Most tools have clearly distinct purposes (list, run, cancel, queue status, upload). The main overlap is between get_job_result and download_job_results, both dealing with job results; descriptions clarify (one returns result data, the other resolves native output paths for async jobs), but an agent could still hesitate over which to call.

All nine tools follow a consistent verb_noun snake_case pattern: get_workflow_params, run_workflow, list_workflows, cancel_job, upload_image, etc. No mixing of conventions or vague verbs.

Nine tools is well-scoped for a ComfyUI workflow server, covering discovery, execution, monitoring, cancellation, and asset handling without bloat. Each tool earns its place.

The core lifecycle—list workflows, inspect params, run, monitor queue, fetch results, cancel, upload images, locate outputs—is covered. Minor gaps exist: no listing of non-LoRA models (checkpoints/VAEs), no queue-clearing or job-history listing, but these are workaroundable.