tf_geometric is a Graph Neural Network library for TensorFlow 1.x and 2.x, inspired by pytorch_geometric. It implements GNNs using the Message Passing mechanism rather than dense or sparse matrix approaches, providing efficient and user-friendly APIs for complex graph neural network operations. The library includes implementations of popular GNN architectures such as Graph Attention Networks (GAT) with multi-head attention support.