The face and hands must not be covered while praying unless there is a fear that non Mahram might be looking.

I see that many women pray with hands covered and sometimes not covered. I used to cover my hands until I read that there is a difference of opinion. Some say its an obligation while others say it is not. Can you please tell me what is the correct ruling? Should I cover my hands or should I not cover it?