AI JIRA Agent with Replit

As a PO, create an AI JIRA Agent so I never have to write JIRA stories ever again 🙏

Just joshing.

But I did build an AI JIRA Agent that bulk-creates JIRA issues—so I’m one step closer to making that dream a reality.

GitHub 🔗 https://github.com/scarnyc/JIRA-AI-Agent-POC


How it Works ✅

  • Uses LangGraph powered by Gemini 2.0 Flash Lite

  • Connects to JIRA securely with environment variables (API token, instance URL)

  • Creates issues via JiraToolkit + JiraAPIWrapper

  • Supports batch creation—just upload a list of issues in "Summary, Description" format

  • Real-time Gen AI responses with issue creation status


What I Learned

  • Even at temperature 0.1, Gen AI responses vary each time 🤔

  • Refactored the framework into a LangChain ReAct Agent with a little help from Gemini Pro 2.5 Experimental.

  • Used Replit with Flask to quickly spin up the UI.


I took a different approach than my first Replit project, and I’m already thinking about what’s next…

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