The Daily Mail reports that Southampton scouts watched the 21-year-old during last week’s game against Motherwell.
Wanyama has also been strongly linked with the likes of Liverpool and Manchester United in recent months.
The Kenyan midfielder is valued at around £10million by Scottish side Celtic.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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