“…MOFs, comprising metal ions/clusters and organic linkers, have emerged as a kind of fastest-growing porous materials due to their high surface area, adjustable pores, and intriguing properties. − As known, MOF materials are considered as an excellent platform for specific targeted functionalities, playing an important role in multifarious applications. − Nevertheless, previous studies have shown that the stability of MOFs is highly demanded for the utilization of materials in water systems or even harsh conditions, which could be modified or reinforced via ingenious construction of both the organic linkers and metal nodes. − For the purpose of immensely improving their stability, high-valence metals, including Fe 3+ , In 3+ , and Zr 4+ , were used for building ultrastable MOFs, such as MIL series, , PCN series, , and NU series. , Furthermore, luminescent Zr-MOFs have drawn increasing consideration and exhibited promising applications in fluorescence recognition and photocatalytic reaction because their ultrastable features originated from the strong Zr–O bonds and stable Zr 6 O clusters as well as their excellent optical properties. − Until now, the limited water-tolerant MOFs like BUT-39 and JLU-MOF60 have been employed as both fluorescence sensors and photocatalysts to detect and eliminate Cr(VI) in the water phase. − Nevertheless, the development of multifunctional MOFs in practice for the sensing as well as the photoreduction of toxic Cr(VI) is still limited, which remains an ongoing challenge. , …”