This work is an extended version of the accepted NeSy 2025 paper, titled "Toward a Clearer Characterization of Neuro-Symbolic Frameworks: A Brief Comparative Analysis." This extended version includes Section 8, which contains more implemented tasks along with extensive documentation, reported time efficiency metrics, and an added memory metric. This submission is under the "Special Issue on NeSy 2025."