What is the name of the seven-candle holder for Hanukkah?

It is called a Menorah. It has seven candles because that was the number of oil lamps on the menorah in the Holy Temple (Exodus ch.25).

The Hanukkah-menorah has eight candles because that was the number of days of the miracle with the oil.