SARS-CoV-2 is an enveloped virus. Proteins of the lipid based envelope are not rigidly arranged as compared to non-enveloped viruses lacking lipid based outer layer. Rigidly arranged multivalent display has been reported to be important for potent immune stimulation. We assembled himeric virus-like-particle (VLP) where the core of the particle is composed of the coat protein of Acinetobacter phage. Peptide-based antigen from receptor binding domain (RBD) of SARS-CoV-2 spike protein has been displayed on the coat based VLP matrix using spy-tag/spy-catcher split inteine conjugation system that allows spontaneous, irreversible isopeptide bond formation. Both the matrix as well as peptide have been purified from bacteria which is an easy platform for protein purification. We used the closed state of spike trimer for epitope mapping as this is the conformation of the spike that the immune system visualizes unlike the open state that appears when the virus tries to attach to receptor. Mice based immunization studies were used to test immunogenicity of the antigens. The work demonstrates that peptide-based antigens displayed in high densities can induce neutralizing antibody production unlike free peptide. Careful choice of peptides can deliver better candidates. Also, small size allows easy improvisation. Production in bacteria offers cheaper and robust purification option.