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Redundancy dashboard

The Redundancy dashboard (/admin/redundancy) is an admin tool for automatic detection of duplicate or strongly overlapping tools — per category — including cost and rating comparison.

Access is reserved exclusively for admins (the API is admin-protected).

Layout

  • Per category a group is shown: name of the category, number of tools and comparisons as well as the total monthly costs if applicable (e.g. €X.XX/mo total).
  • Each tool is displayed as a card: name, monthly costs, number of ratings, combined rating, license badges and number of features.

Comparisons & recommendations

For each tool pair the following appears:

  • Tool A vs. Tool B, each with rating (X.X ★) and monthly costs.
  • Overlap in percent (progress bar in the middle).
  • A recommendation with confidence color:
    • high (green), medium (yellow), low (gray)
  • The recommended, better tool is marked with a "thumbs up" and justified.

Manual rating

You can rate a pair manually: click on Tool A or Tool B to record which one is better. The selection is saved and the display is updated.

API