[{"data":1,"prerenderedAt":2679},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-greptile":8,"alt-list-greptile":619},{"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":19,"category":545,"chinese_friendly":535,"cover":546,"description":547,"domestic":548,"extension":549,"faq":550,"free":563,"github":564,"languages":565,"lastVerified":567,"meta":568,"models":564,"navigation":563,"notSuitable":564,"opensource":548,"path":569,"pillar":570,"platforms":571,"priceTable":574,"pricing":587,"published":588,"relatedPlaybooks":589,"relatedReviews":591,"score":593,"self_host":563,"seo":596,"seoTitle":597,"slug":598,"sources":599,"stem":607,"suitable":564,"tagline":608,"tags":609,"updated":602,"verdict":616,"website":617,"__hash__":618},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile.md","Greptile",[12,13,14,15],"coding\u002Freview\u002Fcoderabbit","coding\u002Freview\u002Fellipsis","coding\u002Freview\u002Fqodo","coding\u002Freview\u002Fbito",[17,18],"OpenAI","Anthropic",{"type":20,"value":21,"toc":530},"minimark",[22,27,31,34,37,116,119,139,145,149,154,174,179,199,202,233,236,387,390,440,444,473,476,503,506],[23,24,26],"h2",{"id":25},"tldr","TL;DR",[28,29,30],"p",{},"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。",[28,32,33],{},"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）。",[23,35,36],{"id":36},"核心能力",[38,39,40,48,54,60,66,72,83,93,99,105,110],"ul",{},[41,42,43,47],"li",{},[44,45,46],"strong",{},"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",[41,49,50,53],{},[44,51,52],{},"Context-Aware Inline Comments","：跨文件 bug \u002F 安全 \u002F 反模式标注，并解释 ripple effect",[41,55,56,59],{},[44,57,58],{},"Custom Coding Standards","：英文写规则 \u002F 链接已有文档，跨仓库强制执行",[41,61,62,65],{},[44,63,64],{},"Continuous Learning","：读 reviewer 评论 + 👍\u002F👎 反应，团队风格越用越准",[41,67,68,71],{},[44,69,70],{},"PR Summaries + 时序图","：file-by-file 拆解 + 置信度评分 + Mermaid sequence diagram",[41,73,74,77,78,82],{},[44,75,76],{},"Conversation","：在 PR 评论里 ",[79,80,81],"code",{},"@greptileai \u003C问题>"," 跟进",[41,84,85,88,89,92],{},[44,86,87],{},"Pattern Repos","：",[79,90,91],{},"greptile.json"," 配 patternsRepo（如 backend 仓引用 frontend 仓上下文）",[41,94,95,98],{},[44,96,97],{},"30+ 语言","：Python\u002FJS\u002FTS\u002FGo\u002FRust\u002FJava\u002FC++ 等",[41,100,101,104],{},[44,102,103],{},"API","：HTTP\u002FJSON-RPC 模式，100 req\u002Fh\u002FIP",[41,106,107],{},[44,108,109],{},"SOC 2 Type II + HIPAA + 自托管 air-gapped",[41,111,112,115],{},[44,113,114],{},"多模型","：含 NVIDIA Nemotron 3 Ultra 等",[23,117,118],{"id":118},"价格",[38,120,121,127,133],{},[41,122,123,126],{},[44,124,125],{},"Free","：基础评审 + 限额",[41,128,129,132],{},[44,130,131],{},"Pro","：base + usage（2026-03-05 起），按仓库数 + PR 量 + 用量计费，联系销售",[41,134,135,138],{},[44,136,137],{},"Enterprise","：自定义；自托管 \u002F air-gapped + SSO + HIPAA + 多 org",[140,141,142],"blockquote",{},[28,143,144],{},"旧 $30\u002Fseat 订阅档已迁移；新模型对大代码库友好但报价需 quote。",[23,146,148],{"id":147},"实测nextjs-go-后端-monorepo-series-b-团队","实测（Next.js + Go 后端 monorepo \u002F Series B 团队）",[28,150,151],{},[44,152,153],{},"亮点：",[38,155,156,159,162,165,168,171],{},[41,157,158],{},"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",[41,160,161],{},"PR 时序图（Mermaid）对 reviewer 友好，5 秒看懂改动主轴",[41,163,164],{},"自定义 standards 用英文写直接，几条规则覆盖 80% 团队风格",[41,166,167],{},"反馈学习有效，2 周后噪声明显降",[41,169,170],{},"patternsRepo 让 backend 评审能引用 frontend 仓，避免 API 契约脱节",[41,172,173],{},"HIPAA 自托管对医疗团队几乎是唯一可选",[28,175,176],{},[44,177,178],{},"踩坑：",[38,180,181,184,187,190,193,196],{},[41,182,183],{},"不支持 Bitbucket \u002F Azure DevOps",[41,185,186],{},"没有 IDE \u002F CLI（GitHub\u002FGitLab 网页和 PR 内）",[41,188,189],{},"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",[41,191,192],{},"中文场景体验有限",[41,194,195],{},"没有 40+ linter 集成（不像 CodeRabbit）",[41,197,198],{},"大代码库首次 indexing 耗时长（>50 万 LOC 可能数小时）",[23,200,201],{"id":201},"上手",[203,204,205,208,211,214,221,227,230],"ol",{},[41,206,207],{},"greptile.com → Install on GitHub\u002FGitLab → 选仓库",[41,209,210],{},"等首次 indexing（看仓库大小，几分钟至几小时）",[41,212,213],{},"开 PR 试评 → 看跨文件评论 + 时序图",[41,215,216,217,220],{},"在 PR 评论里 ",[79,218,219],{},"@greptileai \u003Cfollow-up>"," 跟进对话",[41,222,223,224,226],{},"配 ",[79,225,91],{},"：自定义 standards + patternsRepo",[41,228,229],{},"给 👍\u002F👎 训风格",[41,231,232],{},"大型项目：考虑 Enterprise 自托管 + 多仓 indexing",[23,234,235],{"id":235},"对比",[237,238,239,260],"table",{},[240,241,242],"thead",{},[243,244,245,249,251,254,257],"tr",{},[246,247,248],"th",{},"维度",[246,250,10],{},[246,252,253],{},"CodeRabbit",[246,255,256],{},"Ellipsis",[246,258,259],{},"Qodo",[261,262,263,281,297,311,326,343,356,370],"tbody",{},[243,264,265,269,272,275,278],{},[266,267,268],"td",{},"Codegraph \u002F 跨文件",[266,270,271],{},"✅ 一等",[266,273,274],{},"✅ Codegraph",[266,276,277],{},"Codebase 图",[266,279,280],{},"Context Engine",[243,282,283,286,289,292,295],{},[266,284,285],{},"大代码库 \u002F monorepo",[266,287,288],{},"✅ 最强",[266,290,291],{},"✅",[266,293,294],{},"中",[266,296,291],{},[243,298,299,302,305,307,309],{},[266,300,301],{},"IDE \u002F CLI",[266,303,304],{},"❌",[266,306,291],{},[266,308,304],{},[266,310,291],{},[243,312,313,316,319,322,324],{},[266,314,315],{},"Linter 集成",[266,317,318],{},"–",[266,320,321],{},"40+",[266,323,294],{},[266,325,294],{},[243,327,328,331,334,337,340],{},[266,329,330],{},"Git 平台",[266,332,333],{},"GitHub\u002FGitLab",[266,335,336],{},"+ Bitbucket\u002FAzure",[266,338,339],{},"GitHub-only",[266,341,342],{},"GitHub\u002FGitLab\u002FBitbucket",[243,344,345,348,350,352,354],{},[266,346,347],{},"HIPAA",[266,349,291],{},[266,351,318],{},[266,353,318],{},[266,355,318],{},[243,357,358,361,364,366,368],{},[266,359,360],{},"自托管",[266,362,363],{},"Enterprise air-gapped",[266,365,137],{},[266,367,318],{},[266,369,137],{},[243,371,372,375,378,381,384],{},[266,373,374],{},"定价",[266,376,377],{},"base + usage",[266,379,380],{},"$24\u002F$30 + CLI add-on",[266,382,383],{},"$20 flat",[266,385,386],{},"$30\u002Fseat",[23,388,389],{"id":389},"避坑",[38,391,392,398,404,410,416,422,428,434],{},[41,393,394,397],{},[44,395,396],{},"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",[41,399,400,403],{},[44,401,402],{},"首次 indexing 别在交付前夜跑","：大 monorepo 几小时起步，提前一天接",[41,405,406,409],{},[44,407,408],{},"patternsRepo 别拉无关仓","：拉得多 → 噪声增、token 消耗增",[41,411,412,415],{},[44,413,414],{},"自定义 standards 用英文","：中文规则识别准确度低于英文",[41,417,418,421],{},[44,419,420],{},"HIPAA \u002F 强合规走 Enterprise","：自托管 + air-gapped 才完整覆盖",[41,423,424,427],{},[44,425,426],{},"没 IDE = 没本地评审","：commit 前评审走 CodeRabbit",[41,429,430,433],{},[44,431,432],{},"API 限流","：100 req\u002Fh\u002FIP，CI 集成要 token bucket",[41,435,436,439],{},[44,437,438],{},"多模型路由不透明","：要可重复结果在 Enterprise 谈固定模型",[23,441,443],{"id":442},"适合-不适合","适合 \u002F 不适合",[38,445,446,449,452,455,458,461,464,467,470],{},[41,447,448],{},"✅ 大型 monorepo \u002F 跨仓推理",[41,450,451],{},"✅ 遗留代码 \u002F 复杂依赖",[41,453,454],{},"✅ HIPAA \u002F 医疗 \u002F 金融强合规",[41,456,457],{},"✅ Next.js \u002F Node.js 中后期初创",[41,459,460],{},"✅ 自托管 \u002F air-gapped 要求",[41,462,463],{},"❌ 小项目 \u002F 个人开发者（用 Ellipsis）",[41,465,466],{},"❌ IDE \u002F CLI 多入口需求（用 CodeRabbit）",[41,468,469],{},"❌ Bitbucket \u002F Azure DevOps",[41,471,472],{},"❌ 中文母语团队",[23,474,475],{"id":475},"相关阅读",[38,477,478,485,491,497],{},[41,479,480],{},[481,482,484],"a",{"href":483},"\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit","CodeRabbit 评测",[41,486,487],{},[481,488,490],{"href":489},"\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis","Ellipsis 评测",[41,492,493],{},[481,494,496],{"href":495},"\u002Ftools\u002Fcoding\u002Freview\u002Fqodo","Qodo 评测",[41,498,499],{},[481,500,502],{"href":501},"\u002Ftools\u002Fcoding\u002Freview\u002Fbito","Bito 评测",[23,504,505],{"id":505},"来源",[203,507,508,516,523],{},[41,509,510,511],{},"Stork.AI — Greptile Review 2026（含 Agent v4 \u002F Nemotron 3 Ultra \u002F HIPAA）",[481,512,513],{"href":513,"rel":514},"https:\u002F\u002Fwww.stork.ai\u002Fen\u002Fgreptile",[515],"nofollow",[41,517,518,519],{},"Stackviv — Greptile Review 2026 ",[481,520,521],{"href":521,"rel":522},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fgreptile",[515],[41,524,525,526],{},"Greptile 官方文档 — Key Features（Codebase Context \u002F Pattern Repos \u002F RL 反馈）",[481,527,528],{"href":528,"rel":529},"https:\u002F\u002Fwww.greptile.com\u002Fdocs\u002Fcode-review-bot\u002Fkey-features",[515],{"title":531,"searchDepth":532,"depth":532,"links":533},"",3,[534,536,537,538,539,540,541,542,543,544],{"id":25,"depth":535,"text":26},2,{"id":36,"depth":535,"text":36},{"id":118,"depth":535,"text":118},{"id":147,"depth":535,"text":148},{"id":201,"depth":535,"text":201},{"id":235,"depth":535,"text":235},{"id":389,"depth":535,"text":389},{"id":442,"depth":535,"text":443},{"id":475,"depth":535,"text":475},{"id":505,"depth":535,"text":505},"review","\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。",false,"md",[551,554,557,560],{"q":552,"a":553},"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":555,"a":556},"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":558,"a":559},"和 CodeRabbit 怎么选？","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":561,"a":562},"支持中文吗？","纯英文产品，仅 GitHub + GitLab。中文母语团队体验有限。",true,null,[566],"en","2026-08-02",{},"\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile","coding",[572,573],"github","gitlab",[575,579,583],{"plan":125,"price":576,"features":577,"notes":578},"$0","基础 AI PR 评审 + 限额","试水 \u002F 小项目",{"plan":131,"price":580,"features":581,"notes":582},"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":137,"price":584,"features":585,"notes":586},"Custom","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","2026-06-19",[590],"onboarding\u002Fpr-review-automation",[592],"ai-code-review-comparison",{"power":594,"ux":595,"price":532,"cn_support":535,"stability":595},5,4,{"title":10,"description":547},"Greptile 评测 2026：AI 代码审查，Codegraph 跨文件推理","coding\u002Freview\u002Fgreptile",[600,603,605],{"name":601,"url":513,"accessed":602},"Stork.AI — Greptile Review 2026","2026-06-24",{"name":604,"url":521,"accessed":602},"Stackviv — Greptile Review 2026",{"name":606,"url":528,"accessed":602},"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",[610,611,612,613,614,615],"code-review","pr","codegraph","hipaa","soc2","mcp","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",[620,1184,1686,2216],{"id":621,"title":253,"alternatives":622,"api_compatible":623,"body":625,"category":545,"chinese_friendly":532,"cover":1122,"description":1123,"domestic":548,"extension":549,"faq":1124,"free":563,"github":564,"languages":1137,"lastVerified":567,"meta":1139,"models":564,"navigation":563,"notSuitable":564,"opensource":548,"path":483,"pillar":570,"platforms":1140,"priceTable":1146,"pricing":1161,"published":588,"relatedPlaybooks":1162,"relatedReviews":1164,"score":1165,"self_host":563,"seo":1166,"seoTitle":1167,"slug":12,"sources":1168,"stem":1177,"suitable":564,"tagline":1178,"tags":1179,"updated":602,"verdict":1182,"website":1087,"__hash__":1183},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit.md",[13,598,14,15],[17,18,624],"Google",{"type":20,"value":626,"toc":1110},[627,629,632,635,637,713,715,738,742,746,772,776,793,795,829,831,986,988,1032,1034,1057,1059,1078,1080],[23,628,26],{"id":25},[28,630,631],{},"CodeRabbit 是 AI PR 评审 SaaS 的事实标准——CodeRabbit Inc. 出品，融资 $88M、估值 $550M、ARR $15M、8000+ 企业客户。Pro $24\u002Fseat 年付（$30 月付），公共仓库无限免费 + 私有仓库 14 天试用。v3 平台融合多模型（GPT\u002FClaude\u002FGemini）+ Codegraph + 40+ linter + agentic 工作流，提供 PR、IDE、CLI 三入口 + 1-click AI 修复 + MCP 集成 Jira\u002FLinear\u002FConfluence。SOC 2 Type II。",[28,633,634],{},"适合：开源维护者（公共仓库无限免费）；企业团队要成熟 AI 评审 + 多模型 + 完整 linter 生态；用 Cursor \u002F Claude Code 但想给 PR 卡一道质量门。不适合：极低预算单人（Ellipsis $20 flat 含无限更优）；要 Agent 注入架构上下文（Bito AI Architect 独家）。",[23,636,36],{"id":36},[38,638,639,645,651,660,666,672,678,684,690,696,702,708],{},[41,640,641,644],{},[44,642,643],{},"Agentic PR Reviews","：2-click GitHub\u002FGitLab\u002FBitbucket\u002FAzure DevOps App 接入，PR 自动 line-by-line + 概要 + walkthrough + 时序图",[41,646,647,650],{},[44,648,649],{},"IDE Reviews","：VS Code 插件，commit 前本地评审 staged \u002F unstaged 改动",[41,652,653,88,656,659],{},[44,654,655],{},"CLI Reviews",[79,657,658],{},"coderabbit"," 命令行，配 Claude Code \u002F Cursor CLI \u002F Codex 等 Agent 工作流",[41,661,662,665],{},[44,663,664],{},"1-Click AI Fixes","：简单问题一键应用，复杂问题用 \"Fix with AI\"",[41,667,668,671],{},[44,669,670],{},"Codebase Intelligence","：Codegraph + 全仓分析，理解跨文件依赖 \u002F 遗留代码",[41,673,674,677],{},[44,675,676],{},"40+ Linter & SAST","：ESLint \u002F Semgrep \u002F Bandit 等内置，在沙箱跑、过滤误报",[41,679,680,683],{},[44,681,682],{},"MCP External Context","：Jira \u002F Linear \u002F Confluence \u002F 实时网搜",[41,685,686,689],{},[44,687,688],{},"可定制 Instructions","：YAML 配置 path-based \u002F AST-based 评审规则 + pre-merge checks",[41,691,692,695],{},[44,693,694],{},"Learnings","：在 PR 评论里用自然语言反馈，AI 记忆并应用到未来评审",[41,697,698,701],{},[44,699,700],{},"单测 \u002F 文档字符串生成","：评审顺手生成缺失测试",[41,703,704,707],{},[44,705,706],{},"企业分析","：每日 standup \u002F sprint review \u002F 工程仪表盘",[41,709,710],{},[44,711,712],{},"SOC 2 Type II \u002F 零数据保留 \u002F 自托管",[23,714,118],{"id":118},[38,716,717,722,727,732],{},[41,718,719,721],{},[44,720,125],{},"：公共仓库无限 PR 概要 + 基础评审；私有仓库有月度配额；IDE 限流；14 天 Pro 试用",[41,723,724,726],{},[44,725,131],{},"：$24\u002Fseat\u002F月年付 \u002F $30 月付，按发起 PR 的开发者计费",[41,728,729,731],{},[44,730,137],{},"：自定义；SSO\u002FSAML + 自托管 + 自定义模型 + SLA",[41,733,734,737],{},[44,735,736],{},"CLI add-on","：usage-based，给 agentic 编码 loop 用，独立于席位计费",[23,739,741],{"id":740},"实测20-人-saas-团队-nextjs-python-后端","实测（20 人 SaaS 团队 \u002F Next.js + Python 后端）",[28,743,744],{},[44,745,153],{},[38,747,748,751,754,757,760,763,766],{},[41,749,750],{},"2-click 接 GitHub，5 分钟跑通；PR 几十秒出概要 + 时序图",[41,752,753],{},"Codegraph 真能跨文件追：评论标「这个改动会影响 BillingService.charge 的 12 处调用」",[41,755,756],{},"40+ linter 配 LLM 过滤误报，噪声远低于裸跑 ESLint+Semgrep",[41,758,759],{},"自定义 YAML 规则用起来直接，path-based 区分 frontend \u002F backend 评审强度",[41,761,762],{},"IDE 插件本地评审 staged 改动，commit 前能拦下半数小问题",[41,764,765],{},"Learnings 真有效——3 周后 false positive 下降明显",[41,767,768,769,771],{},"CLI 配 Claude Code，agent 写完一段先 ",[79,770,658],{}," 自检",[28,773,774],{},[44,775,178],{},[38,777,778,781,784,787,790],{},[41,779,780],{},"私有仓库 Free 配额吃紧，团队上 Pro 几乎必然",[41,782,783],{},"CLI add-on 单独计费，agentic loop 跑多了账单上涨",[41,785,786],{},"中文 PR 描述 \u002F 评论偶尔英中混合",[41,788,789],{},"多模型自动路由不透明，偶有便宜模型给复杂场景",[41,791,792],{},"IDE review 限流在 Free 档明显",[23,794,201],{"id":201},[203,796,797,800,803,806,809,819,826],{},[41,798,799],{},"coderabbit.ai 注册 → 2-click GitHub\u002FGitLab App 授权",[41,801,802],{},"选仓库 → 默认配置即可跑",[41,804,805],{},"提一个 PR 试看 → 概要 + walkthrough + 时序图 + 评论",[41,807,808],{},"装 VS Code 插件 → 本地评审 staged 改动",[41,810,811,812,815,816,818],{},"CLI：",[79,813,814],{},"npm i -g @coderabbitai\u002Fcli"," → ",[79,817,658],{}," 自动评审 staged",[41,820,821,822,825],{},"配置 ",[79,823,824],{},".coderabbit.yaml","：path-based 规则 + 自定义指令",[41,827,828],{},"接 MCP：Jira \u002F Linear \u002F Confluence 注入工单 \u002F 设计上下文",[23,830,235],{"id":235},[237,832,833,850],{},[240,834,835],{},[243,836,837,839,841,844,846,848],{},[246,838,248],{},[246,840,253],{},[246,842,843],{},"Bito",[246,845,256],{},[246,847,10],{},[246,849,259],{},[261,851,852,870,888,903,920,937,953,969],{},[243,853,854,857,860,863,865,867],{},[266,855,856],{},"Pro 起价",[266,858,859],{},"$24（年）\u002F$30（月）",[266,861,862],{},"$12\u002F$15",[266,864,383],{},[266,866,377],{},[266,868,869],{},"Teams $30",[243,871,872,875,878,880,882,885],{},[266,873,874],{},"公共仓库免费",[266,876,877],{},"✅ 无限",[266,879,304],{},[266,881,877],{},[266,883,884],{},"freemium",[266,886,887],{},"OSS 计划",[243,889,890,893,895,897,899,901],{},[266,891,892],{},"IDE review",[266,894,271],{},[266,896,291],{},[266,898,294],{},[266,900,318],{},[266,902,291],{},[243,904,905,908,911,914,916,918],{},[266,906,907],{},"CLI review",[266,909,910],{},"✅ + agentic",[266,912,913],{},"CLI 有",[266,915,318],{},[266,917,318],{},[266,919,291],{},[243,921,922,925,927,930,932,935],{},[266,923,924],{},"Codegraph \u002F 跨仓",[266,926,274],{},[266,928,929],{},"AI Architect",[266,931,277],{},[266,933,934],{},"✅ Code graph",[266,936,280],{},[243,938,939,941,944,947,949,951],{},[266,940,315],{},[266,942,943],{},"✅ 40+",[266,945,946],{},"弱",[266,948,294],{},[266,950,946],{},[266,952,946],{},[243,954,955,958,961,963,965,967],{},[266,956,957],{},"MCP",[266,959,960],{},"✅ Jira\u002FLinear\u002FConfluence",[266,962,291],{},[266,964,946],{},[266,966,318],{},[266,968,318],{},[243,970,971,974,977,979,982,984],{},[266,972,973],{},"ARR \u002F 企业数",[266,975,976],{},"$15M \u002F 8000+",[266,978,318],{},[266,980,981],{},"67K repos",[266,983,318],{},[266,985,318],{},[23,987,389],{"id":389},[38,989,990,996,1002,1008,1014,1020,1026],{},[41,991,992,995],{},[44,993,994],{},"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",[41,997,998,1001],{},[44,999,1000],{},"CLI add-on 独立计费","：用 Claude Code CLI \u002F Cursor CLI 跑 agent 时，CLI review 用量飙得快，先开预算告警",[41,1003,1004,1007],{},[44,1005,1006],{},"YAML 规则别一次堆太多","：30+ 自定义规则后噪声明显，渐进引入 + 用 Learnings 调",[41,1009,1010,1013],{},[44,1011,1012],{},"fork \u002F 外包账号别误接","：seat 按 Git handle 计费，PR 来源人意外触发就计费",[41,1015,1016,1019],{},[44,1017,1018],{},"Free 档 IDE review 限流","：本地评审高频用要上 Pro",[41,1021,1022,1025],{},[44,1023,1024],{},"多模型自动路由难审计","：要可重复结果走 Enterprise 固定模型 \u002F BYOK",[41,1027,1028,1031],{},[44,1029,1030],{},"Self-hosted 仅 Enterprise","：硬性合规先确认预算",[23,1033,443],{"id":442},[38,1035,1036,1039,1042,1045,1048,1051,1054],{},[41,1037,1038],{},"✅ 开源维护者（公共仓库无限免费）",[41,1040,1041],{},"✅ 企业团队、要成熟 + 多模型 + 完整 linter 生态",[41,1043,1044],{},"✅ 用 Cursor \u002F Claude Code 想给 PR 卡质量门",[41,1046,1047],{},"✅ MCP \u002F Jira 工作流深度集成",[41,1049,1050],{},"❌ 极低预算单人开发者（Ellipsis $20 flat 更优）",[41,1052,1053],{},"❌ 要 Agent 注入架构上下文（Bito AI Architect 独家）",[41,1055,1056],{},"❌ 极小代码库 + 不在乎评审深度（Free 即可）",[23,1058,475],{"id":475},[38,1060,1061,1065,1069,1074],{},[41,1062,1063],{},[481,1064,502],{"href":501},[41,1066,1067],{},[481,1068,490],{"href":489},[41,1070,1071],{},[481,1072,1073],{"href":569},"Greptile 评测",[41,1075,1076],{},[481,1077,496],{"href":495},[23,1079,505],{"id":505},[203,1081,1082,1089,1096,1103],{},[41,1083,1084,1085],{},"CodeRabbit 官网 ",[481,1086,1087],{"href":1087,"rel":1088},"https:\u002F\u002Fcoderabbit.ai",[515],[41,1090,1091,1092],{},"EveryDev.ai — CodeRabbit 工具介绍 ",[481,1093,1094],{"href":1094,"rel":1095},"https:\u002F\u002Fwww.everydev.ai\u002Ftools\u002Fcoderabbit",[515],[41,1097,1098,1099],{},"Toolradar — CodeRabbit Pricing 2026 ",[481,1100,1101],{"href":1101,"rel":1102},"https:\u002F\u002Ftoolradar.com\u002Ftools\u002Fcoderabbit\u002Fpricing",[515],[41,1104,1105,1106],{},"OpenStats — CodeRabbit Review, Pricing & Performance（公司数据 $88M 融资 \u002F $550M valuation \u002F $15M ARR）",[481,1107,1108],{"href":1108,"rel":1109},"https:\u002F\u002Fwww.openstats.ai\u002Fcoderabbit",[515],{"title":531,"searchDepth":532,"depth":532,"links":1111},[1112,1113,1114,1115,1116,1117,1118,1119,1120,1121],{"id":25,"depth":535,"text":26},{"id":36,"depth":535,"text":36},{"id":118,"depth":535,"text":118},{"id":740,"depth":535,"text":741},{"id":201,"depth":535,"text":201},{"id":235,"depth":535,"text":235},{"id":389,"depth":535,"text":389},{"id":442,"depth":535,"text":443},{"id":475,"depth":535,"text":475},{"id":505,"depth":535,"text":505},"\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。",[1125,1128,1131,1134],{"q":1126,"a":1127},"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":1129,"a":1130},"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":1132,"a":1133},"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":1135,"a":1136},"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。",[566,1138],"zh",{},[1141,1142,1143,572,573,1144,1145],"vscode","jetbrains","cli","bitbucket","azure-devops",[1147,1150,1154,1157],{"plan":125,"price":576,"features":1148,"notes":1149},"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":131,"price":1151,"features":1152,"notes":1153},"$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":137,"price":584,"features":1155,"notes":1156},"SSO\u002FSAML + 自托管 + 自定义模型 + SLA + 高级 analytics + 多 org","AWS \u002F GCP Marketplace",{"plan":736,"price":1158,"features":1159,"notes":1160},"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",[590,1163],"onboarding\u002Fcursor-mcp-deep-integration",[592],{"power":594,"ux":594,"price":595,"cn_support":532,"stability":594},{"title":253,"description":1123},"CodeRabbit 评测 2026：AI 代码审查工具，自动化 PR Review，GitHub 集成",[1169,1171,1173,1175],{"name":1170,"url":1087,"accessed":602},"CodeRabbit 官网",{"name":1172,"url":1094,"accessed":602},"EveryDev.ai — CodeRabbit 详细介绍",{"name":1174,"url":1101,"accessed":602},"Toolradar — CodeRabbit Pricing 2026",{"name":1176,"url":1108,"accessed":602},"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",[610,611,1180,612,615,614,1181],"agentic","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":1185,"title":256,"alternatives":1186,"api_compatible":564,"body":1187,"category":545,"chinese_friendly":535,"cover":1641,"description":1642,"domestic":548,"extension":549,"faq":1643,"free":563,"github":564,"languages":1654,"lastVerified":567,"meta":1655,"models":564,"navigation":563,"notSuitable":564,"opensource":548,"path":489,"pillar":570,"platforms":1656,"priceTable":1657,"pricing":1665,"published":588,"relatedPlaybooks":1666,"relatedReviews":1667,"score":1668,"self_host":548,"seo":1669,"seoTitle":1670,"slug":13,"sources":1671,"stem":1678,"suitable":564,"tagline":1679,"tags":1680,"updated":602,"verdict":1683,"website":1684,"__hash__":1685},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis.md",[12,598,14,15],{"type":20,"value":1188,"toc":1629},[1189,1191,1194,1197,1199,1249,1251,1271,1276,1280,1284,1305,1309,1329,1331,1362,1364,1504,1506,1553,1555,1584,1586,1604,1606],[23,1190,26],{"id":25},[28,1192,1193],{},"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。",[28,1195,1196],{},"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）。",[23,1198,36],{"id":36},[38,1200,1201,1207,1213,1219,1225,1231,1237,1243],{},[41,1202,1203,1206],{},[44,1204,1205],{},"AI PR 评审","：line-by-line 评论 + 1-click 修复建议 + 风格学习",[41,1208,1209,1212],{},[44,1210,1211],{},"bug \u002F 反模式检测","：逻辑漏洞 \u002F 边界条件 \u002F 反模式即时标注",[41,1214,1215,1218],{},[44,1216,1217],{},"@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",[41,1220,1221,1224],{},[44,1222,1223],{},"风格学习","：传英文风格指南，👍\u002F👎 反馈微调",[41,1226,1227,1230],{},[44,1228,1229],{},"GitHub-only 集成","：原生 GitHub App，2-click 接入",[41,1232,1233,1236],{},[44,1234,1235],{},"公共仓库永久免费","：开源项目零成本",[41,1238,1239,1242],{},[44,1240,1241],{},"SOC 2 认证 + 零数据保留","：评审完即删，不训练",[41,1244,1245,1248],{},[44,1246,1247],{},"Q&A","：在 PR 里 @bot 提问，回答带代码定位",[23,1250,118],{"id":118},[38,1252,1253,1259,1265],{},[41,1254,1255,1258],{},[44,1256,1257],{},"公共仓库","：完全免费、永久",[41,1260,1261,1264],{},[44,1262,1263],{},"私有 \u002F Team","：$20\u002Fdev\u002F月，无限 PR 评审 + 无限代码生成 + 无限 Q&A",[41,1266,1267,1270],{},[44,1268,1269],{},"无 LOC \u002F PR 配额","、无 token 超额 surge",[140,1272,1273],{},[28,1274,1275],{},"价格预测性最强：100 个开发者就是 $2000\u002F月，跟用量无关。",[23,1277,1279],{"id":1278},"实测5-人开源-私有混合仓库","实测（5 人开源 + 私有混合仓库）",[28,1281,1282],{},[44,1283,153],{},[38,1285,1286,1289,1292,1299,1302],{},[41,1287,1288],{},"公共仓库 0 成本接入，开源项目维护者直接白嫖",[41,1290,1291],{},"$20 flat 在所有 AI 评审里最简单：不需要算 LOC \u002F PR 数 \u002F token",[41,1293,1294,1295,1298],{},"@ellipsis-dev 真有用：在 issue 写 ",[79,1296,1297],{},"@ellipsis-dev 把 zh.json 的 errors.* 全翻译到 ja.json，跑 test:i18n","，3 分钟出 PR + 测试绿",[41,1300,1301],{},"风格学习实测有效，3 周后评论噪声明显下降",[41,1303,1304],{},"SOC 2 + 用完即删，企业评审过",[28,1306,1307],{},[44,1308,178],{},[38,1310,1311,1314,1317,1320,1323,1326],{},[41,1312,1313],{},"只支持 GitHub，GitLab \u002F Bitbucket \u002F Azure DevOps 团队完全不能用",[41,1315,1316],{},"没有 IDE 插件 + 没有 CLI（只能在 GitHub 网页 \u002F PR 评论用）",[41,1318,1319],{},"中文 PR 描述可识别，但回复英文为主",[41,1321,1322],{},"偶尔过度热心建议无关改动（可在评论说「stop suggesting renames」）",[41,1324,1325],{},"没有 Codegraph 级跨仓推理（找 Greptile）",[41,1327,1328],{},"没有 MCP \u002F Jira 集成，工单流追溯弱",[23,1330,201],{"id":201},[203,1332,1333,1336,1339,1342,1352,1359],{},[41,1334,1335],{},"ellipsis.dev → Install on GitHub → 选仓库（公开仓库随便选）",[41,1337,1338],{},"开一个 PR → 等几分钟看 inline 评论 + 概要",[41,1340,1341],{},"给 👍\u002F👎 反馈让它学风格",[41,1343,1344,1345,1348,1349],{},"上传英文风格指南：repo 根 ",[79,1346,1347],{},".ellipsis.yaml"," + ",[79,1350,1351],{},"style.md",[41,1353,1354,1355,1358],{},"在 issue 评论 ",[79,1356,1357],{},"@ellipsis-dev \u003C你的需求>"," → 等它生成 PR",[41,1360,1361],{},"私有仓库：升级 $20\u002Fdev → 一键加私有仓库",[23,1363,235],{"id":235},[237,1365,1366,1380],{},[240,1367,1368],{},[243,1369,1370,1372,1374,1376,1378],{},[246,1371,248],{},[246,1373,256],{},[246,1375,253],{},[246,1377,843],{},[246,1379,10],{},[261,1381,1382,1396,1413,1425,1438,1451,1463,1475,1488],{},[243,1383,1384,1387,1389,1392,1394],{},[266,1385,1386],{},"私有起价",[266,1388,383],{},[266,1390,1391],{},"$24\u002F$30",[266,1393,862],{},[266,1395,377],{},[243,1397,1398,1401,1404,1407,1410],{},[266,1399,1400],{},"LOC \u002F PR 配额",[266,1402,1403],{},"❌ 无限",[266,1405,1406],{},"无私有 PR 限",[266,1408,1409],{},"5K LOC\u002Fseat",[266,1411,1412],{},"按用量",[243,1414,1415,1417,1419,1421,1423],{},[266,1416,874],{},[266,1418,877],{},[266,1420,877],{},[266,1422,304],{},[266,1424,884],{},[243,1426,1427,1430,1432,1434,1436],{},[266,1428,1429],{},"@bot 生成 PR",[266,1431,291],{},[266,1433,304],{},[266,1435,304],{},[266,1437,304],{},[243,1439,1440,1442,1444,1447,1449],{},[266,1441,330],{},[266,1443,339],{},[266,1445,1446],{},"GitHub\u002FGitLab\u002FBitbucket\u002FAzure",[266,1448,342],{},[266,1450,333],{},[243,1452,1453,1455,1457,1459,1461],{},[266,1454,301],{},[266,1456,304],{},[266,1458,291],{},[266,1460,291],{},[266,1462,304],{},[243,1464,1465,1467,1469,1471,1473],{},[266,1466,315],{},[266,1468,294],{},[266,1470,321],{},[266,1472,946],{},[266,1474,318],{},[243,1476,1477,1480,1482,1484,1486],{},[266,1478,1479],{},"Codegraph",[266,1481,277],{},[266,1483,291],{},[266,1485,929],{},[266,1487,291],{},[243,1489,1490,1493,1496,1499,1501],{},[266,1491,1492],{},"合规",[266,1494,1495],{},"SOC 2",[266,1497,1498],{},"SOC 2 Type II",[266,1500,1498],{},[266,1502,1503],{},"SOC 2 Type II + HIPAA",[23,1505,389],{"id":389},[38,1507,1508,1514,1520,1526,1532,1541,1547],{},[41,1509,1510,1513],{},[44,1511,1512],{},"GitHub-only 锁死","：要 GitLab\u002FBitbucket 团队别选",[41,1515,1516,1519],{},[44,1517,1518],{},"@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",[41,1521,1522,1525],{},[44,1523,1524],{},"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",[41,1527,1528,1531],{},[44,1529,1530],{},"没 IDE = 不能本地评审","：commit 前评审需求走 CodeRabbit",[41,1533,1534,1537,1538,1540],{},[44,1535,1536],{},"过度热心","：偶尔建议无关改动，用 ",[79,1539,1347],{}," 限制范围或评论里制止",[41,1542,1543,1546],{},[44,1544,1545],{},"不要把它当 Codegraph 用","：跨仓 \u002F 大型重构推理走 Greptile",[41,1548,1549,1552],{},[44,1550,1551],{},"没 MCP \u002F Jira","：工单流深度集成走 CodeRabbit \u002F Bito",[23,1554,443],{"id":442},[38,1556,1557,1560,1563,1566,1569,1572,1575,1578,1581],{},[41,1558,1559],{},"✅ 个人开发者 \u002F 小团队 \u002F 开源维护者",[41,1561,1562],{},"✅ 公共仓库 + 永久 0 成本",[41,1564,1565],{},"✅ GitHub-only 流水线",[41,1567,1568],{},"✅ 要 @bot 生成 PR 这个 agent 能力",[41,1570,1571],{},"✅ 预算预测性 > 一切（flat 定价）",[41,1573,1574],{},"❌ GitLab \u002F Bitbucket 团队",[41,1576,1577],{},"❌ 中文母语团队（CodeRabbit \u002F Bito 更友好）",[41,1579,1580],{},"❌ 要 IDE \u002F CLI 多入口（CodeRabbit）",[41,1582,1583],{},"❌ Codegraph 跨仓推理（Greptile）",[23,1585,475],{"id":475},[38,1587,1588,1592,1596,1600],{},[41,1589,1590],{},[481,1591,484],{"href":483},[41,1593,1594],{},[481,1595,502],{"href":501},[41,1597,1598],{},[481,1599,1073],{"href":569},[41,1601,1602],{},[481,1603,496],{"href":495},[23,1605,505],{"id":505},[203,1607,1608,1615,1622],{},[41,1609,1610,1611],{},"AI41 — Ellipsis 工具介绍（含 67K+ 仓库 \u002F $20 flat \u002F SOC 2）",[481,1612,1613],{"href":1613,"rel":1614},"https:\u002F\u002Fai41.org\u002Ftool\u002Fellipsis",[515],[41,1616,1617,1618],{},"Costbench — Ellipsis Pricing 2026 ",[481,1619,1620],{"href":1620,"rel":1621},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-code-review\u002Fellipsis",[515],[41,1623,1624,1625],{},"AIChief — Ellipsis Review 2026（\"unlimited usage, free for public GitHub repos\"）",[481,1626,1627],{"href":1627,"rel":1628},"https:\u002F\u002Faichief.com\u002Fai-code-assistant\u002Fellipsis\u002F",[515],{"title":531,"searchDepth":532,"depth":532,"links":1630},[1631,1632,1633,1634,1635,1636,1637,1638,1639,1640],{"id":25,"depth":535,"text":26},{"id":36,"depth":535,"text":36},{"id":118,"depth":535,"text":118},{"id":1278,"depth":535,"text":1279},{"id":201,"depth":535,"text":201},{"id":235,"depth":535,"text":235},{"id":389,"depth":535,"text":389},{"id":442,"depth":535,"text":443},{"id":475,"depth":535,"text":475},{"id":505,"depth":535,"text":505},"\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。",[1644,1647,1650,1652],{"q":1645,"a":1646},"$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":1648,"a":1649},"@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":558,"a":1651},"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":561,"a":1653},"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。",[566],{},[572,1141],[1658,1661],{"plan":1257,"price":576,"features":1659,"notes":1660},"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":1263,"price":1662,"features":1663,"notes":1664},"$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",[590],[592],{"power":595,"ux":595,"price":594,"cn_support":535,"stability":595},{"title":256,"description":1642},"Ellipsis 评测 2026：AI 代码审查 Agent，自动修复 Bug，PR 质量保障",[1672,1674,1676],{"name":1673,"url":1613,"accessed":602},"AI41 — Ellipsis 介绍",{"name":1675,"url":1620,"accessed":602},"Costbench — Ellipsis Pricing 2026",{"name":1677,"url":1627,"accessed":602},"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",[610,611,572,1681,614,1682],"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":1687,"title":259,"alternatives":1688,"api_compatible":1689,"body":1690,"category":545,"chinese_friendly":532,"cover":2158,"description":2159,"domestic":548,"extension":549,"faq":2160,"free":563,"github":2172,"languages":2173,"lastVerified":567,"meta":2174,"models":564,"navigation":563,"notSuitable":564,"opensource":563,"path":495,"pillar":570,"platforms":2175,"priceTable":2176,"pricing":2189,"published":588,"relatedPlaybooks":2190,"relatedReviews":2192,"score":2193,"self_host":563,"seo":2194,"seoTitle":2195,"slug":14,"sources":2196,"stem":2205,"suitable":564,"tagline":2206,"tags":2207,"updated":602,"verdict":2213,"website":2214,"__hash__":2215},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fqodo.md",[12,13,598,15],[17,18,624],{"type":20,"value":1691,"toc":2146},[1692,1694,1697,1700,1702,1764,1766,1797,1802,1806,1810,1834,1838,1855,1857,1883,1885,2012,2014,2064,2066,2092,2094,2114,2116],[23,1693,26],{"id":25},[28,1695,1696],{},"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。",[28,1698,1699],{},"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）。",[23,1701,36],{"id":36},[38,1703,1704,1710,1716,1722,1728,1734,1740,1746,1752,1758],{},[41,1705,1706,1709],{},[44,1707,1708],{},"Qodo Merge","：agentic PR 评审，GitHub\u002FGitLab\u002FBitbucket，line-by-line + 跨文件 + 概要",[41,1711,1712,1715],{},[44,1713,1714],{},"Qodo Cover","：autonomous regression-testing agent，生成 + 验证测试",[41,1717,1718,1721],{},[44,1719,1720],{},"Qodo Gen","：VS Code \u002F JetBrains IDE 插件，代码 + 测试 + chat",[41,1723,1724,1727],{},[44,1725,1726],{},"CLI","：terminal agentic 质量工作流",[41,1729,1730,1733],{},[44,1731,1732],{},"Living Rules System","：从 codebase + PR 历史自学习规则、可编辑、跨仓 enforce",[41,1735,1736,1739],{},[44,1737,1738],{},"Multi-repo Context Engine","：跨仓推理大代码库",[41,1741,1742,1745],{},[44,1743,1744],{},"Model-flexible","：Claude \u002F OpenAI \u002F 其他；Enterprise BYOK",[41,1747,1748,1751],{},[44,1749,1750],{},"Open Source 底座","：PR-Agent（widely adopted OSS PR 评审引擎）",[41,1753,1754,1757],{},[44,1755,1756],{},"Governance","：仪表盘 \u002F 分析 \u002F SSO \u002F SAML \u002F 审计日志（Enterprise）",[41,1759,1760,1763],{},[44,1761,1762],{},"部署","：cloud SaaS \u002F 单租户 \u002F on-prem（Enterprise）",[23,1765,118],{"id":118},[38,1767,1768,1774,1780,1785,1791],{},[41,1769,1770,1773],{},[44,1771,1772],{},"Developer (Free)","：30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + 社区支持",[41,1775,1776,1779],{},[44,1777,1778],{},"Teams","：$30\u002Fseat\u002F月（年）≈ $38\u002Fseat\u002F月（月付），更高 credits + agentic PR + Living Rules + 仪表盘",[41,1781,1782,1784],{},[44,1783,137],{},"：定制；SSO\u002FSAML + 审计 + BYOK + 跨仓上下文 + on-prem + SLA",[41,1786,1787,1790],{},[44,1788,1789],{},"14 天免费试用","：解锁 unlimited，无信用卡",[41,1792,1793,1796],{},[44,1794,1795],{},"Qodo for Open Source","：合格 OSS 项目免费",[140,1798,1799],{},[28,1800,1801],{},"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。",[23,1803,1805],{"id":1804},"实测15-人-saas-python-tslow-test-coverage","实测（15 人 SaaS \u002F Python + TS、low test coverage）",[28,1807,1808],{},[44,1809,153],{},[38,1811,1812,1815,1818,1825,1828,1831],{},[41,1813,1814],{},"Qodo Cover 自动给老代码补单测：3 周补了 1200+ tests，coverage 从 38% 升到 71%",[41,1816,1817],{},"Qodo Merge 评审质量稳定，agentic 模式跨文件推理 OK",[41,1819,1820,1821,1824],{},"Qodo Gen IDE 插件 ",[79,1822,1823],{},"\u002Ftest"," 命令直接生成函数级单测 + 边界用例",[41,1826,1827],{},"Living Rules 自学习有效，团队架构约定固化后跨仓评审一致",[41,1829,1830],{},"多模型 + BYOK（Enterprise）合规友好",[41,1832,1833],{},"开源 PR-Agent 给小项目 \u002F 试水零成本路径",[28,1835,1836],{},[44,1837,178],{},[38,1839,1840,1843,1846,1849,1852],{},[41,1841,1842],{},"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",[41,1844,1845],{},"Credits 按模型消耗不同，token-heavy 模型烧得快",[41,1847,1848],{},"免费 PR 配额从 75 降到 30（组织池），团队 share 紧",[41,1850,1851],{},"Teams $30 比 CodeRabbit Pro $24 贵 25%",[41,1853,1854],{},"中文场景体验一般",[23,1856,201],{"id":201},[203,1858,1859,1862,1865,1868,1874,1877,1880],{},[41,1860,1861],{},"qodo.ai → 选 Developer Free → GitHub \u002F GitLab \u002F Bitbucket App 接入",[41,1863,1864],{},"装 VS Code 或 JetBrains 插件（Qodo Gen）",[41,1866,1867],{},"在 PR 上看 Qodo Merge 评论",[41,1869,1870,1871,1873],{},"在 IDE 选函数 → ",[79,1872,1823],{}," 生成单测",[41,1875,1876],{},"启 Qodo Cover：选目标模块 \u002F coverage 目标 → 跑 agent",[41,1878,1879],{},"配 Living Rules：从仓库 PR 历史自动学，或手动添加",[41,1881,1882],{},"进阶：BYOK \u002F on-prem 走 Enterprise",[23,1884,235],{"id":235},[237,1886,1887,1901],{},[240,1888,1889],{},[243,1890,1891,1893,1895,1897,1899],{},[246,1892,248],{},[246,1894,259],{},[246,1896,253],{},[246,1898,10],{},[246,1900,256],{},[261,1902,1903,1917,1931,1945,1958,1972,1984,1998],{},[243,1904,1905,1908,1911,1913,1915],{},[266,1906,1907],{},"PR 评审",[266,1909,1910],{},"✅ Qodo Merge",[266,1912,291],{},[266,1914,291],{},[266,1916,291],{},[243,1918,1919,1922,1925,1927,1929],{},[266,1920,1921],{},"自动测试生成",[266,1923,1924],{},"✅ Qodo Cover 独家",[266,1926,304],{},[266,1928,304],{},[266,1930,304],{},[243,1932,1933,1936,1939,1941,1943],{},[266,1934,1935],{},"IDE",[266,1937,1938],{},"✅ Qodo Gen",[266,1940,291],{},[266,1942,304],{},[266,1944,304],{},[243,1946,1947,1949,1951,1954,1956],{},[266,1948,1726],{},[266,1950,291],{},[266,1952,1953],{},"✅ + agent",[266,1955,304],{},[266,1957,304],{},[243,1959,1960,1963,1965,1968,1970],{},[266,1961,1962],{},"起价",[266,1964,869],{},[266,1966,1967],{},"Pro $24",[266,1969,377],{},[266,1971,383],{},[243,1973,1974,1976,1978,1980,1982],{},[266,1975,874],{},[266,1977,887],{},[266,1979,877],{},[266,1981,884],{},[266,1983,877],{},[243,1985,1986,1989,1992,1994,1996],{},[266,1987,1988],{},"自托管 \u002F BYOK",[266,1990,1991],{},"✅ Enterprise",[266,1993,137],{},[266,1995,137],{},[266,1997,318],{},[243,1999,2000,2003,2006,2008,2010],{},[266,2001,2002],{},"开源底座",[266,2004,2005],{},"✅ PR-Agent",[266,2007,304],{},[266,2009,304],{},[266,2011,304],{},[23,2013,389],{"id":389},[38,2015,2016,2022,2028,2034,2040,2046,2052,2058],{},[41,2017,2018,2021],{},[44,2019,2020],{},"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",[41,2023,2024,2027],{},[44,2025,2026],{},"Credit 消耗与模型相关","：选大模型时设预算告警",[41,2029,2030,2033],{},[44,2031,2032],{},"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",[41,2035,2036,2039],{},[44,2037,2038],{},"Living Rules 别一次性导太多","：渐进引入，避免噪声",[41,2041,2042,2045],{},[44,2043,2044],{},"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",[41,2047,2048,2051],{},[44,2049,2050],{},"BYOK 仅 Enterprise","：合规预算要先确认",[41,2053,2054,2057],{},[44,2055,2056],{},"Qodo Gen IDE 占 IDE credits","：高频用要观察额度，必要时上 Teams",[41,2059,2060,2063],{},[44,2061,2062],{},"开源 PR-Agent 仍维护","：极低预算 \u002F 完全自托管走 PR-Agent",[23,2065,443],{"id":442},[38,2067,2068,2071,2074,2077,2080,2083,2086,2089],{},[41,2069,2070],{},"✅ test coverage 低 \u002F 需要 AI 补单测的团队",[41,2072,2073],{},"✅ PR 评审 + 测试生成一体化需求",[41,2075,2076],{},"✅ Enterprise BYOK \u002F on-prem \u002F 强治理",[41,2078,2079],{},"✅ 多 IDE + 多 Git 平台覆盖",[41,2081,2082],{},"✅ 合格 OSS 项目（Qodo for Open Source 免费）",[41,2084,2085],{},"❌ 纯 PR 评审 + 预算紧（CodeRabbit \u002F Ellipsis）",[41,2087,2088],{},"❌ 个人开发者重度（组织池配额吃紧）",[41,2090,2091],{},"❌ MCP \u002F Jira 深度集成（CodeRabbit \u002F Bito）",[23,2093,475],{"id":475},[38,2095,2096,2100,2104,2108],{},[41,2097,2098],{},[481,2099,484],{"href":483},[41,2101,2102],{},[481,2103,490],{"href":489},[41,2105,2106],{},[481,2107,1073],{"href":569},[41,2109,2110],{},[481,2111,2113],{"href":2112},"\u002Fplaybook\u002Fonboarding\u002Fai-unit-test-coverage","AI 单测覆盖率攻坚 Playbook",[23,2115,505],{"id":505},[203,2117,2118,2125,2132,2139],{},[41,2119,2120,2121],{},"Qodo 官网 — 产品三件套介绍 ",[481,2122,2123],{"href":2123,"rel":2124},"https:\u002F\u002Fwww.qodo.ai\u002F",[515],[41,2126,2127,2128],{},"Toolchase — Qodo Review 2026（含 Developer 30 PR \u002F Teams $30 \u002F Enterprise 细节）",[481,2129,2130],{"href":2130,"rel":2131},"https:\u002F\u002Ftoolchase.com\u002Ftool\u002Fqodo",[515],[41,2133,2134,2135],{},"Pickuma — Qodo Review 2026（Qodo Merge + PR-Agent 开源） ",[481,2136,2137],{"href":2137,"rel":2138},"https:\u002F\u002Fpickuma.com\u002Ffor-dev\u002Fqodo-review-ai-test-generation-pr-review-2026",[515],[41,2140,2141,2142],{},"DEV.to — Qodo AI Review 2026 ",[481,2143,2144],{"href":2144,"rel":2145},"https:\u002F\u002Fdev.to\u002Frahulxsingh\u002Fqodo-ai-review-2026-is-it-the-best-ai-testing-tool-31hj",[515],{"title":531,"searchDepth":532,"depth":532,"links":2147},[2148,2149,2150,2151,2152,2153,2154,2155,2156,2157],{"id":25,"depth":535,"text":26},{"id":36,"depth":535,"text":36},{"id":118,"depth":535,"text":118},{"id":1804,"depth":535,"text":1805},{"id":201,"depth":535,"text":201},{"id":235,"depth":535,"text":235},{"id":389,"depth":535,"text":389},{"id":442,"depth":535,"text":443},{"id":475,"depth":535,"text":475},{"id":505,"depth":535,"text":505},"\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。",[2161,2164,2167,2169],{"q":2162,"a":2163},"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":2165,"a":2166},"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":558,"a":2168},"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":2170,"a":2171},"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",[566],{},[1141,1142,1143,572,573,1144],[2177,2182,2186],{"plan":2178,"price":2179,"features":2180,"notes":2181},"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":1778,"price":2183,"features":2184,"notes":2185},"$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":137,"price":584,"features":2187,"notes":2188},"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",[590,2191],"onboarding\u002Fai-unit-test-coverage",[592],{"power":594,"ux":595,"price":532,"cn_support":532,"stability":594},{"title":259,"description":2159},"Qodo 评测 2026：AI 代码审查与测试生成，企业级代码质量平台",[2197,2199,2201,2203],{"name":2198,"url":2130,"accessed":602},"Toolchase — Qodo Review 2026",{"name":2200,"url":2137,"accessed":602},"Pickuma — Qodo Review 2026",{"name":2202,"url":2123,"accessed":602},"Qodo 官网（产品介绍）",{"name":2204,"url":2144,"accessed":602},"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",[610,611,2208,2209,2210,615,2211,2212],"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",{"id":2217,"title":2218,"alternatives":2219,"api_compatible":564,"body":2220,"category":545,"chinese_friendly":532,"cover":2625,"description":2626,"domestic":548,"extension":549,"faq":2627,"free":548,"github":564,"languages":2640,"lastVerified":567,"meta":2641,"models":564,"navigation":563,"notSuitable":564,"opensource":548,"path":501,"pillar":570,"platforms":2642,"priceTable":2645,"pricing":2660,"published":588,"relatedPlaybooks":2661,"relatedReviews":564,"score":2662,"self_host":563,"seo":2663,"seoTitle":2664,"slug":15,"sources":2665,"stem":2670,"suitable":564,"tagline":2671,"tags":2672,"updated":602,"verdict":2676,"website":2677,"__hash__":2678},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fbito.md","Bito AI",[12,13,598,14],{"type":20,"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],[23,2223,26],{"id":25},[28,2225,2226],{},"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。",[28,2228,2229],{},"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）。",[23,2231,36],{"id":36},[38,2233,2234,2240,2246,2252,2257,2263,2269,2275,2281],{},[41,2235,2236,2239],{},[44,2237,2238],{},"AI Code Reviews","：PR 评论 + 1-click 修复 + 自定义评审规则 + 自学习 + 评审分析",[41,2241,2242,2245],{},[44,2243,2244],{},"多 Git 平台","：GitHub \u002F GitLab \u002F Bitbucket + CI\u002FCD pipeline 评审",[41,2247,2248,2251],{},[44,2249,2250],{},"IDE \u002F CLI 三入口","：VS Code \u002F JetBrains \u002F Cursor \u002F Windsurf 插件 + CLI",[41,2253,2254,2256],{},[44,2255,929],{},"：代码库知识图谱 + 技术设计 + 影响评估 + grounded 代码生成",[41,2258,2259,2262],{},[44,2260,2261],{},"MCP 集成","：Cursor \u002F Claude Code \u002F Codex \u002F Slack \u002F Jira \u002F Linear",[41,2264,2265,2268],{},[44,2266,2267],{},"Jira + Confluence 索引","：把规格 + 设计文档融入评审 \u002F 生成上下文",[41,2270,2271,2274],{},[44,2272,2273],{},"可观测数据索引","（Enterprise）：把日志 \u002F metrics 关联进代码上下文",[41,2276,2277,2280],{},[44,2278,2279],{},"自托管 \u002F On-prem","：Professional 加挂、Enterprise 标配",[41,2282,2283,2286],{},[44,2284,2285],{},"安全合规","：SOC 2 Type II、不存代码、不训练、SSO\u002FSAML（Enterprise）",[23,2288,118],{"id":118},[38,2290,2291,2297,2303,2308,2313],{},[41,2292,2293,2296],{},[44,2294,2295],{},"Team","：$12\u002Fseat\u002F月（年付）或 $15（月付），5K LOC\u002Fseat\u002F月，超出 $5\u002F1K",[41,2298,2299,2302],{},[44,2300,2301],{},"Professional","：$20\u002F$25\u002Fseat\u002F月，含自定义规则 + 自学习 + Jira\u002FConfluence + CI\u002FCD + 14 天试用",[41,2304,2305,2307],{},[44,2306,137],{},"：定制，含跨仓 impact 分析（用 AI Architect）+ 多 org + SSO\u002FSAML + 专属 CSM",[41,2309,2310,2312],{},[44,2311,929],{},"：usage-based（按代码库规模 + 用量），联系销售",[41,2314,2315,2318],{},[44,2316,2317],{},"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",[23,2320,2322],{"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）",[28,2324,2325],{},[44,2326,153],{},[38,2328,2329,2332,2335,2338,2341,2344],{},[41,2330,2331],{},"Team plan 单价 $12 是同类里最低之一，10 人团队年 ~$1440",[41,2333,2334],{},"PR 评论质量稳定，跨文件依赖分析比 GPT-4 直评准确",[41,2336,2337],{},"1-click 修复对小问题（命名 \u002F 边界 \u002F 异常处理）覆盖率高",[41,2339,2340],{},"自定义评审准则用 YAML 写易上手",[41,2342,2343],{},"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",[41,2345,2346],{},"Jira\u002FConfluence 索引后评论里会引用关联工单 + 设计文档",[28,2348,2349],{},[44,2350,178],{},[38,2352,2353,2356,2359,2362,2365],{},[41,2354,2355],{},"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",[41,2357,2358],{},"Professional 自托管要 +$5\u002Fseat 加挂，对小团队不划算",[41,2360,2361],{},"AI Architect 必须联系销售，无 self-serve（roadmap 中）",[41,2363,2364],{},"中文 PR 描述偶尔评论会英文回（设默认语言可缓解）",[41,2366,2367],{},"没有开源免费档（CodeRabbit 公共仓库无限免费）",[23,2369,201],{"id":201},[203,2371,2372,2375,2378,2381,2384,2387],{},[41,2373,2374],{},"bito.ai 注册 → 选 14 天 Professional 试用（无信用卡）",[41,2376,2377],{},"安装 GitHub\u002FGitLab App → 选要评审的仓库",[41,2379,2380],{},"提一个 PR 试用 → 看 inline 评论 + 1-click 修复",[41,2382,2383],{},"（可选）装 VS Code\u002FJetBrains 插件 → 本地评审 staged 改动",[41,2385,2386],{},"配置自定义规则（YAML）+ Jira \u002F Confluence 集成",[41,2388,2389],{},"进阶：联系销售开 AI Architect → 索引仓库 → MCP 接 Cursor \u002F Claude Code",[23,2391,235],{"id":235},[237,2393,2394,2408],{},[240,2395,2396],{},[243,2397,2398,2400,2402,2404,2406],{},[246,2399,248],{},[246,2401,843],{},[246,2403,253],{},[246,2405,256],{},[246,2407,259],{},[261,2409,2410,2427,2443,2456,2470,2485,2498],{},[243,2411,2412,2415,2418,2421,2424],{},[266,2413,2414],{},"起步价",[266,2416,2417],{},"$12\u002Fseat（年）",[266,2419,2420],{},"Pro $24\u002Fseat（年）",[266,2422,2423],{},"$20\u002Fseat",[266,2425,2426],{},"Teams $30\u002Fseat",[243,2428,2429,2432,2434,2437,2440],{},[266,2430,2431],{},"开源免费",[266,2433,304],{},[266,2435,2436],{},"✅ 公共仓库无限",[266,2438,2439],{},"✅ 公共仓库",[266,2441,2442],{},"OSS 项目计划",[243,2444,2445,2448,2450,2452,2454],{},[266,2446,2447],{},"IDE 评审",[266,2449,291],{},[266,2451,291],{},[266,2453,294],{},[266,2455,291],{},[243,2457,2458,2461,2464,2466,2468],{},[266,2459,2460],{},"知识图谱 \u002F 跨仓",[266,2462,2463],{},"✅ AI Architect",[266,2465,1479],{},[266,2467,277],{},[266,2469,280],{},[243,2471,2472,2475,2478,2481,2483],{},[266,2473,2474],{},"MCP \u002F Agent 集成",[266,2476,2477],{},"✅ 强",[266,2479,2480],{},"✅ MCP",[266,2482,946],{},[266,2484,291],{},[243,2486,2487,2489,2492,2494,2496],{},[266,2488,360],{},[266,2490,2491],{},"+$5\u002Fseat",[266,2493,137],{},[266,2495,946],{},[266,2497,137],{},[243,2499,2500,2502,2504,2506,2508],{},[266,2501,1492],{},[266,2503,1498],{},[266,2505,1498],{},[266,2507,1495],{},[266,2509,1495],{},[23,2511,389],{"id":389},[38,2513,2514,2520,2526,2532,2538,2544],{},[41,2515,2516,2519],{},[44,2517,2518],{},"LOC 配额关注 dashboard","：大型 PR \u002F 重构会瞬间烧光，提前规划升档",[41,2521,2522,2525],{},[44,2523,2524],{},"自定义规则别堆太多","：>30 条规则评论噪声明显，分阶段渐进",[41,2527,2528,2531],{},[44,2529,2530],{},"开源仓库价值有限","：要免费走 CodeRabbit \u002F Ellipsis 公共仓库无限档",[41,2533,2534,2537],{},[44,2535,2536],{},"AI Architect 是单独产品","：合同 \u002F 计费 \u002F 部署独立，预算分两笔",[41,2539,2540,2543],{},[44,2541,2542],{},"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",[41,2545,2546,2549],{},[44,2547,2548],{},"席位计费看 Git handle","：fork \u002F 外包账号别乱接，避免误计费",[23,2551,443],{"id":442},[38,2553,2554,2557,2560,2563,2566,2569,2572],{},[41,2555,2556],{},"✅ 中型团队、PR 评审 + Agent 上下文双需求",[41,2558,2559],{},"✅ 价格敏感于 CodeRabbit Pro",[41,2561,2562],{},"✅ 已有 Jira \u002F Confluence 知识沉淀",[41,2564,2565],{},"✅ Cursor \u002F Claude Code 用户想注入架构上下文",[41,2567,2568],{},"❌ 开源仓库 \u002F 公共项目（用 CodeRabbit \u002F Ellipsis）",[41,2570,2571],{},"❌ IDE 实时 review 重度（CodeRabbit 更成熟）",[41,2573,2574],{},"❌ 极低预算单人开发者（Ellipsis $20 flat 含 unlimited 更划算）",[23,2576,475],{"id":475},[38,2578,2579,2583,2587,2591],{},[41,2580,2581],{},[481,2582,484],{"href":483},[41,2584,2585],{},[481,2586,490],{"href":489},[41,2588,2589],{},[481,2590,1073],{"href":569},[41,2592,2593],{},[481,2594,496],{"href":495},[23,2596,505],{"id":505},[203,2598,2599,2606],{},[41,2600,2601,2602],{},"Bito 官方定价页 ",[481,2603,2604],{"href":2604,"rel":2605},"https:\u002F\u002Fbito.ai\u002Fpricing\u002F",[515],[41,2607,2608,2609],{},"Stackpick — Bito AI Review 2026 ",[481,2610,2611],{"href":2611,"rel":2612},"https:\u002F\u002Fstackpick.net\u002Ftools\u002Fbito-ai",[515],{"title":531,"searchDepth":532,"depth":532,"links":2614},[2615,2616,2617,2618,2619,2620,2621,2622,2623,2624],{"id":25,"depth":535,"text":26},{"id":36,"depth":535,"text":36},{"id":118,"depth":535,"text":118},{"id":2321,"depth":535,"text":2322},{"id":201,"depth":535,"text":201},{"id":235,"depth":535,"text":235},{"id":389,"depth":535,"text":389},{"id":442,"depth":535,"text":443},{"id":475,"depth":535,"text":475},{"id":505,"depth":535,"text":505},"\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）。",[566,1138],{},[1141,1142,2643,2644,572,573,1144,1143],"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":137,"price":584,"features":2655,"notes":2656},"跨仓 impact 分析 + 多 org + SSO\u002FSAML + 专属 CSM + SLA","AI Architect 联合方案",{"plan":929,"price":1158,"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",[590,1163],{"power":595,"ux":595,"price":595,"cn_support":532,"stability":595},{"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":602},"Bito 官方定价页",{"name":2669,"url":2611,"accessed":602},"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",[610,611,2673,615,2674,2675,614],"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",1785660641216]