Methods and oligonucleotide reagents for analyzing individual T cells are disclosed. In particular, the present disclosure provides methods for analyzing individual T cells using high-throughput multiplex amplification and deep sequencing of nucleic acids encoding T cell receptors (TCRs) and various other T cell phenotypic markers. The present disclosure further provides methods of reconstituting TCRs from individual T cells for functional studies, ligand discovery, or screening therapeutics.