Richards is reportedly unhappy at City and is keen on regular first-team football.
Redknapp is a huge admirer of the 21-year-old defender, says The Mirror.
Spurs failed with a bid to sign Richards three years ago, but they are now ready to return for the defender.
Aston Villa are reportedly also interested in the defender.