How the NCAA women's soccer RPI actually works — and why teams pick their opponents carefully

A plain-English walkthrough of the Rating Percentage Index — the three components, the strength-of-schedule feedback loops, why the formula shapes non-conference scheduling decisions across the sport, and why recomputing it is genuinely expensive.

July 11, 2026 · 14 min · Omar Crosby

Building MCP servers for NWSL and ECNL soccer data

jk-mcp-nwsl and jk-mcp-ecnl give Claude direct access to live league data — standings, rosters, RPI, results — from three different upstreams stitched into a coherent tool surface.

July 4, 2026 · 7 min · Omar Crosby