I think you would need both Assembler and PDF Generator to convert then join. I've wondered the same thing about the PDFG API, but I'm pretty certain it's not possible to perform even simple PDF file joins.
Perhaps you could look at doing it the other way round? i.e. join the files then convert... (perhaps via postscript or something?)