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Pitwall — F1 Data for Claude

by darshjoshiversion 1.1.1i★ –iRuns on your computer
Registry nameio.github.darshjoshi/pitwall

Install

Overview

Description from the maker (original English)

F1 race engineer for Claude — 79 tools for live timing, telemetry, strategy, and 75 years of history

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

  • PyPIPython’s uv installed (for the uvx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "pitwall": {
      "command": "uvx",
      "args": [
        "f1pitwall"
      ]
    }
  }
}

Run this in your terminal

claude mcp add pitwall -- uvx f1pitwall

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "pitwall": {
      "command": "uvx",
      "args": [
        "f1pitwall"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "pitwall": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "f1pitwall"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account darshjoshi, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 32415 servers in this category
  • Published to the registry more recently than 21% of the other 32415 servers in this category
  • Basic checks equal to or better than 100% of the other 32415 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Pitwall — F1 Data for Claude safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.1.1) reached the registry 3 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, Safe Fetch

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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

Pitwall

Turn Claude into your F1 race engineer.

Real telemetry. Real strategy data. 75 years of history.


Quick Start

Claude Code — one command, all 79 tools:

claude mcp add pitwall -- uvx --from "f1pitwall[full]" f1pitwall

Then ask Claude: *"Who won the 2025 Australian GP?"*

Needs uv (curl -LsSf https://astral.sh/uv/install.sh | sh). No pip, no virtualenv, no "which python3" — and you always get the latest release.

First launch downloads the FastF1 stack (~540 MB) and takes about 25 seconds. Every launch after that is under a second. If the very first start times out, just restart Claude Code — the download is already cached.

Want the plugin instead, so you get the f1 skill along with the server? See Install as a Claude Code plugin.

Lighter install (30 tools, no plots)

Skips pandas/numpy/matplotlib/FastF1. Still includes all 16 live-timing tools.

claude mcp add pitwall -- uvx --from f1pitwall f1pitwall

Install with pip instead

pip install "f1pitwall[full]"        # or just f1pitwall for lite

claude mcp add pitwall -- f1pitwall

Install from source instead

git clone https://github.com/darshjoshi/pitwall.git && cd pitwall

pip install -r requirements.txt # lite (incl. live timing) pip install -r requirements-full.txt # full claude mcp add pitwall -- python3 $(pwd)/pitwall.py

Install as a Claude Code plugin

The plugin ships the MCP server and the f1 skill together — the skill teaches Claude which of the 79 tools to reach for and how to explain F1 to someone who's never watched a race.

/plugin marketplace add darshjoshi/pitwall

/plugin install pitwall@pitwall

Claude Desktop

Add to claude_desktop_config.json (Settings → Developer → Edit Config):

{

"mcpServers": { "pitwall": { "command": "uvx", "args": ["--from", "f1pitwall[full]", "f1pitwall"] } } }


Why Pitwall?

Claude knows F1 from training data — but it can't look up last week's race. It can't show you Verstappen's throttle trace through Turn 1. It doesn't know who pitted first or when the safety car came out.

Pitwall connects Claude to real F1 data:

  • Real data, not hallucinations — actual timing feeds from formula1.com
  • Lap-level telemetry — speed, RPM, throttle, brake, gear, DRS at 4Hz per car
  • Visual plots — speed trace comparisons, gear shift maps returned as images
  • 75 years of history — every race result and championship since 1950
  • Fresh after every session — full telemetry and timing published ~30 min after each session ends, back to 2018
  • Zero API keys — all core data is free, no account needed

What You Can Ask

"Who won the 2025 Australian GP?"           → Race results and classification

"Verstappen's speed on lap 25 at Monaco" → Lap telemetry at 4Hz "Plot Hamilton vs Norris speed trace" → Visual speed comparison chart "Compare Ferrari's tyre strategy" → Stint-by-stint breakdown "Who won the 1994 championship?" → 75 years of history "When was the safety car at Silverstone?" → Race control messages and flags

See all example questions

QuestionTool Used
"Who won the Chinese GP?"get_standings
"What was Verstappen's speed on lap 25?"get_telemetry
"Compare Hamilton vs Leclerc"get_driver_comparison
"What tyres did everyone use?"get_tyre_strategy
"Fastest pit stop at Australia 2025?"get_pit_stops
"When was the safety car?"get_race_control
"Was it raining during the race?"get_weather
"Top speeds at Monza 2024?"get_speed_traps
"Norris's lap times in the race"get_lap_times
"Who won the 2005 championship?"get_championship_standings
"Plot Verstappen vs Hamilton speed trace"plot_telemetry_comparison
"Show me the gear shift map at Monaco"plot_gear_shifts
"Who gained the most positions?"compare_grid_to_finish
"Overtakes in the race"detect_overtakes
"Compare Verstappen lap 5 vs lap 50"plot_multi_telemetry_comparison
"Ferrari head-to-head in qualifying"team_head_to_head
"Deleted laps in qualifying"get_deleted_laps
"Gap to leader throughout the race"get_gap_to_leader

Features

79 tools across two modes. Pitwall auto-detects what's installed — no config changes needed.

Lite Mode (30 tools)

pip install f1pitwall — light deps only (mcp, requests, plus websockets/aiohttp for live timing); no pandas/numpy/FastF1.

Race results, lap times, telemetry, tyre strategy, pit stops, weather, race control, speed traps, driver comparison, and historical data back to 1950. Plus 16 live-timing tools (running order, gaps, lap/sector times, tyres, weather, race control, speed traps, mini-sectors, …) that read F1's real-time SignalR feed during a session — no auth needed. (Live car telemetry + GPS are auth-gated and live in Full mode.) Uses F1's free static archive and the Jolpica API.

Full Mode (79 tools)

pip install -r requirements-full.txt — adds FastF1.

Everything in Lite, plus:

CategoryWhat You Get
Visual PlotsSpeed trace comparisons, gear shift maps, multi-lap telemetry overlays
Deep TelemetryBrake point analysis, RPM patterns, DRS usage, throttle traces
Advanced StrategyStint degradation, compound comparisons, tire age performance
Race IntelligenceOvertake detection, gap tracking, position changes, qualifying progression

Full tool list (79 tools)

Lite Tools (always available)
ToolDescription
list_seasonsAvailable seasons (2018-present)
list_racesFull season calendar with dates
get_race_infoSession details and available data feeds
get_standingsRace classification — positions, gaps, best laps, pits
get_lap_timesLap-by-lap times, filterable by driver and lap range
get_telemetrySpeed, RPM, throttle, brake, gear, DRS for a specific lap
get_tyre_strategyCompound, stint length, new/used for every driver
get_pit_stopsAll pit stops sorted by fastest
get_race_controlFlags, penalties, safety cars, investigations
get_weatherAir/track temp, rain, humidity, wind
get_speed_trapsSpeed at 4 measurement points per driver
get_driver_comparisonHead-to-head: position, pace, strategy, pit stops
get_historical_resultsRace results from 1950 to present
get_championship_standingsDriver/constructor championships from 1950+
Live Timing (lite — no auth, reads F1's real-time SignalR feed during a session)
ToolDescription
get_live_session_statusSession name, flag/track status, lap count
get_live_positionsLive running order with gap + interval
get_live_lap_timesLast + best lap per driver
get_live_sector_timesSector times + speed trap for one driver
get_live_time_gapsGap to leader + interval to car ahead (mode-aware)
get_live_best_sectorsPersonal-best sectors + best lap, ranked
get_live_speed_trapSpeed-trap (ST) ranking across the field
get_live_speed_comparisonBest speed at I1/I2/FL/ST per driver
get_live_tyresCompound, age (laps), stint number per driver
get_live_stint_historyFull compound sequence per driver
get_live_pit_activityPit count + in-pit / out-lap flags
get_live_weatherAir/track temp, humidity, wind, rain
get_live_race_controlFlags, penalties, track-limit deletions, SC/VSC
get_live_session_clockTime remaining in the session
get_live_track_status_historyChronological track/session status log
get_live_mini_sectorsMini-sector status (green/purple/yellow) per driver
FastF1 Tools (requires FastF1)
CategoryTools
Visual Plotsplot_telemetry_comparison, plot_gear_shifts, plot_multi_telemetry_comparison, plot_driver_telemetry_comparison
Telemetry Analysisanalyze_brake_points, analyze_rpm_data, analyze_drs_usage
Lap Analysisget_lap_times_fastf1, get_deleted_laps, analyze_lap_consistency, get_fastest_sectors, get_personal_best_laps, compare_sector_times
Strategyget_driver_tyre_detail, get_stint_analysis, compare_tire_compounds, compare_tire_age_performance, analyze_starting_tires, compare_strategies
Race Analysisget_race_results, get_sprint_results, get_session_summary, get_fastest_lap_data, detect_overtakes, compare_grid_to_finish, get_qualifying_progression
Pit Stopsget_pit_stop_detail, get_fastest_pit_stops
Driver & Teamget_driver_info, get_driver_standings, get_constructor_standings, team_head_to_head, get_team_laps, analyze_long_run_pace
Track & Safetyget_circuit_info, get_track_status, get_track_record, get_race_control_messages, get_penalties, get_dnf_list
Speed & Positionget_speed_trap_comparison, get_position_changes, get_gap_to_leader
Historyget_race_winners_history
Live (auth-gated)get_live_telemetry, get_live_gps_positions — live car telemetry + GPS, need an F1 TV token
Sessionget_schedule, get_session_info, get_weather_data

Setup

macOS

Claude Code:

claude mcp add pitwall -- python3 /absolute/path/to/pitwall.py

Claude Desktop — add to ~/Library/Application Support/Claude/claude_desktop_config.json:

{

"mcpServers": { "pitwall": { "command": "python3", "args": ["/absolute/path/to/pitwall.py"] } } }

</details>

Windows

1. Find your Python path:

where python

This will return something like C:\Users\YourName\AppData\Local\Programs\Python\Python313\python.exe or C:\Python313\python.exe.

2. Note where you cloned Pitwall: For example: C:\Users\YourName\Projects\pitwall\pitwall.py

Claude Code (PowerShell):

claude mcp add pitwall -- python C:\Users\YourName\Projects\pitwall\pitwall.py

**Claude Desktop

Only the beginning is shown; read the rest in the repo

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