To improve the quality of transcriptome assembly, we introduce TransMCL, a novel transcriptome optimization tool, to reconstruct full-length coding sequences while eliminating redundancy from assembled transcriptomes. TransMCL employs homologs from closely related species to guide the assembly, clustering raw transcripts from transcriptome data and genes from annotated genomes into hierarchical ortholog groups (HOGs).