[{"data":1,"prerenderedAt":1090},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-deepsource-vs-greptile":8,"compare-a-deepsource":9,"compare-b-greptile":536},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},22,null,{"id":10,"title":11,"alternatives":12,"api_compatible":8,"body":16,"category":504,"chinese_friendly":493,"cover":505,"description":506,"domestic":507,"extension":508,"faq":8,"free":507,"github":8,"languages":509,"lastVerified":511,"meta":512,"models":8,"navigation":513,"notSuitable":8,"opensource":507,"path":514,"pillar":515,"platforms":516,"priceTable":8,"pricing":518,"published":519,"relatedPlaybooks":8,"relatedReviews":8,"score":520,"self_host":507,"seo":522,"seoTitle":523,"slug":524,"sources":525,"stem":527,"suitable":8,"tagline":528,"tags":529,"updated":511,"verdict":534,"website":484,"__hash__":535},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fdeepsource.md","DeepSource",[13,14,15],"coding\u002Freview\u002Fcoderabbit","coding\u002Freview\u002Fgreptile","coding\u002Freview\u002Fqodo",{"type":17,"value":18,"toc":488},"minimark",[19,24,28,31,34,87,90,110,114,124,129,149,154,179,182,206,209,347,350,390,394,423,427,433,439,445,451,454,470,473,478],[20,21,23],"h2",{"id":22},"tldr","TL;DR",[25,26,27],"p",{},"DeepSource 是一个 AI 驱动的代码质量平台，核心做两件事：静态分析（检测 bug、安全漏洞、性能问题、反模式、代码异味，支持 16+ 语言）和自动修复（检测到问题后自动生成修复 PR，merge 即修复）。集 Git 原生——GitHub \u002F GitLab \u002F Bitbucket 接入后，每个 PR 自动分析 + 评论 + 可选自动修复。有 Free \u002F Team \u002F Enterprise 三档。",[25,29,30],{},"适合：中大型工程团队需要持续代码质量治理、想自动化修复而非只报告问题、多语言技术栈（16+ 语言覆盖）。不适合：小团队 \u002F 个人（免费额度有限，CodeRabbit 更划算）、纯 LLM 代码审查需求（用 Qodo \u002F CodeRabbit）、需要自托管的开源场景（DeepSource 闭源 SaaS）。",[20,32,33],{"id":33},"核心能力",[35,36,37,45,51,57,63,69,75,81],"ul",{},[38,39,40,44],"li",{},[41,42,43],"strong",{},"16+ 语言静态分析","：Python \u002F JS \u002F TS \u002F Go \u002F Rust \u002F Java \u002F C \u002F C++ \u002F Ruby \u002F PHP \u002F Dart 等，语言覆盖最广的代码质量工具之一",[38,46,47,50],{},[41,48,49],{},"自动修复（Autofix）","：检测到问题后自动生成修复 commit \u002F PR，团队 review 后 merge，把修复成本降到最低",[38,52,53,56],{},[41,54,55],{},"多维度检测","：bug、安全漏洞（CWE\u002FCVE）、性能问题、反模式、代码异味、可维护性、测试覆盖率",[38,58,59,62],{},[41,60,61],{},"PR 集成","：GitHub \u002F GitLab \u002F Bitbucket 原生集成，PR 自动分析 + inline 评论 + 严重级别标注",[38,64,65,68],{},[41,66,67],{},"CI\u002FCD 集成","：GitHub Actions \u002F GitLab CI \u002F Jenkins \u002F CircleCI 深度集成，可做 quality gate 阻断低质量 PR",[38,70,71,74],{},[41,72,73],{},"Code Metrics","：复杂度、重复代码、技术债量化、变更 churn 等指标趋势追踪",[38,76,77,80],{},[41,78,79],{},"自定义规则","：Team 版以上支持自定义检测规则，适配团队编码规范",[38,82,83,86],{},[41,84,85],{},"Secret 检测","：自动扫描 API key \u002F token \u002F 密码等敏感信息泄露",[20,88,89],{"id":89},"价格",[35,91,92,98,104],{},[38,93,94,97],{},[41,95,96],{},"Free","：3 个仓库 + 100K 行代码 \u002F 月，基础分析 + PR 集成，适合个人和小项目",[38,99,100,103],{},[41,101,102],{},"Team $24\u002F用户\u002F月","（2026 年涨价，原 $12 的 Business 档已停）：无限仓库 + 自定义规则 + Autofix + 优先支持，适合小团队",[38,105,106,109],{},[41,107,108],{},"Enterprise","：联系销售，SSO \u002F SAML \u002F 审计日志 \u002F 私有部署 \u002F SLA \u002F 自定义合同",[20,111,113],{"id":112},"体验与评测资料整理","体验与评测（资料整理）",[115,116,117],"blockquote",{},[25,118,119,120,123],{},"说明：本节基于官方文档与公开评测整理，非本站独立实测环境，具体数据请以官方为准。\n",[41,121,122],{},"典型场景","：以一个 Python 后端项目（~80K 行）接入 GitHub PR 的团队治理场景为例整理。",[25,125,126],{},[41,127,128],{},"亮点：",[35,130,131,134,137,140,143,146],{},[38,132,133],{},"接入极简——GitHub App 安装 + 选仓库，5 分钟开始分析，无需配 CI",[38,135,136],{},"PR 评论精准——指出问题 + 严重级别 + 建议修复方案，inline 在代码行上，review 时一目了然",[38,138,139],{},"Autofix 是杀手锏——常见问题（unused import、类型错误、简单 bug）自动生成修复 PR，merge 即修，省大量时间",[38,141,142],{},"语言覆盖广——Python + JS + Go 混合项目一个工具全覆盖，不用 SonarQube + ESLint + golangci-lint 拼凑",[38,144,145],{},"Code Metrics 仪表盘实用——技术债趋势、复杂度热力图，给管理层汇报有数据",[38,147,148],{},"Secret 检测拦住过一次 AWS key 误提交，PR 阶段就阻断",[25,150,151],{},[41,152,153],{},"踩坑：",[35,155,156,159,162,170,173,176],{},[38,157,158],{},"Free 额度 100K 行很快用完——一个中型项目就超了，实际要上 Team 版",[38,160,161],{},"Autofix 不是万能——复杂重构 \u002F 设计层面的修复仍需人工，它擅长的是模式化修复",[38,163,164,165,169],{},"误报率中等——官方宣称低于 5%，但本站基于公开评测的主观评估偏高（约 10-15% 的 issue 需人工复核），需要配 ",[166,167,168],"code",{},".deepsource.toml"," 忽略规则",[38,171,172],{},"Python 动态类型分析有局限——和 mypy \u002F pyright 比，类型推断不够深，部分问题检测不到",[38,174,175],{},"分析速度中等——大 PR（1000+ 行变更）分析需 2-3 分钟，不如 SonarQube 本地分析快",[38,177,178],{},"Enterprise 才有 SSO \u002F 审计——中大型企业必须上 Enterprise，Team 版安全合规功能不足",[20,180,181],{"id":181},"上手",[183,184,185,188,191,197,200,203],"ol",{},[38,186,187],{},"注册 deepsource.com 账号（GitHub \u002F GitLab OAuth）",[38,189,190],{},"安装 GitHub App \u002F GitLab 集成，选择要分析的仓库",[38,192,193,194,196],{},"添加 ",[166,195,168],{}," 到仓库根目录，配置启用哪些分析器",[38,198,199],{},"第一个 PR 自动触发分析——查看 inline 评论 + 严重级别",[38,201,202],{},"开启 Autofix——检测到的问题自动生成修复 PR",[38,204,205],{},"进阶：配 CI quality gate（分析不通过阻断 merge）+ 自定义规则",[20,207,208],{"id":208},"对比",[210,211,212,233],"table",{},[213,214,215],"thead",{},[216,217,218,222,224,227,230],"tr",{},[219,220,221],"th",{},"维度",[219,223,11],{},[219,225,226],{},"CodeRabbit",[219,228,229],{},"SonarQube",[219,231,232],{},"Qodo (PR-Agent)",[234,235,236,253,269,285,300,316,330],"tbody",{},[216,237,238,242,245,247,250],{},[239,240,241],"td",{},"形态",[239,243,244],{},"SaaS",[239,246,244],{},[239,248,249],{},"自托管 \u002F Cloud",[239,251,252],{},"SaaS \u002F 自托管",[216,254,255,258,261,264,267],{},[239,256,257],{},"语言覆盖",[239,259,260],{},"16+",[239,262,263],{},"LLM 通用",[239,265,266],{},"30+",[239,268,263],{},[216,270,271,274,277,280,282],{},[239,272,273],{},"自动修复",[239,275,276],{},"✅ 强",[239,278,279],{},"❌",[239,281,279],{},[239,283,284],{},"✅",[216,286,287,290,293,296,298],{},[239,288,289],{},"分析方式",[239,291,292],{},"静态分析",[239,294,295],{},"LLM 审查",[239,297,292],{},[239,299,295],{},[216,301,302,305,308,311,314],{},[239,303,304],{},"误报率",[239,306,307],{},"中（官方 \u003C5%，本站主观评估偏高）",[239,309,310],{},"低",[239,312,313],{},"中",[239,315,310],{},[216,317,318,321,324,326,328],{},[239,319,320],{},"自托管",[239,322,323],{},"❌ Enterprise",[239,325,279],{},[239,327,284],{},[239,329,284],{},[216,331,332,335,338,341,344],{},[239,333,334],{},"免费额度",[239,336,337],{},"3 仓库 100K 行",[239,339,340],{},"无限仓库",[239,342,343],{},"社区版免费",[239,345,346],{},"开源免费",[20,348,349],{"id":349},"避坑",[35,351,352,360,366,372,378,384],{},[38,353,354,359],{},[41,355,356,358],{},[166,357,168],{}," 要调","：默认规则全开误报多，花时间配 ignore \u002F severity 调整，否则 PR 评论噪音太大",[38,361,362,365],{},[41,363,364],{},"Autofix 要 review","：自动修复偶尔改错方向（尤其逻辑修复），不能盲 merge，必须人工 review",[38,367,368,371],{},[41,369,370],{},"Free 额度算清楚","：100K 行是所有仓库合计，多仓库很快超，预算 Team 版 $24\u002F人\u002F月",[38,373,374,377],{},[41,375,376],{},"大 PR 分析慢","：拆小 PR 不仅分析快，Autofix 质量也更高——大 diff 时 LLM 上下文不够",[38,379,380,383],{},[41,381,382],{},"别替代 lint","：DeepSource 和 ESLint \u002F Ruff \u002F golangci-lint 是互补的——DeepSource 偏跨文件 \u002F 安全 \u002F 设计层面，lint 偏格式 \u002F 简单规则，两者都配",[38,385,386,389],{},[41,387,388],{},"动态语言分析有盲区","：Python \u002F Ruby \u002F JS 的动态类型分析深度有限，类型相关问题还是配 mypy \u002F pyright \u002F TypeScript",[20,391,393],{"id":392},"适合-不适合","适合 \u002F 不适合",[35,395,396,399,402,405,408,411,414,417,420],{},[38,397,398],{},"✅ 中大型工程团队持续代码质量治理",[38,400,401],{},"✅ 多语言技术栈（Python + JS + Go 混合项目）",[38,403,404],{},"✅ 想自动化修复而非只报告问题（Autofix）",[38,406,407],{},"✅ 需要 PR 阶段质量 gate 阻断低质量代码",[38,409,410],{},"✅ 需要技术债量化和趋势追踪",[38,412,413],{},"❌ 个人 \u002F 小团队（CodeRabbit 免费额度更慷慨）",[38,415,416],{},"❌ 需要自托管 \u002F 开源（用 SonarQube Community）",[38,418,419],{},"❌ 纯 LLM 代码审查（用 Qodo \u002F CodeRabbit，更灵活）",[38,421,422],{},"❌ 预算敏感（Team 版 $24\u002F人\u002F月，大团队成本不低）",[20,424,426],{"id":425},"faq","FAQ",[25,428,429,432],{},[41,430,431],{},"Q: DeepSource 和 SonarQube 怎么选？","\nA: SonarQube 是老牌静态分析，自托管为主，规则成熟但无自动修复。DeepSource 是 SaaS + Autofix，体验更现代但闭源。要自托管 + 开源选 SonarQube，要自动修复 + 零运维选 DeepSource。",[25,434,435,438],{},[41,436,437],{},"Q: Autofix 准确率怎么样？","\nA: 模式化修复（import 清理、类型修正、简单 bug）准确率 80-90%，逻辑 \u002F 设计层面修复 50-60%。不能盲 merge，但省了大量机械性修复工作。",[25,440,441,444],{},[41,442,443],{},"Q: 和 CodeRabbit 区别？","\nA: CodeRabbit 是 LLM 驱动的 PR 审查，更灵活、免费额度大，但无静态分析引擎、无自动修复。DeepSource 是传统静态分析 + AI 增强，规则更严格、有 Autofix，但闭源 SaaS。两者互补不冲突。",[25,446,447,450],{},[41,448,449],{},"Q: 支持 GitLab \u002F Bitbucket 吗？","\nA: 支持。GitHub 集成最成熟，GitLab 次之，Bitbucket 基础支持。CI\u002FCD 方面 GitHub Actions \u002F GitLab CI \u002F Jenkins \u002F CircleCI 都有集成。",[20,452,453],{"id":453},"相关阅读",[25,455,456,461,462,461,466],{},[457,458,460],"a",{"href":459},"\u002Fcoding\u002Freview\u002Fsourcery.html","Sourcery"," · ",[457,463,465],{"href":464},"\u002Fcoding\u002Fcopilot\u002Fcody.html","Cody (Sourcegraph)",[457,467,469],{"href":468},"\u002Fcoding\u002Fcopilot\u002Ftabnine.html","Tabnine",[20,471,472],{"id":472},"来源",[115,474,475],{},[25,476,477],{},"本文的价格、版本号与性能数据均参考以下官方渠道整理，可能随时间变动，请以官方实时信息为准。",[35,479,480],{},[38,481,482],{},[457,483,487],{"href":484,"rel":485},"https:\u002F\u002Fdeepsource.com",[486],"nofollow","官网",{"title":489,"searchDepth":490,"depth":490,"links":491},"",3,[492,494,495,496,497,498,499,500,501,502,503],{"id":22,"depth":493,"text":23},2,{"id":33,"depth":493,"text":33},{"id":89,"depth":493,"text":89},{"id":112,"depth":493,"text":113},{"id":181,"depth":493,"text":181},{"id":208,"depth":493,"text":208},{"id":349,"depth":493,"text":349},{"id":392,"depth":493,"text":393},{"id":425,"depth":493,"text":426},{"id":453,"depth":493,"text":453},{"id":472,"depth":493,"text":472},"review","\u002Fimg\u002Ftools\u002Fdeepsource.webp","DeepSource 真实评测：AI 代码质量平台，静态分析 + 自动修复，支持 16+ 语言的 bug 检测、安全扫描、性能问题和反模式。CI\u002FCD 集成 + 自动修复 PR，Free + Team + Enterprise，适合需要持续代码质量治理的工程团队。",false,"md",[510],"en","2026-07-30",{},true,"\u002Ftools\u002Fcoding\u002Freview\u002Fdeepsource","coding",[517],"web","Free \u002F Team \u002F Enterprise","2026-07-05",{"power":521,"ux":521,"price":490,"cn_support":493,"stability":521},4,{"title":11,"description":506},"DeepSource - AI 代码质量平台评测与使用 | AIHO","coding\u002Freview\u002Fdeepsource",[526],{"title":487,"url":484},"tools\u002Fcoding\u002Freview\u002Fdeepsource","AI 代码质量平台，静态分析 + 自动修复",[530,531,532,533],"code-review","static-analysis","ci-cd","security","成熟的 AI 代码质量平台，16+ 语言静态分析 + 自动修复 PR 是核心卖点，适合中大型团队做持续代码质量治理；小团队 \u002F 个人用 CodeRabbit 更轻量，纯 LLM 审查用 Qodo 更灵活。","-i1Y2gAW7MT3eQyE4mJmwzgTd-lzx5zQVD8z-f1JoWk",{"id":537,"title":538,"alternatives":539,"api_compatible":8,"body":542,"category":504,"chinese_friendly":493,"cover":1027,"description":1028,"domestic":507,"extension":508,"faq":1029,"free":507,"github":8,"languages":1042,"lastVerified":8,"meta":1043,"models":8,"navigation":513,"notSuitable":8,"opensource":507,"path":1044,"pillar":515,"platforms":1045,"priceTable":1048,"pricing":1061,"published":1062,"relatedPlaybooks":1063,"relatedReviews":1065,"score":1067,"self_host":513,"seo":1069,"seoTitle":1070,"slug":14,"sources":1071,"stem":1079,"suitable":8,"tagline":1080,"tags":1081,"updated":1074,"verdict":1087,"website":1088,"__hash__":1089},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile.md","Greptile",[13,540,15,541],"coding\u002Freview\u002Fellipsis","coding\u002Freview\u002Fbito",{"type":17,"value":543,"toc":1015},[544,546,549,552,554,629,631,649,654,658,662,682,686,706,708,738,740,879,881,931,933,962,964,990,992],[20,545,23],{"id":22},[25,547,548],{},"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。",[25,550,551],{},"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）。",[20,553,33],{"id":33},[35,555,556,562,568,574,580,586,596,606,612,618,623],{},[38,557,558,561],{},[41,559,560],{},"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",[38,563,564,567],{},[41,565,566],{},"Context-Aware Inline Comments","：跨文件 bug \u002F 安全 \u002F 反模式标注，并解释 ripple effect",[38,569,570,573],{},[41,571,572],{},"Custom Coding Standards","：英文写规则 \u002F 链接已有文档，跨仓库强制执行",[38,575,576,579],{},[41,577,578],{},"Continuous Learning","：读 reviewer 评论 + 👍\u002F👎 反应，团队风格越用越准",[38,581,582,585],{},[41,583,584],{},"PR Summaries + 时序图","：file-by-file 拆解 + 置信度评分 + Mermaid sequence diagram",[38,587,588,591,592,595],{},[41,589,590],{},"Conversation","：在 PR 评论里 ",[166,593,594],{},"@greptileai \u003C问题>"," 跟进",[38,597,598,601,602,605],{},[41,599,600],{},"Pattern Repos","：",[166,603,604],{},"greptile.json"," 配 patternsRepo（如 backend 仓引用 frontend 仓上下文）",[38,607,608,611],{},[41,609,610],{},"30+ 语言","：Python\u002FJS\u002FTS\u002FGo\u002FRust\u002FJava\u002FC++ 等",[38,613,614,617],{},[41,615,616],{},"API","：HTTP\u002FJSON-RPC 模式，100 req\u002Fh\u002FIP",[38,619,620],{},[41,621,622],{},"SOC 2 Type II + HIPAA + 自托管 air-gapped",[38,624,625,628],{},[41,626,627],{},"多模型","：含 NVIDIA Nemotron 3 Ultra 等",[20,630,89],{"id":89},[35,632,633,638,644],{},[38,634,635,637],{},[41,636,96],{},"：基础评审 + 限额",[38,639,640,643],{},[41,641,642],{},"Pro","：base + usage（2026-03-05 起），按仓库数 + PR 量 + 用量计费，联系销售",[38,645,646,648],{},[41,647,108],{},"：自定义；自托管 \u002F air-gapped + SSO + HIPAA + 多 org",[115,650,651],{},[25,652,653],{},"旧 $30\u002Fseat 订阅档已迁移；新模型对大代码库友好但报价需 quote。",[20,655,657],{"id":656},"实测nextjs-go-后端-monorepo-series-b-团队","实测（Next.js + Go 后端 monorepo \u002F Series B 团队）",[25,659,660],{},[41,661,128],{},[35,663,664,667,670,673,676,679],{},[38,665,666],{},"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",[38,668,669],{},"PR 时序图（Mermaid）对 reviewer 友好，5 秒看懂改动主轴",[38,671,672],{},"自定义 standards 用英文写直接，几条规则覆盖 80% 团队风格",[38,674,675],{},"反馈学习有效，2 周后噪声明显降",[38,677,678],{},"patternsRepo 让 backend 评审能引用 frontend 仓，避免 API 契约脱节",[38,680,681],{},"HIPAA 自托管对医疗团队几乎是唯一可选",[25,683,684],{},[41,685,153],{},[35,687,688,691,694,697,700,703],{},[38,689,690],{},"不支持 Bitbucket \u002F Azure DevOps",[38,692,693],{},"没有 IDE \u002F CLI（GitHub\u002FGitLab 网页和 PR 内）",[38,695,696],{},"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",[38,698,699],{},"中文场景体验有限",[38,701,702],{},"没有 40+ linter 集成（不像 CodeRabbit）",[38,704,705],{},"大代码库首次 indexing 耗时长（>50 万 LOC 可能数小时）",[20,707,181],{"id":181},[183,709,710,713,716,719,726,732,735],{},[38,711,712],{},"greptile.com → Install on GitHub\u002FGitLab → 选仓库",[38,714,715],{},"等首次 indexing（看仓库大小，几分钟至几小时）",[38,717,718],{},"开 PR 试评 → 看跨文件评论 + 时序图",[38,720,721,722,725],{},"在 PR 评论里 ",[166,723,724],{},"@greptileai \u003Cfollow-up>"," 跟进对话",[38,727,728,729,731],{},"配 ",[166,730,604],{},"：自定义 standards + patternsRepo",[38,733,734],{},"给 👍\u002F👎 训风格",[38,736,737],{},"大型项目：考虑 Enterprise 自托管 + 多仓 indexing",[20,739,208],{"id":208},[210,741,742,758],{},[213,743,744],{},[216,745,746,748,750,752,755],{},[219,747,221],{},[219,749,538],{},[219,751,226],{},[219,753,754],{},"Ellipsis",[219,756,757],{},"Qodo",[234,759,760,777,791,804,819,836,849,862],{},[216,761,762,765,768,771,774],{},[239,763,764],{},"Codegraph \u002F 跨文件",[239,766,767],{},"✅ 一等",[239,769,770],{},"✅ Codegraph",[239,772,773],{},"Codebase 图",[239,775,776],{},"Context Engine",[216,778,779,782,785,787,789],{},[239,780,781],{},"大代码库 \u002F monorepo",[239,783,784],{},"✅ 最强",[239,786,284],{},[239,788,313],{},[239,790,284],{},[216,792,793,796,798,800,802],{},[239,794,795],{},"IDE \u002F CLI",[239,797,279],{},[239,799,284],{},[239,801,279],{},[239,803,284],{},[216,805,806,809,812,815,817],{},[239,807,808],{},"Linter 集成",[239,810,811],{},"–",[239,813,814],{},"40+",[239,816,313],{},[239,818,313],{},[216,820,821,824,827,830,833],{},[239,822,823],{},"Git 平台",[239,825,826],{},"GitHub\u002FGitLab",[239,828,829],{},"+ Bitbucket\u002FAzure",[239,831,832],{},"GitHub-only",[239,834,835],{},"GitHub\u002FGitLab\u002FBitbucket",[216,837,838,841,843,845,847],{},[239,839,840],{},"HIPAA",[239,842,284],{},[239,844,811],{},[239,846,811],{},[239,848,811],{},[216,850,851,853,856,858,860],{},[239,852,320],{},[239,854,855],{},"Enterprise air-gapped",[239,857,108],{},[239,859,811],{},[239,861,108],{},[216,863,864,867,870,873,876],{},[239,865,866],{},"定价",[239,868,869],{},"base + usage",[239,871,872],{},"$24\u002F$30 + CLI add-on",[239,874,875],{},"$20 flat",[239,877,878],{},"$30\u002Fseat",[20,880,349],{"id":349},[35,882,883,889,895,901,907,913,919,925],{},[38,884,885,888],{},[41,886,887],{},"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",[38,890,891,894],{},[41,892,893],{},"首次 indexing 别在交付前夜跑","：大 monorepo 几小时起步，提前一天接",[38,896,897,900],{},[41,898,899],{},"patternsRepo 别拉无关仓","：拉得多 → 噪声增、token 消耗增",[38,902,903,906],{},[41,904,905],{},"自定义 standards 用英文","：中文规则识别准确度低于英文",[38,908,909,912],{},[41,910,911],{},"HIPAA \u002F 强合规走 Enterprise","：自托管 + air-gapped 才完整覆盖",[38,914,915,918],{},[41,916,917],{},"没 IDE = 没本地评审","：commit 前评审走 CodeRabbit",[38,920,921,924],{},[41,922,923],{},"API 限流","：100 req\u002Fh\u002FIP，CI 集成要 token bucket",[38,926,927,930],{},[41,928,929],{},"多模型路由不透明","：要可重复结果在 Enterprise 谈固定模型",[20,932,393],{"id":392},[35,934,935,938,941,944,947,950,953,956,959],{},[38,936,937],{},"✅ 大型 monorepo \u002F 跨仓推理",[38,939,940],{},"✅ 遗留代码 \u002F 复杂依赖",[38,942,943],{},"✅ HIPAA \u002F 医疗 \u002F 金融强合规",[38,945,946],{},"✅ Next.js \u002F Node.js 中后期初创",[38,948,949],{},"✅ 自托管 \u002F air-gapped 要求",[38,951,952],{},"❌ 小项目 \u002F 个人开发者（用 Ellipsis）",[38,954,955],{},"❌ IDE \u002F CLI 多入口需求（用 CodeRabbit）",[38,957,958],{},"❌ Bitbucket \u002F Azure DevOps",[38,960,961],{},"❌ 中文母语团队",[20,963,453],{"id":453},[35,965,966,972,978,984],{},[38,967,968],{},[457,969,971],{"href":970},"\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit","CodeRabbit 评测",[38,973,974],{},[457,975,977],{"href":976},"\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis","Ellipsis 评测",[38,979,980],{},[457,981,983],{"href":982},"\u002Ftools\u002Fcoding\u002Freview\u002Fqodo","Qodo 评测",[38,985,986],{},[457,987,989],{"href":988},"\u002Ftools\u002Fcoding\u002Freview\u002Fbito","Bito 评测",[20,991,472],{"id":472},[183,993,994,1001,1008],{},[38,995,996,997],{},"Stork.AI — Greptile Review 2026（含 Agent v4 \u002F Nemotron 3 Ultra \u002F HIPAA）",[457,998,999],{"href":999,"rel":1000},"https:\u002F\u002Fwww.stork.ai\u002Fen\u002Fgreptile",[486],[38,1002,1003,1004],{},"Stackviv — Greptile Review 2026 ",[457,1005,1006],{"href":1006,"rel":1007},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fgreptile",[486],[38,1009,1010,1011],{},"Greptile 官方文档 — Key Features（Codebase Context \u002F Pattern Repos \u002F RL 反馈）",[457,1012,1013],{"href":1013,"rel":1014},"https:\u002F\u002Fwww.greptile.com\u002Fdocs\u002Fcode-review-bot\u002Fkey-features",[486],{"title":489,"searchDepth":490,"depth":490,"links":1016},[1017,1018,1019,1020,1021,1022,1023,1024,1025,1026],{"id":22,"depth":493,"text":23},{"id":33,"depth":493,"text":33},{"id":89,"depth":493,"text":89},{"id":656,"depth":493,"text":657},{"id":181,"depth":493,"text":181},{"id":208,"depth":493,"text":208},{"id":349,"depth":493,"text":349},{"id":392,"depth":493,"text":393},{"id":453,"depth":493,"text":453},{"id":472,"depth":493,"text":472},"\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。",[1030,1033,1036,1039],{"q":1031,"a":1032},"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":1034,"a":1035},"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":1037,"a":1038},"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":1040,"a":1041},"支持中文吗？","纯英文产品，仅 GitHub + GitLab。中文母语团队体验有限。",[510],{},"\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile",[1046,1047],"github","gitlab",[1049,1053,1057],{"plan":96,"price":1050,"features":1051,"notes":1052},"$0","基础 AI PR 评审 + 限额","试水 \u002F 小项目",{"plan":642,"price":1054,"features":1055,"notes":1056},"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":108,"price":1058,"features":1059,"notes":1060},"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",[1064],"onboarding\u002Fpr-review-automation",[1066],"ai-code-review-comparison",{"power":1068,"ux":521,"price":490,"cn_support":493,"stability":521},5,{"title":538,"description":1028},"Greptile 评测 2026：AI 代码审查，Codegraph 跨文件推理",[1072,1075,1077],{"name":1073,"url":999,"accessed":1074},"Stork.AI — Greptile Review 2026","2026-06-24",{"name":1076,"url":1006,"accessed":1074},"Stackviv — Greptile Review 2026",{"name":1078,"url":1013,"accessed":1074},"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",[530,1082,1083,1084,1085,1086],"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","--2BTdv-8Pg7zE61afUwOee2tTe4bx8S63c2q5S-zz0",1785428444024]