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Awesome-omni-skill prompt-optimization

Guidelines for creating effective prompts that maximize AI understanding and response quality. Helps developers craft clear, specific, actionable prompts with appropriate context for optimal AI assistance.

install
source · Clone the upstream repo
git clone https://github.com/diegosouzapw/awesome-omni-skill
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/diegosouzapw/awesome-omni-skill "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data-ai/prompt-optimization" ~/.claude/skills/diegosouzapw-awesome-omni-skill-prompt-optimization-2ab161 && rm -rf "$T"
manifest: skills/data-ai/prompt-optimization/SKILL.md
source content

Prompt Optimization Guide

Comprehensive guide for crafting high-quality prompts that maximize AI understanding and effectiveness. Contains best practices for clarity, context, structure, and tactical approaches to prompt engineering.

When to Apply

Reference these guidelines when:

  • Crafting initial prompts for complex tasks
  • Improving AI response quality and accuracy
  • Training team members on effective AI interaction
  • Iterating on prompts that aren't producing desired results
  • Creating reusable prompt templates

Rule Categories by Priority

PriorityCategoryImpactPrefix
1Clarity and PrecisionCRITICAL
clarity-
2Context ProvisioningCRITICAL
context-
3Structure and FormattingHIGH
structure-
4Tactical TipsMEDIUM
tactical-
5Examples and PatternsMEDIUM
example-
6Advanced TechniquesHIGH
advanced-

Quick Reference

1. Clarity and Precision (CRITICAL)

  • clarity-specific-language
    - Use precise terminology instead of vague concepts
  • clarity-define-terms
    - Define technical terms or acronyms
  • clarity-clear-objectives
    - State specific goals and expectations
  • clarity-avoid-ambiguity
    - Eliminate vague pronouns and references

2. Context Provisioning (CRITICAL)

  • context-project-info
    - Include relevant project background
  • context-current-state
    - Describe current situation and constraints
  • context-goals-outcomes
    - Specify desired outcomes and success criteria
  • context-priorities-tradeoffs
    - Explain important priorities and trade-offs

3. Structure and Formatting (HIGH)

  • structure-segmentation
    - Break complex requests into logical sections
  • structure-order-of-info
    - Present information in logical sequence
  • structure-formatting-visual
    - Use markdown for readability
  • structure-sequential-steps
    - Number steps when sequence matters

4. Tactical Tips (MEDIUM)

  • tactical-role-definition
    - Assign specific roles to AI
  • tactical-expectation-setting
    - Explicitly state output format
  • tactical-feedback-loops
    - Include iteration and refinement cycles
  • tactical-constraints-clarification
    - Clearly define limitations

5. Examples and Patterns (MEDIUM)

  • example-good-vs-bad
    - Compare effective and ineffective approaches
  • example-template-patterns
    - Provide reusable prompt templates
  • example-industry-specific
    - Show domain-specific best practices
  • example-error-patterns
    - Highlight common mistakes to avoid

6. Advanced Techniques (HIGH)

How to Use

Follow the systematic approach outlined in USAGE.md for consistent prompt optimization results.