This one is working ! Almost ten years after, thank you so much :-)
gmic -w -apply_video guit_vid.mp4,\"-blur 5,0\",0,-1,1,output.mp4
Been searching for a couple of hours, but haven't been able to find a proper syntax anywhere else .... (Got to recompile GMIC/CIMG with opencv support by the way)