Gunfire and explosions erupted as elite commando police fought with the attackers in west Kabul, not far from the parliament.
The attack came two days after the Taliban attacked a foreign guesthouse in the diplomatic district of the city and a suicide bomber targeted a British embassy vehicle in a blast that killed six people.
Kabul has been hit by at least nine attacks in the last two weeks, with targets including US military convoys, foreign security contractor compounds and a female Afghan member of parliament.
"It is an ongoing terrorist attack against an office used by foreigners," Najib Danish, the interior ministry deputy spokesman, told AFP, giving no further details about the target.
Taliban spokesman Zabiullah Mujahid claimed on Twitter that the attack was against a secret Christian missionary and that a meeting of Australian visitors had been hit.
"A spate of deadly martyrdom attacks have rocked important enemy targets in recent days," Mujahid added.
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