Sounds like the old Sunprint paper kits, which did exactly what you describe. No chemicals needed to process; just water. But the sheets were smaller, like 5x5".

I had one of those, and it was a lot of fun indeed, but I'm not sure exactly what the paper contained chemically, so I can't answer any of your safety queries.