This repository contains TimeGraph, a synthetic benchmark suite for evaluating temporal causal discovery methods. It includes scripts for dataset generation, and protocols that reflect realistic temporal properties like autocorrelation and nonstationarity. Released with our KDD 2025 paper to support transparent & reproducible research. - View it on GitHub