Pancreatic ductal adenocarcinoma (PDAC) is an aggressive malignancy, but there is limited improvement in its treatment. Near-infrared fluorescence (NIRF) imaging could potentially address the clinical challenges of PDAC. Indocyanine green (ICG) has been widely used in clinical practice; however, its short half-life and lack of active targeting greatly limit its application in pancreatic surgery. In this study, the active targeting peptide KTLLPTP (which actively recognizes PDAC cell surface overexpression Plectin-1) was modified to the ICG to create the novel contrast agent ICG-PTP, which actively targets PDAC cells. It was successfully applied to the NIRF imaging of the PDAC orthotopic mice model, achieving an improved tumor signal background ratio (T/N ratio) of 4.28, compared to 2.34 in the free ICG group. Next, Fluorescence-guided excision of subcutaneous/orthotopic PDAC using ICG-PTP was performed, accurately identifying the tumor margin and significantly facilitating resection efficiency. Finally, PDAC metastases were identified, and interventional photothermal ablation (iPTA) was performed under fluorescence laparoscope guidance. ICG-PTP exhibits good biosafety and clinical transitional potential. Thus, they can provide surgeons with efficient real-time tumor information and offer new treatment strategies for metastases. Accordingly, modification of probes for clinical use and adaptation studies of current equipment are the current focus.