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Alternatives to experiment-mcp

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    Related Servers

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    • A
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      Provides MCP access to plan and execute reproducible computational experiments with immutable execution plans, artifact provenance, verification checks, and support for direct, Slurm, and PBS backends.
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    TDQS

    A3.6/5.0

    Scored across 8 tools

    Disambiguation5/5

    Each tool targets a distinct phase of the experiment workflow: power planning, assignment, lift analysis, SRM checking, record lifecycle, and readout drafting. The descriptions explicitly clarify boundary cases, such as assign_cells not writing a record and create_experiment not assigning traffic, which further reduces misselection.

    Naming Consistency4/5

    All tool names use consistent snake_case, and most follow a verb_noun pattern such as assign_cells, analyze_lift, and create_experiment. The main minor deviation is power_calc, which uses a noun abbreviation rather than a clear verb form like calculate_power.

    Tool Count5/5

    Eight tools are well-scoped for an experiment management and analysis server. Each tool covers a meaningful part of the workflow without obvious redundancy or inflated surface area.

    Completeness4/5

    The surface covers experimental design, assignment, analysis, SRM checks, record creation/listing/closure, and readout drafting. Minor gaps remain, such as no get_experiment or update_experiment operation, but the core lifecycle is well represented.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues