Magnetic resonance imaging (MRI) is an effective technique for diagnosing diseases. Its most used modality is based on the T1-weighted contrast but is limited by the background signal of water in the tissue. A combination of different MR imaging modalities together can reduce this consideration and exclude background interference. Paramagnetic lanthanide cations have versatile magnetic and optical characteristics along with similar reactivities; hence, their complexes are good candidates as multimodal agents. Also, fluorinated probes are gaining increasing attention for the use due to the advantageous features of 19F MRI. Herein, the prototypes of LnDO3A-based fluorine-containing complexes were developed, providing potential detection by T1-weighted (Gd3+ complex) and 19F-based (Y3+, Eu3+ and Yb3+ complexes) MRI, or by means of optical imaging using lanthanide-based luminescence in the visible range (Tb3+ complex). The use of different Ln3+ ions causes only minor changes in the structure of complexes, while these probes are predicted to possess comparable structural stability while performing experiments with different imaging modalities.