In this paper, we present a method to identify compromised SSH servers at scale. For this, we use SSH’s behavior to only send a challenge during public key authentication, to check if the key is present on the system. Our technique neither allows us to access compromised systems (unlike, e.g., testing known attacker passwords), nor does it require access for auditing.