Combine butter and sugar in a large mixing bowl, mixing well. Add egg and vanilla, mixing well. Add oats and pecans, stirring well.
Drop by teaspoonfuls 3 inches apart onto aluminum foil-lined cookie sheets. Bake at 325° for 10 minutes. Cool on cookie sheets. Remove from aluminum foil; store in airtight containers.