I am now using ADF7023, when I set the AGC operation mode in "0" for ACG free running mode, the AGC gain mode is the 6 with all-low mode.
It looks like when setting the AGC operation in mode 0, the AGC is not work; But when setting the AGC operation in mode 1, I can manually set the gains.