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Metis Public Health

by SVerITG
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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

    B3.4/5.0

    Scored across 187 tools

    Disambiguation2/5

    With 187 tools covering many overlapping areas (e.g., multiple search tools for different scopes, multiple memory storage tools), it is difficult for an agent to distinguish between them despite detailed descriptions. The high number of similar-purpose tools leads to confusion and misselection.

    Naming Consistency4/5

    Most tools follow a consistent verb_noun pattern (e.g., add_, get_, search_, store_, create_, update_), making navigation predictable. A few exceptions like _obsidian_vault, kg_community, and discovery_intro are minor deviations.

    Tool Count1/5

    187 tools is an extremely large surface for any single server, far exceeding the recommended 3-15. This overwhelms agents and reduces the ability to select the right tool efficiently. The server would benefit from consolidation.

    Completeness4/5

    The tool set is remarkably comprehensive for a public health research assistant, covering projects, tasks, literature, datasets, code, memory, knowledge bases, course building, and many utilities. Minor gaps exist in social/collaboration features, but core functionality is well-covered.

    Maintenance

    ActivityActive
    ResponsivenessUnresponsive

    Resources