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Atomic surface structure imaging is instrumental for the understanding of surface-related phenomena. Yet, atomic resolution imaging with AFM has been mostly limited to specific conditions like ultra-high vacuum or liquid environments, while atomic resolution imaging under ambient conditions with commercial AFM instruments has been challenging. We show that conventional tapping mode atomic force microscopy with high cantilever eigenmodes and sub-nanometer amplitudes allow routine atomic imaging at atmospheric pressures, and we identify the reasons for failure of atomic resolution imaging employing low eigenmodes.1 Strong tip-surface interactions cause significant differences between the oscillatory behaviors of the inclination of the cantilever as detected by conventional instruments and of the vertical position of the tip, which prevents correct functioning of instrumental feedback control loops. However, high effective spring constants of high eigenmodes make it possible to overcome the problem. Furthermore, the combination of high effective elastic constants of high cantilever eigenmodes with the high flexibility of the cantilever substantially enhances the imaging stability, thereby universally allowing atomic imaging of solid surfaces in gaseous environments and at elevated temperatures. We demonstrate imaging of single sulfur vacancies at the surface of MoS2 crystals at temperatures ranging from room temperature to 250°C, and potassium ions on hydrophilic and highly adhesive muscovite mica surfaces. Moreover, the high imaging stability allows knocking atoms off the MoS2 surface by hard tapping, indicating the potential for ultrahigh resolution lithography. Atomic resolution imaging with high-eigenmode AFM expands the impact of AFM on the understanding of surface related phenomena.