From Dungeons of Dredmor Wiki

Counter Chance is a secondary stat that governs your character's ability to counter-attack when attacked in melee. When a counter-attack occurs, the enemy melee attack is negated and you take no damage. It is affected by the Nimbleness and Caddishness primary stat.