Only the Donor pays tax (if he is US tax payer), receiver pays nothing for gift.
there is a limit as to how much money you can wire to US from China. It's about $30,000/week. The bank may flag anything over $5000 and it's reportable to government. Make sure you keep a record of the gift transfer.
Note that people do have to pay tax on gambling, sweepstakes, etc.