What are the key success factors for the agriculture credit guarantee schemes (CGS)? Are there any design features and interventions to minimize the risk? This paper tries to draw some lessons learned specific to agriculture CGSs based on some case studies in developing countries, and aims to provide useful insights for future interventions, including World Bank projects. These lessons learned focus on risk management and operational features of the CGSs serving the agriculture sector.