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prompt-build

Build custom AI prompts from scratch using guided workflows and patterns from a 2,500+ prompt database. Supports image, video, and text prompts for Midjourney, Flux, Leonardo AI, DALL-E, Sora, and 12 more models. Use when user says "build a prompt", "create a prompt", "write a prompt", "make me a prompt", "new prompt", or "prompt from scratch".

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Works withOpenAI
See how to install

Files included (1)

  • SKILL.md2.3 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Prompt Builder

Build production-quality AI prompts using patterns extracted from 2,500+ curated prompts.

Build Workflow

Step 1: Determine Intent

Ask the user (if not already clear):

  1. Output type: Image, Video, or Text?
  2. Target model: Which AI model? (Midjourney, Flux, DALL-E, Leonardo, Sora, etc.)
  3. Subject: What should the prompt create?
  4. Style/mood: Any specific aesthetic?

Step 2: Find Reference Prompts

Search the database for similar prompts to use as inspiration:

python3 {PROMPT_ENGINE_DIR}/scripts/search_prompts.py "SUBJECT" --model MODEL --limit 5

Step 3: Construct the Prompt

Use this universal structure (adapt per model):

Image Prompts:

[Subject/Action] + [Setting/Environment] + [Lighting/Mood] + [Camera/Lens] +
[Style Reference] + [Technical Parameters]

Video Prompts:

[Camera Movement] + [Subject/Action] + [Setting] + [Lighting] +
[Duration/Speed] + [Style] + [Technical]

Text Prompts:

[Role/Context] + [Task] + [Constraints] + [Format] + [Tone] + [Examples]

Step 4: Apply Model-Specific Syntax

Load {PROMPT_ENGINE_DIR}/references/model-guide.md for model-specific formatting rules:

  • Midjourney: Use --ar, --v, --style, --s, --chaos
  • Flux: Natural language, detailed descriptions work best
  • DALL-E: Direct, descriptive, avoid negative prompts
  • Leonardo AI: Use model-specific keywords (Phoenix, Alchemy)
  • Sora: Camera movements, scene transitions, temporal descriptions

Step 5: Review and Refine

Present the prompt with:

  1. The full prompt text
  2. Recommended parameters/settings
  3. Similar prompts from the database for comparison
  4. Suggested variations (3 alternatives)

Quality Gates

  • Prompt must be > 30 characters
  • Must include subject + at least one modifier (style, lighting, or camera)
  • Must use model-appropriate syntax
  • No conflicting instructions (e.g., "realistic" + "cartoon")

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