This document analyzes the security strength of various chaos-based 8×8 substitution-boxes (s-boxes) to determine their effectiveness against cryptographic attacks. It evaluates performance based on crucial measures such as nonlinearity, algebraic immunity, and differential uniformity, providing insights for cryptographers and researchers in selecting robust s-boxes for encryption systems. The findings highlight the importance of these parameters in designing secure block ciphers resistant to attacks like linear and algebraic cryptanalysis.