An alternative strategy to significantly reduce the number of fitting parameters involves determining equivalent atoms based on their local connectivity, defined up to a specific neighbor depth. This approach retains the specificity of QMD-FFs while leveraging the transferability of parameters between atoms expected to exhibit similar chemical behavior. Currently, we are pursuing different strategies to efficiently produce a set of parameters with minimal intervention by the user, implementing them in the ecosystem of tools that enrich the JOYCE code.