Member Junction
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    Action that executes a stored query by ID or name using the full query pipeline. This includes composition resolution ({{query:"..."}} macros), Nunjucks parameter templating, caching, and audit logging — the agent gets all of that for free.

    Preferred over Run Ad-hoc Query when a matching saved query exists because:

    • Saved queries are pre-validated and optimized
    • Composition enables reuse of business logic across queries
    • Caching and audit logging are automatic
    • No risk of schema errors from writing ad-hoc SQL

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