You may find this guide useful to 6 of the best SEO analysis tools:
It covers various tools such as ahrefs, SEMrush, Google Search Console, Ubersuggest, Pingdom, and google mobile-friendly test.
It has a broad overview of each tool as well as screenshots of them
Definitely worth a look.