Jose Socrates has vowed to protect welfare programmes Analysts say the PSD may try to form a coalition with the third-ranked CDS.
All the main parties endorsed the bail-out, which requires tough austerity measures amid a faltering economy.
Socialist leader Jose Socrates resigned as prime minister in March, triggering early elections after the opposition in parliament rejected his minority government's fourth austerity package in less than a year.
Since then, he has acted as caretaker prime minister.
'Politically difficult' Portugal is faced with unemployment of more than 12% and an economy that is expected to contract by 2% this year and next.
Polls suggest the centre-right Social Democrats will win nearly 37% of the vote, compared to about 31% for the Socialists.
Party leader Pedro Passos Coelho suggested this week that he was the preferred candidate of donors to the bail-out fund.
Social Democrat leader Pedro Passos Coelho said he would cut wasteful state spending Mr Socrates has accused the Social Democrats of pursuing a "radical right-wing agenda" and criticises Mr Passos Coelho for lacking experience in government.
"If you think social protection programs are important, vote for the Socialist Party because our policies ensure the welfare state," he told a party rally on Friday.
Whoever wins on Sunday will have to enact urgent and far-reaching social and fiscal reforms, including more austerity measures, to restore national fiscal health and encourage growth.
The terms of the bail-out call for tax hikes, a freeze on state pensions and salaries and cuts in unemployment benefits.
"The road with this package is long and filled with reforms which may be politically difficult to pass," Diego Iscaro, an economist at IHS Global Insight, told Reuters news agency.
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