We propose a local model to explain $b \to s \mu^+ \mu^-$ anomaly observed at the LHCb and Belle experiments. The model also has a natural dark matter candidate . We introduce -doublet colored scalar to mediate transition at one-loop level. The gauge symmetry is broken spontaneously by the scalar . All the new particles are charged under . We can obtain to solve the anomaly and can explain the correct dark matter relic density of the universe, , simultaneously, while evading constraints from electroweak precision tests, neutrino trident experiments and other quark flavor-changing loop processes such as and mixing. Our model can be tested by searching for and new colored scalar at the LHC and $B \to K^* \nu \overline{\nu}$ process at Belle-II.

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