Force fields are typically formulated as sums of inverse power laws, with the Lennard-Jones 12-6 potential form standing out as a prominent example. Some examples of force field models often used in MD simulations that rely in such inverse power laws include Jorgensen's Transferable Intermolecular Potential (TIP) family of water models (e.g., TIP3P, TIP4P, etc.), Optimized Potential for Liquid Simulations (OPLS) and Assisted Model Building and Energy Refinement (AMBER) family of force field models. Many examples of different empirical formulas can be found in the literature, such as Halgrend's 14-7 Buffered potential, featured in the Merck Molecular Force Field (MMFF). A standard challenge associated when dealing with this kind of force fields is the lack of transferability of optimized parameters between models. In contrast to ab initio calculations, where the option to combine different levels of theory for difa) Electronic mail: jose.antonio.rodrigues.romero@gmail.com b) Electronic mail: michael.probst@uibk.ac.at ferent molecules and/or for parts of the same molecule(s) of a quantum mechanical setup exists, such flexibility is not always feasible here. Furthermore, unless readily available, the coefficients essential for parameterizing the force field of set of arbitrary molecules must be either derived from scratch, or fitted against reliable experimental data and/or accurate ab initio calculations. This task can be discouraging for scientists with less experience in parametrizing molecular force fields models, potentially hindering their adoption.