The integration of a quantum emitter-embedded metasurface (QEMS) with a microelectromechanical system (MEMS)-actuated cavity enables ångstrom-level wavelength tuning and dynamic polarization-resolved emission. The platform provides a design paradigm for reconfigurable solid-state photon sources.