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Integration of climate information in farm-level adaptation decision is crucial to manage climate change induced risks. The Government of Kenya is mandated to manage and disseminate climate information to enhance adaptation to climate change. However, the use of climate information on farm-level adaptation has not been explored. The purpose of this study was to: identify the climate information accessed by farmers, establish the association between using climate information and the adaptation strategies adopted, examine the factors influencing adaptation decisions, find out how climate information were used and the benefits and constraints of using the information. Data was collected from 432 households randomly selected from semi-arid areas in Machakos, Makueni and Kitui counties. The Multivariate probit model was used to analyse data. The results showed that farmers accessed short and medium-term forecasts; decadal forecasts and agrometeorological advisories. There was a significant association between using climate information and the climate change adaptation strategies adopted by the farmers. Demographic, socio-economic and institutional factors significantly influenced farmers' adaptation decisions. Farmers used the climate information for tactical, short-term farm operations. Benefits of using climate information were manifested in reduced crop loss, increased yield and farm revenue. However, farmers' use of climate information was constraint by economic and technical factors. The study recommends that the Government enforces policies that empowers farmers to access the requisite farm inputs and facilitate the provision of agrometeorological advisories to increase local-level utility of climate information. The Government should formulate and implement policies that strengthen the provision of timely, simplified and adequately actionable climate information that suit farmers' climate change adaptation needs. [ABSTRACT FROM AUTHOR]