The document provides an overview of a fair evaluation tool designed for assessing compliance with various fairness metrics through a web-based interface. Users can register new metrics, execute evaluations, and recover previous results while the tool undergoes peer review for stability. The system emphasizes automated testing to encourage continuous improvement in fairness standards.