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Diffusion Prompt Library

Image & Video · by AIDiveForge · Apr 17, 2026 · Beginner · ✓ 1 verified compat

A curated, tagged prompt library for diffusion models with negative-prompt presets and CFG/sampler defaults.

🧠 Why it works

Diffusion prompting is the quintessential 'small input, huge output-variance' problem: the same subject produces wildly different images depending on style hooks, camera vocabulary, and negative prompts. A curated library encodes hard-won knowledge (what actually helps, what's cargo-culted) and the loader pattern means a user's four-word prompt gets augmented with the right 25-word skeleton automatically.

⚙️ How it works

1) Library is YAML: id, subject_tags, style_tags, prompt_template, negative_template, cfg, sampler, steps, sample_url. 2) Loader takes user intent + optional overrides. 3) Classifies user intent via a small LLM into subject + desired style tags. 4) Selects the top-3 library entries by tag cosine-similarity. 5) Merges: subject from user + scaffolding from the chosen entry + negative prompts + sampler params. 6) Returns the final payload in the target model's dialect (SDXL, Flux, Ideogram). 7) Caches the last-N generations per user so the library grows personalized over time.

Description

Ships as a structured YAML bundle + a loader. Prompts are tagged by subject, style, era, color palette, and technical settings (CFG, sampler, steps). The loader composes a final prompt from user intent + the best-matching library entries.

Install this skill

A Claude skill is a skill.md file with YAML frontmatter and a markdown body. Drop the file into your tool of choice — or pick a different format if you use Cursor, Windsurf, Copilot, or something else.

Download skill.md 
mkdir -p ~/.claude/skills/diffusion-prompt-library \
  && curl -L https://aidiveforge.com/skill/diffusion-prompt-library.skill-md \
       -o ~/.claude/skills/diffusion-prompt-library/skill.md

Save to ~/.claude/skills/diffusion-prompt-library/skill.md

Recommended Use

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