Striker showed a glimpse of his talent for Villa's under-23s.
Aston Villa failed to take their chances in a tight fixture.
Roberto Di Matteo's men recorded their second clean sheet of the season as they drew 0-0 with the Rams at the iPro Stadium on Saturday evening.
Adama is likely to miss Sunday's season curtain-raiser at Sheffield Wednesday after only just returning from injury, but the club's new £12 million signing should feature.
Villa could have Ciaran Clark back for the weekend's clash with Watford, but Kieran Richardson remains sidelined with a calf problem.
Libor Kozak has made just five first-team appearances since December 2013.
Kozak could play some part in Saturday's clash with Bournemouth after recovering from an ankle injury, but Agbonlahor will miss the game with a virus.
The Aston Villa striker’s former club Lazio will face Sparta Prague in the Europa League last 16.
Manager Remi Garde has been left decidedly short of attacking options for Saturday's visit of Norwich City.
Remi Garde's squad has been hit by a rash of injuries ahead of Tuesday night's match at West Ham United.