍",{"name":1184,"url":1114,"accessed":606},"Toolradar — CodeRabbit Pricing 2026",{"name":1186,"url":1121,"accessed":606},"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",[616,617,1190,1191,621,1192,1193],"agentic","codegraph","soc2","multi-model","AI PR 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Architect。","wy-nO0yiJ-mqkCuvniMgZbzkc7RScQIHzDR6z2T_pJw",{"id":1197,"title":256,"alternatives":1198,"api_compatible":566,"body":1199,"category":542,"chinese_friendly":532,"cover":1659,"description":1660,"domestic":545,"extension":546,"faq":1661,"free":560,"github":566,"languages":1673,"lastVerified":564,"meta":1674,"models":566,"navigation":560,"notSuitable":566,"opensource":545,"path":479,"pillar":568,"platforms":1675,"priceTable":1676,"pricing":1684,"published":591,"relatedPlaybooks":1685,"relatedReviews":1686,"score":1687,"self_host":545,"seo":1688,"seoTitle":1689,"slug":13,"sources":1690,"stem":1697,"suitable":566,"tagline":1698,"tags":1699,"updated":606,"verdict":1702,"website":1703,"__hash__":1704},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis.md",[12,14,602,15],{"type":21,"value":1200,"toc":1647},[1201,1203,1206,1209,1211,1261,1263,1283,1288,1292,1296,1317,1321,1341,1343,1374,1376,1522,1524,1571,1573,1602,1604,1622,1624],[24,1202,27],{"id":26},[29,1204,1205],{},"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。",[29,1207,1208],{},"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）。",[24,1210,37],{"id":37},[39,1212,1213,1219,1225,1231,1237,1243,1249,1255],{},[42,1214,1215,1218],{},[45,1216,1217],{},"AI PR 评审","：line-by-line 评论 + 1-click 修复建议 + 风格学习",[42,1220,1221,1224],{},[45,1222,1223],{},"bug \u002F 反模式检测","：逻辑漏洞 \u002F 边界条件 \u002F 反模式即时标注",[42,1226,1227,1230],{},[45,1228,1229],{},"@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",[42,1232,1233,1236],{},[45,1234,1235],{},"风格学习","：传英文风格指南，👍\u002F👎 反馈微调",[42,1238,1239,1242],{},[45,1240,1241],{},"GitHub-only 集成","：原生 GitHub App，2-click 接入",[42,1244,1245,1248],{},[45,1246,1247],{},"公共仓库永久免费","：开源项目零成本",[42,1250,1251,1254],{},[45,1252,1253],{},"SOC 2 认证 + 零数据保留","：评审完即删，不训练",[42,1256,1257,1260],{},[45,1258,1259],{},"Q&A","：在 PR 里 @bot 提问，回答带代码定位",[24,1262,105],{"id":105},[39,1264,1265,1271,1277],{},[42,1266,1267,1270],{},[45,1268,1269],{},"公共仓库","：完全免费、永久",[42,1272,1273,1276],{},[45,1274,1275],{},"私有 \u002F Team","：$20\u002Fdev\u002F月，无限 PR 评审 + 无限代码生成 + 无限 Q&A",[42,1278,1279,1282],{},[45,1280,1281],{},"无 LOC \u002F PR 配额","、无 token 超额 surge",[139,1284,1285],{},[29,1286,1287],{},"价格预测性最强：100 个开发者就是 $2000\u002F月，跟用量无关。",[24,1289,1291],{"id":1290},"实测5-人开源-私有混合仓库","实测（5 人开源 + 私有混合仓库）",[29,1293,1294],{},[45,1295,152],{},[39,1297,1298,1301,1304,1311,1314],{},[42,1299,1300],{},"公共仓库 0 成本接入，开源项目维护者直接白嫖",[42,1302,1303],{},"$20 flat 在所有 AI 评审里最简单：不需要算 LOC \u002F PR 数 \u002F token",[42,1305,1306,1307,1310],{},"@ellipsis-dev 真有用：在 issue 写 ",[165,1308,1309],{},"@ellipsis-dev 把 zh.json 的 errors.* 全翻译到 ja.json，跑 test:i18n","，3 分钟出 PR + 测试绿",[42,1312,1313],{},"风格学习实测有效，3 周后评论噪声明显下降",[42,1315,1316],{},"SOC 2 + 用完即删，企业评审过",[29,1318,1319],{},[45,1320,182],{},[39,1322,1323,1326,1329,1332,1335,1338],{},[42,1324,1325],{},"只支持 GitHub，GitLab \u002F Bitbucket \u002F Azure DevOps 团队完全不能用",[42,1327,1328],{},"没有 IDE 插件 + 没有 CLI（只能在 GitHub 网页 \u002F PR 评论用）",[42,1330,1331],{},"中文 PR 描述可识别，但回复英文为主",[42,1333,1334],{},"偶尔过度热心建议无关改动（可在评论说「stop suggesting renames」）",[42,1336,1337],{},"没有 Codegraph 级跨仓推理（找 Greptile）",[42,1339,1340],{},"没有 MCP \u002F Jira 集成，工单流追溯弱",[24,1342,202],{"id":202},[204,1344,1345,1348,1351,1354,1364,1371],{},[42,1346,1347],{},"ellipsis.dev → Install on GitHub → 选仓库（公开仓库随便选）",[42,1349,1350],{},"开一个 PR → 等几分钟看 inline 评论 + 概要",[42,1352,1353],{},"给 👍\u002F👎 反馈让它学风格",[42,1355,1356,1357,1360,1361],{},"上传英文风格指南：repo 根 ",[165,1358,1359],{},".ellipsis.yaml"," + ",[165,1362,1363],{},"style.md",[42,1365,1366,1367,1370],{},"在 issue 评论 ",[165,1368,1369],{},"@ellipsis-dev \u003C你的需求>"," → 等它生成 PR",[42,1372,1373],{},"私有仓库：升级 $20\u002Fdev → 一键加私有仓库",[24,1375,232],{"id":232},[234,1377,1378,1392],{},[237,1379,1380],{},[240,1381,1382,1384,1386,1388,1390],{},[243,1383,245],{},[243,1385,256],{},[243,1387,250],{},[243,1389,853],{},[243,1391,253],{},[258,1393,1394,1408,1425,1437,1450,1467,1480,1493,1506],{},[240,1395,1396,1399,1401,1404,1406],{},[263,1397,1398],{},"私有起价",[263,1400,334],{},[263,1402,1403],{},"$24\u002F$30",[263,1405,872],{},[263,1407,331],{},[240,1409,1410,1413,1416,1419,1422],{},[263,1411,1412],{},"LOC \u002F PR 配额",[263,1414,1415],{},"❌ 无限",[263,1417,1418],{},"无私有 PR 限",[263,1420,1421],{},"5K LOC\u002Fseat",[263,1423,1424],{},"按用量",[240,1426,1427,1429,1431,1433,1435],{},[263,1428,339],{},[263,1430,345],{},[263,1432,345],{},[263,1434,286],{},[263,1436,348],{},[240,1438,1439,1442,1444,1446,1448],{},[263,1440,1441],{},"@bot 生成 PR",[263,1443,271],{},[263,1445,286],{},[263,1447,286],{},[263,1449,286],{},[240,1451,1452,1455,1458,1461,1464],{},[263,1453,1454],{},"Git 平台",[263,1456,1457],{},"GitHub-only",[263,1459,1460],{},"GitHub\u002FGitLab\u002FBitbucket\u002FAzure",[263,1462,1463],{},"GitHub\u002FGitLab\u002FBitbucket",[263,1465,1466],{},"GitHub\u002FGitLab",[240,1468,1469,1472,1474,1476,1478],{},[263,1470,1471],{},"IDE \u002F CLI",[263,1473,286],{},[263,1475,271],{},[263,1477,271],{},[263,1479,286],{},[240,1481,1482,1484,1486,1489,1491],{},[263,1483,951],{},[263,1485,905],{},[263,1487,1488],{},"40+",[263,1490,957],{},[263,1492,365],{},[240,1494,1495,1498,1500,1502,1504],{},[263,1496,1497],{},"Codegraph",[263,1499,940],{},[263,1501,271],{},[263,1503,937],{},[263,1505,271],{},[240,1507,1508,1511,1514,1517,1519],{},[263,1509,1510],{},"合规",[263,1512,1513],{},"SOC 2",[263,1515,1516],{},"SOC 2 Type II",[263,1518,1516],{},[263,1520,1521],{},"SOC 2 Type II + HIPAA",[24,1523,382],{"id":382},[39,1525,1526,1532,1538,1544,1550,1559,1565],{},[42,1527,1528,1531],{},[45,1529,1530],{},"GitHub-only 锁死","：要 GitLab\u002FBitbucket 团队别选",[42,1533,1534,1537],{},[45,1535,1536],{},"@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",[42,1539,1540,1543],{},[45,1541,1542],{},"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",[42,1545,1546,1549],{},[45,1547,1548],{},"没 IDE = 不能本地评审","：commit 前评审需求走 CodeRabbit",[42,1551,1552,1555,1556,1558],{},[45,1553,1554],{},"过度热心","：偶尔建议无关改动，用 ",[165,1557,1359],{}," 限制范围或评论里制止",[42,1560,1561,1564],{},[45,1562,1563],{},"不要把它当 Codegraph 用","：跨仓 \u002F 大型重构推理走 Greptile",[42,1566,1567,1570],{},[45,1568,1569],{},"没 MCP \u002F Jira","：工单流深度集成走 CodeRabbit \u002F Bito",[24,1572,436],{"id":435},[39,1574,1575,1578,1581,1584,1587,1590,1593,1596,1599],{},[42,1576,1577],{},"✅ 个人开发者 \u002F 小团队 \u002F 开源维护者",[42,1579,1580],{},"✅ 公共仓库 + 永久 0 成本",[42,1582,1583],{},"✅ GitHub-only 流水线",[42,1585,1586],{},"✅ 要 @bot 生成 PR 这个 agent 能力",[42,1588,1589],{},"✅ 预算预测性 > 一切（flat 定价）",[42,1591,1592],{},"❌ GitLab \u002F Bitbucket 团队",[42,1594,1595],{},"❌ 中文母语团队（CodeRabbit \u002F Bito 更友好）",[42,1597,1598],{},"❌ 要 IDE \u002F CLI 多入口（CodeRabbit）",[42,1600,1601],{},"❌ Codegraph 跨仓推理（Greptile）",[24,1603,465],{"id":465},[39,1605,1606,1610,1614,1618],{},[42,1607,1608],{},[471,1609,474],{"href":473},[42,1611,1612],{},[471,1613,1077],{"href":1076},[42,1615,1616],{},[471,1617,486],{"href":485},[42,1619,1620],{},[471,1621,1090],{"href":567},[24,1623,495],{"id":495},[204,1625,1626,1633,1640],{},[42,1627,1628,1629],{},"AI41 — Ellipsis 工具介绍（含 67K+ 仓库 \u002F $20 flat \u002F SOC 2）",[471,1630,1631],{"href":1631,"rel":1632},"https:\u002F\u002Fai41.org\u002Ftool\u002Fellipsis",[505],[42,1634,1635,1636],{},"Costbench — Ellipsis Pricing 2026 ",[471,1637,1638],{"href":1638,"rel":1639},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-code-review\u002Fellipsis",[505],[42,1641,1642,1643],{},"AIChief — Ellipsis Review 2026（\"unlimited usage, free for public GitHub repos\"）",[471,1644,1645],{"href":1645,"rel":1646},"https:\u002F\u002Faichief.com\u002Fai-code-assistant\u002Fellipsis\u002F",[505],{"title":528,"searchDepth":529,"depth":529,"links":1648},[1649,1650,1651,1652,1653,1654,1655,1656,1657,1658],{"id":26,"depth":532,"text":27},{"id":37,"depth":532,"text":37},{"id":105,"depth":532,"text":105},{"id":1290,"depth":532,"text":1291},{"id":202,"depth":532,"text":202},{"id":232,"depth":532,"text":232},{"id":382,"depth":532,"text":382},{"id":435,"depth":532,"text":436},{"id":465,"depth":532,"text":465},{"id":495,"depth":532,"text":495},"\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。",[1662,1665,1668,1670],{"q":1663,"a":1664},"$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":1666,"a":1667},"@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":555,"a":1669},"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":1671,"a":1672},"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。",[563],{},[573,570],[1677,1680],{"plan":1269,"price":1157,"features":1678,"notes":1679},"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":1275,"price":1681,"features":1682,"notes":1683},"$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",[593],[596],{"power":599,"ux":599,"price":598,"cn_support":532,"stability":599},{"title":256,"description":1660},"Ellipsis 评测 2026：AI 代码审查 Agent，自动修复 Bug，PR 质量保障",[1691,1693,1695],{"name":1692,"url":1631,"accessed":606},"AI41 — Ellipsis 介绍",{"name":1694,"url":1638,"accessed":606},"Costbench — Ellipsis Pricing 2026",{"name":1696,"url":1645,"accessed":606},"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",[616,617,573,1700,1192,1701],"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":1706,"title":253,"alternatives":1707,"api_compatible":1708,"body":1709,"category":542,"chinese_friendly":532,"cover":2169,"description":2170,"domestic":545,"extension":546,"faq":2171,"free":560,"github":566,"languages":2182,"lastVerified":564,"meta":2183,"models":566,"navigation":560,"notSuitable":566,"opensource":545,"path":485,"pillar":568,"platforms":2184,"priceTable":2185,"pricing":2196,"published":591,"relatedPlaybooks":2197,"relatedReviews":2198,"score":2199,"self_host":560,"seo":2200,"seoTitle":2201,"slug":14,"sources":2202,"stem":2209,"suitable":566,"tagline":2210,"tags":2211,"updated":606,"verdict":2213,"website":2214,"__hash__":2215},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile.md",[12,13,602,15],[17,18],{"type":21,"value":1710,"toc":2157},[1711,1713,1716,1719,1721,1795,1797,1814,1819,1823,1827,1847,1851,1871,1873,1903,1905,2029,2031,2081,2083,2112,2114,2132,2134],[24,1712,27],{"id":26},[29,1714,1715],{},"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。",[29,1717,1718],{},"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）。",[24,1720,37],{"id":37},[39,1722,1723,1729,1735,1741,1747,1753,1763,1772,1778,1784,1789],{},[42,1724,1725,1728],{},[45,1726,1727],{},"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",[42,1730,1731,1734],{},[45,1732,1733],{},"Context-Aware Inline Comments","：跨文件 bug \u002F 安全 \u002F 反模式标注，并解释 ripple effect",[42,1736,1737,1740],{},[45,1738,1739],{},"Custom Coding Standards","：英文写规则 \u002F 链接已有文档，跨仓库强制执行",[42,1742,1743,1746],{},[45,1744,1745],{},"Continuous Learning","：读 reviewer 评论 + 👍\u002F👎 反应，团队风格越用越准",[42,1748,1749,1752],{},[45,1750,1751],{},"PR Summaries + 时序图","：file-by-file 拆解 + 置信度评分 + Mermaid sequence diagram",[42,1754,1755,1758,1759,1762],{},[45,1756,1757],{},"Conversation","：在 PR 评论里 ",[165,1760,1761],{},"@greptileai \u003C问题>"," 跟进",[42,1764,1765,663,1768,1771],{},[45,1766,1767],{},"Pattern Repos",[165,1769,1770],{},"greptile.json"," 配 patternsRepo（如 backend 仓引用 frontend 仓上下文）",[42,1773,1774,1777],{},[45,1775,1776],{},"30+ 语言","：Python\u002FJS\u002FTS\u002FGo\u002FRust\u002FJava\u002FC++ 等",[42,1779,1780,1783],{},[45,1781,1782],{},"API","：HTTP\u002FJSON-RPC 模式，100 req\u002Fh\u002FIP",[42,1785,1786],{},[45,1787,1788],{},"SOC 2 Type II + HIPAA + 自托管 air-gapped",[42,1790,1791,1794],{},[45,1792,1793],{},"多模型","：含 NVIDIA Nemotron 3 Ultra 等",[24,1796,105],{"id":105},[39,1798,1799,1804,1809],{},[42,1800,1801,1803],{},[45,1802,729],{},"：基础评审 + 限额",[42,1805,1806,1808],{},[45,1807,735],{},"：base + usage（2026-03-05 起），按仓库数 + PR 量 + 用量计费，联系销售",[42,1810,1811,1813],{},[45,1812,124],{},"：自定义；自托管 \u002F air-gapped + SSO + HIPAA + 多 org",[139,1815,1816],{},[29,1817,1818],{},"旧 $30\u002Fseat 订阅档已迁移；新模型对大代码库友好但报价需 quote。",[24,1820,1822],{"id":1821},"实测nextjs-go-后端-monorepo-series-b-团队","实测（Next.js + Go 后端 monorepo \u002F Series B 团队）",[29,1824,1825],{},[45,1826,152],{},[39,1828,1829,1832,1835,1838,1841,1844],{},[42,1830,1831],{},"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",[42,1833,1834],{},"PR 时序图（Mermaid）对 reviewer 友好，5 秒看懂改动主轴",[42,1836,1837],{},"自定义 standards 用英文写直接，几条规则覆盖 80% 团队风格",[42,1839,1840],{},"反馈学习有效，2 周后噪声明显降",[42,1842,1843],{},"patternsRepo 让 backend 评审能引用 frontend 仓，避免 API 契约脱节",[42,1845,1846],{},"HIPAA 自托管对医疗团队几乎是唯一可选",[29,1848,1849],{},[45,1850,182],{},[39,1852,1853,1856,1859,1862,1865,1868],{},[42,1854,1855],{},"不支持 Bitbucket \u002F Azure DevOps",[42,1857,1858],{},"没有 IDE \u002F CLI（GitHub\u002FGitLab 网页和 PR 内）",[42,1860,1861],{},"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",[42,1863,1864],{},"中文场景体验有限",[42,1866,1867],{},"没有 40+ linter 集成（不像 CodeRabbit）",[42,1869,1870],{},"大代码库首次 indexing 耗时长（>50 万 LOC 可能数小时）",[24,1872,202],{"id":202},[204,1874,1875,1878,1881,1884,1891,1897,1900],{},[42,1876,1877],{},"greptile.com → Install on GitHub\u002FGitLab → 选仓库",[42,1879,1880],{},"等首次 indexing（看仓库大小，几分钟至几小时）",[42,1882,1883],{},"开 PR 试评 → 看跨文件评论 + 时序图",[42,1885,1886,1887,1890],{},"在 PR 评论里 ",[165,1888,1889],{},"@greptileai \u003Cfollow-up>"," 跟进对话",[42,1892,1893,1894,1896],{},"配 ",[165,1895,1770],{},"：自定义 standards + patternsRepo",[42,1898,1899],{},"给 👍\u002F👎 训风格",[42,1901,1902],{},"大型项目：考虑 Enterprise 自托管 + 多仓 indexing",[24,1904,232],{"id":232},[234,1906,1907,1921],{},[237,1908,1909],{},[240,1910,1911,1913,1915,1917,1919],{},[243,1912,245],{},[243,1914,253],{},[243,1916,250],{},[243,1918,256],{},[243,1920,10],{},[258,1922,1923,1936,1950,1962,1974,1987,2000,2014],{},[240,1924,1925,1928,1930,1932,1934],{},[263,1926,1927],{},"Codegraph \u002F 跨文件",[263,1929,900],{},[263,1931,934],{},[263,1933,940],{},[263,1935,946],{},[240,1937,1938,1941,1944,1946,1948],{},[263,1939,1940],{},"大代码库 \u002F monorepo",[263,1942,1943],{},"✅ 最强",[263,1945,271],{},[263,1947,905],{},[263,1949,271],{},[240,1951,1952,1954,1956,1958,1960],{},[263,1953,1471],{},[263,1955,286],{},[263,1957,271],{},[263,1959,286],{},[263,1961,271],{},[240,1963,1964,1966,1968,1970,1972],{},[263,1965,951],{},[263,1967,365],{},[263,1969,1488],{},[263,1971,905],{},[263,1973,905],{},[240,1975,1976,1978,1980,1983,1985],{},[263,1977,1454],{},[263,1979,1466],{},[263,1981,1982],{},"+ Bitbucket\u002FAzure",[263,1984,1457],{},[263,1986,1463],{},[240,1988,1989,1992,1994,1996,1998],{},[263,1990,1991],{},"HIPAA",[263,1993,271],{},[263,1995,365],{},[263,1997,365],{},[263,1999,365],{},[240,2001,2002,2005,2008,2010,2012],{},[263,2003,2004],{},"自托管",[263,2006,2007],{},"Enterprise air-gapped",[263,2009,124],{},[263,2011,365],{},[263,2013,124],{},[240,2015,2016,2019,2021,2024,2026],{},[263,2017,2018],{},"定价",[263,2020,331],{},[263,2022,2023],{},"$24\u002F$30 + CLI add-on",[263,2025,334],{},[263,2027,2028],{},"$30\u002Fseat",[24,2030,382],{"id":382},[39,2032,2033,2039,2045,2051,2057,2063,2069,2075],{},[42,2034,2035,2038],{},[45,2036,2037],{},"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",[42,2040,2041,2044],{},[45,2042,2043],{},"首次 indexing 别在交付前夜跑","：大 monorepo 几小时起步，提前一天接",[42,2046,2047,2050],{},[45,2048,2049],{},"patternsRepo 别拉无关仓","：拉得多 → 噪声增、token 消耗增",[42,2052,2053,2056],{},[45,2054,2055],{},"自定义 standards 用英文","：中文规则识别准确度低于英文",[42,2058,2059,2062],{},[45,2060,2061],{},"HIPAA \u002F 强合规走 Enterprise","：自托管 + air-gapped 才完整覆盖",[42,2064,2065,2068],{},[45,2066,2067],{},"没 IDE = 没本地评审","：commit 前评审走 CodeRabbit",[42,2070,2071,2074],{},[45,2072,2073],{},"API 限流","：100 req\u002Fh\u002FIP，CI 集成要 token bucket",[42,2076,2077,2080],{},[45,2078,2079],{},"多模型路由不透明","：要可重复结果在 Enterprise 谈固定模型",[24,2082,436],{"id":435},[39,2084,2085,2088,2091,2094,2097,2100,2103,2106,2109],{},[42,2086,2087],{},"✅ 大型 monorepo \u002F 跨仓推理",[42,2089,2090],{},"✅ 遗留代码 \u002F 复杂依赖",[42,2092,2093],{},"✅ HIPAA \u002F 医疗 \u002F 金融强合规",[42,2095,2096],{},"✅ Next.js \u002F Node.js 中后期初创",[42,2098,2099],{},"✅ 自托管 \u002F air-gapped 要求",[42,2101,2102],{},"❌ 小项目 \u002F 个人开发者（用 Ellipsis）",[42,2104,2105],{},"❌ IDE \u002F CLI 多入口需求（用 CodeRabbit）",[42,2107,2108],{},"❌ Bitbucket \u002F Azure DevOps",[42,2110,2111],{},"❌ 中文母语团队",[24,2113,465],{"id":465},[39,2115,2116,2120,2124,2128],{},[42,2117,2118],{},[471,2119,474],{"href":473},[42,2121,2122],{},[471,2123,480],{"href":479},[42,2125,2126],{},[471,2127,1090],{"href":567},[42,2129,2130],{},[471,2131,1077],{"href":1076},[24,2133,495],{"id":495},[204,2135,2136,2143,2150],{},[42,2137,2138,2139],{},"Stork.AI — Greptile Review 2026（含 Agent v4 \u002F Nemotron 3 Ultra \u002F HIPAA）",[471,2140,2141],{"href":2141,"rel":2142},"https:\u002F\u002Fwww.stork.ai\u002Fen\u002Fgreptile",[505],[42,2144,2145,2146],{},"Stackviv — Greptile Review 2026 ",[471,2147,2148],{"href":2148,"rel":2149},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fgreptile",[505],[42,2151,2152,2153],{},"Greptile 官方文档 — Key Features（Codebase Context \u002F Pattern Repos \u002F RL 反馈）",[471,2154,2155],{"href":2155,"rel":2156},"https:\u002F\u002Fwww.greptile.com\u002Fdocs\u002Fcode-review-bot\u002Fkey-features",[505],{"title":528,"searchDepth":529,"depth":529,"links":2158},[2159,2160,2161,2162,2163,2164,2165,2166,2167,2168],{"id":26,"depth":532,"text":27},{"id":37,"depth":532,"text":37},{"id":105,"depth":532,"text":105},{"id":1821,"depth":532,"text":1822},{"id":202,"depth":532,"text":202},{"id":232,"depth":532,"text":232},{"id":382,"depth":532,"text":382},{"id":435,"depth":532,"text":436},{"id":465,"depth":532,"text":465},{"id":495,"depth":532,"text":495},"\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。",[2172,2175,2178,2180],{"q":2173,"a":2174},"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":2176,"a":2177},"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":555,"a":2179},"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":1671,"a":2181},"纯英文产品，仅 GitHub + GitLab。中文母语团队体验有限。",[563],{},[573,574],[2186,2189,2193],{"plan":729,"price":1157,"features":2187,"notes":2188},"基础 AI PR 评审 + 限额","试水 \u002F 小项目",{"plan":735,"price":2190,"features":2191,"notes":2192},"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":124,"price":587,"features":2194,"notes":2195},"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",[593],[596],{"power":598,"ux":599,"price":529,"cn_support":532,"stability":599},{"title":253,"description":2170},"Greptile 评测 2026：AI 代码审查，Codegraph 跨文件推理",[2203,2205,2207],{"name":2204,"url":2141,"accessed":606},"Stork.AI — Greptile Review 2026",{"name":2206,"url":2148,"accessed":606},"Stackviv — Greptile Review 2026",{"name":2208,"url":2155,"accessed":606},"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",[616,617,1191,2212,1192,621],"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":2217,"title":2218,"alternatives":2219,"api_compatible":566,"body":2220,"category":542,"chinese_friendly":529,"cover":2625,"description":2626,"domestic":545,"extension":546,"faq":2627,"free":545,"github":566,"languages":2640,"lastVerified":564,"meta":2641,"models":566,"navigation":560,"notSuitable":566,"opensource":545,"path":1076,"pillar":568,"platforms":2642,"priceTable":2645,"pricing":2660,"published":591,"relatedPlaybooks":2661,"relatedReviews":566,"score":2662,"self_host":560,"seo":2663,"seoTitle":2664,"slug":15,"sources":2665,"stem":2670,"suitable":566,"tagline":2671,"tags":2672,"updated":606,"verdict":2676,"website":2677,"__hash__":2678},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fbito.md","Bito AI",[12,13,14,602],{"type":21,"value":2221,"toc":2613},[2222,2224,2227,2230,2232,2287,2289,2319,2323,2327,2347,2351,2368,2370,2390,2392,2510,2512,2550,2552,2575,2577,2595,2597],[24,2223,27],{"id":26},[29,2225,2226],{},"Bito 把 AI Code Reviews 和 AI Architect 做成两条产品线：前者是 PR 自动评审（VS Code\u002FJetBrains\u002FCursor\u002FWindsurf 插件 + Git 平台 bot + CLI），按席位计费、Team $12\u002Fseat\u002F月起、含 5K LOC\u002F月；后者是代码库 + Jira\u002FConfluence 知识图谱 + MCP，给 Cursor \u002F Claude Code \u002F Codex 注入架构 + 设计 + 影响评估上下文，usage-based 计费。SOC 2 Type II、不存代码、不训练，可自托管。",[29,2228,2229],{},"适合：想 PR 评审 + 编码 Agent 架构感知双重需求的中型团队；价格敏感于 CodeRabbit；已有 Jira\u002FConfluence 沉淀想沉到 Agent 里。不适合：开源仓库（CodeRabbit 公共仓库无限免费更优）；要 IDE 实时 review（CodeRabbit IDE review 更成熟）。",[24,2231,37],{"id":37},[39,2233,2234,2240,2246,2252,2257,2263,2269,2275,2281],{},[42,2235,2236,2239],{},[45,2237,2238],{},"AI Code Reviews","：PR 评论 + 1-click 修复 + 自定义评审规则 + 自学习 + 评审分析",[42,2241,2242,2245],{},[45,2243,2244],{},"多 Git 平台","：GitHub \u002F GitLab \u002F Bitbucket + CI\u002FCD pipeline 评审",[42,2247,2248,2251],{},[45,2249,2250],{},"IDE \u002F CLI 三入口","：VS Code \u002F JetBrains \u002F Cursor \u002F Windsurf 插件 + CLI",[42,2253,2254,2256],{},[45,2255,937],{},"：代码库知识图谱 + 技术设计 + 影响评估 + grounded 代码生成",[42,2258,2259,2262],{},[45,2260,2261],{},"MCP 集成","：Cursor \u002F Claude Code \u002F Codex \u002F Slack \u002F Jira \u002F Linear",[42,2264,2265,2268],{},[45,2266,2267],{},"Jira + Confluence 索引","：把规格 + 设计文档融入评审 \u002F 生成上下文",[42,2270,2271,2274],{},[45,2272,2273],{},"可观测数据索引","（Enterprise）：把日志 \u002F metrics 关联进代码上下文",[42,2276,2277,2280],{},[45,2278,2279],{},"自托管 \u002F On-prem","：Professional 加挂、Enterprise 标配",[42,2282,2283,2286],{},[45,2284,2285],{},"安全合规","：SOC 2 Type II、不存代码、不训练、SSO\u002FSAML（Enterprise）",[24,2288,105],{"id":105},[39,2290,2291,2297,2303,2308,2313],{},[42,2292,2293,2296],{},[45,2294,2295],{},"Team","：$12\u002Fseat\u002F月（年付）或 $15（月付），5K LOC\u002Fseat\u002F月，超出 $5\u002F1K",[42,2298,2299,2302],{},[45,2300,2301],{},"Professional","：$20\u002F$25\u002Fseat\u002F月，含自定义规则 + 自学习 + Jira\u002FConfluence + CI\u002FCD + 14 天试用",[42,2304,2305,2307],{},[45,2306,124],{},"：定制，含跨仓 impact 分析（用 AI Architect）+ 多 org + SSO\u002FSAML + 专属 CSM",[42,2309,2310,2312],{},[45,2311,937],{},"：usage-based（按代码库规模 + 用量），联系销售",[42,2314,2315,2318],{},[45,2316,2317],{},"席位规则","：只有发起 PR 被 Bito 评审的 Git handle 计费，未参与的开发者不收钱",[24,2320,2322],{"id":2321},"实测10-人后端团队-cursor-claude-code-接-ai-architect","实测（10 人后端团队 + Cursor \u002F Claude Code 接 AI Architect）",[29,2324,2325],{},[45,2326,152],{},[39,2328,2329,2332,2335,2338,2341,2344],{},[42,2330,2331],{},"Team plan 单价 $12 是同类里最低之一，10 人团队年 ~$1440",[42,2333,2334],{},"PR 评论质量稳定，跨文件依赖分析比 GPT-4 直评准确",[42,2336,2337],{},"1-click 修复对小问题（命名 \u002F 边界 \u002F 异常处理）覆盖率高",[42,2339,2340],{},"自定义评审准则用 YAML 写易上手",[42,2342,2343],{},"AI Architect MCP 接 Cursor 后写代码前能看到「这个函数被 12 处调用、3 处涉及 BillingService」，避免盲改",[42,2345,2346],{},"Jira\u002FConfluence 索引后评论里会引用关联工单 + 设计文档",[29,2348,2349],{},[45,2350,182],{},[39,2352,2353,2356,2359,2362,2365],{},[42,2354,2355],{},"5K LOC\u002Fseat 月度配额：大重构 PR 一次性吃光，要么升档要么按 $5\u002F1K 超支",[42,2357,2358],{},"Professional 自托管要 +$5\u002Fseat 加挂，对小团队不划算",[42,2360,2361],{},"AI Architect 必须联系销售，无 self-serve（roadmap 中）",[42,2363,2364],{},"中文 PR 描述偶尔评论会英文回（设默认语言可缓解）",[42,2366,2367],{},"没有开源免费档（CodeRabbit 公共仓库无限免费）",[24,2369,202],{"id":202},[204,2371,2372,2375,2378,2381,2384,2387],{},[42,2373,2374],{},"bito.ai 注册 → 选 14 天 Professional 试用（无信用卡）",[42,2376,2377],{},"安装 GitHub\u002FGitLab App → 选要评审的仓库",[42,2379,2380],{},"提一个 PR 试用 → 看 inline 评论 + 1-click 修复",[42,2382,2383],{},"（可选）装 VS Code\u002FJetBrains 插件 → 本地评审 staged 改动",[42,2385,2386],{},"配置自定义规则（YAML）+ Jira \u002F Confluence 集成",[42,2388,2389],{},"进阶：联系销售开 AI Architect → 索引仓库 → MCP 接 Cursor \u002F Claude Code",[24,2391,232],{"id":232},[234,2393,2394,2408],{},[237,2395,2396],{},[240,2397,2398,2400,2402,2404,2406],{},[243,2399,245],{},[243,2401,853],{},[243,2403,250],{},[243,2405,256],{},[243,2407,10],{},[258,2409,2410,2427,2443,2456,2470,2485,2498],{},[240,2411,2412,2415,2418,2421,2424],{},[263,2413,2414],{},"起步价",[263,2416,2417],{},"$12\u002Fseat（年）",[263,2419,2420],{},"Pro $24\u002Fseat（年）",[263,2422,2423],{},"$20\u002Fseat",[263,2425,2426],{},"Teams $30\u002Fseat",[240,2428,2429,2432,2434,2437,2440],{},[263,2430,2431],{},"开源免费",[263,2433,286],{},[263,2435,2436],{},"✅ 公共仓库无限",[263,2438,2439],{},"✅ 公共仓库",[263,2441,2442],{},"OSS 项目计划",[240,2444,2445,2448,2450,2452,2454],{},[263,2446,2447],{},"IDE 评审",[263,2449,271],{},[263,2451,271],{},[263,2453,905],{},[263,2455,271],{},[240,2457,2458,2461,2464,2466,2468],{},[263,2459,2460],{},"知识图谱 \u002F 跨仓",[263,2462,2463],{},"✅ AI Architect",[263,2465,1497],{},[263,2467,940],{},[263,2469,946],{},[240,2471,2472,2475,2478,2481,2483],{},[263,2473,2474],{},"MCP \u002F Agent 集成",[263,2476,2477],{},"✅ 强",[263,2479,2480],{},"✅ MCP",[263,2482,957],{},[263,2484,271],{},[240,2486,2487,2489,2492,2494,2496],{},[263,2488,2004],{},[263,2490,2491],{},"+$5\u002Fseat",[263,2493,124],{},[263,2495,957],{},[263,2497,124],{},[240,2499,2500,2502,2504,2506,2508],{},[263,2501,1510],{},[263,2503,1516],{},[263,2505,1516],{},[263,2507,1513],{},[263,2509,1513],{},[24,2511,382],{"id":382},[39,2513,2514,2520,2526,2532,2538,2544],{},[42,2515,2516,2519],{},[45,2517,2518],{},"LOC 配额关注 dashboard","：大型 PR \u002F 重构会瞬间烧光，提前规划升档",[42,2521,2522,2525],{},[45,2523,2524],{},"自定义规则别堆太多","：>30 条规则评论噪声明显，分阶段渐进",[42,2527,2528,2531],{},[45,2529,2530],{},"开源仓库价值有限","：要免费走 CodeRabbit \u002F Ellipsis 公共仓库无限档",[42,2533,2534,2537],{},[45,2535,2536],{},"AI Architect 是单独产品","：合同 \u002F 计费 \u002F 部署独立，预算分两笔",[42,2539,2540,2543],{},[45,2541,2542],{},"自托管要先评估","：Professional 加挂 $5\u002Fseat 在小团队不划算，10 人以下用 cloud",[42,2545,2546,2549],{},[45,2547,2548],{},"席位计费看 Git handle","：fork \u002F 外包账号别乱接，避免误计费",[24,2551,436],{"id":435},[39,2553,2554,2557,2560,2563,2566,2569,2572],{},[42,2555,2556],{},"✅ 中型团队、PR 评审 + Agent 上下文双需求",[42,2558,2559],{},"✅ 价格敏感于 CodeRabbit Pro",[42,2561,2562],{},"✅ 已有 Jira \u002F Confluence 知识沉淀",[42,2564,2565],{},"✅ Cursor \u002F Claude Code 用户想注入架构上下文",[42,2567,2568],{},"❌ 开源仓库 \u002F 公共项目（用 CodeRabbit \u002F Ellipsis）",[42,2570,2571],{},"❌ IDE 实时 review 重度（CodeRabbit 更成熟）",[42,2573,2574],{},"❌ 极低预算单人开发者（Ellipsis $20 flat 含 unlimited 更划算）",[24,2576,465],{"id":465},[39,2578,2579,2583,2587,2591],{},[42,2580,2581],{},[471,2582,474],{"href":473},[42,2584,2585],{},[471,2586,480],{"href":479},[42,2588,2589],{},[471,2590,486],{"href":485},[42,2592,2593],{},[471,2594,1090],{"href":567},[24,2596,495],{"id":495},[204,2598,2599,2606],{},[42,2600,2601,2602],{},"Bito 官方定价页 ",[471,2603,2604],{"href":2604,"rel":2605},"https:\u002F\u002Fbito.ai\u002Fpricing\u002F",[505],[42,2607,2608,2609],{},"Stackpick — Bito AI Review 2026 ",[471,2610,2611],{"href":2611,"rel":2612},"https:\u002F\u002Fstackpick.net\u002Ftools\u002Fbito-ai",[505],{"title":528,"searchDepth":529,"depth":529,"links":2614},[2615,2616,2617,2618,2619,2620,2621,2622,2623,2624],{"id":26,"depth":532,"text":27},{"id":37,"depth":532,"text":37},{"id":105,"depth":532,"text":105},{"id":2321,"depth":532,"text":2322},{"id":202,"depth":532,"text":202},{"id":232,"depth":532,"text":232},{"id":382,"depth":532,"text":382},{"id":435,"depth":532,"text":436},{"id":465,"depth":532,"text":465},{"id":495,"depth":532,"text":495},"\u002Fimg\u002Ftools\u002Fbito.webp","Bito 真实评测：印度团队 Bito Inc. 出品，AI Code Reviews（Team $12\u002F$15 起、5K LOC\u002Fseat\u002F月）+ AI Architect（usage-based）双产品。支持 GitHub\u002FGitLab\u002FBitbucket、VS Code\u002FJetBrains\u002FCursor\u002FWindsurf、Jira\u002FLinear\u002FSlack\u002FMCP。SOC 2 Type II、代码不存储不训练。",[2628,2631,2634,2637],{"q":2629,"a":2630},"Bito 和 CodeRabbit 怎么选？","都是 PR 自动评审 SaaS。Bito 价格更便宜（Team $12 vs CodeRabbit Pro $24\u002Fseat），并且额外有 AI Architect 给编码 Agent 注入跨文件上下文 + Jira\u002FConfluence 知识图谱。CodeRabbit 更成熟、开源仓库无限免费 + IDE\u002FCLI review、生态更广。要 PR 评审 + Agent 架构上下文双重需求 Bito 性价比高；只做 PR 评审走 CodeRabbit。",{"q":2632,"a":2633},"AI Architect 是什么？","Bito 的第二产品：把你的代码库 + Jira\u002FConfluence\u002F可观测数据建成知识图谱，通过 MCP 接 Cursor \u002F Claude Code \u002F Codex，让编码 Agent 在写代码前先看到完整架构 + 历史决策。Usage-based 计费，联系销售定价。",{"q":2635,"a":2636},"5K LOC\u002Fseat\u002F月的限制？","Team \u002F Professional 每席每月含 5K 行评审，超出按 $5\u002F1K 计费。一个 PR 改几百行算几百行，大型重构 PR 会很快吃完额度，需关注 dashboard。",{"q":2638,"a":2639},"代码安全吗？","SOC 2 Type II、端到端加密、不存储代码、不用于训练。可选自托管（Professional +$5\u002Fseat 加挂、Enterprise 标配）。",[563,1151],{},[570,571,2643,2644,573,574,575,572],"cursor","windsurf",[2646,2650,2654,2657],{"plan":2295,"price":2647,"features":2648,"notes":2649},"$12\u002Fseat\u002F月（年付）\u002F $15（月付）","AI 评审 + 1-click 修复 + 评审分析 + 代码库感知 + 5K LOC\u002Fseat\u002F月（超出 $5\u002F1K）","GitHub\u002FGitLab\u002FBitbucket + VS Code\u002FJetBrains\u002FCursor\u002FWindsurf",{"plan":2301,"price":2651,"features":2652,"notes":2653},"$20\u002Fseat\u002F月（年）\u002F $25（月）","自定义评审准则 + 自学习 + Jira\u002FConfluence + CI\u002FCD 评审 + 自托管 +$5\u002Fseat 加挂","14 天免费试用、无需信用卡",{"plan":124,"price":587,"features":2655,"notes":2656},"跨仓 impact 分析 + 多 org + SSO\u002FSAML + 专属 CSM + SLA","AI Architect 联合方案",{"plan":937,"price":1168,"features":2658,"notes":2659},"代码库知识图谱 + 技术设计 + 影响评估 + MCP 给 Cursor\u002FClaude\u002FCodex \u002F Jira+Linear+Slack","联系商务定价、按代码库规模 + 用量计费","Team $12\u002Fseat\u002F月（年）或 $15（月） \u002F Professional $20\u002F$25 \u002F Enterprise 定制 \u002F AI Architect usage-based",[593,1173],{"power":599,"ux":599,"price":599,"cn_support":529,"stability":599},{"title":2218,"description":2626},"Bito AI 评测 2026：代码审查与 AI 编程助手，自动化代码质量",[2666,2668],{"name":2667,"url":2604,"accessed":606},"Bito 官方定价页",{"name":2669,"url":2611,"accessed":606},"Stackpick — Bito AI Review 2026","tools\u002Fcoding\u002Freview\u002Fbito","AI Code Reviews + AI Architect 双产品——PR 自动审查 + 代码库知识图谱 + 给 Cursor \u002F Claude Code 注入架构上下文",[616,617,2673,621,2674,2675,1192],"architect","jira","security","做 AI Code Review + 给编码 Agent 注入架构 \u002F Jira 上下文的双产品组合。审 PR 走 Team\u002F$12，给 Cursor \u002F Claude Code 加架构图走 AI Architect（usage-based）；只要纯 PR 评论且开源仓库免费——选 CodeRabbit。","https:\u002F\u002Fbito.ai","phhJLfV1g_nYe7iLC4zoqiqTnvX0_JJq0ElFxfRmrnk",1785660641224]