My undergraduate thesis completed at Brac University as part of the Bachelor of Science in Computer Science program (2022–2025). This research develops a system for automatic generation of Multiple Choice Questions (MCQs) with answers for Bangla medium SSC-level students, incorporating Natural Language Processing (NLP), Graph-based Retrieval Augmented Generation (GraphRAG), and Bengali text processing to create efficient educational tools for model tests and learning.