comfyui-node-outputs

comfyui-node-outputs is a skill for Claude Code from jtydhr88/comfyui-custom-node-skills. It costs 58 tokens per session (2,815 once invoked), scanned A, original, MIT.

A guide for ComfyUI, a visual system for building image workflows from connected processing blocks, that explains how code nodes return values, previews, and saved files.

In plain words
What is it for?
Use it when creating or updating nodes that output images, masks, audio, video, text, numbers, or lists of results.
Why use it?
It helps node developers return results in the format ComfyUI expects and display or save them correctly.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the comfyui-custom-nodes plugin — 9 skills shipped together

Good fit Use it when creating or updating nodes that output images, masks, audio, video, text, numbers, or lists of results.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jtydhr88/comfyui-custom-node-skills/comfyui-node-outputs
Install

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.

Any agent
npx skills add jtydhr88/comfyui-custom-node-skills --skill comfyui-node-outputs
Clone the repo
git clone --depth 1 https://github.com/jtydhr88/comfyui-custom-node-skills

Made for: Claude Code.

Or install comfyui-custom-nodes, the plugin that ships this one along with the rest of its 9 skills.

Wrote 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.

agentmods badge for comfyui-node-outputs

README.md
[![agentmods](https://agentmods.dev/badge/skills/jtydhr88/comfyui-custom-node-skills/comfyui-node-outputs/github.svg)](https://agentmods.dev/skills/jtydhr88/comfyui-custom-node-skills/comfyui-node-outputs)
Your own site
<a href="https://agentmods.dev/skills/jtydhr88/comfyui-custom-node-skills/comfyui-node-outputs"><img src="https://agentmods.dev/badge/skills/jtydhr88/comfyui-custom-node-skills/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.

agentmods 80×15 button for comfyui-node-outputs

Your own site · 80×15
<a href="https://agentmods.dev/skills/jtydhr88/comfyui-custom-node-skills/comfyui-node-outputs"><img src="https://agentmods.dev/badge/skills/jtydhr88/comfyui-custom-node-skills/comfyui-node-outputs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 58 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,815 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00058 $0.02815
Opus 5.5 $0.00023 $0.01126
Sonnet 5.5 $0.00012 $0.00563
Haiku 4.5 $0.00006 $0.00281

Measured 21d ago against content hash f9092d961007, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

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 21d 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.

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.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

plugins/comfyui-custom-nodes/skills/comfyui-node-outputs/SKILL.md · 379 lines

How it starts

The opening of the file, as written. The whole thing — 379 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))

Read the full file on GitHub · 379 lines

Changes

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.

  1. 21d ago Changed · +13 lines · +5 tokens per session f9092d961007
  2. 2mo ago First seen · 366 lines · 53 tokens per session scan A 9ddd4ce912cd

Subscribe to this mod's changes

comfyui-node-outputs is a skill published in the GitHub repository jtydhr88/comfyui-custom-node-skills (317 stars, last pushed 21d ago), licensed MIT. It adds 58 tokens to every session and 2,815 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 2026-08-30.

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