IntelliGraphs is a collection of datasets for benchmarking Knowledge Graph Generation models. It consists of three synthetic datasets (syn-paths, syn-tipr, syn-types) and two real-world datasets (wd-movies, wd-articles). There is also a Python package available that loads these datasets and verifies new graphs using semantics that was pre-defined for each dataset. It can also be used as a testbed for developing new generative models.