The Nigeria striker was released by promoted Leicester City this month.
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Kelechi will become a free agent at the end of the month when his Foxes deal will expire.
The Express & Star says Villa football chief Monchi has met with agents of Kelechi in recent days.
The forward could arrive as a replacement for Chelsea target Jhon Duran.