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PRD to Jira

Turn a static prompt template into a live agent, in under a minute.

Rutvik Dumre August 16, 2026 4 min read

I had a working AI agent prompt that turns an approved PRD into a linked set of Jira tickets. For a while it lived as a static markdown file — a template with {{TOKEN}} placeholders that people replaced by hand before pasting it into their AI assistant of choice.

Below is that same agent, turned into an interactive generator. Fill in as much or as little as you want — every field has a sensible default — and the prompt on the right updates as you type. Copy it, download it, and paste it straight into Claude, ChatGPT, or any other MCP-capable assistant connected to your Jira.

Core options

Comma-separated, order matters. One QA regression ticket is created per environment, in this order — the last one is marked for the deployment check.

Advanced options

One section per line, in the order your real PRD uses them — this is what the agent reads to map requirements into tickets, so it matters more than any other field here.

How to connect Jira
  • This agent creates issues through Atlassian's official remote MCP server, available to Jira Cloud customers.
  • It's hosted by Atlassian, authenticates with OAuth, and respects the user's own Jira permissions.
  • An Atlassian admin enables the remote MCP server per site and allows external app access.
  • It works with Claude, ChatGPT, Cursor, VS Code, and other MCP clients.
  • Official repo: github.com/atlassian/atlassian-mcp-server.
  • Self-hosted Jira (Server or Data Center) needs a local MCP server pointed at the Jira REST API instead.