Shanwer focused on stabilizing data retrieval in the open-ani/animeko repository, addressing inconsistencies in how series and season information was fetched from Jellyfin. By identifying and fixing a bug that caused gaps in metadata accuracy, Shanwer improved the reliability of media content presentation for end users. The work involved deep debugging and backend development using Kotlin, with an emphasis on robust API integration to ensure consistent data flow. Shanwer also enhanced issue traceability by aligning changes with existing references, supporting future maintenance. This targeted engineering effort resulted in a more dependable user experience when browsing Jellyfin-sourced content in animeko.