Worked on the moltbot/moltbot repository to enhance contributor attribution by adding targeted email mappings for improved identification and analytics. Focused on updating the clawcontributors map using JSON, the work centered on precise data mapping and thorough documentation to ensure accurate contributor metrics. The approach emphasized metadata management and governance-aligned analytics, preparing the project for more robust future reporting. No bugs were addressed during this period, as the primary objective was to refine attribution data quality. The update was tracked through a documentation-focused commit, highlighting a methodical and detail-oriented workflow that prioritized maintainability and clarity in contributor tracking and project analytics.