Contributed to bioconda/bioconda-recipes by developing a new recipe for the AASTK Amino Acid Sequence Analysis Toolkit, enabling reproducible amino acid sequence analysis pipelines for researchers. The work emphasized explicit dependency management and embedded testing commands to ensure reliable builds using Python and package management best practices. In merenlab/anvio, focused on data management and documentation by updating contributor profile metadata and expanding the GlobDB Functions gene family database documentation. These enhancements improved onboarding, collaboration, and reproducibility for microbiology workflows, demonstrating attention to detail in both technical implementation and user-facing documentation, with a focus on microbial ecology and data transparency.