Jira teams often hit a wall when marketplace apps don't fit their specific needs. These apps are built for broad appeal, leaving gaps for custom workflows, SLA logic, or unique reporting. The traditional response is a slow dev ticket or fragile workarounds like CSV exports and scripts, which break Jira's security model.

A new approach uses AI Apps Builder to generate native Atlassian Forge apps from plain language prompts. This bypasses the overhead of manual Forge development while keeping apps secure inside Jira Cloud. The tool parses requests for entities like issues and fields, then plans and generates the complete Forge app code, including manifest files and UI components.

The system uses an agent-based flow, not a simple one-shot generator. It reasons, acts, and reviews iteratively to build complex, multi-page applications. Crucially, it only uses public Forge documentation, ensuring no private data is processed. The output is a fully native app governed by Jira's permission model, not an external service that fails security reviews.