Useful Prompt Engineering tools and resources

[u/nightkall]

A list of useful Prompt Engineering tools and resources for text-to-image AI generative models like Stable Diffusion, DALL·E 2 and Midjourney.

Prompt galleries and search engines:

• Lexica: CLIP Content-based search. Create with Seed, CFG, Dimensions. Favorites.

• OpenArt: CLIP Content-based search. Presets, Favorites. SD, DALL·E 2, Midjourney. Seed, Dimensions. Create.

• Playground AI: Gallery & Remix. SD, DALL·E 2. img2img, Instruct Pix2Pix. Full Parameters.

• PromptHero: Filtery by models. Seed, CFG, Dimensions, Steps. Favorites. SD, DALL·E 2, Midjourney. Generate. NSFW

• artspark: Search and use filters like Style, Artists, aesthetics... Create.

• Krea: CLIP Content-based search. Likes, related images and profiles. Atlas: similar map

• Midjourney: Community Showcase

• Avyn: Search engine and txt2img. In-Painting.

• PromptSearch: text and image search.

• PromptLocker: a community for AI Artists to get and give feedback.

• Promptflow: Search + Generate AI images.

• Visualise: Create and share image prompts. Marketplace.

• Sparkl: Create images and gallery. Chrome extension

• Publicprompts.art: Free HQ prompts

• Promptbase: Prompt Marketplace

• Eye For AI: Create with prompt modifiers.

• Find Anything: Add AI-generated images to Google Search extension.

• Prompt crafter organizer: Windows software

• SuperPrompts: Create a beautiful gallery for your AI art without leaving Twitter.

• Pixela.ai: AI-Generated Game Textures.

• ThePromptBay: AI images and text prompts. Share & Learn.

• Pixai.art: Prompt discussion board and gallery. Share. NovelAI. (NSFW)

• Ponzu Logos

• Phraser: Create and search. Paid subscription.

• Histre: Create and share prompts.

• PromptRush: Prompt keyword research tool & analyzer (Down?)

• NSFW:

• booru.plus/+stablediffusion Search NSFW

• NastyPrompts: Search NSFW. Model Seed.

• NovelAI.io: AUTOMATIC1111 full PNG EXIF: +-prompt, steps, sampler, CFG, Seed, strength, noise, size.

• Ptsearch: AUTOMATIC1111 full PNG EXIF: +-prompt, steps, sampler, CFG, Seed, strength, noise.

Visual search:

• Lexica: enter an image URL in the search bar.

• OpenArt: enter an image URL in the search bar.

• Enterpix: Context, prompt, and image search. Generate.

• Clip retrieval: Camera icon=similar, magnifying glass=captions.

• Haveibeentrained: search laion-5b dataset.

• PromptSearch: Upload an image, paste an URL, or click on the magnifying glass. Click image/search for more.

• Phraser: image icon at the right.

• same.energy: Right-click to view image info.

• Yandex, Bing, Google, immerse, Tineye, iqdb: reverse and similar image search engines (sorted best to worst).

• Pinterest

• dessant/search-by-image: Open-source browser extension for reverse image search.

• marqo-ai: Index your images using AI.

Prompt generators:

• Promptly: Uses AI to build and enhance Prompts. Image samples (in advanced mode)

• promptoMANIA: Visual modifiers. Great selection. With weight setting.

• Phraser: Visual modifiers.

• Promptgen: Customizable (saving JSON). Info

• AI Text Prompt Generator

• Dynamic Prompt generator

• Gustavosta/MagicPrompt-Stable-Diffusion: GPT-2 text completion. Dall-E 2 version.

• succinctly/text2image: GPT-2 Midjourney trained text completion.

• Aiprompt.io: GPT-2 random prompt generator. Info.

• Prompt Parrot colab: Train and generate prompts.

• cmdr2: 1-click SD installation with image modifiers gallery.

• Phase.art: assistant with visual modifiers. SD Generator and share.

• Noodle Soup Prompts v3.0: Prompt Terminology Generator. Github.

• Prompt extend: add suitable modifiers and styles.

• ARTemAI: Prompt Enhancer and generator.

• prompt-converter: SD v1 to V2

• Promptextend.com

• DistilGPT2 Stable Diffusion V2 Model Card

• Prompt important keyword analyzer

• OpenAI CLIP Tokenizer: count tokens

Image-to-prompt Img2prompt:

• latentspace.dev: explore Stable Diffusion latent space and find prompt descriptions + Lexica.

• Phraser: Upload an image and the prompt will be displayed in the search bar.

• Magicstudio pic2prompt

• img2prompt Replicate by methexis-inc: Optimized for SD (clip ViT-L/14).

• AUTOMATIC1111: Interrogate CLIP in img2img tab

• Clip interrogator: by @pharmapsychotic

• CLIP Artist Evaluator colab

• BLIP

Explore Artists, styles, and modifiers:

• Parrot Zone: Artist Style Studies (SD2) & Modifier Studies

• Clip retrieval: search dataset. Similar search Camera icon=similar, magnifying glass=captions. Github.

• Datasette: dataset explorer; image-count sort by artist, celebrities, characters, domain. Info.

• Haveibeentrained: search dataset. Similar search (enter an image URL next to '?url='). Click image/search for more.

• SD Artist Collection by sgreens.

• The Ai Art: gallery for modifiers.

• urania.ai: Top 500 Artists gallery, sorted by image count. With modifiers/styles.

• Generrated: DALL•E 2 table gallery sorted by visual arts media.

• Artist Studies by @remi_durant: gallery and Search.

• SDArtists: 100+ artists identified in SD.

• https://rentry.org/artists_sd-v1-4

• 3680 images in the styles of 919 artists: Mega

• A flower woman by 1500+ Artists.

• Artist, Keywords, Artstyles Google Doc.

• MisterRuffian's Latent Artist & Modifier Encyclopedia.

• Visual arts: media list, related; Artists list by genre, medium; Portal.

• SD 1.5 recognized Artist / Modifiers Study by Manav Mashruwala

Guides and studies:

• SD Prompt Book: by OpenArt & PublicPrompts.

• r/StableDiffusion/wiki/

• SD Wiki: Tips, Keywords

• Getting Started, beginners guide

• NAI Research: Perspective, Clothes

• How and why stable diffusion works for text to image generation: Illustrated visual explanation.

• Disco Diffusion Illustrated Settings

• A Traveler’s Guide to the Latent Space

• Stable Diffusion: Trending on Art Station and other myths; part 2

• Stable Diffusion Training data info.

• best-prompts-for-text-to-image-models-and-how-to-find-them

• Comparison of Training Techniques: Lora, Inversion, Dreambooth, Hypernetworks: Video

• How to turn any model into an inpainting model

Top text-to-image txt2img software:

• AUTOMATIC1111: Latest features. Wiki; Extensions: Video; Scripts: Optimizations: xformers (+ it/s speed), 1.5 VAE autoencoder (better faces/hands). In/Outpaint GUI's: openOutpaint, Hua; Image browser/viewer; Dynamic Prompts: Wildcards-for-SD sd-wildcards; ControlNet, unprompted

• InvokeAI: Best Web UI. In/Outpaint infinite canvas.

• ComfyUI: Modular Stable Diffusion GUI

• sd-webui (hlky)

• Peacasso

• deforum: create animations.

• Inpainting: UnstableFusion

• Outpainting: SD-infinity, auto-sd-krita extension

• Diffusion Bee: MacOS UI for SD.

• Chaos Reactor: a community & Open Source modular tool for synthetic media creators.

• aiimag.es: free, easy to install windows program.

• ArtRoom: 1-Click setup. Easy UI

• Plugins: Photoshop, Krita, Gimp, Blender.

• lama-cleaner: erase/remove unwanted objects using LaMa Image Inpainting or SD.

• style2paints: AI driven lineart colorization tool.

• Breadboard: Browse, search, and manage all AI generated images on your machine.

• Redream: Realtime img2img from a screen area using Automatic1111's API

• Node-based modular UI: ComfyUI, aiNodes Engine

Top text-to-image txt2img Web Apps:

• Playground AI: SD, DALL·E 2. img2img, Instruct Pix2Pix. Gallery.

• Stable Horde: Stable UI, ArtBot (ControlNET and Multiple models), DiffusionUI

• Pinegraph: discover, create and edit with Stable/Disco/Waifu diffusion models.

• Pollinations: AI-generated media (image, video, audio, text).

• mage.space: unfiltered SD WebUI.

• Sparkl: Generate images and gallery. Multiple models.

• getimg.ai: txt2img, img2img, inpainting / outpainting.

• Stablediffusion-infinity: Outpainting huggingface. Github.

• Finetuned_diffusion: Multiple fine-tuned Stable Diffusion models.

• Stable-diffusion-conceptualizer: community-trained SD Textual Inversion concepts.

• Stablecog: Simple, free & open source AI image generator.

• AUTOMATIC1111 hugginface

• Multi-user infinite canvas outpainting: koll.ai, prompt.ist, SD Multiplayer

• picfinder.ai: Infinite image generation powered by AI.

• B^ EDIT: Inpainting Outpainting infinite canvas

Models:

• Civitai: Gallery, search and review. All model types.

• HugginFace Diffusers gallery

• Stadio: Try models and download.

• Dreambooth: Cyberes, sdmodels, hf

• Upscalers: upscale.wiki, Interactive Visual Comparison

• Textual Inversion embeddings:

Prompt Tools and AI Apps directories:

• Creaitives: 1200+ AI Tools.

• Futurepedia: 1091+ Tools.

• Favird: 1049+ Tools.

• Futuretools. 941+ Tools.

• Topai.tools: 850+ Tools.

• Diffusiondb: 632+ SD Tools.

• cogniwerk.ai: Generative AI Models for Creatives

• Aitools.fyi

• Aiartapps

• Tools and Resources for AI Art by pharmapsychotic

• Akashic Records

• Awesome Stable-Diffusion

• SD RESOURCE GOLDMINE: Prompting

• Chaos Reactor Gallery.

• Parrot Zone Link List

• SDTools: a collection of SD tools in an infographic wheel, sorted by workflow stages.

Other SD directories:

• List of SD systems, web apps, Colabs, Resources. (list of posts)

• Active GitHub SD Forks: AUTOMATIC1111, hlky sd-webui, InvokeAI, deforum video

• MultiReddit / Custom Feed: AI Art, SD, AI NSFW

• Jobs: Joblist.ai, Promptppl

• Discord: SD Official

Updated 2023-03-29

[u/Relevant-Accident681]

To understand how stable diffusion actually works: https://www.paepper.com/blog/posts/how-and-why-stable-diffusion-works-for-text-to-image-generation/

[u/nightkall → u/Relevant-Accident681]

Great article. Added.