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shpbl-counterfactual-exposure-planner

by SweetKenneth
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    TDQS

    B3.2/5.0

    Scored across 3 tools

    Disambiguation5/5

    Each tool has a clearly distinct role: baseline measurement, single-scenario simulation, and multi-scenario ranking. There is no real overlap or ambiguity between these three operations.

    Naming Consistency4/5

    All tools share the exposure_ prefix and snake_case, which makes them predictable. The minor deviation is that exposure_baseline uses a noun while exposure_simulate and exposure_rank use verbs, slightly breaking a pure verb_noun pattern.

    Tool Count5/5

    Three tools is on the lower end but appropriate for a tightly scoped counterfactual exposure planner. Each tool covers a distinct stage in the workflow and none feels redundant.

    Completeness4/5

    The core planning workflow of baseline, simulate, and rank is well covered. The main gap is the lack of tools for defining/persisting scenarios or applying a chosen intervention, but this is not a fatal omission for a planner.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

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