Need a Gardening Solution

Our little planter garden is doing pretty well with the exception of our Pillbug, Sowbug, roly-poly (Armadillidium vulgare) infestation.

They are devouring my basil and pepper plants.

Anyone know of a way to get rid of them? The only solution I've found so far is to dry out the soil but that doesn't work to well when it's raining outside.