aiml-validation-framework
AI/ML medical device validation skill implementing FDA's GMLP principles
npx skills add a5c-ai/babysitter --skill aiml-validation-framework --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# AI/ML Validation Framework Skill ## Purpose The AI/ML Validation Framework Skill supports validation of AI/ML-enabled medical devices per FDA Good Machine Learning Practice (GMLP) principles, addressing data quality, model performance, and predetermined change control. ## Capabilities - Training data quality assessment - Ground truth labeling validation - Model performance metrics calculation (AUC, sensitivity, specificity) - Subgroup performance analysis - Bias and fairness evaluation - Predetermined change control plan (PCCP) templates - Clinical validation study design - Locked algorithm vs. adaptive documentation - Model explainability documentation - Performance monitoring planning - Real-world performance tracking ## Usage Guidelines ### When to Use - Validating AI/ML algorithms - Assessing training data quality - Planning clinical validation studies - Preparing FDA AI/ML submissions ### Prerequisites - Algorithm development complete - Training/test datasets curated - Ground truth established - Intended use clearly defined ### Best Practices - Document data management practices - Validate on diverse populations - Plan for performance monitoring - Consider predetermined chan
- Purpose
- Capabilities
- Usage Guidelines
- When to Use
- Prerequisites
- Best Practices
- Process Integration
- Dependencies
- Configuration
- Output Artifacts
- Quality Criteria
What does the aiml-validation-framework skill do?
AI/ML medical device validation skill implementing FDA's GMLP principles
How do I install it?
Run `npx skills add a5c-ai/babysitter --skill aiml-validation-framework --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From a5c-ai/babysitter, a repository with 1,642 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.