I would say they are interested in not letting other states get access to that uranium

But why? Uranium is not terribly uncommon. If you own a home, the top meter of soil in your yard likely contains several kilograms of it.

Ample economical uranium supplies are relevant if there is large demand for uranium for power production (weapons programs can get more expensive uranium from wherever). But that's not where the world is going.