As quantum computers continue to scale in terms of quantum bit (qubit) count and operational reliability, they offer great potential for solving complex scientific problems, including computational chemistry, material science, and geophysical monitoring. Despite the rapid progress in hardware, the practical use of quantum computers remains limited. This is largely due to the lack of accessible software infrastructure and the inherently complex and unique behavior of qubit operations. As a result, most implementations of quantum applications are manually crafted, creating a steep barrier for domain scientists who could otherwise benefit from quantum capabilities in their applications. To address this pressing issue and being inspired by electronic design automation for classical hardware design, this project aims to unlock the potential of quantum computing by developing an automated quantum design and implementation toolkit, namely QuAIM. With this toolkit, the project lowers barriers to entry for using quantum computers, making it easier and more reliable for scientists in various disciplines to leverage the power of quantum computing. This can enable complex scientific discoveries that, in turn, drive technological innovation and enhance societal resilience through improved early warning systems and hazard mitigation. With the aim of enabling scientific domain experts to leverage the power of quantum computing cyberinfrastructure seamlessly, the project uses the emerging