Earth's temporary satellites, also known as minimoons, are small asteroids that occasionally become captured as Earth's companions. Their investigation provides the clues of the sizes of Earth-approaching asteroids, which can be potentially hazardous. As they spend a significant amount of time in the vicinity of the Earth, minimoons are outstanding testing targets for the emerging field of in situ resource utilisation, or, as it also known, asteroid mining. Unfortunately because they are small, and therefore faint, only state-of-the-art ground-basewd telescopes are able to discover them. The Vera C. Rubin Observatory and the upcoming Large Survey of Space and Time (LSST) are expected to be the primary discovery machines for asteroids in the Solar System in general, and minimoons in particular. As ther orbits of minimoons differ significantly from typical asteroid orbits from a ground-based observer's perspective, a dedicated approach for their discovery from the swarm of LSST data is required.