imagegen
Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch variants); run the bundled CLI (`scripts/image_gen.py`) and require `OPENAI_API_KEY` for live calls.
67
92%
Does it follow best practices?
Impact
65%
2.16xAverage score across 11 eval scenarios
Passed
No findings from the security scan
Evaluation results
0%
-80%Background Replacement for Product Photo
edit-invariants-specification
Uses edit command
0%
0%
Explicitly lists what to change
100%
0%
Explicitly lists invariants
100%
0%
0%
Game Asset Collection
batch-workflow-with-temp-cleanup
Creates JSONL in tmp/imagegen/
0%
0%
Correct JSONL format
0%
0%
Uses generate-batch command
0%
0%
Cleans up temporary JSONL
0%
0%
30%
-40%Landing Page Hero Background
augmentation-without-invention
Adds layout constraints implied by use case
40%
0%
Does not invent new subjects
100%
100%
Stays focused on user request
100%
0%
100%
25%Premium Brand Campaign Image
restraint-keywords-to-avoid-tacky-output
Uses restraint keywords
100%
100%
Includes explicit Avoid: line
37%
100%
Avoids generic buzzwords
100%
100%
100%
100%Product Cutout with Transparent Background
transparent-background-format-validation
Requests transparent background
0%
100%
Sets compatible output format
0%
100%
Uses edit or generate appropriately
0%
100%
0%
-50%Product Label Design
verbatim-text-rendering
Quotes text verbatim
0%
0%
Specifies typography for main text
100%
0%
Specifies typography for subtitle
100%
0%
Requires exact rendering
0%
0%
95%
73%Product Photography for E-commerce
structured-prompt-augmentation
Uses taxonomy classification
0%
100%
Structured prompt format
0%
85%
Includes constraints to avoid tacky output
40%
100%
Does not invent new creative elements
80%
100%
100%
80%Targeted Object Removal with Mask
mask-based-inpainting
Uses edit command
0%
100%
Provides mask file
30%
100%
Provides input image
25%
100%
Specifies edit intent in prompt
0%
100%
100%
100%Technical Infographic
quality-parameter-selection
Uses quality flag
0%
100%
Selects quality=high
0%
100%
100%
80%Virtual Clothing Try-On
input-fidelity-for-strict-edits
Uses edit command
0%
100%
Sets input_fidelity=high
0%
100%
Specifies identity preservation in prompt
100%
100%
100%
100%Website Hero Image
cli-first-approach
Uses bundled CLI script
0%
100%
Does not create custom script
0%
100%
- Repository
- foryourhealth111-pixel/Vibe-Skills
- Commit
f627ab5
- Evaluated
- Agent
- Claude Code
- Model
- Claude Sonnet 4.6
Table of Contents
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