The R package RecordTest provides exploratory data analysis and inference tools based on theory of records to describe the record occurrence and detect trends and change-points in time series. In particular, RecordTest consists of graphical tools, distribution-free tests for trend in location, variation or non-stationarity in the tails, and change-point detection tests, all of them based on the record occurrence.
You can install the stable version from CRAN.
You can install the development version from GitHub
Get started in RecordTest with the vignettes