MACHINE NEEDLE. Leave a Comment / Uncategorized / By sodiq Machine needle is a specialized tools designed for specific fabrics, featuring a flat-backed shank, a long groove, a scarf, and an eye near the point. Machine needle has a long groove on the front that guides the thread to the eye.