---
title: Redundancy dashboard
order: 14
---

# 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

- [`GET /api/admin/redundancy`](#) — load data (admin-protected)
- [`POST /api/admin/redundancy/evaluate`](#) — save manual rating