Sneh Kansagara contributed to the probabl-ai/skore repository by enhancing API reliability and visualization stability over a focused month of development. They standardized dataframe column names in inspection displays, shifting from plural to singular forms to ensure consistent API behavior and simplify downstream integration. Using Python and Seaborn, Sneh also addressed deprecation warnings in hue-based boxplots by explicitly setting palette parameters, which improved both user experience and code maintainability. All changes were validated through updated unit tests and local verification, demonstrating careful attention to regression risk and deployment stability. The work reflects a methodical approach to incremental, high-quality engineering improvements.