Contributed to the nf-core/rnaseq repository by enhancing MultiQC reporting for metagenomic classification tools, focusing on integrating Kraken2 and Bracken outputs. Updated YAML-based MultiQC configuration to consolidate and refine report file matching patterns, improving the accuracy and completeness of abundance and classification reporting. Collaborated on code review and incorporated feedback to ensure robust parsing and documentation. Clarified documentation in Markdown to help users interpret Bracken results alongside Kraken2 classifications, and maintained a clear changelog for reproducibility. Leveraged skills in bioinformatics, configuration management, and documentation to strengthen pipeline reliability and support more transparent, user-friendly downstream analytics and reporting.