fastf1
SKILL.md
FastF1 — Formula 1 Data
Quick Start
Prefer the CLI — it avoids Python import path issues:
sports-skills f1 get_race_schedule --year=2025
sports-skills f1 get_race_results --year=2025 --event=Monza
Python SDK (alternative):
from sports_skills import f1
schedule = f1.get_race_schedule(year=2025)
results = f1.get_race_results(year=2025, event="Monza")
Choosing the Year
Derive the current year from the system prompt's date (e.g., currentDate: 2026-02-16 → current year is 2026).
- If the user specifies a year, use it as-is.
- If the user says "latest", "recent", "last season", or doesn't specify a year: The F1 season runs roughly March-December. If the current month is January or February (i.e., before the new season starts), use
year = current_year - 1since that's the most recent completed season. From March onward, use the current year — races will have started or be imminent. - Never hardcode a year. Always derive it from the system date.
Workflows
Workflow: Race Weekend Analysis
get_race_schedule --year=<year>— find the event name and dateget_race_results --year=<year> --event=<name>— final classification (positions, times, points)get_lap_data --year=<year> --event=<name> --session_type=R— lap-by-lap pace analysisget_tire_analysis --year=<year> --event=<name>— strategy breakdown (compounds, stint lengths, degradation)
Workflow: Driver/Team Comparison
get_championship_standings --year=<year>— championship context (points, wins, podiums)get_team_comparison --year=<year> --team1=<t1> --team2=<t2>ORget_teammate_comparison --year=<year> --team=<team>— head-to-head qualifying and race paceget_season_stats --year=<year>— aggregate performance (fastest laps, top speeds)
Workflow: Season Overview
get_race_schedule --year=<year>— full calendar with dates and circuitsget_championship_standings --year=<year>— driver and constructor standingsget_season_stats --year=<year>— season-wide fastest laps, top speeds, points leadersget_driver_info --year=<year>— current grid (driver numbers, teams, nationalities)
Available Commands
get_race_schedule, get_race_results, get_session_data, get_driver_info, get_team_info, get_lap_data, get_pit_stops, get_speed_data, get_championship_standings, get_season_stats, get_team_comparison, get_teammate_comparison, get_tire_analysis.
For return schemas, parameter details, and valid command lists, read the files in the references/ directory.
Examples
User: "Show me the F1 calendar"
- Call
get_race_schedule(year={year}) - Present schedule with event names, dates, and circuits
User: "How did Verstappen do at Monza?"
- Derive the year (if unspecified, use the latest completed season per the rules above)
- Call
get_race_results(year={year}, event="Monza")for final classification - Call
get_lap_data(year={year}, event="Monza", session_type="R", driver="VER")for lap times - Present finishing position, gap to leader, fastest lap, and tire strategy
User: "What were the latest F1 results?" (asked in February 2026)
- Current month is February → season hasn't started → use
year = 2025 - Call
get_race_schedule(year=2025)to find the last event of that season - Call
get_race_results(year=2025, event=<last_event>)for the final race results - Present the results
Error Handling & Fallbacks
- If event name not found → call
get_race_schedulefirst to find the exact event name. Retry with the correct name. - If session data is empty → the session hasn't happened yet. FastF1 only returns data for completed sessions.
- If a command returns an error → check the valid commands list in
references/commands.md. Do NOT invent command names. - If
get_race_resultsreturns nofastest_lap_time→ useget_lap_dataand find the minimumlap_timeacross all drivers instead. - In Jan/Feb, use
year = current_year - 1for the most recent completed season. Do NOT query the current year before March. - Never fabricate lap times, race results, or championship points. If data is unavailable, state so clearly.
Weekly Installs
63
Repository
machina-sports/…s-skillsGitHub Stars
49
First Seen
Feb 16, 2026
Security Audits
Installed on
claude-code51
codex51
gemini-cli49
opencode48
cursor41
github-copilot40