Mutton-fat keratic precipitates are large, greasy-appearing deposits on the corneal endothelium, often associated with granulomatous uveitis. They indicate chronic inflammation and are typically seen in conditions like sarcoidosis, tuberculosis, and syphilis-related uveitis.