Yes, you are obligated to pay taxes on all your TaskRabbit earnings. You have to manually file for these tasks yourself. TaskRabbit does not forcefully deduct your tasks like traditional companies. Not filing your taxes from TaskRabbit earnings might get you into trouble with regulators.