Cape Leeuwin is a must visit attraction when in Augusta. Mainly for the view of the cape and historic lighthouse.
https://www.margaretriver.com/members/cape-leeuwin-lighthouse/
Check out the Waterwheel (rock / beach area) for beautiful photo opportunity. It is on the right as you approach the lighthouse.