Neuroprotective activities of various extracts of Ocimum gratissimum (OG), have been reported, but there is paucity of information on its neurotherapeutic constituents. This study is aimed at identifying the neurotherapeutic constituents in OG leaves using in vitro assays, GC-MS chemical investigation and in silico studies including molecular docking, ensemble-based docking, molecular dynamics (MD) simulation, clustering and ADMET filtering analysis. Methanol extract of O gratissimum (MEOG) and solvent-partition (n-hexane, ethylacetate, and methanol residue fraction) of MEOG were investigated for in vitro acetylcholinesterase (AChE), butyrylcholinesterase (BChE) and monoamine oxidase B (MAO-B) inhibition at concentration of 0.65, 12.5, 2.5, 5, and 10 mg/mL, using donepezil, phenazine methosulfate and selegiline as reference inhibitors for AChE, BChE and MAO B respectively. n-hexane solvent partition fraction was further investigated using GC-MS analysis. Identified compounds were screened against human AChE, BChE and MAO-B activities using molecular docking and molecular dynamics. The lead phytochemicals were further analysed for ADMET in silico analysis. MEOG and the 3 fractions (n-hexane, ethylacetate, and methanol residue fraction) inhibited the activities of AChE, BChE and MAO-B in a concentration-dependent manner with AChE (IC50 = 2.380, 2.022, 2.066 and 1.079 mg/mL respectively), BChE (IC50 = 2.261, 2.126, 2.630 and 1.465 mg/mL respectively) and MAO-B (IC50 = 2.345, 1.584, 2.933 and 2.935 mg/mL respectively). From the 38 GC-MS identified compounds, 7 hit compounds were further subjected to ensemble-docking, the lead phytochemicals (LP): cholestane and 3-methoxy-morphanin presented highest multiple binding tendencies to the three enzymes. Cholestane had the highest binding energies of −9.9, −9.0 and −11 kcal/mol, while 3-methoxy-morphanin presented the second-best binding energies of −9.3, −8.2 and −10.1 kcal/mol respectively. When compared with the binding pattern of reference inhibitors of the enzyme, lead phytochemicals were orientated in the catalytic sites of the enzyme and interacted with important catalytic residues. The LP-enzyme complexes were stable during the MD simulation analysis. Cholestane and 3-methoxy-morphanin presented favorable ADMET properties over several molecular descriptors and filters, with druggable properties and ability to cross the blood-brain barrier. Hence, cholestane and 3-methoxy-morphanin, in part, or in synergy with other hit phytochemicals, may be responsible for the neurotherapeutic activities of MEOG leaves.