The academy was established as Feni Central School Feni in 1919 as a private school in Feni, Bangladesh. Principal Md Mostafa was the founding principal of the school. Other founders were Mokhbul Ahmed, Liakat Ali Bhuiyan, Khair Ahmed, Kefayet Ullah Bhuiyan, Hemayet Uddin.

The hostel at Shaheen qualifies to be called as a home away from home thanks to top notch facilities and amenities. Hygiene of the most stringent standards .

Each student must wear school uniform and bear Identity card. No student is allowed to enter school campus without uniform and Identity card. Cloth for school uniform and identity card are supplied from school office before the beginning of the first semester.