Irritable Bowel Syndrome (IBS) is a complex gastrointestinal disorder characterized by chronic abdominal pain and altered bowel habits, often linked to disruptions in intestinal barrier function. Increased intestinal permeability plays a key role in IBS pathogenesis, affecting immune responses, gut microbiota, and inflammation. This study conducts a bibliometric analysis to explore global research trends on intestinal permeability in IBS, focusing on key contributors, collaboration networks, and thematic shifts, particularly the interplay between the intestinal barrier, gut microbiota, and dietary components. A total of 411 articles were retrieved from Scopus, with 232 studies analyzed using Bibliometrix in R. To optimize screening, ASReview, a machine learning tool, was employed, utilizing the Naïve Bayes algorithm combined with Term Frequency-Inverse Document Frequency (TF-IDF) for adaptive ranking of articles by relevance. This approach significantly improved screening step efficacy. The analysis highlights growing research interest, with China and the USA as leading contributors. Key themes include the role of gut microbiota in modulating permeability, the impact of dietary components (fiber, probiotics, bioactive compounds) on tight junction integrity, and the exploration of therapeutic agents. Emerging studies suggest integrating gut barrier modulation with nutritional and microbiome-targeted strategies for IBS management. This study provides a comprehensive overview of research on intestinal permeability in IBS, mapping its evolution and identifying major trends. By highlighting key contributors and thematic areas, it offers insights to guide future investigations into the interplay between gut permeability, diet, and microbiota, advancing understanding of IBS pathophysiology and management.