aetre
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TDQS
Scored across 20 tools
Each tool targets a distinct mathematical or operational aspect of the review/triage pipeline, from VOI calculations to staking and congestion management. Even similar tools like aetre_calculate_voi, aetre_heavy_tailed_voi, and aetre_multi_attribute_voi are clearly differentiated by their specific model variants and outputs, eliminating ambiguity.
All tools share the 'aetre_' prefix and follow a consistent snake_case verb_noun or noun_modifier pattern (e.g., 'calculate_voi', 'check_governor', 'system_catalog'). While verbs vary (calculate, check, evaluate, simulate), the naming is uniform and predictable, making tool selection straightforward.
With 20 tools, the set is on the heavier side, but the complexity of the domain (a full simulation and optimization system for scientific review) justifies this count. Each tool addresses a specific functional need, and the server is well-scoped; it would be difficult to reduce the count without losing essential capabilities.
The tool surface covers the major lifecycle stages of the pipeline: triage, VOI, staking, queue analysis, backtesting, calibration, and simulation. Minor gaps exist, such as no explicit tool for managing data inputs/outputs or handling individual review assignments, but these are likely handled by the system catalog and other core functions. Overall, the set is comprehensive for its stated purpose.