| name | Benchmark Research |
| description | Identify benchmark, evaluation, experiment, or comparison requirements and upstream constraints. |
| when-to-use | Use when task touches benchmark integration, model/product evaluation, performance testing, or score interpretation. |
| user-invocable | false |
| context | inline |
Report:
- Upstream benchmark contract.
- What the product may adapt versus must leave untouched.
- Required files, containers, commands, and outputs.
- Dataset/task integrity rules, scoring logic, official versus debug modes, and reproducibility requirements.
- Failure modes that indicate harness issues, product issues, environment issues, or model/agent behavior.
- Metrics and report fields needed to make the result interpretable.
Do not alter benchmark definitions or scoring logic.