Donald Trump says he has no plans to launch a new political party, telling a conservative conference in Florida that it would split the Republican vote, reports BBC.
In his first speech since Democrat Joe Biden became president, he also hinted that he might run for office again in 2024.
Mr Trump strongly criticised his successor, saying US policy had gone from "America first to America last".
The speech comes weeks after Mr Trump was acquitted in an impeachment trial.
His appearance at the Conservative Political Action Conference (CPAC) in Orlando on Sunday represents his continued influence over the Republican Party.
The mood of the conference - which began on Thursday - has been extremely pro-Trump, with loyalists including Texas Senator Ted Cruz and his son Donald Trump Jr among the speakers.
The former president remains banned from social media platforms, including Facebook and Twitter, over his response to January's deadly riot at the US Capitol.
He has been living at his Mar-a-Lago Florida golf resort since leaving the White House.
What did Donald Trump say?
The 74-year-old former president was cheered by supporters when he appeared on stage at the Hyatt Regency Hotel more than an hour late. Many people in the crowd were not wearing masks.
"I stand before you today to declare that the incredible journey we began together four years ago is far from over," he said.
"We are gathered this afternoon to talk about the future - the future of our movement, the future of our party, and the future of our beloved country."
He dismissed any idea that he might start a new political party - describing rumours he would do so as "fake news".
"Wouldn't that be brilliant? Let's start a new party so we can divide our vote and never win," he joked.
"We have the Republican Party. It's going to unite and be stronger than ever before."
Despite losing November's presidential election and being deeply criticised over the January riot, reports suggest Mr Trump remains extremely popular among his voting base.
Last week one US poll suggested 46% of surveyed Trump voters would vote for him if he left the Republicans and started his own party.
In his CPAC speech, Mr Trump repeated his false claims that he lost November's election to the Democrats because of electoral fraud and he hinted at another run in 2024, saying: "Actually you know they just lost the White House. But who knows - who knows? I may even decide to beat them for a third time, OK?"
He excoriated the new administration, criticising Mr Biden for reversing his hard line on immigration and border security.
"We all knew that the Biden administration was going to be bad but none of us even imagined how just how bad they would be and how far left they would go," he told the cheering crowd.
Republican lawmakers remained largely loyal to Mr Trump during his time in office but 10 voted to impeach him in the House of Representatives last month and seven voted to convict him in the subsequent Senate trial. The overall tally, 57-43 in favour of his guilt, fell short of the two-thirds margin needed to convict him.
Senator Mitch McConnell, the top Republican in Congress, criticised the former president's actions after his acquittal - declaring Mr Trump "practically and morally responsible" for provoking the riot, despite personally voting against his guilt on the incitement charge.
Mr Trump then broke his relative silence to launch a scathing personal attack on Mr McConnell whom he described as "a dour, sullen, and unsmiling political hack".
The schism in the party has remained since, with those who have broken rank against him notably absent from the CPAC stage.
The conference, which began in 1974, is seen as the most influential gathering of US conservatives and a barometer of the Republican party's political direction.