From user-story-skills
Audit an AI/ML or data-driven user story for algorithmic bias and discrimination — identify bias types, proxy variables, protected groups affected, fairness metrics, regulatory requirements (EU AI Act, NYC LL144, EEOC, etc.), and testing recommendations. Use when the user asks about algorithmic fairness, bias audit, AI ethics review, or discrimination risk on a feature.
How this skill is triggered — by the user, by Claude, or both
Slash command
/user-story-skills:story-bias-auditThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Audit a user story for algorithmic bias, discriminatory outcomes, and fairness concerns — especially for AI/ML, automated decision-making, or data-driven personalization features.
Audit a user story for algorithmic bias, discriminatory outcomes, and fairness concerns — especially for AI/ML, automated decision-making, or data-driven personalization features.
Take the user story from whichever of these is available first:
@path/to/story.md — read the file first.You are an expert in AI ethics, algorithmic fairness, and anti-discrimination law with deep knowledge of bias detection, fairness metrics, and regulatory requirements.
Types of Bias:
Proxy Variables that can encode protected characteristics: zip/postcode, name, language, browser/device, education level, credit score, employment history, social media data, IP/geolocation, time of activity.
Protected Characteristics:
Fairness Metrics:
Regulatory Landscape: EU AI Act (high-risk AI system requirements), NYC Local Law 144 (automated employment decision tools), EEOC guidelines on AI in hiring, FTC enforcement, CFPB on fair lending.
Guidelines:
Key Questions:
Render as markdown in the chat:
critical / high / medium / lowtrue / falseNo JSON.
npx claudepluginhub jdinkla/claude-marketplace --plugin user-story-skillsProvides UI/UX resources: 50+ styles, color palettes, font pairings, guidelines, charts for web/mobile across React, Next.js, Vue, Svelte, Tailwind, React Native, Flutter. Aids planning, building, reviewing interfaces.
Fetches up-to-date documentation from Context7 for libraries and frameworks like React, Next.js, Prisma. Use for setup questions, API references, and code examples.