Lipid nanoparticles (LNPs) enable efficient mRNA delivery, yet their potential for ocular gene editing remains largely unexplored. Here, we systematically evaluated three LNP formulations containing distinct ionizable lipids, DLin-MC3-DMA, ALC0315, and SM102, for gene delivery to ocular tissues. Among them, SM102-based LNP encapsulating GFP mRNA (SM102-GFP) exhibited the highest transfection efficiency across three cultured ocular cells in vitro. Following intravitreal injection in mice, SM102-GFP achieved selective and robust expression in the trabecular meshwork (TM) without detectable retinal transfection. GFP expression in TM peaked at one week post-injection, declined by three weeks, and could be effectively re-induced by a second dosing of the same vector. Compared with adeno-associated viral (AAV) and adenoviral (Ad) vectors, SM102-GFP showed superior TM specificity and reduced retinal inflammation. Co-delivery of SpCas9 mRNA and sgRNA via SM102-based LNPs enabled efficient CRISPR-mediated knockout of Matrix Gla Protein (Mgp), a key inhibitor of TM calcification. Mgp knockout induced sustained intraocular pressure elevation and anterior chamber deepening with open angles, recapitulating features of primary open-angle glaucoma. Chronic ocular hypertension further led to Müller gliosis and ganglion cell complex thinning, indicative of progressive retinal stress. These findings establish SM102-based LNPs as a safe and efficient platform for TM-targeted gene editing and glaucoma modeling.