ComfyPilot
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TDQS
Scored across 96 tools
The tool set has several near-overlapping clusters: comfy_get_status and comfy_describe_dynamics both return queue/event/execution snapshots; list_output_images, list_artifacts, and download_batch all cover output metadata listing; list_extensions and list_installed_nodes are redundant. With 96 tools, an agent will frequently struggle to pick the precise tool for a task despite good individual descriptions.
Almost all tools share the comfy_ prefix and snake_case convention, and the majority follow a clear verb_noun pattern such as list_models, get_queue, and upload_image. However, there are notable deviations like comfy_instance_doctor, comfy_interrupt, comfy_sweep, and get_model_info, whose name misleadingly suggests model file metadata rather than node schema.
96 tools is far beyond a manageable MCP surface and reflects extreme scope creep rather than disciplined coverage. Many tools handle narrow sub-tasks that could be merged or moved into separate focused servers, and the count alone will overwhelm an agent's tool-selection process.
The server covers nearly every major ComfyUI lifecycle area: instance discovery, queue/job management, workflow build/validate/queue, model and node inspection, image and artifact handling, snapshots, techniques, blueprints, and safety controls. Minor gaps remain, such as no delete/update operations for techniques or blueprints and some redundant history/job APIs, but no critical dead-end prevents the core workflow.