Each tool has a clearly distinct purpose: listing models, running inference, checking balance, and explaining channel setup. There is no meaningful overlap or ambiguity between them.

list_models and open_channel follow a verb_noun pattern, but infer is a bare verb and channel_balance is a noun phrase without an action verb. The names are readable and predictable in context, but the conventions are mixed.

Four tools is well-scoped for a paid inference gateway: discovery, usage, balance checking, and onboarding. Each tool serves a distinct and necessary step in the core workflow.

The core loop of choosing a model, running inference, checking balance, and funding/opening a channel is covered. Minor gaps like detailed transaction history or channel closure are absent, but agents can accomplish the primary purpose without dead ends.