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Scored across 14 tools
Each tool targets a distinct resource or action: balance, templates, GPUs, deployment lifecycle, and job artifacts are clearly separated. Even the closely related get_deployment, wait_for_deployment, and get_job_result serve different purposes (status snapshot, blocking wait, and log retrieval) without meaningful overlap.
All tools follow a consistent verb_noun snake_case pattern, such as get_balance, list_templates, create_deployment, and extend_deployment. The naming is predictable and makes the action and target of each tool immediately obvious.
14 tools is a reasonable size for a deployment platform that covers credits, templates, GPU availability, cost estimation, deployment lifecycle, and job results. Each tool represents a distinct capability needed to follow the user's workflow from planning through execution to cleanup.
The core lifecycle is covered well: estimate, create, wait, poll, stop, start, extend, and fetch results. The main gap is the lack of a delete/remove operation for deployments, so users cannot fully clean up old or unwanted deployments from their account.