Tomato (Solanum lycopersicum L.) is one of the major vegetable crops worldwide. Research on the Janus kinase-signal transducer and activator of transcription (JAK-STAT) signaling pathway in tomatoes and other plant systems is extremely limited. In this study, the roles of STAT, a crucial element of the JAK-STAT signaling pathway in tomato seed germination and low-temperature stress responses are examined, employing gene family analysis and genetic transformation. The results indicate that the S. lycopersicum genome contains only one member of the STAT gene family, SlSTAT. Subcellular localization experiments reveal that SlSTAT is found in both the cytoplasm and nucleus, suggesting its potential involvement in biological functions within these cellular compartments. Among the 26 different tomato tissue/organs tested, SlSTAT exhibited higher expression levels in hypocotyl (8 days past germination; 8 DPG), and low expression of SlSTAT significantly reduced the germination rate and impacted biomass at 8 DPG. In addition, the SlSTAT gene was significantly downregulated during low-temperature treatment. Compared with the wild-type (WT) tomatoes, the SlSTAT-overexpressing plants showed more resistance to low-temperature conditions, whereas the downexpressing tomatoes exhibited increased sensitivity. The expressions of low-temperature marker genes (SlCBF1-3) and N-6-methyladenosine (m(6)A)-modification-related genes (m(6)A writer, reader, and eraser genes) were detected to explore possible molecular mechanisms by which SlSTAT causes changes in tomato low-temperature stress resistance. The expression changes of SlCBF1-3 in transgenic plants do not merely follow a straightforward linear relationship with the changes in SlSTAT expression, suggesting a more complex molecular mechanism and a non-direct interaction between SlSTAT and the promoters of SlCBFs. On the other hand, SlSTAT also changes the expression levels of RNA m(6)A-modification-related genes, especially SlFIP37 (writer gene), SlYTP8/9 (reader genes), and SlALKBH8 (eraser gene), ultimately leading to changes in the levels of m(6)A modification. These research findings lay the groundwork for exploring functions of JAK-STAT pathway in tomato development and stress responses, expanding the scope of JAK-STAT signaling studies in plant systems.