Tymovirales is an order of viruses with positive-sense, single-stranded RNA genomes that mostly infect plants, but also fungi and insects. The number of tymovirid sequences has been growing in the last few years with the extensive use of high-throughput sequencing platforms. Here we report the discovery of 31 novel tymovirid genomes associated with 27 different host plant species, which were hidden in public databases. These viral sequences were identified through a homology searches in more than 3,000 plant transcriptomes from the NCBI Sequence Read Archive (SRA) using known tymovirids sequences as query. Identification, assembly and curation of raw SRA reads resulted in 29 viral genome sequences with full-length coding regions, and two partial genomes. Highlights of the obtained sequences include viruses with unique and novel genome organizations among known tymovirids. Phylogenetic analysis showed that six of the novel viruses were related to alphaflexiviruses, seventeen to betaflexiviruses, two to deltaflexiviruses and six to tymoviruses. These findings resulted in the most complete phylogeny of tymovirids to date and shed new light on the phylogenetic relationships and evolutionary landscape of this group of viruses. Furthermore, this study illustrates the complexity and diversity of tymovirids genomes and demonstrates that analyzing SRA public data provides an invaluable tool to accelerate virus discovery and refine virus taxonomy.