In the US gifts are tax free unless someone gives you a large gift. Last I checked it was $10,000, but I believe it is around $18,000 now. Obviously this is large enough that few people care.
Gifts are always tax free for the recipient unless both parties fill out some additional paperwork. The annual tax exemption is currently $14k but goes up every couple of years.