Police spokesman George Kinoti gave to details of the alleged plot.
He said in a statement today that Abdulafatah Nur Ali was arrested in Nairobi with a fraudulent national identity card and refugee certificate, and that Farah Shaleh Aden was arrested in Garissa.
Kenya has seen attacks by Somali extremist group al-Shabab, which has vowed retribution on the country for sending troops in 2011 to Somalia to fight the militants.
Al-Shabab has been waging an insurgency against Somalia's weak government.
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