A Taliban spokesman said fighters were attacking embassies in the diplomatic enclave, Nato's HQ and the parliament building in the west of the capital.
Multiple blasts and gunfire have been heard across Kabul.
The Taliban spokesman said there were also attacks in Logar and Paktia provinces. There are also reports of suicide attacks in Jalalabad.
Nato said it had reports of attacks in seven locations in Kabul.