The present invention relates to targeted microcapsules comprising a skin aging compound to target fibroblast with a peptide, which is a FGF receptor agonist, wherein said peptide is coupled to the outer surface of the microcapsule. It also relates to the use of said microcapsules for the cosmetic prevention and/or cosmetic treatment of cutaneous effects of skin aging and to the cosmetic compositions comprising said microcapsules. The invention also relates to the FGF receptor agonist peptide coupled to the microcapsule.