LiCoPO4 particles are hydrothermally synthesized with different organic additives. Effect of the organic additives on the characteristics of LiCoPO4 is investigated. CMC provides fine particles with well-covered carbon coating on the surface. LiCoPO4-CMC delivers higher discharge capacity and superior cyclic performance.