Fluorine continues to show its potential applications in drug discovery and development, as reflected by twelve drugs being fluorinated out of the fifty-five approved by the FDA in 2023. This concise review highlights the discovery of each of these fluorine-containing drugs in the past year, including its brand name, date of approval, composition, sponsors, indication, and mechanism of action. The relevant future trend is also briefly discussed.