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MarcSkovMadsen

HoloViz MCP

by MarcSkovMadsen
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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

    A4.1/5.0

    Scored across 20 tools

    Disambiguation4/5

    Most tools target distinct resources (documents, HoloViews elements, hvPlot types, Panel components, skills), but slight overlap exists between doc_get and ref_get (both retrieve documentation) and between pn_get and pn_params (get vs. params only). Overall, an agent can generally distinguish them.

    Naming Consistency4/5

    The majority of tools follow a consistent verb_noun pattern with underscores (e.g., doc_list, hv_get, pn_params). A few single-word tools (inspect, show, search) deviate, but they are still action-oriented and readable.

    Tool Count4/5

    20 tools is slightly above the ideal 3-15 range but justified by the breadth of the HoloViz ecosystem (multiple libraries, documentation, skills). The count feels reasonable and not overwhelming.

    Completeness5/5

    The tool surface is comprehensive for a documentation and exploration MCP: list, get, and search tools exist for each subdomain (documents, HoloViews, hvPlot, Panel), plus skill management, project listing, and a display tool. No obvious gaps for the intended purpose.

    Maintenance

    ActivityInactive
    ResponsivenessUnresponsive

    Resources