Exactly that! Everyone can See “what” is happening, the code is right there. But the code usually doesn’t tell you “why” that is happening - good comments help understand the authors intent and give context, so you don’t have to guess.
Good comments should explain the things that are not obvious.
Good comments more than once prevented me from accidentially undoing a fix.