Prompt Styler Wildlife

SDXLPromptbyWildlifeArt is the wildlife-themed node in wolfden's SDXL Prompt Styler pack. It carries ~31 nature presets - African Safari Adventure, Arctic Wildlife Encounter, Underwater Coral Reef Wonderland, Amazon Rainforest Biodiversity, Antarctic Penguin Parade, and the like. Type a subject, pick a habitat, and the node wraps your text in that nature-documentary scene.

If you want that National-Geographic look without hand-writing all the environmental detail, this is a fast way there. Just know these presets are full scenes, not light touches - the habitat comes with a lot of its own content.

How it works

Each wildlife style is a JSON entry with a {prompt} placeholder in its prompt field and a negative_prompt. Pick "Arctic Wildlife Encounter" and your text_positive slots into a template full of snow, ice, and cold-climate wildlife language. No model, no API, no key - string substitution against a lookup table. The atmosphere is entirely in the keywords the preset injects.

The negative is baked into each preset, and if you type into text_negative it merges with the template's rather than replacing it.

The inputs that matter

• text_positive - your subject, kept simple. The preset supplies the habitat.
• style - the scene, ~31 options.
• text_negative - optional, merged with the preset's negative.

log_prompt (No/Yes) prints the assembled prompt to the console. Outputs are positive_prompt_text_g and negative_prompt_text_g, both strings; positive into the CLIP Text Encode feeding your positive conditioning, negative into the negative one. On SDXL the same string can go into both G and L of a CLIPTextEncodeSDXL.

Installing it

ComfyUI Manager: search SDXL Prompt Styler (wolfden), install, restart. Or manually:

cd ComfyUI/custom_nodes
git clone https://github.com/wolfden/ComfyUi_PromptStylers

Restart ComfyUI and find it under the Style Prompts submenu. No downloads, no dependencies.

Where people get tripped up

These presets bake in the whole scene, so if you asked for a specific animal you might find it swimming in the preset's chosen habitat whether that fits or not - a desert creature dropped into a coral reef. Match your subject to a sensible scene, and if the mix is off, flip log_prompt to Yes and read what the template built. The styles are JSON in the pack folder, easy to edit or trim.

For wildlife specifically, a naturalistic result also leans on the base checkpoint - a strong photoreal SDXL model plus a sensible scene beats a stylized model fighting the preset. And the pack-wide caveat holds: these templates were tuned for SDXL and its CLIP encoder, so they land best on SDXL, Illustrious, Pony, NoobAI. On 2026 LLM-encoded models the styling weakens and the inherited negative does nothing at CFG 1, where distilled checkpoints run, because the negative pass isn't computed.

If the node doesn't appear, restart fully and check Style Prompts, not the root menu.