The present invention relates to methods for loading extracellular vesicles (EVs) with a pharmacological agent. The invention discloses the use of cell-penetrating peptides as carriers into EVs, using either a non-covalent or covalent loading approach. Furthermore, the present invention pertains to medical uses and compositions comprising such pharmacological agent-loaded EVs.