In this contribution we present SynTemp, a framework for automatic reaction template/rule extraction. The software allows hierarchical clustering of partial ITS graphs at different resolutions defined here as the expansion radii around the reaction center. SynTemp is capable of performing AAM comparison based on partial ITS. The present implementation uses an approximation for this purpose that delivers accuracies well above 90% on benchmark sets, but may occasionally return false positives. Computationally inferred AAMs form the basis of our approach to extract reaction templates. To this end, we integrated multiple state-of-the-art AAM tools to enhance accuracy. Specifically, we combined RXNMapper, GraphormerMapper, and LocalMapper, achieving an accuracy of 99.47% with a success rate of 71.23% on the Chemical Reaction Dataset. The ensemble approach of extracted templates to atom-atom mapping exhibits high confidence in correctly representing the underlying chemical mechanisms.