prompt-optimizer

Optimize AI prompts by applying prompt engineering patterns with attribution.

Updated Jul 22, 2025
One-click install
npx skills add https://github.com/timmye/neurosensefx --skill prompt-optimizer-timmye
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/timmye/neurosensefx/tree/main/.claude/skills/prompt-engineer
Command: npx skills add https://github.com/timmye/neurosensefx --skill prompt-optimizer-timmye

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill eliminates the guesswork and manual effort in crafting effective AI prompts. It solves the problem of suboptimal AI performance, wasted tokens, and inconsistent agent behavior by systematically applying proven prompt engineering best practices.

Core Features & Use Cases

  • Systematic Optimization: Decomposes prompts into logical sections, applies relevant patterns with explicit attribution, and integrates changes for global coherence.
  • Pattern Attribution: Every proposed change is justified with a specific prompt engineering pattern, providing transparency and an auditable trail of improvements.
  • Conflict Resolution: Identifies situations where multiple patterns could apply, presents options with trade-offs, and guides you to the optimal choice.
  • Use Case: A developer is building a complex Claude Code agent whose responses are inconsistent or inefficient. They use this Skill to refine the agent's system prompt, ensuring it adheres to best practices for tool use, safety, and conciseness, leading to a more reliable and performant AI.

Quick Start

Here's my agent prompt for a database query assistant. Please optimize it using the prompt-optimizer skill:

[your prompt here]