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nblm-mcp

by Solar2004
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Python
Remote

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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

    A3.8/5.0

    Scored across 38 tools

    Disambiguation4/5

    Most tools target distinct resources and actions, but a few overlap: server_info, health, and session_status all cover diagnostics/status, and source_add vs source_add_drive_file could be confused. Descriptions are detailed enough to disambiguate with careful reading.

    Naming Consistency4/5

    The naming is predominantly verb_noun with clear resource prefixes (notebook_, source_, studio_, research_, share_, account_). Minor deviations: server_info, session_status, and health are noun phrases, and source_add_drive_file is a long compound, but the overall pattern is consistent and predictable.

    Tool Count2/5

    38 tools is well above the 25+ threshold and feels excessive for a single MCP server. While the domain is broad, several tools overlap (server_info/health/session_status, source_add variants) and could be consolidated, resulting in unnecessary complexity.

    Completeness4/5

    The tool surface covers the full lifecycle for notebooks, sources, chat, studio artifacts, research, sharing, and account management. Minor gaps exist, such as no dedicated notebook get (covered by notebook_describe) and no source update (sources are immutable), but no critical workflows are missing.

    Maintenance

    ActivityStale
    ResponsivenessNo issues

    Resources