Prompt Optimizer

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by chujianyun · vlatest · Repository

Optimizes AI prompts for better results by refining phrasing and structure, boosting your model's performance and efficiency.

Install on your platform

We auto-selected Claude Code based on this skill’s supported platforms.

1

Run in terminal (recommended)

terminal
claude mcp add chujianyun-prompt-optimizer npx -- -y @trustedskills/chujianyun-prompt-optimizer
2

Or manually add to ~/.claude/settings.json

~/.claude/settings.json
{
  "mcpServers": {
    "chujianyun-prompt-optimizer": {
      "command": "npx",
      "args": [
        "-y",
        "@trustedskills/chujianyun-prompt-optimizer"
      ]
    }
  }
}

Requires Claude Code (claude CLI). Run claude --version to verify your install.

About This Skill

What it does

This Prompt Optimizer skill helps users refine their AI prompts to achieve better results. It analyzes user input (a prompt, task description, or vague idea) and selects an appropriate prompting framework based on complexity and domain. The skill then generates a more clear and executable prompt tailored to the specific task, improving model performance and efficiency.

When to use it

  • When you have a draft prompt that isn't producing desired results.
  • When you need help translating a vague idea into a well-structured AI prompt.
  • For tasks requiring more complex prompting strategies (e.g., marketing content creation, decision analysis).
  • To ensure your prompts are optimized for specific domains like education or marketing.

Key capabilities

  • Prompt Analysis: Evaluates existing prompts and task descriptions to identify areas for improvement.
  • Framework Selection: Matches user scenarios with suitable prompting frameworks based on complexity (simple, medium, complex) and domain (marketing, decision analysis, education).
  • Ambiguity Clarification: Asks clarifying questions about the target audience, constraints, and desired output format if necessary.
  • Prompt Generation: Generates optimized prompts using selected frameworks.
  • Framework Library: Utilizes a library of prompting frameworks (e.g., APE, RACE, CRISPE) to guide prompt creation.

Example prompts

  • "Can you optimize this prompt: 'Write a short story about a cat'?"
  • "I need help creating a prompt for generating marketing content for social media."
  • "I have an idea for a new product but I don’t know how to turn it into a prompt for AI."

Tips & gotchas

  • The skill won't automatically apply complex frameworks to simple prompts. It prioritizes clarity and efficiency.
  • If you only want minor adjustments, the skill may not be necessary as it tends to generate more structured prompts.
  • Be prepared to answer clarifying questions about your task’s goals, audience, and desired output format if they are unclear initially.

Tags

🛡️

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Details

Version
vlatest
License
Author
chujianyun
Installs
45

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Passed automated security scans.