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research-mcp

by lduda79
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Python
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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4.5/5.0

    Scored across 9 tools

    Disambiguation5/5

    Each tool targets a distinct aspect: library management (list_library, read_paper, search_papers), project overview (list_projects), and experiment analysis (list_experiments, get_experiment, get_fold_summary, analyze_project, compare_experiments). No overlap in purpose.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern in snake_case (e.g., list_library, read_paper, analyze_project). The naming is predictable and uniform.

    Tool Count5/5

    With 9 tools covering paper library and experiment tracking, the toolkit is well-scoped for a research assistant. No redundant or missing tools for the core functionalities.

    Completeness5/5

    The tool set covers the full lifecycle for the domain: browsing papers (list, search, read), exploring projects, and analyzing experiments (list, get, compare, aggregate, fold stats). No obvious gaps.

    Maintenance

    ActivityMaintained
    ResponsivenessUnresponsive

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