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Scored across 111 tools
Most tools name an exact resource and action, making pairs like list_runs/get_run or plan_capture/execute_capture_plan easy to tell apart. However, the sheer number of get_*, list_*, extract_*, and analyze_* tools, plus near-neighbor pairs like compare_run_sets/compare_kernel_validation, introduces real selection risk.
The dominant verb_noun snake_case convention is consistent across plan_*, extract_*, list_*, get_*, and analyze_* tools. Minor deviations such as workspace_status, workload_configuration_status, extract_memray behaving like a start operation, and get_native_viewer_plan keep it from a perfect score.
111 tools is an extreme surface for any MCP server, far beyond a focused, well-scoped toolset. Even if each tool serves a distinct profiling sub-domain, an agent would have to navigate an overwhelming and impractical number of choices.
The toolkit covers an impressively broad lifecycle: workspace setup, workload configuration, planning, execution, extraction, analysis, artifact pipelines, inference, experiments, fault injection, comparisons, hypotheses, and findings. Minor gaps exist around generic resource removal/update operations, but the domain is largely immutable by design and workflows generally have no dead ends.
