Prompts — Stable Diffusion Directory
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    Prompts

    1,230 prompts available in the Stable Diffusion directory

    Development

    ComfyUI Advanced Workflow Designer

    Design and optimize ComfyUI node workflows for Stable Diffusion. Covers ControlNet, IP-Adapter, inpainting, upscaling, and multi-pass generation pipelines.

    C
    Community
    Creative

    SDXL Photorealistic Portrait Master

    Generate stunning photorealistic portraits with SDXL. Covers lighting setups, camera simulation, skin texture, and professional photography techniques.

    C
    Community
    Prompt Engineering

    Stable Diffusion Prompt: A Definitive Guide

    Comprehensive prompt engineering guide covering subject description, style keywords, quality modifiers, negative prompts, prompt weighting syntax, and SDXL-specific techniques. The most frequently referenced SD prompt resource online.

    S
    Stable Diffusion Art (Andrew)
    SDXL

    Prompt Guide for Stable Diffusion XL (SDXL 1.0)

    Detailed guide for crafting textual descriptions specifically for SDXL image generation, covering the dual-encoder system, optimal prompt lengths, and style-specific formulas for photorealism, illustration, and concept art.

    S
    Segmind
    Technical

    A Guide to Prompt Engineering for Stable Diffusion

    Technical deep-dive into prompt engineering covering token limits, attention mechanisms, prompt weighting with parentheses and numerical values, embedding manipulation, and A/B testing different prompt structures with reproducible experiments.

    W
    Weights & Biases (geekyrakshit)
    Best Practices

    Prompt Engineering for Stable Diffusion

    Covers the full prompt engineering workflow including subject specification, style references, quality boosters, camera and lighting terminology, negative prompt strategies, and CFG scale tuning for different prompt styles.

    P
    Portkey.ai
    Negative Prompts

    Negative Prompts for Stable Diffusion: The Complete Guide (2026)

    Exhaustive guide to negative prompts covering common negative terms, negative embeddings (EasyNegative, bad_prompt), weighting strategies, model-specific negative prompts, and common mistakes like over-weighting.

    I
    ImageToPrompt.dev
    Technical

    Prompting & Prompt Weighting in Diffusers

    Official Hugging Face documentation on prompt weighting techniques in the Diffusers library, covering Compel syntax, numerical weights, blend operations, and conjunction prompts for advanced control over generation.

    H
    Hugging Face
    SDXL

    Stable Diffusion XL Prompt Examples

    Curated GitHub Gist with copy-paste SDXL prompt examples organized by category (portraits, landscapes, sci-fi, fantasy, product photography) with specific quality modifiers and style keywords tested on SDXL.

    L
    lukecav (GitHub)
    Advanced Techniques

    Stable Diffusion Long Prompt Weighted Embedding

    GitHub library enabling prompts beyond the 77-token limit, supporting long prompts with per-token weighting for SD 1.5, SDXL, and SD3. Includes techniques for breaking token boundaries and maintaining coherence across segments.

    X
    xhinker (GitHub)
    ControlNet

    ControlNet: A Complete Guide

    Comprehensive guide on using ControlNet alongside text prompts, covering canny edge, depth maps, OpenPose, and how to balance text prompt influence with spatial control for precise image composition.

    S
    Stable Diffusion Art
    ComfyUI

    ComfyUI Basic Tutorial

    Official ComfyUI wiki tutorial covering node-based prompt construction, CLIP text encoding, conditioning nodes, prompt scheduling, and how to build complex multi-prompt workflows visually.

    C
    ComfyUI Wiki
    LoRA

    LoRA Models and How to Use Them with Stable Diffusion

    Guide on using LoRA models with prompts, covering trigger words, activation keywords, prompt formatting for specific LoRAs, weight adjustment syntax, and combining multiple LoRAs in a single prompt.

    T
    ThinkDiffusion / Civitai
    Flux

    A Stable Diffusion User's Guide to Understanding Flux.1

    Transition guide for SD users moving to Flux, covering how Flux interprets natural language differently, prompt structure changes, parameter differences, and which SD prompt techniques still apply.

    P
    Prompting Pixels (Medium)
    Inpainting

    Beginner's Guide to Inpainting (Step-by-Step Examples)

    Practical guide covering inpainting-specific prompt strategies, mask creation, denoising strength settings, and how to write prompts that work well for partial image regeneration and defect fixing.

    S
    Stable Diffusion Art
    Outpainting

    How to Use Outpainting to Extend Images

    Guide covering outpainting prompts and settings, including how to write prompts that maintain consistency with the original image, denoising strength tuning, and multi-directional extension techniques.

    S
    Stable Diffusion Art
    SD3.5

    SD3.5 Natural Language Prompting Guide

    Covers the evolution from keyword-based prompting (SD 1.5) to natural language prompting (SD 3.5 MMDiT), including how SD3.5 processes spatial relationships and can generate readable text from descriptive sentences.

    S
    SDExample.com
    masterpiece, best quality, ultra-detailed, anime, In a bustling hall filled toIllustration

    masterpiece, best quality, ultra-detailed, anime, In a bustling hall filled to

    Generates an anime-style female character. Features dramatic atmosphere with neon lighting.

    S
    SeeSeeLP
    3,395
    ethereal fantasy concept art of Dark Fantasy Art, , Smooth_Quality ,lazyposFantasy

    ethereal fantasy concept art of Dark Fantasy Art, , Smooth_Quality ,lazypos

    Crafts an anime-style male character in a garden/meadow setting. Features dark and eerie atmosphere with floral elements.

    O
    Omega_Xlll
    4,011
    (masterpiece, best quality, newest, ultra high res, absurdres, 8k, UHD, HDRAnime

    (masterpiece, best quality, newest, ultra high res, absurdres, 8k, UHD, HDR

    Generates an anime-style female character in a garden/meadow setting. Features dramatic atmosphere with cinematic lighting with floral, with text/typography elements.

    A
    AstroMorph
    3,558
    1girl, solo, lazypos, anime-style, delicate, dreamy, cinematic lightingAnime

    1girl, solo, lazypos, anime-style, delicate, dreamy, cinematic lighting

    Crafts an anime-style female character in a forest setting. Features cinematic atmosphere with cinematic lighting with medieval, with text/typography elements.

    A
    akizukirei608
    6,487
    Lazypos, masterpiece, best quality, very aesthetic, BREAK 1 girl, Large breastAnimal

    Lazypos, masterpiece, best quality, very aesthetic, BREAK 1 girl, Large breast

    Crafts a dramatic male character with snake. Features crystalline elements.

    H
    Heibei
    5,877
    A fluffy anime cat pouncing on glowing paint droplets, each splash explodingTexture

    A fluffy anime cat pouncing on glowing paint droplets, each splash exploding

    Generates an anime-style male character with cat. Features vibrant atmosphere with neon lighting with text/typography elements.

    M
    matasvolkovas350
    4,555
    Generate me a funny cute fluffy photorealistic video of a cat hanging onto theVideo

    Generate me a funny cute fluffy photorealistic video of a cat hanging onto the

    Renders a photorealistic AI video generation with male character with cat in a desert setting. Features whimsical atmosphere.

    E
    Eva4321
    3,572
    ...

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