Levi is executive-producing the project along with Eva Longoria.
Let's hope she gets to sing.
The shows will be seen as part of the new Theater Close-Up series.
Conlee will take on the role of The Commodore, previously played by Dabney Coleman.
Perez is currently set to appear in Broadway's 2015 premiere of Larry David's Fish in the Dark.
Larry Kramer's drama took home a single award out of a possible nine.
The actor-comedian will memorialize his longtime friend, who died earlier this month.
Miranda is now just an Oscar shy of an EGOT.