The Agent Skills Directory

[SAFE]: The skill provides legitimate technical documentation and workflows for the SHAP (SHapley Additive exPlanations) library.
Evidence: Found throughout SKILL.md and the references/ directory, detailing model explanation, debugging, and visualization techniques.
[EXTERNAL_DOWNLOADS]: Includes standard installation instructions for the shap package and its dependencies from official package registries.
Evidence: uv pip install shap in SKILL.md.
[DYNAMIC_EXECUTION]: Describes standard practices for loading serialized machine learning models and explainer objects using industry-standard libraries.
Evidence: References to joblib.load(), tf.keras.models.load_model(), and torch.load() are included in references/workflows.md as part of production deployment examples.

shap