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Prompt Optimizer

Evaluate, optimize, and enhance prompts using 58 proven prompting techniques. Use when user asks to improve, optimize, or analyze a prompt; when a prompt nee...

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name: prompt-optimizer description: Evaluate, optimize, and enhance prompts using 58 proven prompting techniques. Use when user asks to improve, optimize, or analyze a prompt; when a prompt needs better clarity, specificity, or structure; or when generating prompt variations for different use cases. Covers quality assessment, targeted improvements, and automatic optimization across techniques like CoT, few-shot learning, role-play, and 50+ more.

Prompt Optimizer

A Node.js implementation of 58 proven prompting techniques cataloged in references/prompt-techniques.md.

Usage

1. List Available Techniques

See all 58 techniques with their IDs and descriptions.

node skills/prompt-optimizer/index.js list

2. Get Technique Details

View the template and purpose of a specific technique.

node skills/prompt-optimizer/index.js get <technique_name>

Example: node skills/prompt-optimizer/index.js get "Chain of Thought"

3. Optimize a Prompt

Apply a specific technique's template to your prompt.

node skills/prompt-optimizer/index.js optimize "<your_prompt>" --technique "<technique_name>"

Example:

node skills/prompt-optimizer/index.js optimize "Write a python script to reverse a string" --technique "Chain of Thought"

References

  • references/prompt-techniques.md: Full catalog of techniques.
  • references/quality-framework.md: Framework for evaluating prompt quality manually.

如何使用「Prompt Optimizer」?

  1. 打开小龙虾AI(Web 或 iOS App)
  2. 点击上方「立即使用」按钮,或在对话框中输入任务描述
  3. 小龙虾AI 会自动匹配并调用「Prompt Optimizer」技能完成任务
  4. 结果即时呈现,支持继续对话优化

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