A specialized prompt engineering tool that converts vague creative concepts into structured, high-performance prompts for leading AI video and image generators.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ai-prompt-optimizer
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 ai-prompt-optimizer 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 AI Prompt Optimizer?
The AI Prompt Optimizer is a sophisticated tool within the Openclaw Skills ecosystem designed to bridge the gap between human creativity and AI execution. It specializes in refining prompts for professional-grade generative tools like Seedance 2.0, Seedream 4.0, and Kling O1. By analyzing intent and applying domain-specific structures, it ensures users achieve cinematic results with minimal effort.
This skill functions as a professional prompt engineer that understands the nuances of lighting, camera movement, and artistic style. It automatically detects the target platform and provides bilingual outputs (Chinese and English) to ensure maximum compatibility with global AI models, helping users master the art of prompt writing through transparent optimization explanations.
AI Prompt Optimizer Use Cases
- Converting short, vague descriptions into detailed cinematic prompts for video generation.
- Optimizing image prompts for Seedream 4.0 to achieve specific artistic styles or lighting effects.
- Refining technical parameters and camera instructions for Kling O1 video production.
- Learning prompt engineering best practices through side-by-side optimization comparisons.
How AI Prompt Optimizer Works
- Intent Analysis: The skill evaluates the user's core visual or narrative goals from their initial input.
- Attribute Enrichment: It automatically adds critical missing elements such as lighting, camera angles, atmosphere, and specific stylistic tags.
- Structural Formatting: The enriched data is formatted according to the specific technical requirements of the target AI tool (Seedance, Seedream, or Kling).
- Bilingual Output: The system generates optimized prompts in both Chinese and English, accompanied by suggested technical parameters and an explanation of the logic used.
AI Prompt Optimizer Setup
To use this prompt optimization capability within your environment, ensure your Openclaw Skills configuration includes the prompt-optimizer package. You can trigger the skill via the CLI or integrated agent interface:
# Example of triggering the optimizer for a specific tool
openclaw run ai-prompt-optimizer --tool "kling" "A futuristic cyberpunk city in the rain"
AI Prompt Optimizer Data Schema & Taxonomy
The skill utilizes a structured output format to ensure clarity and ease of use for the developer and end-user:
| Section | Content Description |
|---|---|
| Optimized Prompt (CN) | The refined prompt in Chinese for native understanding. |
| Optimized Prompt (EN) | The English version, optimized for international AI models. |
| Technical Parameters | Specific suggestions for resolution, duration, and style presets. |
| Optimization Logic | A brief educational breakdown of why specific keywords were added. |
AI Prompt Optimizer Advanced Features
- Auto-detection of target AI tools based on keyword patterns like seedance, seedream, or kling.
- Iterative refinement support that adjusts existing prompts rather than starting from scratch.
- Knowledge base integration for specific guides (seedance-guide.md, kling-guide.md) to ensure protocol compliance.
- Precision control to avoid keyword stuffing while maintaining descriptive depth.
SKILL.md
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