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Scored across 39 tools
Most tools are distinct, but several pairs overlap: `run_workflow` vs `run_template` vs `generate_image` all execute generation; `download_model` vs `download` (tracker) vs `fetch_outputs` (downloads outputs) could confuse; `nodes` vs `node_dependencies` vs `workflow_deps` are related but distinct. Descriptions are detailed enough to disambiguate with careful reading, but the boundaries between run/execute tools and download-related tools require effort.
Most tools follow a clear verb_noun pattern: `search_templates`, `get_template`, `fetch_template`, `run_workflow`, `validate_workflow`, `list_workflow_slots`, `set_workflow_slot`, `vary_workflow`, `list_partner_models`, `partner_model_schema`, `partner_generate`, `emit_partner_workflow`, `download_model`, `upload_file`, `install_node`, `update_comfyui`, `restart_comfyui`, `stop_comfyui`, `launch_comfyui`. Minor deviations: `job` and `download` are bare nouns with action parameters rather than verb_noun; `which` is a bare verb; `nodes` is a bare noun. The pattern is strong but not universal.
39 tools is a very large surface for an MCP server. While the domain (ComfyUI/comfy-cli management) is broad, many tools wrap subcommands of a single CLI and could be consolidated (e.g., `job` already multiplexes five actions; `download` multiplexes three; `nodes` multiplexes seven). The count exceeds the 25+ threshold for 'too many' and will burden an agent's context window and tool-selection accuracy.
The tool surface covers the core lifecycle well: server management (launch/stop/restart/update/switch), workflow execution (run/validate/slots/vary), template on-ramp (search/get/fetch/run), model management (search/download/upload), job tracking (status/wait/watch/cancel), and diagnostics (server_info/system_stats/get_logs/free_memory). Minor gaps: no direct tool for listing uploaded files in the input directory, no tool for deleting/removing models, and no explicit tool for viewing workflow history beyond `job(action="queue")`. These are workable gaps, not dead ends.