⚽ WorldCup 2026 ELO Analyst AI Agent

🌟 Inspiration

Every World Cup season, millions of football fans argue about which team is the strongest. Social media is flooded with opinions, hype, and bias — but nobody backs their claims with real data.

We asked ourselves: What if an AI could settle every football debate using 125 years of real match data?

That question inspired us to build the WorldCup 2026 ELO Analyst — an AI agent that replaces opinions with mathematics.

🤖 What It Does

Our AI agent analyzes 117,000 historical ELO rating records spanning from 1901 to 2026 to answer any question about World Cup 2026 team strengths.

Core Features:

• 🏆 Live Rankings — Top 48 teams ranked by real ELO rating
• ⚔️ Head to Head — Compare any two teams with win probability
• 📈 Historical Trends — See how teams evolved over decades
• 🌍 Confederation Analysis — UEFA vs CONMEBOL vs AFC strength comparison
• 💾 MongoDB Memory — Every query saved and retrievable

Win Probability Formula:

$$P(win) = \frac{1}{1 + 10^{\frac{R_{opponent} - R_{team}}{400}}}$$

Where $R$ represents the ELO rating of each team.

🛠️ How We Built It

Architecture:

Built With

• 1.5
• ai
• atlas
• compassnode.js
• css3
• dark
• data
• elo
• express.js
• flashmongodb
• football
• gemini
• git
• github
• historical
• html5
• javascript
• json
• mcp
• mode
• mongodb
• npm
• rating
• responsive
• rest
• server
• system
• ui
• vanilla
• vertex