Senate Republicans are trying to avoid a high-profile fight with the White House as they plot their impeachment trial strategy.

Divisions have erupted between President Trump Donald John TrumpBiden says voters should choose who nominates Supreme Court justice Trump, Biden will not shake hands at first debate due to COVID-19 Pelosi: Trump Supreme Court pick 'threatens' Affordable Care Act MORE and the GOP Senate on everything from witnesses, how long the trial should last and whether senators should wait until January to start it.

Now GOP leaders and the White House are stepping up their efforts to get in sync, with a Senate trial just weeks away.

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Senate Majority Leader Mitch McConnell Addison (Mitch) Mitchell McConnellHawley warns Schumer to steer clear of Catholic-based criticisms of Barrett Senate GOP set to vote on Trump's Supreme Court pick before election Harris slams Trump's Supreme Court pick as an attempt to 'destroy the Affordable Care Act' MORE (R-Ky.) went on "Hannity," a Fox News show frequently cited by Trump, to repeatedly say he will take his cues from the White House as he plots the GOP strategy for the looming trial.

“There will be no difference between the president's position and our position as to how to handle this,” McConnell said, adding that they will be in “total coordination.”

McConnell said there was “zero chance” that Trump ultimately would be convicted by the Senate, which requires 67 votes, and removed from office and added that he thought they could get “one or two” Democratic senators to vote to acquit Trump.

McConnell met privately late last week with White House lawyer Pat Cipollone, who is expected to lead the president’s defense team during a trial, to talk strategy. The GOP leader is planning to coordinate with Cipollone on key decisions such as the trial's length and who, if anyone, will be called to testify.

The GOP leader's overture is being matched by White House officials who are trying to play up their coordination with the Senate Republican Conference.

Eric Ueland, the White House's legislative affairs director, said the relationship between the president’s team and Senate Republicans was “very cooperative, very collaborative” as they prepare for a trial.

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“Our collaboration, our cooperation, our communication with the majority leader as well as Senate Republicans is very rich, very deep and very comprehensive. So we’re having a lot of discussions about the best way to proceed in the event the House actually presents articles of impeachment to the Senate,” Ueland told The Hill.

Pam Bondi, part of Trump’s messaging team, also downplayed any potential divisions, saying they were “working hand in hand” to prepare for a Senate impeachment trial.

McConnell and Trump, who say they talk almost daily, have had a yo-yo relationship since Trump, to the admitted surprise of the GOP leader, won the 2016 presidential race.

The two men, while close in age, have wildly different personalities.

McConnell is known for being tight-lipped and calculating, while Trump weighs in, sometimes to the chagrin of lawmakers, on any subject and can change positions within hours.

They’ve had high-profile clashes, including a prolonged fight after the Senate failed to repeal ObamaCare, as well as notable differences on foreign policy, and McConnell has repeatedly and publicly rejected Trump’s call to get rid of the legislative filibuster.

But they’ve also paired up to win fights, including the tax package and two bruising Supreme Court battles, and they’ve tied themselves together heading into 2020, when they are both on the ballot.

The pledge to coordinate with Trump earned McConnell fierce backlash from Democrats, who accused him of rigging the Senate trial.

“The Majority Leader proudly announcing he is planning to rig the impeachment trial for Trump,” Sen. Chris Murphy Christopher (Chris) Scott MurphyDemocratic senator calls for 'more flexible' medical supply chain to counter pandemics The Hill's 12:30 Report - Presented by Facebook - Don't expect a government check anytime soon GOP chairman to release interim report on Biden probe 'in about a week' MORE (D-Conn.) tweeted, reacting to McConnell’s Fox News comments.

Rep. Hakeem Jeffries Hakeem Sekou JeffriesDemocratic leaders: Supreme Court fight is about ObamaCare Pelosi: House will stay in session until agreement is reached on coronavirus relief Races heat up for House leadership posts MORE (D-N.Y.), the chairman of the House Democratic Caucus, read McConnell’s comments aloud during the House Judiciary Committee's markup of articles of impeachment, adding that “the jury, Senate Republicans, are going to coordinate with the defendant, Donald Trump, on how exactly the kangaroo court is going to be run.”

McConnell defended his decision while officially filing to run for reelection in Kentucky, arguing that former Sen. Tom Daschle (D-S.D.), who was the minority leader during the Clinton impeachment trial, coordinated with the Clinton White House. Daschle initially told Axios that he did not coordinate but later walked back his comments, saying his staff was in touch with the White House during the trial.

"It was done during the Clinton impeachment. Not surprisingly, President Clinton and the Democrats in the Senate were coordinating strategy. We're on the same side,” McConnell told reporters in Kentucky, according to the Louisville Courier Journal.

The latest unity message comes after conservatives lashed out at the Senate GOP caucus over chatter of a speedy impeachment trial and as Republicans are already clashing with Trump over concessions made to Democrats on his trade deal with Canada and Mexico.

The biggest point of division between Senate Republicans and some in the White House is whether to call witnesses. GOP senators are increasingly eyeing a quick trial with no witnesses for either the president’s team or the House impeachment managers.

Rep. Louie Gohmert Louis (Louie) Buller GohmertRep. Dan Meuser tests positive for COVID-19 Watchdog calls for probe into Gohmert 'disregarding public health guidance' on COVID-19 Massie plans to donate plasma after testing positive for COVID-19 antibodies MORE (R-Texas) said that “America needs to hear from the witnesses” and that having a Senate trial without witnesses “would be a big mistake.”

“The Senate has promised for months now that they would have witnesses. ... They really need to bring in witnesses. They’re the chance to clean this mess up,” he said.

And Rep. Rep. Jim Banks (R-Ind.) sent a letter to Sen. Lindsey Graham Lindsey Olin GrahamHarris slams Trump's Supreme Court pick as an attempt to 'destroy the Affordable Care Act' Sunday shows preview: Lawmakers prepare for SCOTUS confirmation hearings before election Confirmation hearing for Trump's Supreme Court pick to start Oct. 12 MORE (R-S.C.) urging him to reconsider support for a speedy trial, arguing that Republicans should “fight fire with fire and tell them enough is enough.” Graham told The Hill that he favored a trial with no witnesses, saying, “I want to end this thing as quickly as possible.”

There are also multiple signs that Republicans want to avoid an intraparty civil war that would shift the spotlight away from Democratic divisions on impeachment.

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Trump, in a boon to McConnell, offered no hard demands on the details of a trial when talking to reporters on Friday.

“I'll do whatever I want. Look, there is — we did nothing wrong. So I'll do long or short. I've heard Mitch. I've heard Lindsey. I think they are very much in agreement on some concept,” Trump told reporters.

“I'll do whatever they want to do. It doesn't matter,” he added.

Rep. Mark Meadows Mark Randall MeadowsSunday shows preview: Lawmakers prepare for SCOTUS confirmation hearings before election White House chief of staff knocks FBI director over testimony on election fraud Anxious Democrats amp up pressure for vote on COVID-19 aid MORE (R-N.C.), a conservative lawmaker who has the ear of Trump, also declined to criticize McConnell over trial strategy, instead predicting he would make the “right decision” and that they’ll end up on the same page.

“I think at the end of the day Leader McConnell is going to make a decision that I can support,” Meadows said. “And hopefully get this thing over with.”

Brett Samuels contributed.