I built a Jira plugin for QAs/Testers. Looking for some feedback

Hey everyone,

I’ve been working on a side project called SPARK, it’s an AI powered test case generator built specifically for Jira.

The idea came from spending way too much time manually translating user stories into structured test cases. SPARK analyzes a Jira issue (description, acceptance criteria, comments, even design mocks if attached) and generates structured test cases directly inside Jira.

Some things it supports:

  • Functional, Edge, and Accessibility test case generation
  • Multiple AI model options
  • Context-aware generation (uses Jira comments & requirement clarifications)
  • Integration with Xray for teams managing tests there
  • Interactive editor so you can review and tweak tests before creating them

It’s not meant to replace QA thinking just reduce repetitive test authoring.

There’s a 30 day free trial on the Atlassian Marketplace if anyone wants to try it and share feedback. I’d genuinely appreciate thoughts, especially around workflow fit and test quality.

Link: https://marketplace.atlassian.com/apps/1238257/spark

Happy to answer any questions or hear what would make something like this actually useful in your process.

Posted Feb 15, 2026, 8:43 PM UTC

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