The Network Embedding Exploration Tool (NEExT) is introduced to embed collections of graphs using user-defined node features.NEExT allows for the easy definition of interpretable node-based features for analysis and fast graph embedding.The framework demonstrates its usefulness on collections of synthetic and real-world graphs.NEExT achieves performance in graph classification tasks similar to other state-of-the-art techniques while maintaining model interpretability.