The attack took place around 16:30 on Saturday at an area in Karte Se where the Parliament House, Ministry of Trade and industries, the Human Rights Commission, Passport Office and the head of of a local newspaper are located.
There were three suicide bombers and gunmen inside the guesthouse, two gunned down by Afghan security forces and one killed by detonating his explosive-packed suicide vest, police said.
Taliban claimed carrying the attack in a tweet, written they have attacked a “foreign secret missionary centre and home of Christian missioneries” in Kabul.
This comes as the Taliban attacks in the capital has increased in the last one month. Taliban have carried over 10 large attacks over the last 2 weeks in Kabul city.