it takes one to know one

Short definition from Wiktionary

Proverb

1. 1
   Expressing the same underlying character-judgment themes as pot calling the kettle black or set a thief to catch a thief.
2. 2
   A retort to a negative accusation, implying that the accuser shares the fault.