Time-dependent density functional theory (TDDFT) based approaches have been developed in recent years to model the excited-state properties and processes of the molecules in gas-phase and in a condensed medium. In the latter case, usually classical embedding models have been adopted to account for the molecular environmental effects, leading to the multi-scale approaches of TDDFT/PCM and TDDFT/MM, where a molecular system of interest is designated as the quantum mechanical region and treated with TDDFT, while the environment is usually described using either a polarizable continuum model (PCM) or a molecular mechanics (MM) force field. In this perspective, we briefly review these TDDFT-related multi-scale models, with an emphasis on the implementation of analytical energy derivatives such as the energy gradient and Hessian, the nonadiabatic coupling, the spin-orbit coupling and the transition dipole moment for various radiative and radiativeless transition processes among electronic states. Three variations of the TDDFT method, the Tamm-Dancoff approximation (TDA) to TDDFT, spin-flip DFT, and spin-adiabatic TDDFT, are discussed. Moreover, using a model system (pyridine--Ag$_{20}$ complex), we emphasize that caution is needed to properly account for system-environment interactions within the TDDFT/MM models. Specifically, one should appropriately damp the electrostatic embedding potential from MM atoms and carefully tune the van der Waals interaction potential between the system and the environment. We also highlight the lack of proper treatment of charge transfer between the QM and MM regions as well as the need for accelerated TDDFT modelings and interpretability, which call for new method developments.