eqgrid is an open-source, reproducible package for grid-based monthly earthquake probability forecasting. It covers catalog download, deduplication, tensor construction, sliding-window sample generation, chronological train/validation/test splitting, ConvLSTM and CNN-based model training, evaluation, calibration, and figure generation for manuscript workflows.