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cbb-data【数据与研究】College Basketball (CBB) data via ESPN public endpoints and the NCAA's official endpoints — scores, standings, rosters, schedules, game summaries, play-by-play, win probability, rankings, futures, team/player stats, and news for Division I men's basketball, plus official D2/D3 scoreboards, NCAA game detail, the March Madness bracket with live scores,…
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name: cbb-data description: | College Basketball (CBB) data via ESPN public endpoints and the NCAA's official endpoints — scores, standings, rosters, schedules, game summaries, play-by-play, win probability, rankings, futures, team/player stats, and news for Division I men's basketball, plus official D2/D3 scoreboards, NCAA game detail, the March Madness bracket with live scores, and the schools index. Zero config, no API keys.
Before writing queries, consult references/api-reference.md for endpoints, conference IDs, team IDs, and data shapes.
Before first use, check if the CLI is available:
which sports-skills || pip install sports-skills
If pip install fails with a Python version error, the package requires Python 3.10+. Find a compatible Python:
python3 --version # check version
# If < 3.10, try: python3.12 -m pip install sports-skills
# On macOS with Homebrew: /opt/homebrew/bin/python3.12 -m pip install sports-skills
No API keys required.
Prefer the CLI — it avoids Python import path issues:
sports-skills cbb get_scoreboard
sports-skills cbb get_rankings
sports-skills cbb get_standings --group=23
CRITICAL: Before calling any data endpoint, verify:
currentDate — never hardcoded.group parameter is set to the correct conference ID (see references/api-reference.md).get_teams to resolve the team ID.Derive the current year from the system prompt's date (e.g., currentDate: 2026-02-28 → current year is 2026).
season = current_year + 1. If January–April, use season = current_year. If May–October (offseason), use season = current_year (most recently completed season).group parameter to filterrank field (null = unranked) on scoreboard competitors| Command | Description |
|---|---|
get_scoreboard | Live/recent college basketball scores |
get_standings | Standings by conference (use group parameter) |
get_teams | All 360+ D1 men's basketball teams |
get_team_roster | Full roster for a team |
get_team_schedule | Schedule for a specific team |
get_game_summary | Detailed box score and player stats |
get_rankings | AP Top 25 and Coaches Poll rankings |
get_news | College basketball news |
get_play_by_play | Full play-by-play for a game |
get_win_probability | Win probability chart data |
get_schedule | Schedule for a date or season |
get_futures | Futures/odds markets (National Championship, etc.) |
get_team_stats | Team statistical profile |
get_player_stats | Player statistical profile |
get_ncaa_scoreboard | Official NCAA scoreboard — D1, D2, and D3 |
get_ncaa_schedule | Which dates have games (official index) |
get_ncaa_game | Official NCAA game information |
get_ncaa_boxscore | Official NCAA box score |
get_ncaa_play_by_play | Official play-by-play |
get_ncaa_bracket | March Madness bracket with live scores |
get_ncaa_schools | NCAA schools index (all divisions) |
get_power_index | BPI (Basketball Power Index) ratings for D1 teams |
get_tournament_projections | NCAA tournament projections with seeds, regions, and advancement probabilities |
compare_teams | Compare two teams using BPI ratings and season stats |
find_upset_candidates | Potential upsets based on BPI vs seed differential |
See references/api-reference.md for full parameter lists and return shapes.
The get_ncaa_* commands read the NCAA's own endpoints (sdataprod.ncaa.com +
ncaa.com) — coverage ESPN does not carry:
division="d2"/"d3" — ESPN's college
coverage is D1-centric.get_scoreboard/get_schedule previously inherited ESPN's
Top-25-only un-grouped default (1 game on an ordinary Friday instead of ~24).
Pass group explicitly for a narrower ESPN grouping.get_ncaa_bracket.get_ncaa_game, get_ncaa_boxscore,
get_ncaa_play_by_play.get_ncaa_schools.NCAA game ids (from get_ncaa_scoreboard) and ESPN event ids share nothing —
join on game date plus team names. NCAA reissues game ids, so take them from a
fresh get_ncaa_scoreboard call rather than storing them. get_ncaa_bracket
returns an error, not a placeholder bracket, when no game has teams: the 2020
tournaments were cancelled, and future brackets appear once the field is
announced. All get_ncaa_* commands except get_ncaa_schools ride NCAA's
GraphQL persisted queries, whose hashes rotate when ncaa.com redeploys; when
that happens they say so explicitly, and the ESPN-backed get_scoreboard /
get_schedule cover the same D1 games.
Example 1: Current rankings User says: "What are the college basketball rankings?" Actions:
get_rankings()
Result: AP Top 25 and Coaches Poll with rank, previous rank, record, and pointsExample 2: Conference standings User says: "Show me SEC basketball standings" Actions:
currentDateget_standings(group=23, season=<derived_year>) (group 23 = SEC)
Result: SEC standings with W-L records per teamExample 3: Today's scores User says: "What are today's college basketball scores?" Actions:
get_scoreboard()
Result: All live and recent CBB games with scores and ranked statusExample 4: Team roster User says: "Show me Duke's roster" Actions:
get_team_roster(team_id="150")
Result: Full Duke roster with name, position, jersey numberExample 5: March Madness futures User says: "Who's favored to win March Madness?" Actions:
get_futures(limit=10)
Result: Top National Championship contenders with odds valuesExample 6: Team statistics User says: "Show me Duke's team stats" Actions:
currentDateget_team_stats(team_id="150", season_year=<derived_year>)
Result: Duke's season stats by category with value, rank, and per-game averagesget_oddsget_betting_oddssearch_teamsget_teams instead.get_box_scoreget_game_summary instead.get_player_ratingsget_player_stats instead.get_ap_pollget_rankings instead.If a command is not listed in the Commands table above, it does not exist.
When a command fails, do not surface raw errors to the user. Instead:
Error: sports-skills command not found
Cause: Package not installed
Solution: Run pip install sports-skills
Error: No games found on scoreboard
Cause: CBB is seasonal (November–April); off-season scoreboard will be empty
Solution: Use get_rankings or get_news year-round; check get_schedule for when the season resumes
Error: Too many games returned — hard to filter
Cause: During the season, 50+ games per day are scheduled
Solution: Use --group to filter by conference, or --limit to cap results
Error: Rankings empty
Cause: Rankings are published weekly during the season (November–March) only
Solution: Use get_news in the offseason; rankings resume in November