Objectives: Although surgical intervention for spontaneous pneumothorax (SP) reduces the recurrence rate, thoracoscopic surgery is associated with greater postoperative recurrence rates than open thoracotomy. A polyglycolic acid (PGA) sheet or oxidized regenerated cellulose (ORC) mesh can therefore be used for additional coverage after thoracoscopic surgery, and this study compared the clinical impacts of these two materials. Methods: From 2018 to 2020, 262 thoracoscopic surgeries for primary SP were performed, of which 125 patients were enrolled in this study, and 48 and 77 patients received ORC and PGA coverage, respectively. The clinical characteristics and surgical procedures were reviewed, and the recurrence rates were compared. To obtain more comprehensive evidence, we performed a literature review and meta-analysis comparing ORC and PGA coverage. Results: There were no significant differences in patient characteristics between the two groups. Operating time was slightly shorter in the ORC group than in the PGA group (p = 0.008). The pneumothorax recurrence rate was similar in both groups (PGA: 10.4%, ORC: 6.2%, p = 0.529), but the recurrence-free interval was significantly longer (p = 0.036) in the ORC (262 days) than in the PGA (48.5 days) group. The literature review identified three relevant studies, and the meta-analysis revealed no difference in pneumothorax recurrence rate between the two coverage materials. Conclusions: The two visceral pleural coverage materials, PGA and ORC, did not show significant differences in postoperative pneumothorax recurrence. Therefore, if applied appropriately, the choice of material between ORC and PGA for thoracoscopic pneumothorax surgery does not have a significant impact on the clinical outcome.