High-fidelity monitoring of cell membrane in spatiotemporal dimensions is critically important. However, commercial fluorescence probes are stocked by aggregation-caused quenching (ACQ) effect, while the reported aggregation-induced emission (AIE)-active probes are always limited by the unspecific aggregations in biological environment. Herein, we report the rational molecular design of a state-of-the-art amphiphilic AIE luminogen (AIEgen), Membrane Tracker QMC12, using quinoline-malononitrile (QM) as the core structure to suppress ACQ effect, incorporating the positively charged pyridinium salt group to regulate the dispersity as well as strengthen the binding force to the negative charged cell membrane, and extending the alky chain to improve the anchoring ability to the cell membrane. Such membrane tracker QMC12, which disperses well in both hydrophilic and lipophilic environments, not only achieves minimal background interference and high signal-to-noise (S/N) ratio in "ultra-fast" visualizing of cell membrane, but also endows "wash-free" characteristic, even realizing the spatial view in the three dimensional (3D) multicellular spheroid model and the observation of morphology changes in temporal dimension. Moreover, QMC12 can avoid false staining and signal loss, and unprecedentedly achieve the direct observation of cell membrane's microstructure, which could better understand the 3D model to study the intercellular information exchange in spatiotemporal dimensions.