Background: Critically ill patients in intensive care often struggle with disrupted sleep, a prevalent issue in this population. However, the question of which non-pharmacological intervention is most effective in enhancing sleep quality remains unanswered. This study was conducted to comprehensively evaluate and compare the efficacy of various non-pharmacological interventions aimed at improving sleep quality among critically ill individuals.Methods: We conducted a search of PubMed, Embase, and the Cochrane Library (Cochrane Central Register of Controlled Trials) without language restrictions to identify articles published until July 15, 2023. Randomized controlled trials (RCTs) that investigated various nursing interventions designed to improve sleep quality in critically ill patients were included in this network meta-analysis. All analyses were performed using R software (version 3.4.3) with the "gemtc" package.Results: A total of 2036 patients from 31 RCTs were included in the network meta-analysis, involving 11 different nursing interventions (routine care, relaxation combined with imagery (RI), nursel, music + earplugs + eye masks, music, eye masks, earplugs + eye masks, earplugs, aromatherapy, Warm footbath combined with acupoint exercise (WFA), Virtual reality meditation (VR)). Eye masks and earplugs + eye masks were associated with improved sleep quality compared to routine care intervention (P < .05).Conclusions: In summary, eye masks and earplugs + eye masks stand out as the most effective interventions for enhancing sleep quality in critically ill patients. Therefore, critical care nurses should consider incorporating the use of eye masks alone or combining music with eye masks into the sleep care regimen for critically ill patients.