Pitwall F1
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- AlicenseNot gradedqualityCmaintenanceProvides comprehensive Formula 1 data and analytics for Claude Desktop, including race results, telemetry, standings, and strategy insights through 36+ tools.1MIT
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- AlicenseAqualityCmaintenanceMCP server for Formula 1 data via the FastF1 library. Ask Claude (or any MCP-compatible client) about race results, lap times, telemetry, standings, pit stops, and qualifying — with historical data back to 1950 via the Ergast API.21MIT
- AlicenseNot gradedqualityDmaintenanceEnables Formula 1 data analysis through natural language, providing tools like track dominance, lap time analysis, and team performance comparisons.Apache 2.0
- AlicenseBqualityDmaintenanceProvides comprehensive Formula 1 data access including race schedules, session results, lap times, telemetry data, driver/constructor standings, and circuit information. Enables users to retrieve and analyze F1 racing data through natural language queries using the FastF1 Python package.5MIT
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TDQS
Scored across 77 tools
Massive overlap across near-duplicate tools: get_standings/get_race_results/get_historical_results, get_weather/get_weather_data/get_live_weather, get_race_control/get_race_control_messages/get_track_status, and get_lap_times/get_lap_times_fastf1/get_live_lap_times are hard to tell apart. The live_ vs historical split helps somewhat, but dozens of pairs have blurred boundaries that will cause misselection.
Nearly all tools follow a predictable snake_case verb_noun pattern (get_*, list_*, analyze_*, compare_*, plot_*). Minor deviations like team_head_to_head break the pattern, but the overall convention is strong and readable.
77 tools is far beyond reasonable scope and is an extreme mismatch, especially given how many are redundant variants of the same operation. The surface should be consolidated to a fraction of this size.
The F1 domain is covered broadly: sessions, results, standings, telemetry, tyre strategy, pit stops, weather, live feeds, and historical data. Gaps are minor; the problem is duplication rather than missing capability.