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paiksca

turnwise

by paiksca
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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

    A4.3/5.0

    Scored across 9 tools

    Disambiguation5/5

    Each tool targets a distinct stage in the analysis pipeline, from environment checks to transcription, parsing, scoring, evidence extraction, comparison, cohort analysis, and rubric explanation. No two tools share the same purpose, and descriptions clearly differentiate similar operations like transcribe_audio vs transcribe_session.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun snake_case pattern (e.g., check_audio_support, transcribe_session, score_conversation). This makes the action and target immediately clear, and there are no stylistic deviations.

    Tool Count5/5

    With 9 tools, the set is well-scoped and each tool earns its place. The count fits within the ideal 3-15 range and covers the full workflow without redundancy.

    Completeness5/5

    The server covers the entire lifecycle from pre-transcription checks to group-level analysis and rubric explanation. There are no obvious gaps: transcription, parsing, scoring, qualitative evidence review, comparison, and cohort aggregation are all represented.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

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