Selective ion transport in nanochannels is critical not only for ion extraction but also for analytical applications requiring high-precision ion isolation prior to detection. However, for ions with identical charge and similar size (e.g., Li+, Na+, K+), it is usually difficult to create sufficiently large differences in transport behavior to achieve high selectivity. Here, we report a covalent organic framework (COF) membrane featuring spatially organized 18-crown-6 sites. These uncharged "-CH2-O-CH2-" groups leverage weak yet size-specific coordination with alkali metal ions. The size compatibility and stable binding of K+ with 18-crown-6 significantly lower its transport energy barrier and enhance its flux, yielding monovalent cation selectivity up to 14.5. Furthermore, we demonstrate that K+ ion can be rapidly delivered between the rotatable neighboring 18-crown-6 sites in the COF nanochannel, following a "rotate-and-deliver" mechanism. This study sheds lights on the fundamentals of ion transport within subnanoconfined systems and would stimulate the design of high-performance membranes.