Formula One MCP Server (Python)

Instructions

Implementation Reference

• src/f1_mcp_server/f1_data.py:443-519 (handler)

  Main handler function implementing the get_telemetry tool logic: loads F1 session data, retrieves driver laps, selects specific lap, fetches and serializes telemetry data for JSON response.
  def get_telemetry( year, event_identifier, session_name, driver_identifier, lap_number=None ): """ Get telemetry data for a specific lap or fastest lap. Args: year (int or str): The year of the F1 season event_identifier (str): Event name or round number session_name (str): Session type (Race, Qualifying, Sprint, etc.) driver_identifier (str): Driver number, code, or name lap_number (int, optional): Specific lap number or None for fastest lap Returns: dict: Status and telemetry data or error information """ try: year = int(year) session = fastf1.get_session(year, event_identifier, session_name) session.load() # Get laps for the specified driver driver_laps = session.laps.pick_driver(driver_identifier) if len(driver_laps) == 0: return { "status": "error", "message": f"No laps found for driver {driver_identifier}", } # Get the specific lap or fastest lap if lap_number: matching_laps = driver_laps[driver_laps["LapNumber"] == int(lap_number)] if len(matching_laps) == 0: return { "status": "error", "message": ( f"Lap number {lap_number} not found for driver " f"{driver_identifier}" ), } lap = matching_laps.iloc[0] else: lap = driver_laps.pick_fastest() if lap is None: return { "status": "error", "message": "No valid fastest lap found for driver " f"{driver_identifier}", } # Get telemetry data telemetry = lap.get_telemetry() # Convert to JSON serializable format telemetry_dict = telemetry.to_dict(orient="records") clean_data = [] for item in telemetry_dict: clean_item = {k: json_serial(v) for k, v in item.items()} clean_data.append(clean_item) # Add lap information lap_info = { "LapNumber": int(lap["LapNumber"]) if not pd.isna(lap["LapNumber"]) else None, "LapTime": str(lap["LapTime"]) if not pd.isna(lap["LapTime"]) else None, "Compound": lap["Compound"] if not pd.isna(lap["Compound"]) else None, "TyreLife": int(lap["TyreLife"]) if not pd.isna(lap["TyreLife"]) else None, } result = {"lapInfo": lap_info, "telemetry": clean_data} return {"status": "success", "data": result} except Exception as e: return {"status": "error", "message": str(e)}
• src/f1_mcp_server/server.py:466-511 (schema)

  JSON schema defining the input parameters and structure for the get_telemetry tool, including required fields and descriptions.
  types.Tool( name="get_telemetry", description=("Get telemetry data for a specific Formula One lap"), inputSchema={ "type": "object", "properties": { "year": { "type": "number", "description": "Season year (e.g., 2023)", }, "event_identifier": { "type": "string", "description": ( "Event name or round number (e.g., 'Monaco' or '7')" ), }, "session_name": { "type": "string", "description": ( "Session name (e.g., 'Race', 'Qualifying', " "'Sprint', 'FP1', 'FP2', 'FP3')" ), }, "driver_identifier": { "type": "string", "description": ( "Driver identifier (number, code, or name; " "e.g., '44', 'HAM', 'Hamilton')" ), }, "lap_number": { "type": "number", "description": ( "Lap number (optional, gets fastest lap if not " "provided)" ), }, }, "required": [ "year", "event_identifier", "session_name", "driver_identifier", ], }, ),
• src/f1_mcp_server/server.py:224-240 (registration)

  Registration and dispatch logic within the main f1_tool handler: validates lap_number argument and invokes the get_telemetry function with sanitized inputs.
  elif name == "get_telemetry": lap_number = arguments.get("lap_number") if lap_number is not None: try: lap_number = int(lap_number) if lap_number <= 0: raise ValueError("Lap number must be positive") except (ValueError, TypeError) as e: raise ValueError(f"Invalid lap number: {lap_number}") from e result = get_telemetry( sanitized_args["year"], str(arguments["event_identifier"]), str(arguments["session_name"]), str(arguments["driver_identifier"]), lap_number, )
• src/f1_mcp_server/server.py:24-33 (helper)

  Import statement registering the get_telemetry handler function from f1_data module into the server.
  from .f1_data import ( analyze_driver_performance, compare_drivers, get_championship_standings, get_driver_info, get_event_info, get_event_schedule, get_session_results, get_telemetry, )