I asked here on Mastodon if rooftop solar panels could reduce incidence of roofs catching fire during a wildfire incident. Replies were so negative that I was too intimidated to ask anyone else. I did find a website that explains it. (1) Sparks landing on panels don't cause damage as long as electrical components are properly shielded; (2) use of local solar may cut down on grid-caused fires, and (3) solar power can operate pumps, etc., during a power outage.
https://www.solarpermitsolutions.com/blog/solar-wildfire-hazard-areas-safety-guide