Abstract Non-segmented negative-strand (NNS) RNA viruses, such as rabies, Nipah and Ebola, produce 5′-capped and 3′-polyadenylated mRNAs resembling higher eukaryotic mRNAs. Here, we developed a transcription elongation-coupled pre-mRNA capping system for vesicular stomatitis virus (VSV, a prototypic NNS RNA virus). Using this system, we demonstrate that the single-polypeptide RNA-dependent RNA polymerase (RdRp) large protein (L) catalyzes all pre-mRNA modifications co-transcriptionally in the following order: (i) 5′-capping (polyribonucleotidylation of GDP) to form a GpppA cap core structure, (ii) 2′-O-methylation of GpppA into GpppAm, (iii) guanine-N7-methylation of GpppAm into m7GpppAm (cap 1), (iv) 3′-polyadenylation to yield a poly(A) tail. The GDP polyribonucleotidyltransferase (PRNTase) domain of L generated capped pre-mRNAs of 18 nucleotides or longer via the formation of covalent enzyme–pre-mRNA intermediates. The single methyltransferase domain of L sequentially methylated the cap structure only when pre-mRNAs of 40 nucleotides or longer were associated with elongation complexes. These results suggest that the formation of pre-mRNA closed loop structures in elongation complexes via the RdRp and PRNTase domains followed by the RdRp and MTase domains on the same polypeptide is required for the cap 1 formation during transcription. Taken together, our findings indicate that NNS RNA virus L acts as an all-in-one viral mRNA assembly machinery.