Agent skill
Explainability
See the main Model Explainability skill for comprehensive XAI coverage.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/other/explainability
SKILL.md
Explainability
This skill is covered in detail in the main Model Explainability skill.
Please refer to: 44-ai-governance/model-explainability/SKILL.md
That skill covers:
- What is explainability and why it matters
- Types of explanations (global, local, counterfactual)
- SHAP (SHapley Additive exPlanations)
- LIME (Local Interpretable Model-agnostic Explanations)
- LLM explainability (attention weights, chain-of-thought)
- Presenting explanations to users
- Explainability for different audiences
- Trade-offs (accuracy vs explainability)
- Tools (SHAP, LIME, InterpretML, Captum, Alibi)
- Explainability in production
- Regulatory requirements (GDPR, AI Act)
- Implementation examples
Related Skills
44-ai-governance/model-explainability(Main skill)44-ai-governance/auditability44-ai-governance/human-approval-flows
Recommended Agent Skills
Expand your agent's capabilities with these related and highly-rated skills.
majiayu000/claude-skill-registry
agent-ops-spec
Manage specification documents in .agent/specs/. Use when user provides requirements, acceptance criteria, or feature descriptions that need to be tracked and validated against implementation.
majiayu000/claude-skill-registry
agent-ops-state
Maintain .agent state files. Use at session start, after meaningful steps, and before concluding: read/update constitution/memory/focus/issues/baseline consistently.
majiayu000/claude-skill-registry
agent-ops-spec
Manage specification documents in .agent/specs/. Use when user provides requirements, acceptance criteria, or feature descriptions that need to be tracked and validated against implementation.
majiayu000/claude-skill-registry
agent-ops-testing
Test strategy, execution, and coverage analysis. Use when designing tests, running test suites, or analyzing test results beyond baseline checks.
majiayu000/claude-skill-registry
agent-ops-testing
Test strategy, execution, and coverage analysis. Use when designing tests, running test suites, or analyzing test results beyond baseline checks.
majiayu000/claude-skill-registry
agent-ops-state
Maintain .agent state files. Use at session start, after meaningful steps, and before concluding: read/update constitution/memory/focus/issues/baseline consistently.
Didn't find tool you were looking for?