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Qwen Image Edit Workflows · artokun | DecimalAI

design mediaby artokun

Qwen Image Edit Workflows

artokun/qwen-image-edit

Source artokun/comfyui-mcp ↗License MIT

Build Qwen Image Edit workflows — model loading, conditioning, LoRAs, prompt patterns, and XY plot testing

SkillScore96Maintained

Automatic

AI Engineer pack

Last verified 9/2/2026

What it changes

Passed 21 of 22 test cases with the skill, and 6 of 22 without it.

Without skill26%

With skill96%

Checks it passed that the model alone missed

Prompt begins with trigger token <sks>.
Loads VAE from qwen_image_vae.safetensors.
Sets model sampling shift parameter to 3.1.

and 25 more in the full report

16 fixed6 passed either way1 still failing0 broke

Pass-rate lift: +70 pp
Tokens: +158%
Agent turns: 0%
Response time: -49%

Model gemini-3.6-flashMeasured 9/2/2026v422 of 23 cases passed with skill · 22 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/artokun-qwen-image-edit/SKILL.md https://app.decimal.ai/s/artokun-qwen-image-edit/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add artokun-qwen-image-edit, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/artokun-qwen-image-edit/ and pins it in .decimal/skills.lock

decimalai skills add artokun-qwen-image-edit

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/artokun-qwen-image-edit/SKILL.md https://app.decimal.ai/s/artokun-qwen-image-edit/SKILL.md

Raw file: /s/artokun-qwen-image-edit/SKILL.md ↗ · machine-readable summary at /s/artokun-qwen-image-edit.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 15

Prompt

In the official Qwen 2511 Edit pipeline, what node is placed immediately after ModelSamplingAuraFlow to stabilize classifier-free guidance, and what strength value is set?

What was checked, without and with the skill
Checked	Without skill	With skill
Applies CFGNorm node immediately following model sampling shift.	Missed	Passed
Sets guidance normalization strength to 1.0.	Missed	Passed

case-13 · gemini-3.6-flash · 9/2/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md368 linessingle file

Qwen Image Edit Workflows

Overview

Qwen Image Edit uses a vision-language model (Qwen2.5-VL) to edit images based on natural language instructions. The model "sees" the source image through CLIP conditioning and generates an edited version.

Models

Required Components

Component	Node	Model Name	Notes
UNET	`UNETLoader`	`qwen_image_edit_2511_bf16.safetensors`	Official 2511 edit model (bf16)
CLIP	`CLIPLoader` (type=`qwen_image`)	`qwen_2.5_vl_7b_fp8_scaled.safetensors`	Shared across all Qwen models
VAE	`VAELoader`	`qwen_image_vae.safetensors`	Qwen-specific VAE

Alternative UNET Models

Model	Path	Focus
`qwenImageEditRemix_v10`	`qwenImageEditRemix_v10.safetensors`	Community remix, general editing
`qwenUltimateRealism_v11`	`Qwen/imageized/qwenUltimateRealism_v11.safetensors`	Product photography, hyper-realistic
`copaxTimeless`	`Qwen/realistic/copaxTimeless_qwenUltraRealistic.safetensors`	Ultra-realistic portraits
`qwnImageEdit_v16Bf16`	`Qwen/abliterated/qwnImageEdit_v16Bf16.safetensors`	Abliterated (uncensored)

Conditioning Nodes

TextEncodeQwenImageEditPlusAdvance_lrzjason (Recommended)

From the qweneditutils custom node pack. The Advanced variant is preferred because it:

Outputs a LATENT directly (no need for separate EmptyLatentImage)
Has separate VL-resize and non-resize image slots for fine control
Supports target_size control for output resolution
Includes a pad/center/disabled crop method with pad_info output

Required Inputs:
  - clip: CLIP
  - prompt: STRING — natural language edit instruction

Track record

Benchmark

21 / 22

test cases passed, vs 6 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 9/2/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

artokun / comfyui-mcp

plugin/skills/qwen-image-edit/SKILL.md

View on GitHub ↗

License MITImported 9/2/2026Version v4

Other skills for the same job

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artokun/qwen-txt2imgBuild Qwen Image 2512 text-to-image workflows — QwenImageIntegratedKSampler, separate component loading, lightning LoRAs, and fine-tuned model variantsClose match+64 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Qwen Image Edit Workflows

Overview

Models

Required Components

Alternative UNET Models

Conditioning Nodes

TextEncodeQwenImageEditPlusAdvance_lrzjason (Recommended)

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills