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ComfyUI Workflow Editing

ComfyUI工作流编辑

Edit workflow JSON files using the VibeComfy CLI.
Repo: https://github.com/peteromallet/VibeComfy
When working in the repo, see CLAUDE.md for full command reference.
使用VibeComfy CLI编辑工作流JSON文件。
代码仓库：https://github.com/peteromallet/VibeComfy
在仓库中工作时，可查看CLAUDE.md获取完整命令参考。

CLI Commands

CLI命令

All edit commands require 
-o output.json
. Use 
--dry-run
to preview changes.
CommandPurpose
trace WF NODE
Show node inputs/outputs with slot names
upstream WF NODE
Find nodes feeding into target
downstream WF NODE
Find nodes fed by source
wire WF SRC_ID SRC_SLOT DST_ID DST_SLOT -o OUT
Connect nodes
copy WF NODE -o OUT
Duplicate a node
set WF NODE key=val -o OUT
Set widget values
delete WF NODE -o OUT
Remove nodes
create WF TYPE -o OUT
Create new node
batch WF SCRIPT -o OUT
Multi-step edits
submit WF
Run workflow in ComfyUI
Tip: Use 
trace
first to find slot numbers, then 
wire
to connect.
所有编辑命令都需要
-o output.json
参数。使用
--dry-run
参数可预览更改。
命令用途
trace WF NODE
显示带插槽名称的节点输入/输出
upstream WF NODE
查找为目标节点提供数据的上游节点
downstream WF NODE
查找由源节点提供数据的下游节点
wire WF SRC_ID SRC_SLOT DST_ID DST_SLOT -o OUT
连接节点
copy WF NODE -o OUT
复制节点
set WF NODE key=val -o OUT
设置组件值
delete WF NODE -o OUT
删除节点
create WF TYPE -o OUT
创建新节点
batch WF SCRIPT -o OUT
多步骤编辑
submit WF
在ComfyUI中运行工作流
提示：先使用
trace
命令查找插槽编号，再使用
wire
命令连接节点。

Adding Nodes Workflow

添加节点的工作流

  1. Find the node: 
    comfy_search("controlnet")
    (use comfy-registry skill)
  2. Get the spec: 
    comfy_spec("ControlNetLoader")
    - see inputs/outputs
  3. Understand the flow: 
    python we_vibin.py trace workflow.json <ksampler_id>
  4. Create and wire:
bash
python we_vibin.py create workflow.json ControlNetLoader -o step1.json
python we_vibin.py trace step1.json <new_node_id>  # Find the slot numbers
python we_vibin.py wire step1.json <src_id> <src_slot> <dst_id> <dst_slot> -o step2.json
Or use batch scripts for multi-step edits (slot names work in batch mode):
bash
create ControlNetLoader as $cn
wire $cn:control_net -> 15:control_net
  1. 查找节点：
    comfy_search("controlnet")
    （使用comfy-registry技能）
  2. 获取规格：
    comfy_spec("ControlNetLoader")
    - 查看输入/输出信息
  3. 理解流程：
    python we_vibin.py trace workflow.json <ksampler_id>
  4. 创建并连接：
bash
python we_vibin.py create workflow.json ControlNetLoader -o step1.json
python we_vibin.py trace step1.json <new_node_id>  # 查找插槽编号
python we_vibin.py wire step1.json <src_id> <src_slot> <dst_id> <dst_slot> -o step2.json
或者使用批处理脚本进行多步骤编辑（批处理模式支持使用插槽名称）：
bash
create ControlNetLoader as $cn
wire $cn:control_net -> 15:control_net

Common Patterns

常见模式

What nodes go together. See references/PATTERNS.md for details.
节点组合方式详情请查看references/PATTERNS.md。

Image Generation

图像生成

PatternFlow
txt2imgCheckpoint → CLIP (x2) → EmptyLatent → KSampler → VAEDecode → Save
img2imgLoadImage → VAEEncode → KSampler (denoise<1) → VAEDecode → Save
inpaintLoadImage + Mask → VAEEncodeForInpaint → KSampler → VAEDecode
模式流程
txt2imgCheckpoint → CLIP（×2）→ EmptyLatent → KSampler → VAEDecode → 保存
img2imgLoadImage → VAEEncode → KSampler（降噪值<1）→ VAEDecode → 保存
inpaintLoadImage + 蒙版 → VAEEncodeForInpaint → KSampler → VAEDecode

Enhancements

增强功能

PatternFlow
ControlNetLoadControlNet → ControlNetApply → KSampler
LoRACheckpoint → LoraLoader → KSampler
UpscaleLoadUpscaleModel → ImageUpscaleWithModel → Save
IPAdapterLoadIPAdapter → IPAdapterApply → KSampler
模式流程
ControlNetLoadControlNet → ControlNetApply → KSampler
LoRACheckpoint → LoraLoader → KSampler
超分辨率LoadUpscaleModel → ImageUpscaleWithModel → 保存
IPAdapterLoadIPAdapter → IPAdapterApply → KSampler

Video

视频

PatternFlow
AnimateDiffCheckpoint → ADE_LoadAnimateDiff → ADE_Apply → KSampler → VHS_Combine
Wan t2vWanModelLoader → WanTextEncode → WanSampler → WanDecode
LTXLTXVLoader → LTXVTextEncode → LTXVSampler → LTXVDecode
v2vVHS_LoadVideo → VAEEncode → KSampler → VAEDecode → VHS_Combine
模式流程
AnimateDiffCheckpoint → ADE_LoadAnimateDiff → ADE_Apply → KSampler → VHS_Combine
Wan t2vWanModelLoader → WanTextEncode → WanSampler → WanDecode
LTXLTXVLoader → LTXVTextEncode → LTXVSampler → LTXVDecode
v2vVHS_LoadVideo → VAEEncode → KSampler → VAEDecode → VHS_Combine

Flux

Flux

PatternFlow
Flux txt2imgUNETLoader + DualCLIPLoader + VAELoader → FluxGuidance → KSampler
模式流程
Flux txt2imgUNETLoader + DualCLIPLoader + VAELoader → FluxGuidance → KSampler

Batch Scripts

批处理脚本

For multi-step edits, use batch scripts:
bash
undefined
对于多步骤编辑，可使用批处理脚本：
bash
undefined

Copy node, assign to variable

复制节点并赋值给变量

copy 1183 as $selector
copy 1183 as $selector

Set widgets

设置组件值

set $selector indexes="0:81"
set $selector indexes="0:81"

Wire using slot names

使用插槽名称连接

wire 1140:IMAGE -> $selector:image
wire 1140:IMAGE -> $selector:image

Delete nodes

删除节点

delete 1220 1228

Run with: `python we_vibin.py batch workflow.json script.txt -o out.json --dry-run`
delete 1220 1228

运行方式：`python we_vibin.py batch workflow.json script.txt -o out.json --dry-run`