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⚾ MLB Data Analytics AI Challenge

🎯Goal

Use local ahent with a Supabase MCP client to solve 4 progressive data visualization challenges.

Repository Structure

workshop-04/
├── exercise_0/          # Introductory exercise
├── exercise_1/          # Era Batting Average Trends (Line Plot)
├── exercise_2/          # Top Home Run Hitters Heatmap  
├── exercise_3/          # Home Run Distribution Box Plot
├── exercise_4/          # Team Performance Correlation Matrix
├── src/mlb/             # Database utilities & connection tools
├── outputs/             # Save your visualizations here
└── pyproject.toml       # Python dependencies (uv managed)

Setup

  1. Environment Setup: Ensure you have uv package manager installed.
pip install uv
  1. Database Connection: Configure your Supabase connection via MCP. For that, add the MCP definition in .cusros/mcp.json. The access token will be provided in the meeting chat.

  2. Rules definition: Complete the plotting guidelines rool in .cursor/rules/plotting-guidelined.mdc. Create any extra rool you consider necessary.

  3. Commands definition: Complete the database MCP command in .cursor/commands/database.md. Create any extra command you consider necessary.

📚 Essential Documentation

Resource Purpose Link
Supabase MCP Database connection & queries Setup Guide
Cursor Commands AI assistant capabilities Command Reference

💡 Pro Tips

  • Start simple: Create a simple version of the rules and commands. Try working on exercise 1 and iterate as you identify problems with your rules.
  • Use meta promting: Use AI to generate the rules, commands and prompts, but only once you know that do you want to include on each one.
  • Breakdown problems: Separate each exercise into smaller pieces that you can iterate. Don't try to one-shot every problem. Use change of thought (CoT) in your promting.

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