The adjugate matrix, also known as the adjoint matrix, is the transpose of the cofactor matrix of a given square matrix and is used in calculating the inverse of matrices. Specifically, if a matrix is invertible, its inverse can be found by dividing the adjugate matrix by the determinant of the original matrix.