Yes, you should remove the peel and the seeds. Although papaya seeds are u003ca href=u0022https://www.healthline.com/nutrition/papaya-seeds#nutritionu0022u003ehighly nutritiousu003c/au003e, they are bitter, and the juice will lose much of its sweetness.