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How Far Can Vibe-Coded Forge Apps Go in Jira?

Mariia_Domska_SaaSJet
Atlassian Partner
May 4, 2026
Because “vibe coding” for Forge apps is becoming more popular in the Atlassian ecosystem, especially with tools like Rovo Studio in beta and AI Apps Builder for Jira, I wanted to go beyond the usual examples.
Instead of building another dashboard or report, I decided to test the boundaries of what a Forge app can actually do inside a Jira issue. So I built a simple Pixel Snake game as a Jira issue panel, using the app I work on: AI Apps Builder.
Here’s what the app can do:
  • It runs as a Forge Issue Panel.
  • It shows an interactive UI right inside the Jira issue.
  • It tracks your actions as you collect pixels in order: 1, 2, 3, and so on.
  • The game ends if you click the wrong pixel.

 

I generated the app from a single prompt on the first try:
Create a Jira issue panel called “Pixel Snake”. Build a simple Snake-style game where the player collects randomly appearing pixels in order (1,2,3...). If the player collects the wrong pixel, the game ends. Display current progress and “Start / End” button.
To be honest, I was impressed. I'd love to share this case with you and also hear your thoughts:
  • Have you tried vibe coding Forge apps yet?
  • Have you built Forge apps for fun? Or do you have a fun idea?
  • Do you have any crash-test scenarios for trying out new products?
P.S. I also made a short video to show how my app works and how I built it:

 

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