Prompt Analysis

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by git-ai-project · vlatest · Repository

Analyzes user prompts to identify intent, constraints, and desired output format for improved AI response generation.

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 prompt-analysis npx -- -y @trustedskills/prompt-analysis
2

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

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

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

About This Skill

What it does

The prompt-analysis skill enables AI agents to inspect, evaluate, and optimize natural language instructions before execution. It helps ensure that complex queries are structured correctly and align with the agent's operational capabilities.

When to use it

  • Refining vague user requests into clear, actionable commands for better accuracy.
  • Debugging why an AI agent failed to execute a specific task based on its input.
  • Optimizing prompt length and clarity to reduce token usage and latency.
  • Validating that sensitive instructions do not violate safety guidelines before processing.

Key capabilities

  • Syntax Validation: Checks for grammatical errors or ambiguous phrasing in prompts.
  • Intent Recognition: Identifies the core goal behind a user's natural language request.
  • Context Analysis: Evaluates if necessary background information is included in the prompt.
  • Optimization Suggestions: Provides rewritten versions of prompts for improved performance.

Example prompts

  • "Analyze this prompt for clarity and suggest improvements: 'Make it better.'"
  • "Why did my request to generate a report fail? Analyze the input I sent."
  • "Break down the intent and required steps in this complex instruction before I run it."

Tips & gotchas

Ensure you provide the full original prompt text for accurate analysis, as context is critical. This skill is most effective when used iteratively to refine prompts over multiple turns rather than as a one-time fix.

Tags

🛡️

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Details

Version
vlatest
License
Author
git-ai-project
Installs
35

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Passed automated security scans.