The acceleration of the particle executing SHM is given as
$
\alpha=-\omega^2 y \Rightarrow \alpha \propto y
$
Since, maximum value of displacement $y$ from mean position is equal to amplitude $a$.
Hence, acceleration of a particle executing SHM is maximum at extreme position