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MXene, identified as a high performance material with superior properties, has gained significant importance in the field of applications including energy storage, photo catalysis, sensing of components and environmental pollution control. This review article is a comprehensive study on scientometric review on the research studies involving MXene and its derivatives for various applications. The aim of this study is to identify the areas of priority focused during the study period (2012–2020) and evaluate the impact of the studies in terms of different parameters. Using the suitable key words, a total of 3332 documents are identified and screened with respect to yearly count of literature, type of literature, language of publication, authors, Web of science (WoS) categories, most cited literature, author contribution, name of the affiliated institution, country of author affiliation, journals and key words. In addition, collaboration behavior and citation network are reviewed using the mapping tool. The total local citation score (TLCS) and total global citation score (TGCS) are evaluated. Based on the review data, the developments in the field of MXene applications are presented with more focus on sensing applications and photocatalysis. The top two contributing countries in the chosen field of MXene research are China and USA. Based on the number of documents published, ACS Applied Materials & Interfaces and Journal of Materials Chemistry "A" are identified as the best two journals. [Display omitted] • Scientific analysis of MXene and its derivatives are performed for the period 2012–2020. • 3332 bibliographic records from the Web of Science are critically analyzed. • Most cited literature, authors, countries are identified. • Clustering of collaborating authors and institutions is explained. • Recent applications of MXene and future scope were discussed. [ABSTRACT FROM AUTHOR]