Fantasy Football MCP Server

A comprehensive Model Context Protocol (MCP) server for Yahoo Fantasy Football that provides intelligent lineup optimization, draft assistance, and league management through AI-powered tools.

🚀 Features

Core Capabilities

• Multi-League Support – Automatically discovers and manages all Yahoo Fantasy Football leagues associated with your account
• 🆕 Player Enhancement Layer – Intelligent projection adjustments with bye week detection, recent performance stats, and breakout/declining player flags
• Intelligent Lineup Optimization – Advanced algorithms considering matchups, expert projections, and position-normalized value
• Draft Assistant – Real-time draft recommendations with strategy-based analysis and VORP calculations
• Comprehensive Analytics – Reddit sentiment analysis, team comparisons, and performance metrics
• Multiple Deployment Options – FastMCP, traditional MCP, Docker, and cloud deployment support

Advanced Analytics

• Position Normalization – Smart FLEX decisions accounting for different position baselines
• Multi-Source Projections – Combines Yahoo and Sleeper expert rankings with matchup analysis
• Strategy-Based Optimization – Conservative, aggressive, and balanced approaches
• Volatility Scoring – Floor vs ceiling analysis for consistent or boom-bust plays
• Live Draft Support – Real-time recommendations during active drafts

🆕 Player Enhancement Layer

The enhancement layer enriches player data with real-world context to fix stale projections and prevent common mistakes:

Key Features

✅ Bye Week Detection – Automatically zeros projections and displays "BYE WEEK - DO NOT START" for players on bye, preventing accidental starts

✅ Recent Performance Stats – Fetches last 1-3 weeks of actual performance from Sleeper API and displays trends (L3W avg: X.X pts/game)

✅ Performance Flags – Intelligent alerts including:

• BREAKOUT_CANDIDATE – Recent performance > 150% of projection
• TRENDING_UP – Recent performance exceeds projection
• DECLINING_ROLE – Recent performance < 70% of projection
• HIGH_CEILING – Explosive upside potential
• CONSISTENT – Reliable, steady performance

✅ Adjusted Projections – Blends recent reality with stale projections for more accurate start/sit decisions (60/40 or 70/30 weighting based on confidence)

Example

Before Enhancement:

{
  "name": "Rico Dowdle",
  "sleeper_projection": 4.0,
  "recommendation": "Bench"
}

After Enhancement:

{
  "name": "Rico Dowdle",
  "sleeper_projection": 4.0,
  "adjusted_projection": 14.8,
  "performance_flags": ["BREAKOUT_CANDIDATE", "TRENDING_UP"],
  "enhancement_context": "Recent breakout: averaging 18.5 pts over last 3 weeks",
  "recommendation": "Strong Start"
}

The enhancement layer is non-breaking and automatically applies to:

• ff_get_roster (with include_external_data=True)
• ff_get_waiver_wire (with include_external_data=True)
• ff_get_players (with include_external_data=True)
• ff_build_lineup (automatic)

🛠️ Available MCP Tools

League & Team Management

• ff_get_leagues – List all leagues for your authenticated Yahoo account
• ff_get_league_info – Retrieve detailed league metadata and team information
• ff_get_standings – View current league standings with wins, losses, and points
• ff_get_roster – Inspect detailed roster information for any team
• ff_get_matchup – Analyze weekly matchup details and projections
• ff_compare_teams – Side-by-side team roster comparisons for trades/analysis
• ff_build_lineup – Generate optimal lineups using advanced optimization algorithms

Player Discovery & Waiver Wire

• ff_get_players – Browse available free agents with ownership percentages
• ff_get_waiver_wire – Smart waiver wire targets with expert analysis (configurable count)
• ff_get_draft_rankings – Access Yahoo's pre-draft rankings and ADP data

Draft Assistant Tools

• ff_get_draft_recommendation – AI-powered draft pick suggestions with strategy analysis
• ff_analyze_draft_state – Real-time roster needs and positional analysis during drafts
• ff_get_draft_results – Post-draft analysis with grades and team summaries

Advanced Analytics

• ff_analyze_reddit_sentiment – Social media sentiment analysis for player buzz and injury updates
• ff_get_api_status – Monitor cache performance and Yahoo API rate limiting
• ff_clear_cache – Clear cached responses for fresh data (with pattern support)
• ff_refresh_token – Automatically refresh Yahoo OAuth tokens

📦 Installation

Quick Start

git clone https://github.com/derekrbreese/fantasy-football-mcp-public.git
cd fantasy-football-mcp-public
pip install -r requirements.txt

Yahoo API Setup

1. Create a Yahoo Developer App at developer.yahoo.com
2. Note your Consumer Key (Client ID) and Consumer Secret (Client Secret)
3. Set up your .env file with these credentials
4. Complete OAuth flow using the included authentication scripts

⚙️ Configuration

Create a .env file with your API credentials:

# Yahoo API Credentials (Required)
YAHOO_CLIENT_ID=your_consumer_key_here
YAHOO_CLIENT_SECRET=your_consumer_secret_here
YAHOO_ACCESS_TOKEN=your_access_token
YAHOO_REFRESH_TOKEN=your_refresh_token
YAHOO_GUID=your_yahoo_guid

# Reddit API Credentials (Optional - for sentiment analysis)
REDDIT_CLIENT_ID=your_reddit_client_id
REDDIT_CLIENT_SECRET=your_reddit_client_secret
REDDIT_USERNAME=your_reddit_username

Note: Reddit credentials are optional. The app will work without them, but Reddit sentiment analysis features will be unavailable. See Reddit API Setup Guide for detailed instructions.

Initial Authentication

First-time setup:

cd utils
python setup_yahoo_auth.py

Re-authentication (if tokens expired):

cd utils
python reauth_yahoo.py

Token refresh (when access token expires):

cd utils
python refresh_yahoo_token.py

The authentication scripts will:

• Open your browser for Yahoo OAuth authorization
• Automatically update your .env file (preserving existing variable line positions)
• Automatically update MCP config files (Claude Desktop, Cursor, Antigravity) if they exist
• Display confirmation messages

Important: After authentication or token refresh, restart your MCP client to use the new tokens.

🚀 Deployment Options

Local Development (FastMCP)

python fastmcp_server.py

Connect via HTTP transport at http://localhost:8000

Claude Code Integration (Stdio)

python fantasy_football_multi_league.py

Docker Deployment

docker build -t fantasy-football-mcp .
docker run -p 8080:8080 --env-file .env fantasy-football-mcp

Cloud Deployment (Render/Railway/etc.)

The server includes multiple compatibility layers for various cloud platforms:

• render_server.py - Render.com deployment
• simple_mcp_server.py - Generic HTTP/WebSocket server
• fastmcp_server.py - FastMCP cloud deployments

🧪 Testing

# Run full test suite
pytest

# Test OAuth authentication
python tests/test_oauth.py

# Test MCP connection
python tests/test_mcp_client.py

📁 Project Structure

fantasy-football-mcp-public/
├── fastmcp_server.py              # FastMCP HTTP server implementation
├── fantasy_football_multi_league.py  # Main MCP stdio server
├── lineup_optimizer.py            # Advanced lineup optimization engine
├── matchup_analyzer.py           # Defensive matchup analysis
├── position_normalizer.py        # FLEX position value calculations
├── src/
│   ├── agents/                   # Specialized analysis agents
│   ├── models/                   # Data models for players, lineups, drafts
│   ├── strategies/              # Draft and lineup strategies
│   ├── services/                # Player enhancement and external integrations
│   └── utils/                   # Utility functions and configurations
├── tests/                       # Comprehensive test suite
├── utils/                       # Authentication and token management
└── requirements.txt             # Python dependencies

🔧 Advanced Configuration

Strategy Weights (Balanced Default)

{
    "yahoo": 0.40,     # Yahoo expert projections
    "sleeper": 0.40,   # Sleeper expert rankings
    "matchup": 0.10,   # Defensive matchup analysis
    "trending": 0.05,  # Player trending data
    "momentum": 0.05   # Recent performance
}

Draft Strategies

• Conservative: Prioritize proven players, minimize risk
• Aggressive: Target high-upside breakout candidates
• Balanced: Optimal mix of safety and ceiling potential

Position Scoring Baselines

• RB: ~11 points (standard scoring)
• WR: ~10 points (standard scoring)
• TE: ~7 points (standard scoring)
• FLEX calculations include position scarcity adjustments

📊 Performance Metrics

The optimization engine targets:

• 85%+ accuracy on start/sit decisions
• +2.0 points per optimal decision on average
• 90%+ lineup efficiency vs. manual selection
• Position-normalized FLEX decisions to avoid TE traps

🔍 Troubleshooting

Common Issues

Authentication Errors

# Refresh expired tokens (expire hourly)
cd utils
python refresh_yahoo_token.py

# Full re-authentication if refresh fails
cd utils
python reauth_yahoo.py

# Or first-time setup
cd utils
python setup_yahoo_auth.py

Note: All authentication scripts automatically update your .env file and MCP config files. After running any authentication script, restart your MCP client (Claude Desktop, Cursor, etc.) to use the new tokens.

Only One League Showing

• Verify YAHOO_GUID matches your Yahoo account
• Ensure leagues are active for current season
• Check team ownership detection in logs

Rate Limiting

• Yahoo allows 1000 requests/hour
• Server implements 900/hour safety limit
• Use ff_get_api_status to monitor usage
• Clear cache with ff_clear_cache if needed

Stale Data

• Cache TTLs: Leagues (1hr), Standings (5min), Players (15min)
• Force refresh with ff_clear_cache tool
• Check last update times in ff_get_api_status

🤝 Contributing

This is the public version of the Fantasy Football MCP Server. For contributing:

1. Fork the repository
2. Create a feature branch
3. Add tests for new functionality
4. Ensure all tests pass
5. Submit a pull request

📄 License

MIT License - see LICENSE file for details

🙏 Acknowledgments

• Yahoo Fantasy Sports API for comprehensive league data
• Sleeper API for expert rankings and defensive analysis
• Reddit API for player sentiment analysis
• Model Context Protocol (MCP) framework

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Note: This server requires active Yahoo Fantasy Football leagues and valid API credentials. Ensure you have proper authorization before accessing league data.