Climate change poses a significant threat to agricultural productivity, necessitating a comprehensive understanding of its implications for both agricultural firms and capital lenders. This systematic literature review aims to elucidate emerging trends in addressing climate-related risks in agriculture and credit sectors. Drawing from a rigorous analysis of 39 articles sourced from Scopus and Web of Science databases, three key thematic dimensions have emerged: (i) agricultural lending and credit risk, (ii) green principles and sustainability, and (iii) the context of developing countries. From the impact of climate change on the recoverability of loans to the imperative of transitioning towards a greener and more sustainable economy, alongside the nuanced challenges faced by agriculture in developing countries, we analysed prominent and recent literary approaches. The findings underscore the need to integrate climate change considerations into agricultural and credit policies. Policymakers and financial institutions should prioritize climate education for farmers and promote sustainable financial approaches. Anticipated climate risks will impact lenders’ capital reserves, necessitating portfolio adjustments. A deep understanding of climate change’s interplay with agriculture lending and credit risk is vital, urging proactive policy and practice. Addressing climate challenges in agriculture demands a multifaceted strategy encompassing tailored credit policies, improved access to credit, financial empowerment, and the mitigation of social inequalities. This review highlights the urgent need for proactive strategies to mitigate climate risks and ensure a resilient agricultural sector, emphasizing the crucial role of research and policy interventions in navigating the complex landscape of climate change impacts on agriculture.