Bitter contenders in Uttar Pradesh -- the Samajwadi Party and the Bahujan Samaj Party -- and hostile rivals in West Bengal -- the Trinamool Congress and the Left -- were all present at the lunch at the Parliament House library.
Apart from West Bengal Chief Minister Mamata Banerjee, BSP's Mayawati and SP's Akhilesh Yadav, the lunch was attended by NCP leader Sharad Pawar, RJD supremo Lalu Prasad and DMK's Kanimozhi.
Besides representatives of smaller regional parties, Omar Abdullah of the National Conference also attended the event.
Apart from Gandhi and vice-president Rahul Gandhi, the Congress was represented by former Prime Minister Manmohan Singh and leaders Ahmed Patel and Ghulam Nabi Azad.
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The Congress, the main party in the opposition, has planned a grand show of unity at the luncheon, where deliberations on a consensus presidential candidate will also take place.
The leaders will explore the possibility of fielding a joint candidate for the upcoming presidential election.
Several names have been doing the rounds as probable candidates. Among them are former West Bengal Governor and Mahatma Gandhi's grandson Gopal Krishna Gandhi, former JD(U) president Yadav, Former Lok Sabha speaker Meira Kumar and NCP chief Pawar. The NCP leader, however, has ruled himself out of the race.
Bihar Chief Minister Kumar has also mooted a second term for incumbent Pranab Mukherjee and suggested that the ruling BJP try and build consensus on him.
Leaders of 17 parties attended the lunch. Among the many present were SP's Naresh Aggarwal and Ram Gopal Yadav, AIUDF's Badruddin Ajmal, JMM's Sanjiv Kumar, JD(S)'s C S Puttaraju and RSP's N K Premachandran.