Mechanical thrombectomy is a minimally invasive procedure that removes blood clots from arteries or veins, primarily used in the treatment of acute ischemic stroke. It involves the use of a stent retriever or aspiration device to physically extract the clot, restoring blood flow and significantly improving patient outcomes when performed promptly.