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Scored across 17 tools
Most tools map to distinct lifecycle stages or resources, and descriptions clearly differentiate them. The only mild ambiguity is among list_gpus, recommend_plan, and estimate_deployment, which all relate to selecting/planning a deployment but return different levels of commitment.
The overwhelming majority follow a clear verb_noun pattern like get_balance, create_instance, wait_for_instance, and destroy_instance. Two names break the pattern: doctor and teardown_status, which are less predictable but still readable.
Seventeen tools is slightly above the ideal 3-15 range, but the domain genuinely spans preflight checks, template browsing, GPU selection, cost estimation, deployment, monitoring, logs, and teardown. Each tool appears to earn its place without much redundancy.
The tool surface covers the full rental lifecycle: check account health, inspect templates and GPUs, estimate costs, create an instance, wait for it, inspect logs and endpoints, extend the deadline, destroy instances, and verify teardown. There are no obvious dead ends or missing operations for the apparent domain.