The expression is, "crying like a little girl with a skinned knee". It's used when someone is complaining a lot over a tiny injury. "Skinned knee crying" is a condensation of the expression, but it doesn't make much sense by itself. Use the full phrase.

It's nonsense!

Skinned knee crying by itself does not make any sense. Please explain