Tutorial · 12 min · endpoints verified 2026-09-14
How to build an NCAAF fantasy football app
Rank the current FBS season with a licensed player leaderboard and a transparent standard-PPR formula. The useful first release is a board, not a full roster platform: identity, injuries and games-played coverage still impose real limits.
API coverage and endpoint overview: Explore the NCAAF API
Why this is hard
College fantasy data needs an honest minimum product
A season-total leader board is buildable now. Draft-room headshots, injury filtering, per-game qualification and reliable player drill-down are not all available, so the first version should be scoped around the board the endpoint can support.
- The licensed NCAAF leader route currently carries season 2026 only.
- fantasy_points_ppr is computed by Big Balls from served box-score totals; the route also exposes the component passing, rushing and receiving fields.
- The source does not provide games_played, so there is no min_games filter and totals cannot be converted honestly to per-game averages here.
- player.id is a canonical Big Balls UUID when resolved, but it is nullable. Production measurement on 2026-09-14 found 0 of the default top 20 bridged, so name-based drill-down is not an acceptable fallback.
Path 1 · recommended
Have your AI agent build it
The leaderboard has no MCP tool, so use REST for the board. MCP can inspect coverage and find canonical players, but a name match must never overwrite a null id from the leaderboard.
1. Connect the MCP server
Add the server in your MCP client and sign in with your Big Balls account. Your client registers itself and handles the token exchange — there is no key to copy.
{
"mcpServers": {
"bigballs-sports-data": {
"url": "https://mcp.bigballsdata.com/mcp"
}
}
}2. Tools your agent gets
find_playersFind canonical player IDs by name for use with player-stat tools.
get_player_statsPer-player career or per-season totals and per-game rates.
get_coverageMachine-readable map of what we hold and what we do not.
3. Ask for what you want
Paste this at your agent. It is written to make the model check coverage before it designs anything, which is what stops it inventing a field we do not serve.
Build a college fantasy football season leaderboard.
Use get_coverage for american_football, then call
GET /v1/ncaaf/leaders?stat=fantasy_points_ppr&season=2026&limit=100 directly.
Display rank, player name, position, team and fantasy_points_ppr.
Do not calculate points per game because this surface has no games_played.
Do not add injuries or headshots; neither has a licensed served NCAAF surface.
player.id can be null. Enable a player-history link only when it is non-null,
and never guess an id by taking the first same-name result from find_players.What the agent cannot reach
There is no MCP tool for /v1/ncaaf/leaders. The board is 2026-only today, has no games-played qualifier, no licensed headshots and no NCAAF injury feed. Canonical player ids are nullable and currently absent from the default top 20.
Path 2 · hand-coded
Build it yourself
The build stops at a defensible season-total board. It uses no invented game counts, images, injuries or player joins.
- 01
Request the standard-PPR leader board
Keep season explicit. The route’s default stat is fantasy_points_ppr, but naming it makes the product rule auditable.
GET /v1/ncaaf/leadersbashcurl -s "https://api.bigballsdata.com/v1/ncaaf/leaders?season=2026&stat=fantasy_points_ppr&limit=100" \ -H "x-api-key: $BBS_API_KEY" - 02
Render season totals without a games filter
Use value or fantasy_points_ppr as the season total. Do not divide by an assumed games count.
Leaderboard view modeljavascriptconst board = response.data.leaders.map((row) => ({ rank: row.rank, playerId: row.player.id, name: row.player.name, position: row.player.position, team: row.team.name, ppr: row.fantasy_points_ppr, })); - 03
Handle unresolved player identity
A null id means the bridge has not resolved that athlete. Disable drill-down rather than matching the first identical name.
Null-safe player linkjavascriptfunction playerHref(row) { return row.playerId ? `/players/${row.playerId}` : null; } - 04
Offer alternate statistical boards
The same route can rank allowed passing, rushing, receiving and defensive totals. Keep the selected stat in the heading.
Receiving-yards boardbashcurl -s "https://api.bigballsdata.com/v1/ncaaf/leaders?season=2026&stat=receiving_yards&limit=50" \ -H "x-api-key: $BBS_API_KEY"
Reference
Every endpoint this tutorial uses
All on the gateway at api.bigballsdata.com. Verified against production on 2026-09-14.
| Method | Path | Returns | Why you need it | Plan |
|---|---|---|---|---|
| GET | /v1/ncaaf/leaders?season=2026&stat=fantasy_points_ppr | Season-total PPR ranking plus component passing, rushing, receiving and defensive totals | The primary board. Big Balls computes standard PPR over the licensed raw totals. Read the endpoint guide.Only 2026 is populated today. There is no games_played field or min_games parameter. | Free |
| GET | /v1/players/:id/stats?sport=american_football&season= | Per-player season or game stat rows when a canonical player id is known | Optional drill-down only for leader rows whose player.id is non-null. Review authenticated calls.Do not fall back to a name join. On the default board, production measurement found 0 of 20 ids resolved on 2026-09-14. | Free |
Pricing, honestly
The free tier is enough; canonical identity is the constraint
Both the current leaderboard and historical player-stat queries are Free. A drill-down works only when a leader row carries a canonical player id; the current identity gap, not a paid tier, is the constraint.
Free leaderboard
GET /v1/ncaaf/leaders?season=2026&stat=fantasy_points_ppr&limit=100Free drill-down (resolved ids only)
GET /v1/players/{resolvedPlayerId}/stats?sport=american_football&season={historicalSeason}- Free builds the complete current season-total ranking returned by the leaderboard.
- Historical player drill-down is also Free, but useful only for rows with a non-null canonical id.
- An upgrade does not create games-played, injuries or licensed headshots; those remain data requirements.
More tutorials
Other build guides
- How to build a fantasy hockey app
- How to build a fantasy basketball app
- How to build a soccer xG app
- How to build a cricket app
- NFL fantasy football API tutorial
- How to build an NFL scouting tool
- How to build an NFL conditions analytics tool
- NFL betting model API tutorial
- NFL live game center API tutorial
- How to build an NCAAF scoreboard and live game center
- How to build college football rankings and conference standings
Known gaps
What the fantasy board cannot promise yet
These gaps define the first release and the data work required for a fuller roster product.
- Canonical identity needs broader bridge coverage. On 2026-09-14, 42.0% of distinct 2026 source athletes bridged overall, but 0 of the default top 20 did.
- The season surface has no games_played field, so per-game averages and minimum-game qualification are not supportable.
- There is no served NCAAF injury feed and no licensed college headshot source.
- Only season 2026 is populated in the licensed leaderboard today.
Questions
- Is fantasy_points_ppr supplied by the source?
- No. Big Balls computes standard PPR from licensed passing, rushing and receiving totals: 0.04 per passing yard, 4 per passing touchdown, -2 per interception, 0.1 per rushing or receiving yard, 6 per rushing or receiving touchdown, and 1 per reception.
- Can I rank players by points per game?
- Not from this leaderboard. The source carries no games-played field, so dividing by a guessed count would be misleading.
- Can every leader open a player detail page?
- No. player.id is nullable, and the default top 20 had no resolved ids in the 2026-09-14 production measurement. Disable the link when the id is null.
- Are NCAAF injuries and headshots available?
- No. There is no served NCAAF injury feed, and the college headshots held internally are not licensed for redistribution.
- Which seasons does the NCAAF leaderboard cover?
- Season 2026 only today. The route resolves an omitted season to the newest populated season, but this guide keeps 2026 explicit.
Related APIs
Other APIs you can build with: