nfl-stats-mcp
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- AlicenseNot gradedqualityCmaintenanceAn MCP server that provides access to over 12 years of NFL play-by-play data through a local DuckDB database. It enables users to query player performance, team statistics, and situational efficiency metrics like EPA and WPA using natural language.40 PyPI9MIT
TDQS
Scored across 6 tools
Each tool has a clearly distinct purpose: player lookup, player box-score stats, stat leaderboards, situational efficiency, team schedules, and stat-name discovery. The boundaries between player_stats, leaderboard, and situational_stats are especially clear despite all being stats-related.
All names use snake_case and are readable, but the conventions are mixed: find_player and list_stats use verb_noun, while player_stats, team_schedule, and situational_stats use noun phrases, and leaderboard is a bare noun. A more consistent action/resource naming pattern would improve predictability.
Six tools is well-scoped for an NFL stats server and each tool covers a distinct workflow. There is no obvious filler or unnecessary tool.
The set covers player lookup, player stats, leaderboards, situational stats, and schedules, but notable gaps remain around team-level aggregate stats, standings, and game-level box scores. Agents asking common NFL questions like team rankings or standings would hit dead ends.