Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add artokun/comfyui-mcp --skill panel-operationsgit clone --depth 1 https://github.com/artokun/comfyui-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/artokun/comfyui-mcp/panel-operations)<a href="https://agentmods.dev/skills/artokun/comfyui-mcp/panel-operations"><img src="https://agentmods.dev/badge/skills/artokun/comfyui-mcp/panel-operations/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/artokun/comfyui-mcp/panel-operations"><img src="https://agentmods.dev/badge/skills/artokun/comfyui-mcp/panel-operations.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00168 | $0.05718 |
| Opus 5 | $0.00084 | $0.02859 |
| Sonnet 5 | $0.00034 | $0.01144 |
| Haiku 4.5 | $0.00017 | $0.00572 |
Grade A, and why
panel-operations scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Do NOT shell out to curl/wget/aria2 for model files — a raw shell download has no How it starts
The opening of the file, as written. The whole thing — 390 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Panel agent operations
These are the procedures the panel system prompt points at rather than carries. Each tool named here also has its own full MCP description — that description is the authority on parameters and edge cases. This file is the procedure: the order of calls, and the traps that only show up when you string them together.
Jump to the section you need:
- Subgraphs
- Merging and composing workflows
- Reusing subgraphs (blueprint library)
- Targeting a specific workflow
- Opening a staged or downloaded workflow
- Untangling a Get/Set-bus or toggle-heavy graph
- Authoring rgthree Fast Groups toggles
- LoRA Manager autocomplete nodes
- Recommending CivitAI models
- Downloading model weights
- Hardware and runtime stats
- Prompt Director awareness
- Crash recovery for a broken custom node
- Debugging a wrong render with run-to-node
- Multi-stage pipelines on one canvas
- Connecting MCP servers
Subgraphs
Refactor a big graph into toggleable units. Do not reconstruct group membership by
hand. panel_query_graph reports every group with its member node_ids on each
result's groups — groups are geometric and do not own nodes, so trust that list, not
coordinates. To make a region readable and switchable as a UNIT (e.g. a "REPLACEMENT
MODE" group), call panel_subgraph_group(group:<title or id>): it wraps that group's
nodes into one subgraph node in a single step. Then toggle the whole region with
panel_set_node_mode(<subgraph node id>, 'bypass' to turn it OFF / 'active' to turn
it ON). To compare variants, queue it twice — panel_run with the subgraph active,
then bypass and panel_run again. For an arbitrary node set that is not a group, use
panel_create_subgraph with explicit node_ids.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 390 lines · 168 tokens per session scan A 53f5d8130a9f
panel-operations is a skill published in the GitHub repository artokun/comfyui-mcp (730 stars, last pushed yesterday), licensed MIT. It adds 168 tokens to every session and 5,718 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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