oklo-aurora-mcp
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TDQS
Scored across 11 tools
Most tools target clearly distinct physics domains (conduction, coolant bundle, RVACS, sCO2 cycle, pyroprocessing, isotope yield, microgrids, cask, surrogate). However evaluate_physics_surrogate_tool overlaps with evaluate_coolant_bundle on peak cladding temperature and pressure drop, and solve_aurora_system_transient is an orchestrator that overlaps everything, creating mild confusion.
Nearly all tools follow a verb_noun snake_case convention (evaluate_, calculate_, simulate_, solve_). Deviations are minor: verbs vary across evaluate/calculate/simulate/solve, and two tools redundantly carry a '_tool' suffix while others do not.
11 tools are well-scoped for a multi-physics reactor ecosystem simulator, and each maps to a coherent analytical domain without redundancy. No tool feels gratuitous.
The surface covers reactor thermal-hydraulics, passive cooling, power conversion, fuel-cycle recycling, isotope production, microgrid stability, transport safety, and a surrogate. Minor gaps exist (e.g. no explicit economics or shielding/dose lifecycle beyond cask), but core workflows are covered.