Skills for Real Engineers. Straight from my .agents directory.
model-evaluation
Agent skill fromawslabs/agent-plugins
Generates python code that evaluates SageMaker models. Supports two evaluation types: LLM-as-Judge and Custom Scorer. Use when the user says "evaluate my model", "run a benchmark", "test model performance", "how did my model perform", "compare models", or other similar requests.
How to install model-evaluation
npx skills add awslabs/agent-plugins# or add only this skill to Claude Code: copy the folder
plugins/sagemaker-ai/skills/model-evaluation/
# into
~/.claude/skills/model-evaluation/ (all projects)
.claude/skills/model-evaluation/ (one project)
1# Model Evaluation23Generate code that evaluates a SageMaker model.45## Prerequisites67- The SDK environment has been verified (SDK version, region, execution role). If not done, activate the `sdk-getting-started` skill first.89## Principles10111. **One thing at a time.** Each response advances exactly one decision. Never combine multiple questions in a single turn.122. **Confirm before proceeding.** Wait for the user to agree before moving to the next step.133. **Don't read files until you need them.** Only read reference files when you've reached the step that requires them.144. **Don't ask what you already know.** If the answer is in conversation history, workflow_state.json, plan.md, or any file you've already read — use it. Confirm if unsure, but don't re-ask.155. **No narration.** Share outcomes and ask questions. Keep responses short.166. **No repetition.** If you said something before a tool call, don't repeat it after.1718## Scope1920This skill supports the evaluation feature for SageMaker Serverless Model Customization. It can evaluate any base or fine-tuned model supported by SageMaker serverless model customization — both OSS models (Llama, Mistral, Qwen, etc.) and Nova models.2122Tell the user when the skill is activated:2324> "I can help evaluate any base or fine-tuned model supported by SageMaker serverless model customization."25…
Excerpt shown under the repository's Apache-2.0 license.
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