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Prangos ferulacea was the most active plant against the acetylcholinesterase enzyme.Metabolites were analyzed by bioassay-guided fractionation and molecular networking.Phytochemical analysis of the active extract led to the identification of 17 compounds.Flavonoids showed a high affinity to the enzyme based on docking score values.In order to search for discovery of acetylcholinesterase (AChE) inhibitors, as a therapeutic strategy for treatment of the Alzheimer’s disease, twenty-five Iranian plants have been evaluated by an in vitro enzymatic Ellman method and molecular docking study. Each plant was successively extracted by n-hexane, ethyl acetate and methanol to obtain a total of 75 extracts. The inhibiting effect of extracts was measured by a colorimetric assay in 96-well microplates. The n-hexane extract of Prangos ferulacea showed the highest AChE inhibitory activity with 75.6% inhibition at a concentration of 50μg/mL. The chemical composition of this extract was investigated in detail based on a combination of HPLC/bioassay-guided fractionation and molecular networking techniques. The results led to the identification of seventeen compounds, one of them was a fatty acid derivative, two compounds had flavonoid structure and others were furanocoumarin type compounds. In vitro analysis showed that the subfraction F10f was the most potent inhibitor against the activity of AChE with an IC50 value of 25.2μg/mL and good docking scores of its constituents confirming its high activity.