A tool holder for holding a shank of a cutting member. The tool holder has a socket for receiving the shank and a set screw rotatable in a set screw hole to advance along a first direction; and at least one clamping member that applies a force to the shank along a second direction responsive to advance of the set screw in the first direction to clamp the shank in the socket.