Stable Diffusion Prompt Engineer (Positive + Negative)

📝 Prompt Overview

Frustrated with mangled hands, distorted faces, and blurry results in Stable Diffusion? This prompt is your expert co-pilot. It takes your core idea and generates a meticulously crafted positive and negative prompt pair, engineered to maximize image quality. By using advanced techniques like keyword weighting and a comprehensive negative prompt, it guides the AI to produce results that are anatomically correct, stylistically consistent, and visually stunning, saving you time and frustration.

⚙️ Technical Control & Quality Benefits

This prompt provides an unparalleled level of technical control over your Stable Diffusion generations. By automatically creating a comprehensive negative prompt, it actively prevents common errors, leading to a much higher success rate and better quality images on the first try. It demystifies the complex syntax of weighting and negative prompting, helping you learn expert-level techniques. This dramatically improves the coherence, detail, and overall artistic quality of your creations, transforming your ideas into polished, professional-grade images.

🎯 Who Should Use This Prompt

• Stable Diffusion users (Automatic1111, ComfyUI, etc.)
• AI Artists seeking higher quality outputs
• Game Developers creating concept art or assets
• Digital Artists and Hobbyists exploring AI tools
• Anyone looking to avoid common AI image generation errors.

🚀 Ideal Use Cases

• Creating high-quality, specific character portraits and full-body shots.
• Generating complex scenes with a consistent and defined artistic style.
• Avoiding common AI art pitfalls like bad anatomy, extra limbs, and distorted faces.
• Producing professional-grade images for a portfolio, project, or commercial use.
• Learning the proper syntax for effective positive and negative prompting.

✍️ Sample Output Snippet

Concept: A cyberpunk samurai warrior standing on a rainy neon-lit street in Tokyo.
Style: Photorealistic
Artists: Katsuhiro Otomo, Syd Mead

Positive Prompt:

masterpiece, best quality, (photorealistic:1.2), a (cyberpunk samurai warrior:1.3) with a glowing katana, full body shot, standing on a rainy, neon-lit street in Tokyo, intricate details, sharp focus, cinematic lighting, reflections on wet pavement, art by Katsuhiro Otomo and Syd Mead

Negative Prompt:

(deformed, distorted, disfigured:1.3), poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, (mutated hands and fingers:1.4), disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation, lowres, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, text

💡 Tips for Best Results

• Be Specific in Your Concept: The more detail you provide in the IMAGE_CONCEPT, the better the AI can interpret your vision. Include colors, textures, and mood.
• Combine Styles: For the PRIMARY_STYLE, don't be afraid to mix and match. 'Anime, oil painting' can produce very interesting results.
• Research Your Artists: Before adding ARTIST_INFLUENCES, search for their work to ensure their styles blend well and match your goal.
• Fine-Tune the Weights: After generating, you can manually edit the output. Increasing a weight, like changing `(cyberpunk:1.2)` to `(cyberpunk:1.4)`, will give that element even more emphasis in the final image.