--- title: Improving Code Reviewer with Atlassian PR Context description: Atlassian's Rovo Dev Code Reviewer was enhanced by incorporating historical PR context — specifically past PR diffs and review comments from the same... canonical: https://daily.dev/posts/improving-code-reviewer-with-atlassian-pr-context-2yb5flucx twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Improving Code Reviewer with Atlassian PR Context | daily.dev og:description: Atlassian's Rovo Dev Code Reviewer was enhanced by incorporating historical PR context — specifically past PR diffs and review comments from the same... og:url: https://daily.dev/posts/improving-code-reviewer-with-atlassian-pr-context-2yb5flucx og:image: https://api.daily.dev/og/posts/2yb5FlUcX.png og:image:alt: Improving Code Reviewer with Atlassian PR Context og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Improving Code Reviewer with Atlassian PR Context **[Atlassian](https://daily.dev/sources/atlassian)** · 9 min read · 0 upvotes · 0 comments ## Summary Atlassian's Rovo Dev Code Reviewer was enhanced by incorporating historical PR context — specifically past PR diffs and review comments from the same repository — to give the AI model something resembling institutional memory. Three experiments were run: an offline benchmark, an internal online test, and a large external production experiment covering 15,616 runs. The key finding is that combining PR diff context (showing correct code patterns) with PR comment context (encoding team culture and standards) raised the comment resolution rate by 10 percentage points (31.92% to 41.90%) in production. Cross-repo context was tested but discarded because it introduced noise from unrelated codebases. An unexpected efficiency benefit was also observed: despite 24% more input tokens, the model made fewer LLM requests and function calls, suggesting richer context leads to more decisive reasoning. Future work aims to expand context to include linked Jira issues, Confluence design docs, and the broader Atlassian Teamwork Graph. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How Atlassian cut PR cycle time by 45% with AI code reviews](https://daily.dev/posts/how-atlassian-cut-pr-cycle-time-by-45-with-ai-code-reviews-tlqkdh6ms) · Atlassian · 0 upvotes · 0 comments - [Introducing the AI context engine for your entire codebase](https://daily.dev/posts/introducing-the-ai-context-engine-for-your-entire-codebase-1prl18dgx) · Atlassian · 1 upvotes · 1 comments - [The AI-native SDLC is paying off: 19% more PRs and 2–3 hours saved per developer per week](https://daily.dev/posts/the-ai-native-sdlc-is-paying-off-19-more-prs-and-2-3-hours-saved-per-developer-per-week-hii0tkbve) · Atlassian · 0 upvotes · 0 comments - [Your old PR comments can now review code](https://daily.dev/posts/your-old-pr-comments-can-now-review-code-fprjbtxni) · Manager.dev · 5 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#rag](https://daily.dev/tags/rag), [#code-review](https://daily.dev/tags/code-review), [#atlassian](https://daily.dev/tags/atlassian) [View this post on daily.dev](https://daily.dev/posts/improving-code-reviewer-with-atlassian-pr-context-2yb5flucx) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Improving Code Reviewer with Atlassian PR Context","url":"https://daily.dev/posts/improving-code-reviewer-with-atlassian-pr-context-2yb5flucx","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/improving-code-reviewer-with-atlassian-pr-context-2yb5flucx"},"datePublished":"2026-06-09T05:43:39.714Z","dateModified":"2026-06-09T05:44:35.032Z","description":"Atlassian's Rovo Dev Code Reviewer was enhanced by incorporating historical PR context — specifically past PR diffs and review comments from the same...","image":"https://media.daily.dev/image/upload/s--foaA6JGU--/f_auto/v1722860399/public/Placeholder%2004","thumbnailUrl":"https://media.daily.dev/image/upload/s--foaA6JGU--/f_auto/v1722860399/public/Placeholder%2004","isAccessibleForFree":true,"articleSection":"Atlassian","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Atlassian","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/44750d8e66de4411bb477159b321bb43","url":"https://daily.dev/sources/atlassian"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/improving-code-reviewer-with-atlassian-pr-context-2yb5flucx","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"llm,rag,code-review,atlassian","timeRequired":"PT9M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Atlassian","item":"https://daily.dev/sources/atlassian"},{"@type":"ListItem","position":3,"name":"Improving Code Reviewer with Atlassian PR Context"}]} ```