Show Me The Code - Developer Analyzer by Mr.Jack

Analyze GitHub developer profiles using AI to estimate seniority level and tech stack.

Installation

# Run directly with npx
npx showmethecode <github-username>

# Or install globally
npm install -g showmethecode
showmethecode <github-username>

Usage

# Basic usage
npx showmethecode octocat

# With GitHub token (for private repos & higher rate limits)
npx showmethecode ikarius6 --github-token ghp_xxxxxxxxxxxx

# With Groq API key
npx showmethecode torvalds --groq-key gsk_xxxxxxxxxxxx

Options

Option	Description
--github-token <token>	GitHub personal access token for private repos & higher rate limits
--groq-key <key>	Groq API key (alternative to GROQ_API_KEY env var)
--help	Show usage information

Environment Variables

Variable	Description
GROQ_API_KEY	Your Groq API key (get it from console.groq.com)
GITHUB_TOKEN	Your GitHub personal access token

GitHub Token Scopes

Create a token at github.com/settings/tokens:

Use Case	Required Scope
Public repos only (higher rate limits)	No scopes needed
Include private repositories	repo (Full control of private repositories)

Security & Privacy 🔒

Your tokens are never stored. Both your GitHub token and Groq API key are:

• ✅ Used only for the current session
• ✅ Held only in memory during execution
• ✅ Discarded immediately after the analysis completes
• ❌ Never logged, saved, or transmitted to any third party

This tool runs entirely on your machine—your credentials stay with you.

What It Analyzes

• Repositories: All original (non-fork) repositories
• Languages: Code volume distribution across languages
• Complexity: Project architecture, code patterns, activity
• Topics: Repository topics and tags
• Community Impact: Stars, forks (for Superstar recognition)

Seniority Criteria

Seniority is based on technical skill, not popularity. Stars/forks indicate community impact, not ability.

Level	Indicators
Junior	1-2 languages, simple single-purpose projects, basic patterns
Mid-Level	3-4 languages, multi-component projects, good code organization
Senior	5+ languages, complex architectures (microservices, monorepos), well-designed patterns
Principal/Staff	7+ languages with depth, framework/library creation, advanced architectural patterns
Superstar ⭐	Senior or Principal level + significant community impact (high stars/forks). Parallel recognition of popularity, not higher technical level

Example Output

╔═══════════════════════════════════════════════════════════╗
║           🔍 Show Me The Code - Developer Analyzer         ║
╚═══════════════════════════════════════════════════════════╝

┌─────────────────────────────────────────────────────────────┐
│  👤 Developer Profile                                       │
└─────────────────────────────────────────────────────────────┘

  Username:    @ikarius6
  Name:        Mr.Jack
  GitHub Age:  12 years
  Followers:   29

┌─────────────────────────────────────────────────────────────┐
│  🎯 Seniority Assessment                                    │
└─────────────────────────────────────────────────────────────┘

  Level: ★ Senior ★

  Based on diverse language usage, consistent project structure,
  and active maintenance patterns...

Rate Limits

• Without token: 60 requests/hour
• With GitHub token: 5,000 requests/hour

For users with many repositories, using a GitHub token is recommended.

AI Model

This tool uses Groq with the meta-llama/llama-4-scout-17b-16e-instruct model for intelligent profile analysis.

License

MIT