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@Ziedelth Ziedelth commented Jan 6, 2026

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Summary of Changes

Hello @Ziedelth, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request introduces a comprehensive refactoring of the application's analytics and member activity tracking systems. It shifts data aggregation responsibilities to the persistence layer, enabling more efficient retrieval of cumulative activity counts. Concurrently, the administrative dashboard's user interface, particularly the member details view, has been significantly upgraded to present this richer data in a more organized and visually appealing manner, enhancing administrative oversight and user experience.

Highlights

  • Backend Refactoring for Cumulative Counts: The core logic for calculating activity metrics has been moved from service layers to repository layers. New repository methods now directly compute cumulative counts for member logins, followed animes, and followed episodes, as well as detailed user analytics (returning users, app versions, locales, devices).
  • Granular Analytics API Endpoints: The /admin/api/analytics endpoint has been split into more specific endpoints: /metrics, /attachments, and /users. This provides a more organized and efficient way to retrieve different types of analytics data.
  • Enhanced Member Dashboard UI: The member edit page (/admin/members/edit.ftl) has undergone a significant visual overhaul. It now features a structured dashboard layout with improved profile information, dedicated activity overview charts, and redesigned sections for followed animes and recently watched episodes, offering a more intuitive and informative experience.
  • Simplified Frontend Data Handling: The JavaScript code for dashboard charts (dashboard_chart.js and within edit.ftl) has been refactored to consume the new, pre-aggregated cumulative data directly from the API. This simplifies client-side logic and improves chart rendering efficiency.
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Code Review

This pull request is a significant improvement, refactoring analytics endpoints for better performance and clarity, and overhauling the dashboard UI. The shift of data aggregation logic to the repository layer is a great move. My feedback focuses on further optimizing performance in a few controller methods and enhancing maintainability in the repositories by reducing code duplication. Overall, these are excellent changes.

@Ziedelth Ziedelth force-pushed the improve-admin-requests branch from a01c8a6 to 94f8ff4 Compare January 7, 2026 06:52
@Ziedelth Ziedelth merged commit 1c2705c into master Jan 7, 2026
5 of 6 checks passed
@Ziedelth Ziedelth deleted the improve-admin-requests branch January 7, 2026 07:18
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2 participants