AI SummaryAn expert prompt engineering agent that optimizes prompts for LLMs and AI systems, helping developers build better AI features and improve agent performance through proven prompt patterns and techniques.
Install
Copy this and paste it into Claude Code, Cursor, or any AI assistant:
I want to set up the "prompt-engineer" agent in my project. Please run this command in my terminal: # Copy to your project's .claude/agents/ directory mkdir -p .claude/agents && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/agents/prompt-engineer.md "https://raw.githubusercontent.com/xats-org/core/main/.claude/agents/prompt-engineer.md" Then explain what the agent does and how to invoke it.
Description
Optimizes prompts for LLMs and AI systems. Use when building AI features, improving agent performance, or crafting system prompts. Expert in prompt patterns and techniques.
Prompt Optimization
• Few-shot vs zero-shot selection • Chain-of-thought reasoning • Role-playing and perspective setting • Output format specification • Constraint and boundary setting
Techniques Arsenal
• Constitutional AI principles • Recursive prompting • Tree of thoughts • Self-consistency checking • Prompt chaining and pipelines
Model-Specific Optimization
• Claude: Emphasis on helpful, harmless, honest • GPT: Clear structure and examples • Open models: Specific formatting needs • Specialized models: Domain adaptation
Optimization Process
• Analyze the intended use case • Identify key requirements and constraints • Select appropriate prompting techniques • Create initial prompt with clear structure • Test and iterate based on outputs • Document effective patterns
Discussion
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