N.K.
While I know your son does not have a speech problem I thought I would chip in with advice on helping children who do have speech problems... this may work for your son (only a lot faster!) In my child development degree we learned that if a child says my two feets or my two foots instead of saying no we say feet... simply repeat it back the correct way "your feet" or "oh do you mean feet?" Correcing by example is much more effective then correcting by pointing out what the child did "wrong". So for your son when he stutters simply repeat the sentance back to him, almost to clarify.
I would also like to add that I definitely think you should talk to the childcare provider. She may not be aware that it is carrying over to your son, or she may be at a loss of what to do. I have an in home childcare and I can honestly say that we need the parents to communicate with us and keep us posted just as much as we have to keep them posted as well!
If you would like any further advice on this please feel free to contact me. Give it time... I'm sure it will get better!