The seven task-creation tools share identical boilerplate descriptions ("Create a Grok Imagine task on RunAPI (...)") and identical return shapes, so the agent must rely almost entirely on the tool names to distinguish them. The names themselves are modality-specific (text_to_image vs edit_image vs upscale_image vs image_to_video vs extend_video), which is mostly clear, though 'segment_map' is opaque and edit_image/upscale_image overlap conceptually.

Conventions are mixed: login, get_task, check_pricing, edit_image, extend_video, upscale_image follow a verb_noun style, while text_to_image, image_to_video, text_to_video, and segment_map are noun-phrase/operation names with no verb. It's readable but not a single predictable pattern, and the '_to_' forms sit awkwardly next to the verb-first ones.

Ten tools is well-scoped for an async generation service: one auth tool, one pricing lookup, one status poller, and one tool per generation mode. Each tool earns its place and there is no filler.

Auth, pricing, task polling, and seven generation modes are covered, but the async task lifecycle has notable gaps: there is no list_tasks, cancel_task, or delete, so an agent that loses a task id or needs to cancel a runaway job is stuck. Result retrieval is only via get_task, with no download/save helper.