A technical article, but for those interested in the developments in materials sciences, this offers a quality summary of continuous time quantum Monte Carlo algorithms for the solution of quantum impurity problems. Splendid review of CT- INT, AUX, HYB, and J algorithms as well as CT-QMC dynamical mean field theory (DMFT) and nanoscientific applications.