Round river rock I do not recommend for the edges. They make what we refer to as a string of pearls. No matter how hard you try it has that affect. But what you can do to help or prevent that look is to throw a couple jogs to the side of your pond . That's what separates a pond from an area that makes your eye wander off looking what's around the corner and stimulates the mind.I find much smaller cantaloupe size rocks to put around the ledges. I am not sure how unnatural that will look though.
Your skimmers placement is close to where the water comes into the pond.
If the water comes into the pond but is directed toward the right that can create a whirlpool sorta speak and push the water around the pond toward the skimmer. But that little jog you have in your drawing will counteract that. For that reason I'd switch the skimmer to that point and have the water coming into the pond be forced or directed toward the left add a circulating jet along this wall pointing everything toward the skimmer