Agrobacteria are important plant pathogens responsible for crown/cane gall and hairy root diseases. Crown/cane gall disease is associated with strains carrying tumor-inducing (Ti) plasmids, while hairy root disease is caused by strains harboring root-inducing (Ri) plasmids. In this study, we analyzed the sequences of Ti plasmids of the novel “tumorigenes” clade of the family Rhizobiaceae (“tumorigenes” Ti plasmids), which includes two species, Rhizobium tumorigenes and Rhizobium rhododendri. The sequences of reference Ti/Ri plasmids were also included, which was followed with comparative analysis of their backbone and accessory regions. The “tumorigenes” Ti plasmids have novel opine signatures compared to other Ti/Ri plasmids characterized so far. The first group exemplified by pTi1078 is associated with production of agrocinopine, nopaline and ridéopine in plant tumors, while the second group comprising pTi6.2 is responsible for synthesis of leucinopine. Bioinformatic and chemical analyses, including opine utilization assays, indicated that leucinopine associated with pTi6.2 most likely has D, L stereochemistry, unlike the L, L-leucinopine produced in tumors induced by reference strains Chry5 and Bo542. Most of the “tumorigenes” Ti plasmids have conjugative transfer system genes that are unusual for Ti plasmids, composed of avhD4/avhB and traA/mobC/parA regions. Next, our results suggested that “tumorigenes” Ti plasmids have a common origin, but they diverged through large-scale recombination events, through recombination with single or multiple distinct Ti plasmids. Lastly, we showed that Ti/Ri plasmids could be differentiated based on pairwise Mash or AAI distance clustering, and we supply a script to facilitate application of the former approach by other researchers.