Lithospermum cobrense has yellow flowers that are larger than those of Lithospermum incisum and Lithospermum multiflorum. The basal leaves are longer than the midstem leaves, and the width of the corolla about equals its length. Lithospermum cobrense is found in upper elevation meadows.