One solution I can think about is having a different image per Task , with the apt-get packages. you can just build a new image based on the one you have with the apt-get packages (or change to one with those packages).

Another one is running more than one agent, each one with different trains.conf file, one for each project.

Currently, task object doesn’t have a parameter for installing packages when running with trains-agent .