Insulin resistance (IR) is a complex abnormality and associated with hypertension. We aimed to assess the associations of six alternate IR measures and risk of hypertension, and to compare the predictive values for hypertension. We assessed 11,223 non-hypertensive Chinese adults enrolled in The Rural Chinese Cohort Study during 2007-2008. Six surrogate IR indexes were new visceral adiposity index (NVAI), Chinese visceral adiposity index (CVAI), weight-adjusted waist index (WWI), lipid accumulation product (LAP), triglyceride glucose (TyG) index, and visceral adiposity index (VAI). The relative risks (RR) and 95% confidence intervals (95% CI) of the six IR indicators and hypertension were estimated by using modified Poisson regression models with three adjusted models. During a median follow-up of 11.1 years, 3373 (30.05%) study participants developed hypertension. The cumulative incidence of hypertension showed an increasing trend with higher levels of all six IR surrogates. Significant associations of all the IR measures with incident hypertension were found in fully adjusted model, and the highest quartile group RRs (95% CIs) for hypertension were, 2.19 (1.88-2.55), 1.60 (1.42-1.81), 1.38 (1.25-1.53), 1.47 (1.31-1.65), 1.18 (1.04-1.34) and 1.25 (1.08-1.44) for NVAI, CVAI, WWI, LAP, TyG index and VAI, respectively, compared with lowest quartile group. Further, NVAI had the maximum predictive power for hypertension among six IR measures with the largest AUC of 0.706 (0.697-0.714). NVAI, CVAI, WWI, LAP, and TyG index were all independently associated with greater risk of incident hypertension, among which NVAI is the most powerful predictor for hypertension in rural Chinese adults. Association of the surrogate insulin resistance indexes with the risk of hypertension.