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validating-ai-ethics-and-fairness

Automates validation of AI/ML models for bias and ethical compliance, generating reports and recommendations for fairness assessment.

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Security score

The validating-ai-ethics-and-fairness skill was audited on Jun 1, 2026 and we found 4 security issues across 1 threat category. Review the findings below before installing.

Categories Tested

Security Issues

low line 84

External URL reference

SourceSKILL.md
84- [Fairlearn Documentation](https://fairlearn.org/) -- bias detection, mitigation algorithms, MetricFrame API
low line 85

External URL reference

SourceSKILL.md
85- [AI Fairness 360 (AIF360)](https://aif360.mybluemix.net/) -- comprehensive fairness toolkit with 70+ metrics
low line 86

External URL reference

SourceSKILL.md
86- [Google What-If Tool](https://pair-code.github.io/what-if-tool/) -- interactive fairness exploration
low line 88

External URL reference

SourceSKILL.md
88- [IEEE Ethically Aligned Design](https://ethicsinaction.ieee.org/) -- technical ethics standards
Scanned on Jun 1, 2026
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