Abstract: This paper explores the construction of codes derived from graphs, a rapidly evolving area intersecting graph theory and coding theory. The study examines various families of graphs to illustrate their potential for generating codes. Furthermore, connections between graph invariants and code properties are investigated to provide a theoretical foundation and guide the design of future graph-based codes.