I am trying to assemble my committee and I am not finding any available faculty. Could you please be on my committee?

Consult the graduate handbook and communicate with your graduate coordinator because you don't want this to delay completion. It is at faculty discretion to be on thesis and project committees. Maybe considering having open ended conversations with faculty about their research interests and build your team accordingly.