OptiCom is a unified framework for state-conditioned composition in LLM-driven optimization. It represents LLM-driven optimizers within a shared configuration space and dynamically composes immediate mechanisms through structured Action Packages. Evaluations demonstrate the superiority of OptiCom over 14 configurations, achieving the top score in 23 benchmark groups.