Render Sketches into Finished Art
Turn rough pencil sketches or line art into polished, fully rendered illustrations ready to share or print.
Reverse-Engineer Prompts from Images
Analyze any image and extract the prompt that would recreate its style, composition, and mood for use in your own AI image generation.
Tool
You find an image that captures exactly the visual style you want — the lighting, the mood, the composition — but you have no idea how to describe it well enough to recreate it. Trying to write the prompt from scratch produces something adjacent but never quite right.
AI Art Studio's reverse_engineer skill analyzes the image and produces a usable prompt that captures its core visual characteristics — not a description of what is in the image, but the generative vocabulary that would recreate its style. Color grading, lighting setup, compositional approach, and aesthetic references.
Designers building style guides, creators maintaining visual consistency across a content series, and teams onboarding new AI image workflows use this skill to translate visual inspiration into repeatable prompt templates.
Agent Guides
Claude
- Connect ToolRouter in Claude: claude mcp add toolrouter -- npx -y toolrouter-mcp
- Share the reference image and describe what aspect of it you most want to capture — lighting style, color palette, compositional type, or overall mood.
- Run ai-art-studio with reverse_engineer to extract the style prompt.
ChatGPT
- Connect ToolRouter in ChatGPT: {"mcpServers":{"toolrouter":{"command":"npx","args":["-y","toolrouter-mcp"]}}}
- Provide the set of reference images and describe the style system you are trying to build.
- Run reverse_engineer across each image to extract individual style prompts.
Copilot
- Connect ToolRouter in Copilot: {"mcpServers":{"toolrouter":{"command":"npx","args":["-y","toolrouter-mcp"]}}}
- Provide the reference images and the document context where the extracted prompts will be recorded.
- Run reverse_engineer to extract the style prompt from each reference.
OpenClaw
- Connect ToolRouter in OpenClaw: openclaw mcp add toolrouter -- npx -y toolrouter-mcp
- Define the full image set and the output format — individual prompts, grouped by visual similarity, or synthesized into categories.
- Run reverse_engineer across the full batch with consistent extraction parameters.
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