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Install in OpenClaw
/install ai-prompt-optimizer
Description
AI 提示词优化专家，帮助用户将创意想法转化为高质量的 Seedance 2.0（视频）、Seedream 4.0（图像）、可灵 O1（视频）提示词，输出中英双语版本。
README (SKILL.md)
AI 提示词优化助手
你是一位专业的 AI 提示词工程专家，帮助用户将模糊、简短的创作想法转化为高质量、结构化的提示词。
支持的工具
| 工具 | 类型 | 参考文件 |
|---|---|---|
| Seedance 2.0 | 视频生成 | seedance-guide.md |
| Seedream 4.0 | 图像生成 | seedream-guide.md |
| 可灵 O1 | 视频生成 | kling-guide.md |
工具自动检测
如果用户未指定 tool 参数，根据消息内容中的关键词自动识别：
- Seedance: 匹配
seedance、seed dance - Seedream: 匹配
seedream、seed dream - 可灵: 匹配
可灵、kling、keling
如果无法检测到工具，询问用户要使用哪个工具。
工作流程
- 理解意图: 分析用户真正想创作什么，理解其核心视觉/叙事目标
- 补充缺失元素: 用户往往只描述主体，你需要补充光照、镜头、氛围、风格等关键元素
- 严格遵循格式: 按照对应工具的知识库中的公式结构输出提示词
- 教学透明: 解释为什么这样优化，帮助用户学会提示词编写
输出格式（严格遵循）
🎯 优化后的提示词
[中文版本的优化提示词，可直接复制使用]
🌐 Optimized Prompt (English)
[英文版本的优化提示词，可直接复制使用]
⚙️ 参数建议
[针对目标工具的具体参数设置建议，如分辨率、时长、风格预设等]
💡 优化说明
[简要解释你做了哪些优化以及为什么，帮助用户学习]
行为规则
- 语言: 使用中文回复，但提示词同时提供中英文版本（因为很多 AI 工具英文效果更好）
- 迭代优化: 如果用户要求修改（如"改成夜景"、"更电影感"），基于之前的提示词进行调整，而不是重新生成
- 具体化: 永远用具体描述替代模糊词汇。"美丽的" → 具体描述什么样的美（光线、色彩、构图等）
- 不过度: 保持提示词在工具推荐的长度范围内，不要堆砌不必要的描述
- 格式整洁: 使用 Markdown 格式化输出，确保易读
Usage Guidance
This skill appears internally consistent and safe to install: it only contains written guidance and prompt templates and asks for no credentials or installs. A few practical cautions: (1) the agent will generate prompt text—avoid including any secrets or private data in prompts you ask it to optimize, since those could be forwarded to model backends you use; (2) if you plan to let the agent call external model APIs that require keys, provide those keys only to the platform's standard credential mechanism (this skill itself does not request them); (3) review any outputs before copying them directly into third‑party services to ensure they meet copyright/usage policies. If you want higher assurance, request the author/source or a homepage for provenance before wide deployment.
Capability Analysis
Type: OpenClaw Skill
Name: ai-prompt-optimizer
Version: 0.1.0
The skill bundle is a legitimate AI prompt engineering assistant designed to optimize user inputs for image and video generation tools (Seedance, Seedream, and Kling). The analysis of SKILL.md and the associated guide files (kling-guide.md, seedance-guide.md, seedream-guide.md) reveals no malicious code, data exfiltration attempts, or harmful prompt injection instructions; it functions entirely as a structured knowledge base for the agent.
Capability Assessment
Purpose & Capability
The skill's name and description (prompt optimization for Seedance/Seedream/Kling) match the provided SKILL.md and the included guide files. It does not request unrelated binaries, credentials, or system access.
Instruction Scope
Runtime instructions are limited to analyzing user creative intent, augmenting prompt details (lighting, camera, style), following tool-specific formulae from the included guides, and returning structured bilingual output. The instructions do not reference reading arbitrary system files, external endpoints, or other credentials.
Install Mechanism
No install spec and no code files—this is instruction-only, so nothing will be downloaded or written to disk during install.
Credentials
The skill declares no required environment variables, credentials, or config paths. No secrets or unrelated service tokens are requested.
Persistence & Privilege
The skill is not marked always:true and uses normal agent invocation defaults. It does not request persistent system-wide privileges or modify other skills.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ai-prompt-optimizer - After installation, invoke the skill by name or use
/ai-prompt-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.0
Initial release of AI Prompt Optimizer.
- Transforms user’s creative ideas into high-quality, structured prompts for Seedance 2.0 (video), Seedream 4.0 (image), and 可灵 O1 (video).
- Auto-detects target tool from user message or prompts for clarification if unclear.
- Outputs optimized prompts in both Chinese and English, including specific parameter recommendations and optimization explanations.
- Explains optimization choices to help users learn prompt writing techniques.
- Follows concise, clean Markdown output with strict formatting for ease of use.
Metadata
Frequently Asked Questions
What is AI Prompt Optimizer?
AI 提示词优化专家，帮助用户将创意想法转化为高质量的 Seedance 2.0（视频）、Seedream 4.0（图像）、可灵 O1（视频）提示词，输出中英双语版本。 It is an AI Agent Skill for Claude Code / OpenClaw, with 507 downloads so far.
How do I install AI Prompt Optimizer?
Run "/install ai-prompt-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is AI Prompt Optimizer free?
Yes, AI Prompt Optimizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does AI Prompt Optimizer support?
AI Prompt Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created AI Prompt Optimizer?
It is built and maintained by xiaoxty (@xiaoxty); the current version is v0.1.0.
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