Shilpa Thotli developed comprehensive user-facing documentation for the TLC Image Annotation Tool within the ComPlat/chemotion_saurus repository, focusing on accelerating user adoption and streamlining onboarding. She applied her expertise in technical writing and documentation, using Markdown to create detailed guides covering tool purpose, features, usage instructions, troubleshooting, and support for annotating TLC plates and calculating Rf values. Her work emphasized clarity, maintainability, and alignment with ongoing code changes, ensuring the documentation remained relevant for both users and future contributors. By standardizing repository-level documentation practices, Shilpa reduced support demands and facilitated smoother handoffs for the broader development team.