Use when creating, editing, validating, or running agent-qa tests, suites, or hooks. Prefer agent-qa MCP tools, enforce canonical agent-qa IDs, and use the bundled schema reference to avoid hallucinated config keys or YAML fields.
Use after an agent-qa run has failed and you need to debug, patch, and verify the issue using MCP evidence, logs, artifacts, and local code changes instead of generated fix suggestions.
Use when investigating failed agent-qa runs, inspecting artifacts, classifying failures, or comparing recent runs. Prefer agent-qa MCP run/artifact tools and produce evidence-backed triage.