This short paper presents the activities of PARSEC, a research project that aims to develop and apply a machine-assisted methodology for constructing and curating semantically enriched astrophysical catalogues in the form of knowledge graphs (KGs). The ultimate objective of this methodology is to automate the process of constructing astrophysical catalogues and to simplify their analysis and integration, allowing astrophysicists to more easily generate new knowledge and scientific insights.