A drop-prevention pouch for a cordless power tool has a battery pack that defines a battery pack perimeter. The drop-prevention pouch includes a pouch floor and a sidewall extending transversely from the pouch floor and having a sidewall rim portion defining a pouch opening. The pouch floor and the pouch sidewall define a chamber sized to receive the battery pack when the battery pack is attached to the cordless power tool. A flexible conduit extends along the sidewall rim portion. A drawstring extends through the flexible conduit and is capable of restricting the pouch opening to be smaller than the battery pack perimeter, thereby preventing the drop-prevention pouch from being removed from the battery pack when the battery pack is attached to the cordless power tool.