The most common is Mann-Kendall. I do not know if it is necessary to apply another technique, since the important thing is that the results obtained are statistically significant.
The MK-test is rank-based, non-parametric and suitable for time series containing outliers and non-linear trends. It is de facto standard in the climatology and you need to have good reasons to use something else.