There are 16 capsule-based serotypes of Actinobacillus pleuropneumoniae, all of which are capable of causing disease in pigs. Here we report the finished and annotated genome sequence of the reference serotype 5b strain L20. This strain has a rough appearance and readily forms biofilms, as is typical for most field isolates.