The crystalline sponge method is a pragmatic and promising strategy for molecular structure determination.However, the dominant metal-organic framework crystal sponge platforms are always facing poor chemical stability, especially solvent instability, which has hampered their application in vaster domain. Herein we report an ultra-stable π-π stacked porous organic molecular framework which exhibits permanent porosity, high thermal stability, and good chemical resistance. It can efficiently implement an approach to molecular structure determination via a single-crystal-to-single-crystal transformation. This is the first example utilizing π-π stacked porous organic molecular framework as "crystalline sponge" to determine a wide variety of guests, ranging from hydrophilic to hydrophobic, and from aliphatic to aromatic, which complements the crystalline sponges based on the famous metal-organic frameworks. More importantly, it can achieve rapid structure determination of small molecules within three hours.