The thermal phonon transport is a key matter for heat managing in materials science which is crucial for device miniaturization and power density increase. Herein, we report the synthesis, structure and characterization of a new compound, Cs 2 Ge 3 Ga 6 Se 14 , with a unique anisotropic structure simultaneously containing Ge 3+ and Ge 2+ that adopt (Ge1) 3+ 2 Se 6 dimer or (Ge2) 2+ Se 6 octahedron, respectively. The thermal conductivity was measured to be 0.57-0.48 W m −1 K −1 from 323 to 773 K, the lowest value among all the known Ge-containing compounds, approaching its glass limit according to the Cahill's formulation. More importantly, we discover for the first time that the vibration uncoupling of Ge with different valence states hinders the effective thermal energy transport between the (Ge1) 3+ 2 Se 6 dimer and (Ge2) 2+ Se 6 octahedron, and consequently lowers the thermal conductivity. In addition, we propose a structure factor f d l i = sin(180) × / (=A, B) i i Ge Q , with which a structure map of the Cs 2 Ge 3 M 6 Q 14 family is given.