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 sideshowroberto/vfx-agent-toolkit --skill comfyui-node-outputsgit clone --depth 1 https://github.com/sideshowroberto/vfx-agent-toolkitWrote 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/sideshowroberto/vfx-agent-toolkit/comfyui-node-outputs)<a href="https://agentmods.dev/skills/sideshowroberto/vfx-agent-toolkit/comfyui-node-outputs"><img src="https://agentmods.dev/badge/skills/sideshowroberto/vfx-agent-toolkit/comfyui-node-outputs/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/sideshowroberto/vfx-agent-toolkit/comfyui-node-outputs"><img src="https://agentmods.dev/badge/skills/sideshowroberto/vfx-agent-toolkit/comfyui-node-outputs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00053 | $0.02333 |
| Opus 5.5 | $0.00021 | $0.00933 |
| Sonnet 5.5 | $0.00011 | $0.00467 |
| Haiku 4.5 | $0.00005 | $0.00233 |
Grade A, and why
comfyui-node-outputs scanned grade A with 0 findings 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 today.
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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 354 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ComfyUI Node Outputs
Nodes return data through io.NodeOutput. V3 provides built-in UI helpers for previews and file saving.
Basic Output
class SimpleNode(io.ComfyNode):
@classmethod
def define_schema(cls):
return io.Schema(
node_id="SimpleNode",
display_name="Simple Node",
category="example",
inputs=[io.Float.Input("a"), io.Float.Input("b")],
outputs=[
io.Float.Output("SUM"),
io.Float.Output("PRODUCT"),
],
)
@classmethod
def execute(cls, a, b):
# Values must match output order
return io.NodeOutput(a + b, a * b)
Output Configuration
io.Schema(
outputs=[
io.Image.Output("IMAGE"), # basic output
io.Int.Output("COUNT"), # integer output
io.Float.Output("VALUE", display_name="Result"), # custom display name
io.String.Output("TEXT", tooltip="The processed text"),
io.Image.Output("FRAMES", is_output_list=True), # outputs a list
],
)
NodeOutput Variants
# Data only
return io.NodeOutput(image_tensor, mask_tensor)
# UI only (output node with no data outputs)
return io.NodeOutput(ui=ui.PreviewImage(images, cls=cls))
# Data + UI
return io.NodeOutput(image_tensor, ui=ui.PreviewImage(images, cls=cls))
# No output
return io.NodeOutput()
# Block execution
return io.NodeOutput(block_execution="Reason for blocking")
# Node expansion (positional args are outputs, not result= keyword)
return io.NodeOutput(output_ref, expand=graph.finalize())
UI Preview Helpers
Import ui from comfy_api.latest:
from comfy_api.latest import io, ui
PreviewImage
Display image previews on the node. Saves to temp directory automatically.
# Constructor: PreviewImage(image, animated=False, cls=None)
class PreviewNode(io.ComfyNode):
@classmethod
def define_schema(cls):
return io.Schema(
node_id="PreviewNode",
display_name="Preview Image",
category="image",
is_output_node=True,
inputs=[io.Image.Input("images")],
outputs=[],
hidden=[io.Hidden.prompt, io.Hidden.extra_pnginfo],
)
@classmethod
def execute(cls, images):
return io.NodeOutput(ui=ui.PreviewImage(images, cls=cls))
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.
- today First seen · 354 lines · 53 tokens per session scan A e25fe6d0533c
comfyui-node-outputs is a skill published in the GitHub repository sideshowroberto/vfx-agent-toolkit (16 stars, last pushed 22d ago), licensed MIT. It adds 53 tokens to every session and 2,333 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-02.
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