The yellow plastic cap on the Brewhouse beer kits are not threaded, so they won't unscrew. They are pull-off caps but are very hard to pull off.
I got mine open by using a vise-grip (a pair of pliers would also work) and while supporting the area near the cap, open it as if you were...