Maximizing the accumulation of anticancer medicine in the tumor is the priority to achieve minimal invasive cancer therapy, which raises high demands on tumor-targeting ability of drug delivery systems. Herein, we adopted an emerging “cell-drug” strategy via the nanoplatform construction to achieve high aggregation and intratumoral distribution. We fabricated gold nanostars (GNSs) with HER-2 monoclonal antibody (trastuzumab) and near-infrared region (NIR) photosensitizer indocyanine green (ICG) to obtain GNS@ICG-Ab, which combined the photothermal therapy with photodynamic therapy (PTT/PDT) that rely on enhanced photothermal conversion efficiency of GNS and ¹O₂ generator ICG under the exposure of a NIR laser. Tumor-tropism CIK cells loaded with GNS@ICG-Ab were able to migrate into tumors and make a difference in efficient accumulation and uniform distribution of the GNS@ICG-Ab-CIK nanoplatform inside tumors based on fluorescence, photoacoustic (PA), and computed tomography (CT) imaging observations. Encouraged by the improvements in tumor targeting and retention presented by real-time imaging, we employed the novel nanoplatform to synergistically inhibit the progression of tumors in SK-BR-3 tumor-bearing mice via PTT/PDT and immunotherapy-implemented by CIK cells for activating the immune response, and with the specific linkage between trastuzumab and SK-BR-3 tumor cells, our platform could exert a precise strike of PDT/PTT. Taken together, the integrating tri-modal imaging with tri-modal therapy endows CIK-GNS@ICG-Ab with promising potential in cancer theranostics and lays a solid foundation for the development of immune cell application in nanomedicine delivery.