Want to develop production-ready Atlassian Cloud apps without writing repetitive manual code? In his latest tutorial, Jira Bro demonstrates how to leverage Vibe Coding to create three fully functional apps in Atlassian Forge using only AI prompts in Cursor and Windsurf. The showcased projects bring AI-assisted development to the entire Atlassian ecosystem:
- Issue Mood Meter for Jira — monitor team climate and sentiment around tickets.
- Reading Time & Freshness macro for Confluence — detect outdated documentation at a glance.
- AI Sentiment Evaluator for Jira Service Management (JSM) — automatically classify incoming tickets using an LLM.
Beyond the projects: practical AI workflow strategies
This guide also reveals key tactics to overcome common obstacles in AI-assisted development:
- Feed official docs to your assistant: Use the latest Forge UI Kit documentation as context to avoid syntax errors and deprecated APIs.
- Generate valid manifests from plain language: Produce correct
manifest.ymlconfiguration files by describing the app in simple Spanish or English prompts. - Deploy straight to Cloud: Push your apps directly to your Atlassian Cloud site with minimal manual steps.
Discover how to optimize your development workflow at Quabu and start building Atlassian apps much faster with AI!
I Built 3 Atlassian Forge Apps Using Pure AI Prompts
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