Metal–organic frameworks (MOFs) have proved to be particularly appropriate for CO2 conversion. In the present work, we report metalloporphyrin‐based MOFs, PCN‐222(M) (M = Fe, Co, Ni, and Cu), which promote photocatalytic CO2 conversion to valuable chemicals. These ultra‐highly stable frameworks are constructed from Zr6 clusters and metalloporphyrin linkers. Metalloporphyrinic MOF has been synthesized and employed as a visible‐light photocatalyst for carbon dioxide to form formate. The effect of metalloporphyrinic PCN‐222(M) on CO2 reduction has been studied. Remarkably, PCN‐222(M) is highly efficient in visible light‐driven CO2 reduction into formate ion compared with the nonmetal porphyrinic PCN‐222. Metal ions of porphyrinic linkers play a great role in CO2 sorption, light harvesting, bandgap, photoluminescence (pL) intensity, and charge transfer, which influence CO2 reduction. CO2 adsorption and activation over metal ions of porphyrinic linkers play a significant part in the improvement of the conversion efficiency; the product obtained was characterized by gas chromatography/mass spectrometry (GC/MS) and ion mobility spectrometry (IMS) analyses. The reaction mechanism has been discussed in detail.