A spokesman said the attack happened during a meeting with NGOs working on refugee issues.
Grenades and gunfire could be heard coming from the scene of the attack.
It was the second major incident in Afghanistan on Tuesday.
In the western province of Farah, 11 people – mostly women and children – were killed when their bus was hit by a roadside bomb meant for the security forces.
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