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Scored across 5 tools
Each tool targets a distinct resource or action: planning, hardware listing, API comparison, model resolution, and model suggestion. The only potential confusion is between plan (workload→GPU) and suggest (GPU→models), which are inverse operations, but descriptions explicitly clarify the distinction.
All names use the consistent 'chimeraforge_' prefix and snake_case. Most follow a verb_noun pattern (list_hardware, compare_api, resolve_model), with two single-verb exceptions (plan, suggest), which is a minor deviation.
Five tools is well-scoped for a GPU deployment planning server. Each tool earns its place: planning, hardware listing, API comparison, model resolution, and inverse suggestion cover the core workflow without redundancy.
The surface covers the main deployment planning lifecycle: resolving models, listing hardware, planning deployments, comparing costs, and suggesting models. Minor gaps exist, such as no explicit tool to enumerate supported backends or engines, but agents can work around this via the platform parameter in plan.