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Scored across 1 tool
With only a single tool, there is no possibility of ambiguity or misselection. The tool's purpose is clearly defined and distinct from any other tool because none exist.
The lone tool name 'run' is a clear verb that matches its action. While there is no pattern to compare against, the naming is consistent and intuitive for the single operation it performs.
The server has exactly one tool, which is appropriate for its focused purpose of running a benchmark suite. Although the count is minimal, it fully covers the server's intended functionality without unnecessary bloat.
The tool covers the core operation of running benchmarks, but lacks separate tools for inspecting existing reports or listing backends/evals. These gaps are partially mitigated by the ability to pass '--help' and use the CLI's subcommands, but the MCP surface itself is limited to a single action.