Let M be a compact almost coKähler manifold. If the metric g of M is a Ricci soliton and the potential vector field is pointwise collinear with the Reeb vector field, then we prove that M is Ricci-flat and coKähler and the soliton g is steady. This generalizes a Goldberglike conjecture for coKähler manifolds obtained by Cappelletti-Montano and Pastore, namely any compact Einstein K-almost coKähler manifold is coKähler. Without the assumption of compactness, Ricci solitons with the potential vector fields pointwise collinear with the Reeb vector fields on K-almost coKähler manifolds are also studied. Moreover, we prove that there exist no gradient Ricci solitons on proper (κ, μ)-almost coKähler manifolds.Mathematics Subject Classification. Primary 53D15, 53C25; Secondary 53C21.