And Benitez's men could find themselves usurped by Chelsea at the top of the league should Luiz Felipe Scolari's men beat West Ham at Stamford Bridge on Sunday.
Three goals in the opening 25 minutes made for a pulsating start after Liverpool had started brightly, with Yossi Benayoun and Alvaro Arbeloa causing Hull problems on the right flank.
But, for all of the home side's slick passing, it was Hull who broke the deadlock when McShane rose above the hapless Andrea Dossena to head home.
Sam Ricketts was called into action to clear Dossena's left-wing cross away from Benayoun, who was waiting for a simple tap-in, before Anfield was stunned into silence as the visitors doubled their advantage.
Hull draw frustrates Benitez
Bernard Mendy got the better of Dossena on the right with a surging run into the box, and his subsequent cross across the face of the goal caused a disorientated Carragher to divert the ball into his own net.
As is so often the case, Gerrard came to Liverpool's rescue with two goals in 10 minutes.
Dirk Kuyt's cross from the right fell kindly to his captain who drilled the ball in with the outside of his boot.
And, in the 33rd minute, the impressive Benayoun hooked Kuyt's downward header towards Gerrard, who equalised with a rasping shot into the right corner.
Xabi Alonso, Kuyt and Albert Riera all had chances to give Liverpool the lead before the break, but Hull remained typically resolute.
Liverpool dominated the second half but lacked a cutting-edge in the final third as £20m summer signing Robbie Keane was left languishing on the bench.
Hyypia's header did beat Boaz Myhill only for the post to come to the goalkeeper's rescue.
Brown aggrieved at Anfield draw
In the 63rd minute, a fine last-gasp Michael Turner tackle prevented Benayoun from troubling Myhill before the Welshman was called into action to palm away Riera's menacing 25-yard drive.
Liverpool brought on El Zhar and Ryan Babel as they searched for the winning goal, with the former forcing Myhill into great save low to his right.
And Hull, who had already won at Newcastle, Arsenal, Tottenham and West Brom this season, held on for the draw.
Liverpool manager Rafael Benitez: "We started really well and we conceded two goals, two mistakes, but afterwards we showed character.
"We were too open. We know we've lost two points but you have to keep going. You cannot change things now."
Asked why he left Robbie Keane on the substitutes' bench as Liverpool went in search of the winner, Benitez added: "Using more people in the box is not a guarantee."
Hull manager Phil Brown: "Having gone 2-0 up to then concede two goals against them, I'm aggrieved to be honest.
"You need to get the rub of the green when you come to Anfield, possibly we didn't have that.
"I've nothing but admiration for the way we got something from the game in the face of a lot of pressure. We're hard to beat."
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