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Algorate MCP Server

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    TDQS

    B3.1/5.0

    Scored across 13 tools

    Disambiguation2/5

    The registration and listing tools are clearly distinct, but run_benchmark, auto_benchmark, query_performance, and benchmark_all all trigger benchmarking with only subtle differences in scope and output. An agent could easily select the wrong high-level tool without carefully reading each description.

    Naming Consistency4/5

    Most tools follow a predictable snake_case verb_noun pattern such as register_algorithm, list_test_cases, and generate_chart. The auto_ prefix and benchmark_all break the pattern slightly, but the naming convention remains mostly coherent and readable.

    Tool Count4/5

    13 tools is a reasonable size for an algorithm benchmarking server that covers registration, execution, listing, results, and visualization. A few overlapping benchmark/query tools could be consolidated, but the count is not excessive or thin.

    Completeness4/5

    The core workflow is well covered: register algorithms/implementations/test cases, run benchmarks, list entities, fetch results, auto-detect, chart, and run one-click benchmarks. Missing delete/update operations for registered entities and single-entity getters are minor gaps that agents can likely work around.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources