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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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.
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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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Categorydevelopment
UpdatedJune 15, 2026
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