Peripheral nerve injuries (PNI) can result in significant losses of motor and sensory function. Although peripheral nerves have an innate capacity for regeneration, restoration of function after severe injury remains suboptimal. The gold standard for peripheral nerve regeneration (PNR) is autologous nerve transplantation, but this method is limited by the generation of an additional surgical site, donor-site morbidity, and neuroma formation at the site of harvest. Although targeted drug compounds have the potential to influence axonal growth, there are no drugs currently approved to treat PNI. Therefore, we propose to repurpose commonly used nonsteroidal anti-inflammatory drugs (NSAIDs) to enhance PNR, facilitating easier clinical translation. Additionally, calcium signaling plays a crucial role in neuronal connectivity and regeneration, but how specific drugs modulate this process remains unclear. We developed an in vitro hollow channel collagen gel platform that successfully supports neuronal network formation. This study evaluated the effects of commonly used NSAIDs, namely ibuprofen and indomethacin, in our in vitro model of axonal growth, regeneration, and calcium signaling as potential treatments for PNI. Our results demonstrate enhanced axonal growth and regrowth with both ibuprofen and indomethacin, suggesting a positive influence on PNR. Further, these drugs showed enhanced calcium signaling dynamics, which we posit is a crucial aspect for nerve repair. Taken together, these findings highlight the potential of ibuprofen and indomethacin to be used as treatment options for PNI, given their dual capability to promote axonal growth and enhance calcium signaling.