Protein synthesis and semisynthesis offer immense promise for life science and have impacted pharmaceutical innovation. Nevertheless, the absence of a generally applicable method for traceless peptide conjugation with flexible choices of junction sites remains a bottleneck to accessing many important synthetic targets. Here we introduce the protein activation and ligation with multiple enzymes (PALME) platform designed for the sequence-unconstrained synthesis and modification of biomacromolecules. The upstream activating modules accept and process easily accessible synthetic peptides and recombinant proteins, avoiding the challenges associated with the preparation and manipulation of activated peptide substrates. Cooperatively, the downstream coupling module provides comprehensive solutions for sequential peptide condensation, cyclization, and protein N/C-terminal or internal functionalization. This methodology’s practical utility was showcased by synthesizing a series of bioactive targets, ranging from pharmaceutical ingredient to synthetically challenging protein. Together, the modular PALME platform exhibits unprecedented broad accessibility for the traceless protein synthesis and functionalization and holds enormous potential to extent the scope of protein chemistry and synthetic biology.