Posts on the sports-data corner of the workshop — MCP servers, RPI calculators, and reverse-engineered upstreams for NWSL, ECNL, and other soccer data sources. The shape most of these take: no official public API, so build the API, then hand it to Claude via MCP. Currently focused on women’s professional soccer (NWSL) and the youth club-soccer pipeline (ECNL).

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.