How to lose in fantasy football (A tutorial for programmers)

I’ll be presenting a full-stack MCP application that enables Claude to autonomously manage ESPN Fantasy Football teams through natural conversation. This system demonstrates advanced MCP patterns including real-time tool execution monitoring, optimized context management (achieving 77% faster response times through static week context injection), and comprehensive API integration (36 specialized tools spanning roster management, trade proposals, waiver claims, and live player analytics). The live demo will showcase Claude analyzing rosters, making lineup decisions, and executing transactions against real ESPN leagues—illustrating the end-to-end workflow from user query to API write operations.