OmniEvent is a unified event extraction framework built on PyTorch and HuggingFace Transformers. It provides standardized data processing pipelines, consistent evaluation metrics, and support for multiple model architectures across various event extraction datasets. The toolkit enables researchers to train custom models and perform comprehensive benchmarks with consistent preprocessing and output formats.