Fuzzy matrix games extend classical matrix games by incorporating fuzzy set theory to handle uncertainty in payoffs, strategies, and player preferences. This review article provides a comprehensive survey of fuzzy matrix games, covering fundamental concepts, solution methodologies, and applications. We analyze 50 high-quality research papers, categorizing them based on their contributions to theory, solution techniques, and real-world implementations. The article highlights key challenges and future research directions in this evolving field.