An interior ministry official confirmed the attack but could not say immediately how many people had been killed or wounded, Reuters reported.
"The suicide bomber was on a motorbike and detonated himself in the Pul Mahmood Khan area (in Kabul). The target is unclear but there were casualties," said Najib Danish, a spokesman for the interior ministry.
There was no immediate claim of responsibility for the attack.