Anti-agglomerants (AAs) have become a promising strategy for mitigating gas hydrate risks in hydrocarbon transport systems. However, a notable limitation of AAs is their diminished effectiveness in systems with high water content. The density of the AA monolayer is a critical factor influencing the coalescence and agglomeration of hydrate particles with water droplets, but the mechanisms driving these effects remain largely unknown. In this study, molecular dynamics (MD) simulations were employed to explore the anti-wetting performance and interaction properties of Cocamide Monoethanolamine (CMEA) monolayers at varying densities on hydrate surfaces. The results indicate that in systems with low-density monolayers, CMEA molecules exhibit high degrees of freedom and increased fluctuation frequencies, allowing the water molecules of droplet to penetrate the monolayer and rapidly wet the hydrate surface. In contrast, high-density monolayer configurations show properties that hinder droplet wetting on hydrate surfaces and inhibit hydrate growth. Further investigation into the adsorption behavior of CMEA molecules on hydrate surfaces highlights the substantial impact of the solution phase on adsorption free energy, with gas-phase environments enhancing the binding strength between CMEA molecules and hydrate surfaces. These molecular insights offer valuable observations regarding the structural adaptability of AA monolayers during droplet permeation and wetting processes, providing critical information for understanding the broader interactions between anti-agglomerant molecules and hydrates.