A professional modular prompt generator for high-fidelity AI image and video production supporting diverse generation modes.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install prompt-bozo
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install prompt-bozo using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Prompt Bozo?
Prompt Bozo is a specialized AI coding agent tool designed to streamline the creation of complex prompts for AI art and video platforms like Midjourney, Stable Diffusion, and Jimeng AI. By utilizing a modular framework, it translates simple user intent into highly detailed, parameter-driven descriptions that cover everything from character design and hairstyles to camera movement and lighting.
This skill excels at maintaining consistency across different generation modes, such as Text-to-Image (T2I) and Image-to-Video (I2V). As a key component of the Openclaw Skills library, it integrates deep cultural knowledge, offering specific modules for traditional Chinese aesthetics, Hanfu details, and cinematic camera language to ensure professional-grade outputs every time.
Prompt Bozo Use Cases
- Creating high-fidelity character concepts with specific hairstyles and poses.
- Generating consistent video sequences from static reference images (I2V).
- Designing culturally accurate traditional Chinese or ancient-style artwork.
- Automating the inclusion of cinematic technical details like focal length and lighting styles.
- Developing transition videos using start-and-end frame interpolation.
How Prompt Bozo Works
- The agent identifies the generation mode (T2I, I2I, T2V, I2V, or First-Last Frame) based on user input and available reference assets.
- It collects core parameters including subject characteristics, environment, and specific aesthetic requirements.
- The skill loads relevant reference modules such as
camera.md,poses.md, orchinese-style.mdto enrich the prompt with technical terminology. - It assembles the final prompt using a precise control framework: [Subject], [Environment], [Style], [Composition], [Lighting], [Camera], and [Technical Details].
- The agent outputs a seamless, natural language paragraph optimized for the target AI model without any explanatory meta-text.
Prompt Bozo Setup
To integrate Prompt Bozo into your environment, ensure your agent has access to the reference directory and the Openclaw Skills configuration.
# Clone the skill repository into your agent's skills folder
git clone https://github.com/openclaw/prompt-bozo.git
# Ensure reference documents are linked
ln -s ./prompt-bozo/references ./your-agent/references
Prompt Bozo Data Schema & Taxonomy
Prompt Bozo organizes its creative intelligence through a structured directory of Markdown reference files:
| File | Content Type |
|---|---|
framework.md |
Core prompt structure and composition rules |
camera.md |
Cinematic lens movements and angles |
chinese-style.md |
Traditional aesthetics, architecture, and Hanfu details |
poses.md / character-design.md |
Subject postures and character archetypes |
hairstyles.md |
Detailed hair design parameters |
locations.md |
Geographic and environmental scene settings |
Prompt Bozo Advanced Features
- Multi-mode adaptation: Automatically shifts prompt weighting for video vs. static image generation.
- Cultural Engine: Specialized triggers for dynasties (Han, Tang, Ming) and specific garment construction (Mamian skirt, Ruqun).
- Dynamic Reference Loading: Only loads the contextually necessary Markdown files to keep the agent's context window efficient.
- Technical Detail Injection: Automatically appends quality boosters like "Ultra-high definition" and "Professional Photography" based on the selected framework.
SKILL.md
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