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Related Servers

Alternatives to MCP Refana Server

No user-submitted related servers found.

    Related Servers

    • A
      license
      Not graded
      quality
      C
      maintenance
      An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on analysis facilities, but usable with any Rucio instance.
      6
      Apache 2.0
    • F
      license
      Not graded
      quality
      B
      maintenance
      Enables agents to discover available Mu2e analyses and run them on art files, returning parsed physics metrics and job results.
      -
    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables AI coding agents and humans to collaborate on local, evidence-driven planning by exposing MCP tools for plan listing and binding, workflow catalog/run operations, and task tracking with human-reviewed decisions.
      2
      AGPL 3.0
    • A
      license
      A
      quality
      A
      maintenance
      An MCP server that connects LLMs to CERN GitLab to discover and analyze High Energy Physics code, documentation, and analysis examples. It provides 14 tools for repository browsing, dependency parsing, and CI/CD configuration analysis.
      15
      35 PyPI
      4
      AGPL 3.0

    TDQS

    A4/5.0

    Scored across 4 tools

    Disambiguation5/5

    Each tool has a distinct purpose: listing datasets, retrieving dataset info, creating filelists, and summarizing analysis results. No overlap.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern in snake_case, making them predictable and easy to navigate.

    Tool Count5/5

    Four tools is appropriate for a specialized analysis server, covering key steps without being excessive or insufficient.

    Completeness4/5

    The set covers dataset discovery, preparation, and result summarization, but lacks a tool to trigger or configure an actual analysis run, which is a minor gap.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues