AI image editing prompting patterns for Qwen-Image-Edit
Qwen-Image-Edit Skill

AI image editing prompting patterns for Qwen-Image-Edit. Use when editing photos while preserving identity, reframing cropped images, changing clothing or accessories, adjusting poses, applying style transfers, or character transformations.
--- name: qwen-edit description: AI image editing prompting patterns for Qwen-Image-Edit. Use when editing photos while preserving identity, reframing cropped images, changing clothing or accessories, adjusting poses, applying style transfers, or character transformations. Provides prompt patterns, parameter tuning, and examples. --- # Qwen-Image-Edit Skill AI-powered image editing using Qwen-Image-Edit-2511 via RunPod serverless. **Status:** Evolving - learnings being captured as we experiment ## When to Use This Skill Use when the user wants to: - Edit/transform photos while preserving identity - Reframe cropped images (fix cut-off heads, etc.) - Change clothing, add accessories - Change pose (arm positions, hand placement)
Overview
AI-powered image editing using Qwen-Image-Edit-2511 via RunPod serverless.
Manual install (npx, ZIP)
Claude Code
npx skills add digitalsamba/claude-code-video-toolkit --skill qwen-edit -g -a claude-codeClaude Code (manual)
mkdir -p ~/.claude/skills && curl -sL https://codeload.github.com/digitalsamba/claude-code-video-toolkit/tar.gz/225c80a1c3a5 \
| tar -xz -C ~/.claude/skills --strip-components=3 claude-code-video-toolkit-225c80a1c3a5/.claude/skills/qwen-editWindows (PowerShell)
New-Item -ItemType Directory -Force "$HOME\.claude\skills" | Out-Null; Invoke-WebRequest "https://m.agentalley.io/zip/756e42b663660714e330/qwen-edit.zip" -OutFile "$env:TEMP\qwen-edit.zip"; Expand-Archive "$env:TEMP\qwen-edit.zip" -DestinationPath "$HOME\.claude\skills" -ForceClaude.ai / desktop
Codex, Cursor, other agents
Connects with Agent Alley MCP · agentalley.io/mcp
Files included
SKILL.md2.8 KBexamples.md6.6 KBparameters.md2.8 KBprompting.md2.9 KB
Read the files here
digitalsamba/
Shared references2SKILL.md reads these from elsewhere in the repo. Not in the ZIP.
Get them on GitHub ↗SKILL.md
Show the full text76 lines
Qwen-Image-Edit Skill
AI-powered image editing using Qwen-Image-Edit-2511 via RunPod serverless.
Status: Evolving - learnings being captured as we experiment
When to Use This Skill
Use when the user wants to:
- Edit/transform photos while preserving identity
- Reframe cropped images (fix cut-off heads, etc.)
- Change clothing, add accessories
- Change pose (arm positions, hand placement)
- Apply style transfers (cyberpunk, anime, oil painting)
- Adjust lighting/color grading
- Add/remove objects
- Character transformations (Bond, Neo, etc.)
When NOT to Use
- Background replacement (single image) - creates cut-out artifacts, halos
- Face swapping - cannot preserve identity from reference
- Outpainting - can't extend canvas reliably
Use With Care
- Multi-image compositing - CAN work with explicit identity anchors (see examples.md for prompt patterns). Requires describing distinctive features (hair texture/color, ethnicity, outfit) and using guidance ~2.0
- Camera angle changes - Inconsistent results. Vertical angles (low/high) work better than rotational (three-quarter view)
Quick Reference
# Basic edit
uv run tools/image_edit.py --input photo.jpg --prompt "Add sunglasses"
# With negative prompt (recommended)
uv run tools/image_edit.py --input photo.jpg \
--prompt "Reframe as portrait with full head visible" \
--negative "blur, distortion, artifacts"
# Style transfer
uv run tools/image_edit.py --input photo.jpg --style cyberpunk
# Background (use cautiously - often fails)
uv run tools/image_edit.py --input photo.jpg --background office
# Higher quality
uv run tools/image_edit.py --input photo.jpg --prompt "..." --steps 16 --guidance 3.0
# Multi-image composite (identity-preserving)
uv run tools/image_edit.py --input person.jpg background.jpg \
--prompt "The [ethnicity] [gender] with [hair description] from first image is now in [scene] from second image. Same [features], [outfit]." \
--negative "different ethnicity, different hair color, different face shape, generic stock photo" \
--steps 16 --guidance 2.0
Key Files
prompting.md- Prompt patterns and structureexamples.md- Good/bad examples from experimentsparameters.md- Tuning steps, guidance, negative prompts
Tool Location
tools/image_edit.py - CLI wrapper for RunPod endpoint
Related Docs
docs/qwen-edit-patterns.md- Character transformation patterns.ai_dev/qwen-edit-research.md- Research notes
| 1 | |
| 2 | name qwen-edit |
| 3 | description AI image editing prompting patterns for Qwen-Image-Edit. Use when editing photos while preserving identity, reframing cropped images, changing clothing or accessories, adjusting poses, applying style transfers, or character transformations. Provides prompt patterns, parameter tuning, and examples. |
| 4 | |
| 5 | |
| 6 | # Qwen-Image-Edit Skill |
| 7 | |
| 8 | AI-powered image editing using Qwen-Image-Edit-2511 via RunPod serverless. |
| 9 | |
| 10 | **Status:** Evolving - learnings being captured as we experiment |
| 11 | |
| 12 | ## When to Use This Skill |
| 13 | |
| 14 | Use when the user wants to: |
| 15 | Edit/transform photos while preserving identity |
| 16 | Reframe cropped images (fix cut-off heads, etc.) |
| 17 | Change clothing, add accessories |
| 18 | Change pose (arm positions, hand placement) |
| 19 | Apply style transfers (cyberpunk, anime, oil painting) |
| 20 | Adjust lighting/color grading |
| 21 | Add/remove objects |
| 22 | Character transformations (Bond, Neo, etc.) |
| 23 | |
| 24 | ## When NOT to Use |
| 25 | |
| 26 | **Background replacement (single image)** - creates cut-out artifacts, halos |
| 27 | **Face swapping** - cannot preserve identity from reference |
| 28 | **Outpainting** - can't extend canvas reliably |
| 29 | |
| 30 | ## Use With Care |
| 31 | |
| 32 | **Multi-image compositing** - CAN work with explicit identity anchors (see examples.md for prompt patterns). Requires describing distinctive features (hair texture/color, ethnicity, outfit) and using guidance ~2.0 |
| 33 | **Camera angle changes** - Inconsistent results. Vertical angles (low/high) work better than rotational (three-quarter view) |
| 34 | |
| 35 | ## Quick Reference |
| 36 | |
| 37 | |
| 38 | # Basic edit |
| 39 | uv run tools/image_edit.py --input photo.jpg --prompt "Add sunglasses" |
| 40 | |
| 41 | # With negative prompt (recommended) |
| 42 | uv run tools/image_edit.py --input photo.jpg \ |
| 43 | --prompt "Reframe as portrait with full head visible" \ |
| 44 | --negative "blur, distortion, artifacts" |
| 45 | |
| 46 | # Style transfer |
| 47 | uv run tools/image_edit.py --input photo.jpg --style cyberpunk |
| 48 | |
| 49 | # Background (use cautiously - often fails) |
| 50 | uv run tools/image_edit.py --input photo.jpg --background office |
| 51 | |
| 52 | # Higher quality |
| 53 | uv run tools/image_edit.py --input photo.jpg --prompt "..." --steps 16 --guidance 3.0 |
| 54 | |
| 55 | # Multi-image composite (identity-preserving) |
| 56 | uv run tools/image_edit.py --input person.jpg background.jpg \ |
| 57 | --prompt "The [ethnicity] [gender] with [hair description] from first image is now in [scene] from second image. Same [features], [outfit]." \ |
| 58 | --negative "different ethnicity, different hair color, different face shape, generic stock photo" \ |
| 59 | --steps 16 --guidance 2.0 |
| 60 | |
| 61 | |
| 62 | ## Key Files |
| 63 | |
| 64 | `prompting.md` - Prompt patterns and structure |
| 65 | `examples.md` - Good/bad examples from experiments |
| 66 | `parameters.md` - Tuning steps, guidance, negative prompts |
| 67 | |
| 68 | ## Tool Location |
| 69 | |
| 70 | `tools/image_edit.py` - CLI wrapper for RunPod endpoint |
| 71 | |
| 72 | ## Related Docs |
| 73 | |
| 74 | `docs/qwen-edit-patterns.md` - Character transformation patterns |
| 75 | `.ai_dev/qwen-edit-research.md` - Research notes |
| 76 |
Details
- Updated
- Sep 21, 2026
- License
- MIT
- Stars on the repo
- ★ 2,114
- Checked
- Source
- digitalsamba/claude-code-video-toolkit ↗
- Creator
- digitalsamba · 11 listings
Similar skills
See all →
SkillReverse engineer native, managed, Electron/JavaScriptREA
SkillBrainstorms ideas into designs before any creative workBrainstorming Ideas Into Designs
SkillRequires technical rigor and verificationCode Review Reception
SkillDiagnosis loop for hard bugs and performance regressionsDiagnosing bugs
SkillImplement the result of /to-spec and /to-tickets in codeImplement spec
SkillWriting a PR bodyMore from digitalsamba
SkillAI music generation with ACE-Step 1.5ACE-Step 1.5 Music Generation
SkillGenerate AI voiceovers, sound effectsElevenLabs Audio Generation
SkillVideo and audio processing with FFmpegFFmpeg for Video Production
SkillPrompting patterns for Ideogram 4 text-to-imageIdeogram 4 Skill
SkillAI video generation with LTX-2.3 22BLTX-2.3 Video Generation
SkillPython video composition with moviepy 2.xmoviepy for Video Production