We analyze the interplay of spin-valley coupling, orbital physics and magnetic anisotropy taking place at single magnetic atoms adsorbed on semiconducting transition metal dichalcogenides, MX2 (M = Mo, W; X = S, Se). Orbital selection rules turn out to govern the kinetic exchange coupling between the adatom and charge carriers in the MX2 and lead to highly orbitally dependent spin-flip scattering rates, as we illustrate for the example of transition metal adatoms with d 9 configuration. Our ab initio calculations suggest that d 9 configurations are realizable by single Co, Rh, or Ir adatoms on MoS2, which additionally exhibit a sizable magnetic anisotropy. We find that the interaction of the adatom with carriers in the MX2 allows to tune its behavior from a quantum regime with full Kondo screening to a regime of "Ising spintronics" where its spin-orbital moment acts as classical bit, which can be erased and written electronically and optically.Transition metal adatoms on surfaces provide ideal model systems for fundamental studies of quantum many-body phenomena ranging from magnetism [1][2][3] and Kondo physics [4][5][6][7] to topological states of matter [8][9][10] and Majorana modes [11][12][13]. Moreover, these systems are promising as ultimately miniaturized building blocks of spintronic devices and logic gates. Particularly recent advances in scanning tunneling microscopy lead to enormous progress in the probing and manipulation of these systems including writing, reading, and processing of information from atomic scale bits via e.g. spintransfer torques [14,15] and spin-polarized spectroscopy techniques [16,17].In all of these cases, the coupling between adatom and substrate is central to determine the magnetic properties of the system. Thus, changes in the quantum state of the substrate can directly affect the adatom magnetism, as studies of superconducting substrates demonstrated [18,19]. In the light of time-dependent phenomena, substrates which allow for ultrafast manipulation of their electronic states by electronic or optical means are particularly interesting but actual realizations have been lacking so far.In this letter, we show that strong spin-valley coupling and peculiar orbital physics make monolayers of transition metal dichalcogenides (TMDCs), MX 2 (M = Mo, W; X = S, Se) ideal substrates in this context. MX 2 materials allow for ultrafast optical control of their electronic states and for charge doping by external gates, which turn out to provide control over spin-flip scattering of transition metal (TM) adatoms on a monolayer MX 2 . We illustrate this result based on ab initio simulations of single Co, Rh, or Ir adatoms on MoS 2 and a generic model Hamiltonian description. Our calculations show, that these magnetic adatoms exhibit a dou- * bin.shao@uni-bremen.de blet ground state which is separated from excited states by a sizable magnetic anisotropy > 10 meV and realizes an "Ising" spin-orbital moment. We analyze the kinetic exchange scattering of adatom and substrate electrons, and demons...