No, Definitely Not. You definitely should keep your cat stay away from chocolate in any ice cream recipe it tries. Specifically, chocolate contains an alkaloid, or an organic compound, called theobromine that cannot be processed by your cat’s body. It can then build up and become toxic. It only take a bit of chocolate to harm your cat.