How is braking action and pedal pressure? Is system holding brake fluid? Are there any noises from the booster unit? Loud screech is bad pump motor. Constant pump running and sighing sound is leaking accumulator. There is also a pressure sensor that can go bad.
This is my 4Runner:
2003 Toyota 4Runner Brake Booster Noise C1223 and C1252 - YouTube
Replaced pump/accumulator with a junkyard example from '04 GS300 for $50.