machina-sports/fastf1

FastF1 — Formula 1 Data

Before writing queries, consult references/api-reference.md for endpoints, ID conventions, and data shapes.

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")

CRITICAL: Before Any Query

CRITICAL: Before calling any data endpoint, verify:

• Year is derived from the system prompt's currentDate — never hardcoded.
• In January or February, use year = current_year - 1 (pre-season; the new F1 season has not started yet).

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: The F1 season runs roughly March–December. If the current month is January or February, use year = current_year - 1. From March onward, use the current year.

Workflows

Race Weekend Analysis

1. get_race_schedule --year=<year> — find the event name and date
2. get_race_results --year=<year> --event=<name> — final classification (positions, times, points)
3. get_lap_data --year=<year> --event=<name> --session_type=R — lap-by-lap pace analysis
4. get_tire_analysis --year=<year> --event=<name> — strategy breakdown (compounds, stint lengths, degradation)

Driver/Team Comparison

1. get_championship_standings --year=<year> — championship context (points, wins, podiums)
2. get_team_comparison --year=<year> --team1=<t1> --team2=<t2> OR get_driver_comparison --year=<year> --driver1=<d1> --driver2=<d2>
3. get_season_stats --year=<year> — aggregate performance (fastest laps, top speeds)

Season Overview

1. get_race_schedule --year=<year> — full calendar with dates and circuits
2. get_championship_standings --year=<year> — driver and constructor standings
3. get_season_stats --year=<year> — season-wide fastest laps, top speeds, points leaders
4. get_driver_info --year=<year> — current grid (driver numbers, teams, nationalities)

Commands

| Command | Description | |---|---| | get_race_schedule | Full season calendar with dates and circuits | | get_race_results | Final race classification (positions, times, points) | | get_session_data | Raw session info (Q, FP1, FP2, FP3, R) | | get_driver_info | Driver details from the grid | | get_team_info | Team info with driver lineup | | get_lap_data | Lap-by-lap timing with sectors and tire data | | get_pit_stops | Pit stop durations and team averages | | get_speed_data | Speed trap and intermediate speed data | | get_championship_standings | Driver and constructor championship standings | | get_season_stats | Aggregate season performance | | get_team_comparison | Team head-to-head: qualifying, race pace, sectors | | get_driver_comparison | Driver head-to-head: qualifying H2H, race H2H, pace delta | | get_tire_analysis | Tire strategy, stint lengths, degradation rates |

See references/api-reference.md for full parameter lists and return shapes.

Examples

Example 1: F1 calendar User says: "Show me the F1 calendar" Actions:

1. Derive year from currentDate
2. Call get_race_schedule(year=<derived_year>) Result: Full calendar with event names, dates, and circuits

Example 2: Driver race performance User says: "How did Verstappen do at Monza?" Actions:

1. Derive year from currentDate (or from context)
2. Call get_race_results(year=<year>, event="Monza") for final classification
3. Call get_lap_data(year=<year>, event="Monza", session_type="R", driver="VER") for lap times Result: Finishing position, gap to leader, fastest lap, and tire strategy

Example 3: Latest results queried in pre-season User says: "What were the latest F1 results?" (asked in February 2026) Actions:

1. Current month is February → season not yet started → use year = 2025
2. Call get_race_schedule(year=2025) to find the last event of that season
3. Call get_race_results(year=2025, event=<last_event>) for the final race results Result: Results of the final 2025 race

Commands that DO NOT exist — never call these

• ~~get_qualifying~~ / ~~get_practice~~ — does not exist. Use get_session_data with session_type="Q" for qualifying or session_type="FP1"/"FP2"/"FP3" for practice.
• ~~get_standings~~ — does not exist. Use get_championship_standings instead.
• ~~get_results~~ — does not exist. Use get_race_results instead.
• ~~get_calendar~~ — does not exist. Use get_race_schedule instead.

If a command is not listed in the Commands table above, it does not exist.

Troubleshooting

Error: Event name not found Cause: Event name spelling does not match FastF1's internal naming Solution: Call get_race_schedule(year=<year>) first to get the exact event names, then retry with the correct name

Error: Session data is empty Cause: The session has not happened yet Solution: FastF1 only returns data for completed sessions. Check get_race_schedule for when the session is scheduled

Error: get_race_results returns no fastest_lap_time Cause: Some races do not include fastest lap data in the results endpoint Solution: Use get_lap_data(session_type="R") and find the minimum lap_time across all drivers

Error: Querying the current year in January or February returns no data Cause: The new F1 season has not started yet Solution: Use year = current_year - 1 for any pre-March query; do not query the current year before March