SCOUT is a two-stage agentic safety verifier that generates task-specific completion and safety rubrics through reasoning and gathers evidence through tool-intensive interactions. It outperforms LLM-as-a-judge verifiers and naive tool-use verifiers on computer-use safety benchmarks.