The Spaniard is in charge of the Bundesliga leaders and had been linked with the Reds and Bayern Munich.
City face being without up to seven first-team stars for the visit of Premier League leaders Arsenal on Sunday
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Klopp previously backed Alonso to replace him at Anfield - but the former Reds midfielder has decided to stay at Leverkusen