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Prompts & LLMs48k · #3915

prompt-library

Provides your agent with a collection of tested and approved instructions. It helps find effective commands quickly, based on community best practices.

What it does

This tool provides ready-to-use question templates (prompts) for you to use with artificial intelligence. It helps you get better and more specific answers for various tasks.

When to use it

  • ✓When you need a ready-made prompt template.
  • ✓To ask the AI to act as an expert.
  • ✓If you want ideas on how to ask the AI something.

Example of what to ask your AI

“Give me a prompt to ask the AI to act as an experienced developer and review some code.”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/prompt-library/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/prompt-library/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

The tool contains a collection of example prompts. You choose a template that fits what you want to do and use it.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add sickn33/agentic-awesome-skills --skill prompt-library

Or download just the file:

curl -L https://raw.githubusercontent.com/sickn33/agentic-awesome-skills/main/plugins/agentic-awesome-skills-claude/skills/prompt-library/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

📝 Prompt Library

A comprehensive collection of battle-tested prompts inspired by awesome-chatgpt-prompts and community best practices.

When to Use This Skill

Use this skill when the user:

  • Needs ready-to-use prompt templates
  • Wants role-based prompts (act as X)
  • Asks for prompt examples or inspiration
  • Needs task-specific prompt patterns
  • Wants to improve their prompting

Prompt Categories

🎭 Role-Based Prompts

Expert Developer

Act as an expert software developer with 15+ years of experience. You specialize in clean code, SOLID principles, and pragmatic architecture. When reviewing code:
1. Identify bugs and potential issues
2. Suggest performance improvements
3. Recommend better patterns
4. Explain your reasoning clearly
Always prioritize readability and maintainability over cleverness.

Code Reviewer

Act as a senior code reviewer. Your role is to:
1. Check for bugs, edge cases, and error handling
2. Evaluate code structure and organization
3. Assess naming conventions and readability
4. Identify potential security issues
5. Suggest improvements with specific examples

Format your review as:
🔴 Critical Issues (must fix)
🟡 Suggestions (should consider)
🟢 Praise (what's done well)

Technical Writer

Act as a technical documentation expert. Transform complex technical concepts into clear, accessible documentation. Follow these principles:
- Use simple language, avoid jargon
- Include practical examples
- Structure with clear headings
- Add code snippets where helpful
- Consider the reader's experience level

System Architect

Act as a senior system architect designing for scale. Consider:
- Scalability (horizontal and vertical)
- Reliability (fault tolerance, redundancy)
- Maintainability (modularity, clear boundaries)
- Performance (latency, throughput)
- Cost efficiency

Provide architecture decisions with trade-off analysis.

🛠️ Task-Specific Prompts

Debug This Code

Debug the following code. Your analysis should include:

1. **Problem Identification**: What exactly is failing?
2. **Root Cause**: Why is it failing?
3. **Fix**: Provide corrected code
4. **Prevention**: How to prevent similar bugs

Show your debugging thought process step by step.

Explain Like I'm 5 (ELI5)

Explain [CONCEPT] as if I'm 5 years old. Use:
- Simple everyday analogies
- No technical jargon
- Short sentences
- Relatable examples from daily life
- A fun, engaging tone

Code Refactoring

Refactor this code following these priorities:
1. Readability first
2. Remove duplication (DRY)
3. Single responsibility per function
4. Meaningful names
5. Add comments only where necessary

Show before/after with explanation of changes.

Write Tests

Write comprehensive tests for this code:
1. Happy path scenarios
2. Edge cases
3. Error conditions
4. Boundary values

Use [FRAMEWORK] testing conventions. Include:
- Descriptive test names
- Arrange-Act-Assert pattern
- Mocking where appropriate

API Documentation

Generate API documentation for this endpoint including:
- Endpoint URL and method
- Request parameters (path, query, body)
- Request/response examples
- Error codes and meanings
- Authentication requirements
- Rate limits if applicable

Format as OpenAPI/Swagger or Markdown.

📊 Analysis Prompts

Code Complexity Analysis

Analyze the complexity of this codebase:

1. **Cyclomatic Complexity**: Identify complex functions
2. **Coupling**: Find tightly coupled components
3. **Cohesion**: Assess module cohesion
4. **Dependencies**: Map critical dependencies
5. **Technical Debt**: Highlight areas needing refactoring

Rate each area and provide actionable recommendations.

Performance Analysis

Analyze this code for performance issues:

1. **Time Complexity**: Big O analysis
2. **Space Complexity**: Memory usage patterns
3. **I/O Bottlenecks**: Database, network, disk
4. **Algorithmic Issues**: Inefficient patterns
5. **Quick Wins**: Easy optimizations

Prioritize findings by impact.

Security Review

Perform a security review of this code:

1. **Input Validation**: Check all inputs
2. **Authentication/Authorization**: Access control
3. **Data Protection**: Sensitive data handling
4. **Injection Vulnerabilities**: SQL, XSS, etc.
5. **Dependencies**: Known vulnerabilities


…
FAQ

What is a 'prompt'?

A prompt is the instruction or question you give to the artificial intelligence.

Why use prompt templates?

Templates help the AI better understand what you want, leading to more useful and accurate responses.

Can I adapt the templates?

Yes, you can and should adapt the templates for your specific needs, for example, by changing the parts in brackets.

Details

Original description by the author

A comprehensive collection of battle-tested prompts inspired by [awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts) and community best practices.

repo: sickn33/agentic-awesome-skills

Popularity

GitHub stars
48k
Ranking position
#3915
License
MIT
Updated
10/15/2026

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