技能创建器
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创建、改进和评估自定义技能,把专业流程转化为可重复使用的 AI 能力。
cfb-data【数据与研究】College Football (CFB) data via ESPN public endpoints and the NCAA's official endpoints — scores, standings, rosters, schedules, game summaries, play-by-play, rankings, injuries, futures, team/player stats, and news for FBS, plus official FCS scoreboards, NCAA game detail with drive context, and the schools index. Zero config, no API keys. Use when:…
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name: cfb-data description: | College Football (CFB) data via ESPN public endpoints and the NCAA's official endpoints — scores, standings, rosters, schedules, game summaries, play-by-play, rankings, injuries, futures, team/player stats, and news for FBS, plus official FCS scoreboards, NCAA game detail with drive context, and the schools index. Zero config, no API keys.
Use when: user asks about college football scores, standings, rankings, team rosters, schedules, game results, play-by-play, injuries, betting futures, team/player statistics, CFB news, or FCS games. Don't use when: user asks about NFL (use nfl-data), college basketball (use cbb-data), or non-sports topics. license: MIT
metadata is the only free-form field the VS Code agent-skillsmetadata.machina/c) and Truth Point can read itmetadata.machina.* fields are optional — older skills withoutgroup param for SEC, ACC, etc.
returns: conferences[]
- name: get_teams
summary: All 750+ FBS teams with id, name, abbreviation, logo, location.
returns: teams[]
- name: get_team_roster
summary: Full roster for a team — players, positions, jerseys, height/weight.
returns: athletes[]
- name: get_team_schedule
summary: Season schedule for one team — opponent, date, score (if played), venue.
returns: events[]
- name: get_game_summary
summary: Detailed box score, scoring plays, and leaders for a single game.
returns: "{ game_info, competitors, boxscore, scoring_plays, leaders }"
- name: get_rankings
summary: AP Top 25, Coaches Poll, and CFP rankings — rank, previous, record, votes.
returns: polls[]
- name: get_news
summary: CFB news articles, optionally filtered by team.
returns: articles[]
- name: get_play_by_play
summary: Full drive + play-by-play breakdown for a game.
returns: drives[]
- name: get_win_probability
summary: Win probability timeline for a completed game.
returns: timeline[]
- name: get_schedule
summary: Season schedule by week — filter by conference group.
returns: events[]
- name: get_injuries
summary: Injury reports across every team.
returns: teams[]
- name: get_futures
summary: Futures markets (National Championship, Heisman, etc.).
returns: futures[]
- name: get_team_stats
summary: Team statistical profile by category — value, rank, per-game.
returns: stats[]
- name: get_player_stats
summary: Player statistical profile.
returns: stats[]
# The agent in the customer build sandbox can call machina sports # cfb <command> --json directly to capture a live sample output —
# we don't ship static fixtures here so the public repo stays
# data-free. List the runtime invocation pattern explicitly so
# tooling / pre-flight knows how to fetch a real shape on demand.
runtime:
cli: "machina sports cfb"
sample_command: "machina sports cfb get_scoreboard"
references:
api: references/api-reference.md
conferences: references/conference-ids.md
teams: references/team-ids.mdBefore 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 cfb get_scoreboard
sports-skills cfb get_rankings
sports-skills cfb get_standings --group=8
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. From August onward, use the current year.group parameter to filterrank field (null = unranked) on scoreboard competitors| Command | Description |
|---|---|
get_scoreboard | Live/recent college football scores |
get_standings | Standings by conference (use group parameter) |
get_teams | All 750+ FBS college football teams |
get_team_roster | Full roster for a team |
get_team_schedule | Schedule for a specific team |
get_game_summary | Detailed box score and scoring plays |
get_rankings | AP Top 25, Coaches Poll, CFP rankings |
get_news | College football news |
get_play_by_play | Full play-by-play for a game |
get_win_probability | Win probability timeline for a completed game |
get_schedule | Season schedule by week |
get_injuries | Injury reports across all teams |
get_futures | Futures/odds markets (National Championship, Heisman, etc.) |
get_team_stats | Team statistical profile |
get_player_stats | Player statistical profile |
get_ncaa_scoreboard | Official NCAA scoreboard — FBS and FCS |
get_ncaa_schedule | Which weeks 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 with drive context |
get_ncaa_scoring_summary | Official scoring summary |
get_ncaa_schools | NCAA schools index (all divisions) |
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="fcs" — ESPN's college coverage is
FBS-centric.get_ncaa_game, get_ncaa_boxscore,
get_ncaa_play_by_play (with drive context), get_ncaa_scoring_summary.get_ncaa_schools.NCAA game ids (e.g. 6306261, 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.
Football divisions are fbs/fcs (not d1-d3). get_ncaa_schedule numbers
the weeks get_ncaa_scoreboard takes (16+ are the postseason, FCS playoffs
included). Scoring-summary field goals carry distance_yards, taken from the
play-by-play. 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 FBS games.
Example 1: Current rankings User says: "What are the college football rankings?" Actions:
get_rankings()
Result: AP Top 25, Coaches Poll, and CFP rankings with rank, previous rank, recordExample 2: Conference standings User says: "Show me SEC football standings" Actions:
currentDateget_standings(group=8, season=<derived_year>) (group 8 = SEC)
Result: SEC standings with W-L records per teamExample 3: Team schedule User says: "What's Alabama's schedule this season?" Actions:
currentDateget_team_schedule(team_id="333", season=<derived_year>)
Result: Alabama's full season schedule with opponent, date, score (if played)Example 4: Weekly scores User says: "Show me this week's college football scores" Actions:
get_scoreboard()
Result: All live and recent CFB games with scores and ranked statusExample 5: Heisman favorites User says: "Who's the Heisman favorite?" Actions:
get_futures(limit=10)
Result: Top Heisman Trophy candidates with odds valuesExample 6: Team statistics User says: "Show me Alabama's team stats" Actions:
currentDateget_team_stats(team_id="333", season_year=<derived_year>)
Result: Alabama'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_bcs_rankingsget_playoff_rankingsget_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
Cause: CFB is seasonal (August–January); off-season scoreboard will be empty
Solution: Use get_rankings or get_news year-round; use get_schedule to find when the season starts
Error: Too many teams returned
Cause: get_teams returns 750+ FBS teams
Solution: Help users narrow down by suggesting specific team IDs from references/api-reference.md, or use ESPN URLs to look up IDs
Error: Rankings empty in off-season
Cause: Rankings are only published during the season and early off-season
Solution: Use get_news in the offseason; rankings resume in August