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Gumloop MCP Server

by thenavidm
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Hybrid

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    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

    B3.1/5.0

    Scored across 92 tools

    Disambiguation2/5

    Many tools have overlapping or indistinguishable purposes across the 92-tool surface, such as list_flows vs list_workbooks vs get_run_history, or upload_file vs upload_files vs upload_session_file vs upload_brain_files. with such a large flat set, boundaries between agent, session, flow, evaluation, brain, and skill tools are unclear without deep cross-referencing.

    Naming Consistency4/5

    Most tools follow a consistent verb_noun snake_case pattern (list_agents, create_skill, delete_brain_source), with only minor deviations like route_model and call_mcp_tools. The convention is largely predictable.

    Tool Count2/5

    92 tools is excessive for a single MCP server and likely buries the core operations. Many are thin variants (get_evaluation_metrics vs get_organization_evaluation_metrics) that could be consolidated.

    Completeness4/5

    Coverage is broad and deep across flows, agents, sessions, evaluations, brain, skills, and MCP, with both read and write operations. minor CRUD gaps exist but the surface is mostly complete.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources