
Nhl Data
- 531 installs
- 201 repo stars
- Updated August 5, 2026
- machina-sports/sports-skills
nhl-data is an agent skill that ingests NHL schedules, shifts, shot events, and goalie stats for developers building hockey analytics sites, fantasy leagues, or automated highlight and recap generation pipelines.
About
nhl-data in machina-sports/sports-skills helps developers pull structured NHL game data into downstream analytics and content systems. The skill covers schedules, player shifts, shot events, and goalie statistics—the core event streams hockey analytics sites and fantasy league backends require. Developers reach for nhl-data when building recap generators, highlight automation, shot-chart visualizations, or fantasy scoring engines that need consistent NHL feed ingestion rather than manual CSV imports. Agents use it to structure integration conversations around which event types to capture and how pipelines should normalize shifts and shots for querying. Typical outputs include ingestion plans and normalized datasets ready for warehouse loads or real-time APIs. Part of the machina-sports sports-skills collection, nhl-data complements other league-specific skills when products expand beyond hockey but stays focused on NHL event schemas. Triggers include NHL data pipeline, hockey shot events, goalie stats ingestion, fantasy league feeds, and automated game recap generation.
- Game schedules and live state updates
- Shot, goal, and possession event feeds
- Skater and goalie performance tables
- Line combination and shift summaries
- Content and model-ready parquet exports
Nhl Data by the numbers
- 531 all-time installs (skills.sh)
- +7 installs in the week ending Aug 2, 2026 (Skillselion tracking)
- Ranked #435 of 2,064 Data Science & ML skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 531 |
|---|---|
| repo stars | ★ 201 |
| Last updated | August 5, 2026 |
| Repository | machina-sports/sports-skills ↗ |
How do you ingest NHL shot and shift data?
Ingest NHL schedules, shifts, shot events, and goalie stats for hockey analytics sites, fantasy leagues, or automated highlight and recap generation pipelines.
Who is it for?
Developers building hockey analytics dashboards, fantasy league backends, or automated NHL highlight and recap generation systems.
Skip if: Non-hockey sports data projects or teams that only need finished visualizations without NHL feed ingestion design.
When should I use this skill?
User asks for NHL data ingestion, hockey shot events, shift stats, goalie metrics, fantasy feeds, or recap pipeline sources.
What you get
Ingested NHL schedules, shift logs, shot events, and goalie statistics ready for analytics, fantasy scoring, or recap pipelines.
- NHL ingestion plan
- Normalized event datasets
Files
NHL Data
Before writing queries, consult references/api-reference.md for endpoints, ID conventions, and data shapes.
Setup
Before first use, check if the CLI is available:
which sports-skills || pip install sports-skillsIf 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-skillsNo API keys required.
Quick Start
Prefer the CLI — it avoids Python import path issues:
sports-skills nhl get_scoreboard
sports-skills nhl get_standings --season=2025
sports-skills nhl get_teamsCRITICAL: Before Any Query
CRITICAL: Before calling any data endpoint, verify:
- Season year is derived from the system prompt's
currentDate— never hardcoded. - If only a team name is provided, call
get_teamsto resolve the team ID before using team-specific commands.
Choosing the Season
Derive the current year from the system prompt's date (e.g., currentDate: 2026-02-18 → current year is 2026).
- If the user specifies a season, use it as-is.
- If the user says "current", "this season", or doesn't specify: The NHL season runs October–June. If the current month is October–December, the active season year matches the current year. If January–June, the active season started the previous calendar year (use that year as the season).
- Example: Current date is February 2026 → active season started October 2025 → use season
2025.
Commands
| Command | Description |
|---|---|
get_scoreboard | Live/recent NHL scores |
get_standings | Standings by conference and division |
get_teams | All NHL 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_leaders | NHL statistical leaders |
get_news | NHL news articles |
get_play_by_play | Full play-by-play for a game |
get_schedule | Schedule for a specific date or season |
get_injuries | Injury reports across all teams |
get_transactions | Recent transactions |
get_futures | Futures/odds markets |
get_team_stats | Team statistical profile |
get_player_stats | Player statistical profile |
See references/api-reference.md for full parameter lists and return shapes.
Examples
Example 1: Today's scores User says: "What are today's NHL scores?" Actions: 1. Call get_scoreboard() Result: All live and recent NHL games with scores and status
Example 2: Conference standings User says: "Show me the Eastern Conference standings" Actions: 1. Derive season year from currentDate 2. Call get_standings(season=<derived_year>) 3. Filter results for Eastern Conference Result: Eastern Conference standings with W-L-OTL, points, regulation wins
Example 3: Team roster User says: "Who's on the Maple Leafs roster?" Actions: 1. Call get_team_roster(team_id="21") Result: Full Maple Leafs roster with name, position, jersey number, shoots/catches
Example 4: Game box score User says: "Show me the full box score for last night's Bruins game" Actions: 1. Call get_scoreboard(date="<yesterday>") to find the event_id 2. Call get_game_summary(event_id=<id>) for full box score Result: Complete box score with per-player stats and scoring plays
Example 5: Stanley Cup odds User says: "What are the Stanley Cup odds?" Actions: 1. Call get_futures(limit=10) Result: Top Stanley Cup contenders with odds values
Example 6: Player statistics User says: "Show me Connor McDavid's stats" Actions: 1. Derive season year from currentDate 2. Call get_player_stats(player_id="3895074", season_year=<derived_year>) Result: Season stats by category with value, rank, and per-game averages
Commands that DO NOT exist — never call these
- ~~
get_odds~~ / ~~get_betting_odds~~ — not available. For prediction market odds, use the polymarket or kalshi skill. - ~~
search_teams~~ — does not exist. Useget_teamsinstead. - ~~
get_box_score~~ — does not exist. Useget_game_summaryinstead. - ~~
get_player_ratings~~ — does not exist. Useget_player_statsinstead.
If a command is not listed in the Commands table above, it does not exist.
Error Handling
When a command fails, do not surface raw errors to the user. Instead: 1. Catch silently and try alternatives 2. If team name given instead of ID, use get_teams to find the ID first 3. Only report failure with a clean message after exhausting alternatives
Troubleshooting
Error: sports-skills command not found Cause: Package not installed Solution: Run pip install sports-skills
Error: Team not found by ID Cause: Wrong or outdated ESPN team ID used Solution: Call get_teams to get the current list of all NHL teams with their IDs (expansion teams like the Seattle Kraken and Utah Mammoth have non-sequential IDs)
Error: No data returned for a future game Cause: ESPN only returns data for completed or in-progress games Solution: Use get_schedule to see upcoming game details; get_scoreboard only covers active/recent games
Error: Offseason — scoreboard returns 0 events Cause: No games scheduled during the offseason (July–September) Solution: Use get_standings or get_news instead; use get_schedule to find when the season resumes
NHL Data — API Reference
Commands
get_scoreboard
Get live/recent NHL scores.
date(str, optional): Date in YYYY-MM-DD format. Defaults to today.
Returns events[] with game info, scores, status, and competitors.
get_standings
Get NHL standings by conference and division.
season(int, optional): Season year
Returns groups[] with Eastern/Western conferences and division standings including W-L-OTL, points, regulation wins, goals for/against, and streak.
get_teams
Get all NHL teams. No parameters.
Returns teams[] with id, name, abbreviation, logo, and location.
get_team_roster
Get full roster for a team.
team_id(str, required): ESPN team ID (e.g., "21" for Maple Leafs)
Returns athletes[] with name, position, jersey number, height, weight, experience, birthplace, and shoots/catches.
get_team_schedule
Get schedule for a specific team.
team_id(str, required): ESPN team IDseason(int, optional): Season year
Returns events[] with opponent, date, score (if played), and venue.
get_game_summary
Get detailed box score and scoring plays.
event_id(str, required): ESPN event ID
Returns game_info, competitors, boxscore (stats per player), scoring_plays, and leaders.
get_leaders
Get NHL statistical leaders (goals, assists, points, etc.).
season(int, optional): Season year
Returns categories[] with leader rankings per stat category.
get_news
Get NHL news articles.
team_id(str, optional): Filter by team
Returns articles[] with headline, description, published date, and link.
get_play_by_play
Get full play-by-play data for a game.
event_id(str, required): ESPN event ID
Returns play-by-play detail including period, clock, team, play type, and scoring plays.
get_schedule
Get NHL schedule for a specific date or season.
date(str, optional): Date in YYYY-MM-DD formatseason(int, optional): Season year (used only if no date provided)
Returns events[] for the specified date.
get_injuries
Get current NHL injury reports across all teams. No parameters.
Returns teams[] with per-team injury lists including player name, position, status (Out/Day-To-Day/IR), injury type, and detail.
get_transactions
Get recent NHL transactions (trades, signings, waivers).
limit(int, optional): Max transactions to return. Defaults to 50.
Returns transactions[] with date, team, and description.
get_futures
Get NHL futures/odds markets (Stanley Cup winner, Hart Trophy, etc.).
limit(int, optional): Max entries per market. Defaults to 25.season_year(int, optional): Season year. Defaults to current.
Returns futures[] with market name and entries (team/player name + odds value).
get_team_stats
Get full team statistical profile for a season.
team_id(str, required): ESPN team IDseason_year(int, optional): Season year. Defaults to current.season_type(int, optional): 2=regular (default), 3=postseason.
Returns categories[] with detailed stats including value, rank, and per-game averages.
get_player_stats
Get full player statistical profile for a season.
player_id(str, required): ESPN athlete IDseason_year(int, optional): Season year. Defaults to current.season_type(int, optional): 2=regular (default), 3=postseason.
Returns categories[] with detailed stats including value, rank, and per-game averages.
Team IDs
| Team | ID | Team | ID |
|---|---|---|---|
| Anaheim Ducks | 25 | Nashville Predators | 27 |
| Boston Bruins | 1 | New Jersey Devils | 11 |
| Buffalo Sabres | 2 | New York Islanders | 12 |
| Calgary Flames | 3 | New York Rangers | 13 |
| Carolina Hurricanes | 7 | Ottawa Senators | 14 |
| Chicago Blackhawks | 4 | Philadelphia Flyers | 15 |
| Colorado Avalanche | 17 | Pittsburgh Penguins | 16 |
| Columbus Blue Jackets | 29 | San Jose Sharks | 18 |
| Dallas Stars | 9 | Seattle Kraken | 124292 |
| Detroit Red Wings | 5 | St. Louis Blues | 19 |
| Edmonton Oilers | 6 | Tampa Bay Lightning | 20 |
| Florida Panthers | 26 | Toronto Maple Leafs | 21 |
| Los Angeles Kings | 8 | Utah Mammoth | 129764 |
| Minnesota Wild | 30 | Vancouver Canucks | 22 |
| Montreal Canadiens | 10 | Vegas Golden Knights | 37 |
| Washington Capitals | 23 | ||
| Winnipeg Jets | 28 |
Use get_teams for the complete, authoritative list.
NHL Team IDs (ESPN)
| Team | ID | Team | ID |
|---|---|---|---|
| Anaheim Ducks | 25 | Nashville Predators | 27 |
| Boston Bruins | 1 | New Jersey Devils | 11 |
| Buffalo Sabres | 2 | New York Islanders | 12 |
| Calgary Flames | 3 | New York Rangers | 13 |
| Carolina Hurricanes | 7 | Ottawa Senators | 14 |
| Chicago Blackhawks | 4 | Philadelphia Flyers | 15 |
| Colorado Avalanche | 17 | Pittsburgh Penguins | 16 |
| Columbus Blue Jackets | 29 | San Jose Sharks | 18 |
| Dallas Stars | 9 | Seattle Kraken | 124292 |
| Detroit Red Wings | 5 | St. Louis Blues | 19 |
| Edmonton Oilers | 6 | Tampa Bay Lightning | 20 |
| Florida Panthers | 26 | Toronto Maple Leafs | 21 |
| Los Angeles Kings | 8 | Utah Mammoth | 129764 |
| Minnesota Wild | 30 | Vancouver Canucks | 22 |
| Montreal Canadiens | 10 | Vegas Golden Knights | 37 |
| Washington Capitals | 23 | ||
| Winnipeg Jets | 28 |
Tip: Use get_teams to get the full, accurate list of team IDs.
#!/bin/bash
SPORT="${1:-nhl}" # nhl
MONTH=$(date +%m)
case "$SPORT" in
nhl)
if [[ $MONTH -ge 7 && $MONTH -le 9 ]]; then
echo "WARNING: NHL is in off-season (Oct-Jun). Scoreboard may be empty."
echo "SUGGESTION: Use get_news or get_standings with a prior season."
fi
;;
esac
echo "OK"
Related skills
How it compares
Pick nhl-data for NHL-specific ingestion design; pick generic ETL skills when the sport and event schema are already defined outside hockey.
FAQ
What NHL data does nhl-data ingest?
nhl-data covers NHL schedules, player shifts, shot events, and goalie statistics—the event streams hockey analytics sites, fantasy backends, and automated recap pipelines typically require.
What projects benefit from nhl-data?
nhl-data fits developers building hockey analytics dashboards, fantasy league scoring engines, or automated highlight and recap generators that need structured NHL feed ingestion.