mdzakizafar/ai-incident-commander ? reverse-engineered prompt

Build me a prototype web app for incident response called AI Incident Commander.

I want a dashboard where I can paste or speak an incident description, then the app should investigate it step by step instead of jumping to one answer. It should generate a few possible root causes, gather evidence from simulated logs, metrics, GitHub activity, issues, runbooks, and past incidents, then show which evidence supports or contradicts each idea. It should rank the hypotheses with a simple confidence score, challenge the most likely one, and recommend next actions only when there is enough evidence.

Please make the investigation flow visible so I can see the current state of the agent and what it is doing. Include a way to simulate missing or degraded tools, and a final verification step that checks whether the incident was actually resolved after remediation.

Use the Python backend and the browser frontend already in the repo, and keep the UI clean and easy to understand. If you need current docs for anything, look them up online.