A multichannel fluorescence probe 8‐((((7‐(diethylamino)‐2‐oxo‐2H‐chromen‐3‐yl)methylene)hydrazono)methyl)‐7‐hydroxy‐4‐methyl‐2H‐chromen‐2‐one (probe 1) with “turn on” characteristics for selective and sensitive response toward Al3+, Hg2+ and ClO− was developed by mild condensation reaction of coumarin and ethanediamine. The probe could recognize Al3+, Hg2+ and ClO− with obvious change of fluorescence intensity in different mixture solution, and showed different maximum emission wavelengths in the presence of Al3+, Hg2+ and ClO− at 459 nm, 485 nm and 504 nm, respectively. More importantly, this probe has successfully been used in the monitoring of Al3+, Hg2+ and ClO− in tap water samples, and was resoundingly carried out imaging ClO− in living cells.