Image prompt optimization expert for generation and editing. Use when the user asks to generate, edit, or optimize image prompts. Rewrites rough descriptions into high-quality engineered prompts based on photography terminology, scene narration, and professional templates.
IMPORTANT: This is a prompt optimization skill, NOT an image generation tool. After optimizing the prompt, you should call generate_image or edit_image (from image_tools skill) to actually create or edit images.
Describe the scene, not just list keywords. Narrative, descriptive paragraphs almost always produce better, more coherent images than a string of unrelated words.
Use photography terminology: shooting angles, lens types, lighting, and details.
A photorealistic [shot type] of [subject], [action or expression], set in
[environment]. The scene is illuminated by [lighting description], creating
a [mood] atmosphere. Captured with a [camera/lens details], emphasizing
[key textures and details]. The image should be in a [aspect ratio] format.
Specify the style explicitly and request a white background.
A [style] sticker of a [subject], featuring [key characteristics] and a
[color palette]. The design should have [line style] and [shading style].
The background must be white.
Clearly state the text content, font style, and overall design.
Create a [image type] for [brand/concept] with the text "[text to render]"
in a [font style]. The design should be [style description], with a
[color scheme].
For e-commerce, advertising, or branding — crisp, professional product shots.
A high-resolution, studio-lit product photograph of a [product description]
on a [background surface/description]. The lighting is a [lighting setup,
e.g., three-point softbox setup] to [lighting purpose]. The camera angle is
a [angle type] to showcase [specific feature]. Ultra-realistic, with sharp
focus on [key detail]. [Aspect ratio].
Ideal for creating backgrounds for websites, presentations, or marketing materials.
A minimalist composition featuring a single [subject] positioned in the
[bottom-right/top-left/etc.] of the frame. The background is a vast, empty
[color] canvas, creating significant negative space. Soft, subtle lighting.
[Aspect ratio].
Create panels for visual storytelling based on character consistency and scene description.
Make a 3 panel comic in a [style]. Put the character in a [type of scene].
Provide the image and describe changes. The model will match the original style, lighting, and perspective.
Using the provided image of [subject], please [add/remove/modify] [element]
to/from the scene. Ensure the change is [description of how the change should integrate].
Define a conversational "mask" to modify specific parts while keeping the rest unchanged.
Using the provided image, change only the [specific element] to [new
element/description]. Keep everything else in the image exactly the same,
preserving the original style, lighting, and composition.
Reproduce image content in a different artistic style.
Transform the provided photograph of [subject] into the artistic style of
[artist/art style]. Preserve the original composition but render it with
[description of stylistic elements].
Combine multiple images into a new composite scene. Great for product mockups or creative collages.
Create a new image by combining the elements from the provided images. Take
the [element from image 1] and place it with/on the [element from image 2].
The final image should be a [description of the final scene].
Preserve critical details (faces, logos) during editing by describing them thoroughly.
Using the provided images, place [element from image 2] onto [element from
image 1]. Ensure that the features of [element from image 1] remain
completely unchanged. The added element should [description of how the
element should integrate].
Upload a sketch or doodle and have the model refine it into a finished image.
Turn this rough [medium] sketch of a [subject] into a [style description]
photo. Keep the [specific features] from the sketch but add [new details/materials].
Iteratively prompt different angles to generate a 360-degree view of a character. Include previously generated images in follow-up prompts to maintain consistency.
Generate a [character description] from a [angle] view. Maintain consistent
appearance with the provided reference image(s). For complex poses, include
a reference image of the desired pose.
When the user provides a rough description, follow these steps to optimize:
Determine whether this is "new generation" or "image editing", then select the corresponding template category.
Verify the user's description includes these key elements:
Present to the user:
After optimization, pass the prompt to the corresponding tool:
generate_image(prompt=..., aspect_ratio=..., n=...)edit_image(image_url=..., prompt=...)