We present FeynGraph, a modern high-performance Feynman diagram generation toolkit designed to integrate seamlessly with modern computational workflows for calculating scattering amplitudes. FeynGraph is designed as a high-performance Rust library with easy-to-use Python bindings, allowing it to be readily used in other tools. With additional features like custom diagram selection filters, automatic diagram drawing and soon automatic amplitude construction, FeynGraph strives to be a fully-featured Feynman diagram toolkit at any loop order.