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mctlhq

Newton MCP Gateway

by mctlhq

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    TDQS

    A3.8/5.0

    Scored across 4 tools

    Disambiguation4/5

    Tools have mostly distinct purposes: analyze_image for image Q&A, propose_action for action contracts, embed_timeseries for embeddings, and query for general text/JSON Q&A. Potential overlap exists between query and analyze_image since both ask natural-language questions, and query's structured JSON capability could be confused with propose_action, though descriptions clarify boundaries.

    Naming Consistency4/5

    All tools share a consistent 'newton_' prefix, and three of four follow a verb_noun pattern (analyze_image, propose_action, embed_timeseries). The bare verb 'newton_query' is a minor deviation but remains readable and predictable.

    Tool Count5/5

    Four tools is a well-scoped set for a model gateway, each covering a distinct capability (image, action, embedding, query). The count is within the ideal 3–15 range, and no tool feels redundant or missing from the core set.

    Completeness4/5

    The surface covers key interactions with Newton C: querying, image analysis, action proposal, and timeseries embedding. A file upload tool is absent, but the tools accept base64 inline or pre-existing file_ids, so agents can work around it; no execution tool is expected by design.

    Maintenance

    ActivityMaintained
    ResponsivenessUnresponsive