Nepenthes klossii was discovered in southwestern New Guinea during the Wollaston Expedition of 1912-1913.
In August 1916, N. klossii was formally described by Henry Nicholas Ridley in a report on the Wollaston Expedition published in The Transactions of the Linnean Society of London [REF].