The use of fluorescently labeled major histocompatibility complex multimers has become an essential technique for analyzing disease- and therapy-induced T-cell immunity. Whereas classical major histocompatibility complex multimer analyses are well-suited for the detection of immune responses to a few epitopes, limitations on human-subject sample size preclude a comprehensive analysis of T-cell immunity. To address this issue, we developed a combinatorial encoding strategy that allows the parallel detection of a multitude of different T-cell populations in a single sample. Detection of T cells from peripheral blood by combinatorial encoding is as efficient as detection with conventionally labeled multimers but results in a substantially increased sensitivity and, most notably, allows comprehensive screens to be performed. We obtained proof of principle for the feasibility of large-scale screening of human material by analysis of human leukocyte antigen A3–restricted T-cell responses to known and potential melanoma-associated antigens in peripheral blood from individuals with melanoma.