US and EPA environmental restrictions drove a lot of this, there are at least some mines here in the US, Montana, California.
I think something a lot less dramatic than a Manhattan Project would get the US rare earth mining industry spun back up PDQ. It just takes an increment of national will.
Missouri also has rare earth minerals. China is by no means the only source.