How do I use Pitwall F1?

1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@Pitwall F1 Plot Verstappen vs Norris qualifying speed trace at Abu Dhabi 2024" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

Pitwall F1

by darshjoshi

Overview Schema Source Related Servers Discussions Admin

Python

Local

Pitwall F1

Turn Claude into your F1 race engineer. Real telemetry, real strategy data, 75 years of history.

Pitwall F1 is a Claude plugin that bundles an MCP server with 77 read-only tools and an f1 skill. The skill teaches Claude which tool to use and how to explain Formula 1 to someone watching their first race.

Verstappen vs Norris — Abu Dhabi 2024 qualifying speed trace

Unofficial project. Pitwall F1 is not affiliated with, endorsed by, or connected to Formula 1, the FIA, Formula One Management, or any F1 team. F1, FORMULA 1 and related marks are trademarks of Formula One Licensing B.V.

What you can ask

"Who won the 2025 Australian GP?"
"What was Verstappen's speed on lap 25 at Monaco?"
"Plot Hamilton vs Norris speed trace in qualifying"
"Compare Ferrari's tyre strategy at Silverstone"
"Who won the 1994 championship?"
"Who's leading right now, and what's the gap?" (during a live session)

Related MCP server: mcp-f1analisys

What's inside

Results and classification: race, sprint and qualifying results, grid vs finish, DNFs, penalties
Timing and telemetry: lap times, sector times, speed traps, and 4 Hz telemetry (speed, RPM, throttle, brake, gear)
Strategy: tyre stints, compounds, pit stops, long-run pace, undercut analysis
Plots: speed traces, gear shift maps and multi-lap comparisons, returned as PNG images drawn locally with matplotlib
History: race results and championships back to 1950
Live timing: 16 tools for positions, gaps, tyres, flags and weather while a session is running

Every tool is read-only and carries a readOnlyHint annotation. None of them need an account, a login or an API key.

Install

Requires uv.

/plugin marketplace add darshjoshi/pitwall-f1
/plugin install pitwall-f1@pitwall-f1

Or install it from the Claude directory once it's listed.

What the plugin runs

The plugin starts one local MCP server over stdio:

uv run --locked --project ${CLAUDE_PLUGIN_ROOT} ${CLAUDE_PLUGIN_ROOT}/pitwall.py

On first start, uv installs the exact dependency versions recorded in uv.lock (FastF1, pandas, numpy, matplotlib, the MCP SDK and a few HTTP libraries) from PyPI into a virtual environment inside the plugin folder. It takes about 35 seconds and roughly 250 MB, plus uv's download cache. Later starts take under a second.

All server code is in this repository as readable Python: pitwall.py (the tools), signalr_client.py, merger.py, decompressor.py and topics.py (the live-timing client).

Network access

Pitwall F1 only makes outbound requests to fetch public F1 data. It sends each service only the parameters of the request (season, event, session), never your conversation, files or any personal data.

Host	Why
`livetiming.formula1.com` (HTTPS and WSS)	Session timing archive (2018 onward) and the public live-timing feed
`api.jolpi.ca`	Historical results and standings from 1950 (the Ergast-compatible Jolpica API)
`livetiming-mirror.fastf1.dev`	FastF1's mirror of the timing archive, used as a fallback
`api.formula1.com`, `raw.githubusercontent.com`	Season schedule, as fetched by FastF1
`api.multiviewer.app`	Circuit corner and layout data, as fetched by FastF1
`pypi.org`, `files.pythonhosted.org`	Dependency install by `uv` on first start
`github.com`	Only if no Python 3.10+ is installed: `uv` downloads a standalone Python build on first start

The plugin doesn't use F1 TV or any login. Live car telemetry and GPS positions need an F1 TV subscription upstream, so this edition doesn't offer them.

Privacy Policy

Data collection. Pitwall F1 collects no personal data. It has no accounts, analytics, telemetry or crash reporting, and it doesn't read Claude's memory, chat history or your files.

Usage and storage. Tool inputs (such as a year, race name or driver code) are used only to build requests to the hosts listed under Network access. Downloaded F1 data is cached on your machine at ~/.cache/pitwall-f1 (override it with PITWALL_CACHE_DIR) so repeat questions are fast. Nothing is stored anywhere else.

Third-party sharing. Nothing is shared with the author or any other party. The public data services listed above receive the request parameters needed to return F1 data, under their own privacy policies.

Data retention. The local cache stays until you delete it. Removing the folder is always safe. Nothing is retained off your machine.

Contact. Questions or concerns: contact@darshjoshi.com, or open an issue at https://github.com/darshjoshi/pitwall-f1/issues.

Known limits

Detailed timing and telemetry cover 2018 onward. Results before 2018 come from Jolpica and have no lap data.
Full data for a session is published about 30 minutes after it ends.
Live tools only return data while a session is running. Otherwise they say so.
The first start downloads about 250 MB of dependencies and takes about 35 seconds.

Support

Open an issue at https://github.com/darshjoshi/pitwall-f1/issues or email contact@darshjoshi.com.

License

MIT. See LICENSE.

Available Tools

77 tools

analyze_brake_pointsAnalyze Braking PointsC

Read-onlyIdempotent

Analyze braking patterns on fastest lap.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

analyze_drs_usageAnalyze DRS UsageB

Read-onlyIdempotent

Analyze DRS usage on a driver's fastest lap.

DRS-open is detected via the FastF1 car-data codes 10/12/14 (8 = eligible but not yet open; 0/1 = closed). From 2026, F1 replaced DRS with active aero, so no activations are reported.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

analyze_lap_consistencyAnalyze Lap ConsistencyC

Read-onlyIdempotent

Analyze lap time consistency (standard deviation, variation).

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

analyze_long_run_paceAnalyze Long-Run PaceC

Read-onlyIdempotent

Analyze race simulation pace from practice sessions.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	FP2

Output Schema

Name	Required	Description
`result`	Yes

analyze_rpm_dataAnalyze RPM DataC

Read-onlyIdempotent

Analyze engine RPM patterns on fastest lap.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

analyze_starting_tiresStarting TyresC

Read-onlyIdempotent

Analyze which tire compounds were used at race start.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

compare_grid_to_finishGrid vs FinishC

Read-onlyIdempotent

Compare starting grid positions to finishing positions.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

compare_sector_timesCompare Sector TimesC

Read-onlyIdempotent

Compare sector times between two drivers.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver1`	Yes
`driver2`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

compare_strategiesCompare StrategiesC

Read-onlyIdempotent

Compare tire strategies between two drivers.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver1`	Yes
`driver2`	Yes

Output Schema

Name	Required	Description
`result`	Yes

compare_tire_age_performanceTyre Age vs PaceC

Read-onlyIdempotent

Compare lap times on fresh vs used tires.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

compare_tire_compoundsCompare Tyre CompoundsB

Read-onlyIdempotent

Compare average lap times across different tire compounds.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

detect_overtakesDetect OvertakesB

Read-onlyIdempotent

Detect when a driver overtook others (position gained between laps).

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_championship_standingsChampionship Standings (1950+)A

Read-onlyIdempotent

Get championship standings from 1950 to present.

Args: year: Season year (0 = current) standings_type: 'driver' or 'constructor'

Name	Required	Description	Default
`year`	No
`standings_type`	No		driver

Output Schema

Name	Required	Description
`result`	Yes

get_circuit_infoCircuit InfoC

Read-onlyIdempotent

Get track layout info (Corners, DRS Zones).

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_constructor_standingsConstructor StandingsC

Read-onlyIdempotent

Get constructor/team championship standings.

Name	Required	Description	Default
`year`	Yes
`round_number`	No

Output Schema

Name	Required	Description
`result`	Yes

get_deleted_lapsDeleted LapsC

Read-onlyIdempotent

Get all laps deleted due to track limits or other violations.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

get_dnf_listDNF ListC

Read-onlyIdempotent

Get list of drivers who did not finish the race and reasons.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_driver_comparisonCompare Two DriversA

Read-onlyIdempotent

Compare two drivers head-to-head — position, pace, strategy, pit stops.

Args: driver_a: First driver TLA (e.g. 'VER') driver_b: Second driver TLA (e.g. 'HAM') year: Season year race: Race name (partial match) session_type: Session type

Name	Required	Default
`race`	No
`year`	No
`driver_a`	Yes
`driver_b`	Yes
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_driver_infoDriver InfoC

Read-onlyIdempotent

Get detailed driver information (number, team, headshot, etc.).

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_driver_standingsDriver StandingsB

Read-onlyIdempotent

Get driver championship standings after a specific round or latest.

Name	Required	Description	Default
`year`	Yes
`round_number`	No

Output Schema

Name	Required	Description
`result`	Yes

get_driver_tyre_detailDriver Tyre DetailC

Read-onlyIdempotent

Get detailed tyre stint data for a specific driver via FastF1 — compound, laps, and degradation.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_fastest_lap_dataFastest Lap DataC

Read-onlyIdempotent

Get detailed stats for a driver's fastest lap (Sector times, Speed trap).

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

get_fastest_pit_stopsFastest Pit StopsA

Read-onlyIdempotent

Get the fastest pit stops of the race, ranked by stationary time.

Stationary time = how long the car is stopped in the box (the ~2s 'pit stop' fans mean). Pit-lane time (in->out, ~20-30s) is shown alongside for context. Sourced from F1's PitStopSeries so it matches get_pit_stops / get_pit_stop_detail.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`top_n`	No

Output Schema

Name	Required	Description
`result`	Yes

get_fastest_sectorsFastest SectorsC

Read-onlyIdempotent

Find who set the fastest time in each sector.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

get_gap_to_leaderGap to LeaderC

Read-onlyIdempotent

Track gap to race leader throughout the race.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_historical_resultsHistorical Results (1950+)B

Read-onlyIdempotent

Get historical F1 race results from 1950 to present.

Args: year: Specific year (0 = current season) race: Circuit name (e.g. 'monza', 'monaco') driver: Driver ID (e.g. 'verstappen', 'hamilton')

Name	Required	Description	Default
`race`	No
`year`	No
`driver`	No

Output Schema

Name	Required	Description
`result`	Yes

get_lap_timesLap TimesB

Read-onlyIdempotent

Get lap-by-lap times for one or all drivers. Filterable by lap range.

Args: year: Season year race: Race name (partial match) driver: Driver TLA (e.g. 'VER') or empty for all session_type: Session type lap_start: First lap to include lap_end: Last lap to include

Name	Required	Default
`race`	No
`year`	No
`driver`	No
`lap_end`	No
`lap_start`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_lap_times_fastf1Lap Times (FastF1)C

Read-onlyIdempotent

Get all lap times for a driver via FastF1 — includes compound and tyre life per lap.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

get_live_best_sectorsLive Best SectorsA

Read-onlyIdempotent

Live personal-best sector times and overall best lap per driver, ranked by lap position. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_lap_timesLive Lap TimesA

Read-onlyIdempotent

Live last + best lap time per driver. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_mini_sectorsLive Mini-SectorsA

Read-onlyIdempotent

Live mini-sector status per driver: g=green/personal-best, p=purple/overall-best, y=yellow, .=no data. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_pit_activityLive Pit ActivityA

Read-onlyIdempotent

Live pit-stop count and real-time in-pit / out-lap flags per driver. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_positionsLive PositionsA

Read-onlyIdempotent

Live running order with gap-to-leader and interval. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_race_controlLive Race ControlA

Read-onlyIdempotent

Live race control: flags, penalties, track-limit deletions, SC/VSC. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_sector_timesLive Sector TimesA

Read-onlyIdempotent

Live sector times + speed trap for one driver (TLA or car number). No auth required.

Name	Required	Description	Default
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_live_session_clockLive Session ClockA

Read-onlyIdempotent

Live time remaining in the current session. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_session_statusLive Session StatusA

Read-onlyIdempotent

Live F1 session status: session name, flag/track status, lap count. No auth required. Honest 'no live session' message when nothing is running.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_speed_comparisonLive Speed ComparisonA

Read-onlyIdempotent

Live best speed at each measurement point (I1, I2, FL, ST) for every driver. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_speed_trapLive Speed TrapA

Read-onlyIdempotent

Live speed-trap (ST) ranking across the whole field. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_stint_historyLive Stint HistoryB

Read-onlyIdempotent

Live full compound sequence and stint lengths for every driver in track-position order. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_time_gapsLive Time GapsA

Read-onlyIdempotent

Live gap to leader and interval to car ahead per driver, mode-aware (race gap vs quali/practice fastest). No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_track_status_historyLive Track Status HistoryA

Read-onlyIdempotent

Live chronological log of track-status and session-status changes. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_tyresLive TyresB

Read-onlyIdempotent

Live tyre compound, age (laps), and stint number per driver. No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_live_weatherLive WeatherA

Read-onlyIdempotent

Live track weather (air/track temp, humidity, wind, rain). No auth required.

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

get_penaltiesPenaltiesC

Read-onlyIdempotent

Get all penalties issued during the race.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_personal_best_lapsPersonal Best LapsC

Read-onlyIdempotent

Get each driver's personal best lap time.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

get_pit_stop_detailPit Stop DetailB

Read-onlyIdempotent

Get detailed pit stop data — stationary time, pit-lane time, and tyre compound swap per stop.

Stationary time (~2s) is the time the car is stopped in the box; pit-lane time (in->out, ~20-30s) is the full transit. Sourced from F1's PitStopSeries + TyreStintSeries so durations match get_pit_stops / get_fastest_pit_stops.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	No

Output Schema

Name	Required	Description
`result`	Yes

get_pit_stopsPit StopsB

Read-onlyIdempotent

Get all pit stops sorted by fastest stop time.

Args: year: Season year race: Race name (partial match) session_type: Session type

Name	Required	Default
`race`	No
`year`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_position_changesPosition ChangesC

Read-onlyIdempotent

Track position changes throughout the race for a driver.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_qualifying_progressionQualifying ProgressionB

Read-onlyIdempotent

Show who was eliminated in Q1, Q2 and who made it to Q3.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_race_controlRace Control MessagesB

Read-onlyIdempotent

Get race control messages — flags, penalties, safety cars, investigations.

Args: year: Season year race: Race name (partial match) session_type: Session type category: Filter: 'Flag', 'SafetyCar', 'Drs', 'Other', or empty for all

Name	Required	Default
`race`	No
`year`	No
`category`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_race_control_messagesRace Control Log (FastF1)B

Read-onlyIdempotent

Get all race control messages during a session.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

get_race_infoRace InfoB

Read-onlyIdempotent

Get session details and list of available data feeds.

Args: year: Season year race: Race name (partial match — 'china', 'monaco', 'silverstone') session_type: 'Race', 'Qualifying', 'Sprint', 'Practice 1', etc.

Name	Required	Default
`race`	No
`year`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_race_resultsRace Results (FastF1)C

Read-onlyIdempotent

Get the final classification (Position, Driver, Team, Points).

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_race_winners_historyRace Winners HistoryB

Read-onlyIdempotent

Get race winners for a specific GP over the last N years.

Name	Required	Description	Default
`gp`	Yes
`years`	No

Output Schema

Name	Required	Description
`result`	Yes

get_scheduleSeason ScheduleB

Read-onlyIdempotent

Get the full race calendar for a specific year (excluding testing).

Name	Required	Description	Default
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_session_infoSession InfoB

Read-onlyIdempotent

Get start time and status of a specific session (R=Race, Q=Quali, FP1, etc).

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

get_session_summarySession SummaryC

Read-onlyIdempotent

Get a comprehensive quick summary of a session.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

get_speed_trap_comparisonSpeed Trap ComparisonC

Read-onlyIdempotent

Compare speed trap data across all drivers.

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

get_speed_trapsSpeed TrapsB

Read-onlyIdempotent

Get speed trap readings at 4 measurement points (I1, I2, FL, ST) per driver.

Args: year: Season year race: Race name (partial match) session_type: Session type

Name	Required	Default
`race`	No
`year`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_sprint_resultsSprint ResultsB

Read-onlyIdempotent

Get sprint race results (for sprint weekends).

Name	Required	Description	Default
`gp`	Yes
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_standingsSession ResultsB

Read-onlyIdempotent

Get race classification — positions, gaps, best laps, pit stops, retirements.

Args: year: Season year (2018-2026) race: Race name (partial match — 'china', 'australia', 'monaco') session_type: 'Race', 'Qualifying', 'Sprint', etc.

Name	Required	Default
`race`	No
`year`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_stint_analysisStint AnalysisC

Read-onlyIdempotent

Analyze each stint: compound, lap times, degradation.

Name	Required	Description	Default
`gp`	Yes
`year`	Yes
`driver`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_team_lapsTeam LapsB

Read-onlyIdempotent

Get all laps for a specific team (both drivers).

Name	Required	Default
`gp`	Yes
`team`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

get_telemetryLap TelemetryA

Read-onlyIdempotent

Get car telemetry — speed, RPM, throttle, brake, gear, DRS for a specific lap.

Returns ~60-90 samples at ~4Hz. Set lap=0 to see available laps.

Args: driver: Driver TLA (e.g. 'VER', 'HAM') — required year: Season year (2018-2026) race: Race name (partial match) lap: Lap number (0 = show available laps) session_type: Session type

Name	Required	Default
`lap`	No
`race`	No
`year`	No
`driver`	Yes
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_track_recordCircuit Lap RecordB

Read-onlyIdempotent

Get the all-time lap record for a specific circuit (via Ergast).

Name	Required	Description	Default
`gp`	Yes

Output Schema

Name	Required	Description
`result`	Yes

get_track_statusTrack StatusB

Read-onlyIdempotent

Get track status changes (yellow flags, safety car, red flag, etc.).

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

get_tyre_strategyTyre StrategyB

Read-onlyIdempotent

Get tyre strategy for every driver — compound, stint length, new/used tyres.

Args: year: Season year race: Race name (partial match) session_type: Session type

Name	Required	Default
`race`	No
`year`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_weatherSession WeatherB

Read-onlyIdempotent

Get weather conditions during a session — temperature, rain, wind, humidity.

Args: year: Season year race: Race name (partial match) session_type: Session type

Name	Required	Default
`race`	No
`year`	No
`session_type`	No	Race

Output Schema

Name	Required	Description
`result`	Yes

get_weather_dataWeather TimelineB

Read-onlyIdempotent

Get detailed weather conditions (Rain, Track Temp, Wind).

Name	Required	Default
`gp`	Yes
`year`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`result`	Yes

list_racesList Races & SessionsB

Read-onlyIdempotent

List all races and sessions for a season with dates and session paths.

Args: year: Season year (2018-2026)

Name	Required	Description	Default
`year`	Yes

Output Schema

Name	Required	Description
`result`	Yes

list_seasonsList SeasonsA

Read-onlyIdempotent

List all available F1 seasons (2018-present).

Name	Required	Description	Default
No parameters

Output Schema

Name	Required	Description
`result`	Yes

plot_driver_telemetry_comparisonPlot Driver Telemetry ChannelsB

Read-onlyIdempotent

Plot comprehensive telemetry comparison (speed, throttle, brake, gear) between two drivers for the same lap.

Args: year: Season year gp: Grand Prix name driver1: First driver identifier (3-letter code) driver2: Second driver identifier (3-letter code) lap_number: Lap number to compare session: Session type (R=Race, Q=Qualifying, FP1/FP2/FP3=Practice, S=Sprint)

Returns: ImageContent with 4 subplots showing speed, throttle, brake, and gear data for both drivers

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver1`	Yes
`driver2`	Yes
`session`	No	R
`lap_number`	Yes

Output Schema

Name	Required	Description
`data`	Yes
`type`	Yes
`_meta`	No
`mimeType`	Yes
`annotations`	No

plot_gear_shiftsPlot Gear Shift MapC

Read-onlyIdempotent

Generates a Gear Shift chart for a single driver.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`data`	Yes
`type`	Yes
`_meta`	No
`mimeType`	Yes
`annotations`	No

plot_multi_telemetry_comparisonPlot Multi-Lap TelemetryB

Read-onlyIdempotent

Compare full telemetry (speed, throttle, brake, gear) between two laps for same driver. Example: Compare first lap vs last lap for Piastri Brazil 2024

Name	Required	Default
`gp`	Yes
`lap1`	Yes
`lap2`	Yes
`year`	Yes
`driver`	Yes
`session`	No	R

Output Schema

Name	Required	Description
`data`	Yes
`type`	Yes
`_meta`	No
`mimeType`	Yes
`annotations`	No

plot_telemetry_comparisonPlot Speed Trace ComparisonC

Read-onlyIdempotent

Generates a Speed Trace comparison image between two drivers. Returns: An ImageContent object that can be displayed in the client.

Name	Required	Default
`gp`	Yes
`year`	Yes
`driver1`	Yes
`driver2`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`data`	Yes
`type`	Yes
`_meta`	No
`mimeType`	Yes
`annotations`	No

team_head_to_headTeammate Head-to-HeadC

Read-onlyIdempotent

Compare both drivers in a team head-to-head.

Name	Required	Default
`gp`	Yes
`team`	Yes
`year`	Yes
`session`	No	Q

Output Schema

Name	Required	Description
`result`	Yes

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

77 tool updatesv1.0.0Sep 28, 2026
- First observedanalyze_brake_points
- First observedanalyze_drs_usage
- First observedanalyze_lap_consistency
- First observedanalyze_long_run_pace
- First observedanalyze_rpm_data
- First observedanalyze_starting_tires
- First observedcompare_grid_to_finish
- First observedcompare_sector_times
- First observedcompare_strategies
- First observedcompare_tire_age_performance
- First observedcompare_tire_compounds
- First observeddetect_overtakes
- First observedget_championship_standings
- First observedget_circuit_info
- First observedget_constructor_standings
- First observedget_deleted_laps
- First observedget_dnf_list
- First observedget_driver_comparison
- First observedget_driver_info
- First observedget_driver_standings
- First observedget_driver_tyre_detail
- First observedget_fastest_lap_data
- First observedget_fastest_pit_stops
- First observedget_fastest_sectors
- First observedget_gap_to_leader
- First observedget_historical_results
- First observedget_lap_times
- First observedget_lap_times_fastf1
- First observedget_live_best_sectors
- First observedget_live_lap_times
- First observedget_live_mini_sectors
- First observedget_live_pit_activity
- First observedget_live_positions
- First observedget_live_race_control
- First observedget_live_sector_times
- First observedget_live_session_clock
- First observedget_live_session_status
- First observedget_live_speed_comparison
- First observedget_live_speed_trap
- First observedget_live_stint_history
- First observedget_live_time_gaps
- First observedget_live_track_status_history
- First observedget_live_tyres
- First observedget_live_weather
- First observedget_penalties
- First observedget_personal_best_laps
- First observedget_pit_stop_detail
- First observedget_pit_stops
- First observedget_position_changes
- First observedget_qualifying_progression
- First observedget_race_control
- First observedget_race_control_messages
- First observedget_race_info
- First observedget_race_results
- First observedget_race_winners_history
- First observedget_schedule
- First observedget_session_info
- First observedget_session_summary
- First observedget_speed_trap_comparison
- First observedget_speed_traps
- First observedget_sprint_results
- First observedget_standings
- First observedget_stint_analysis
- First observedget_team_laps
- First observedget_telemetry
- First observedget_track_record
- First observedget_track_status
- First observedget_tyre_strategy
- First observedget_weather
- First observedget_weather_data
- First observedlist_races
- First observedlist_seasons
- First observedplot_driver_telemetry_comparison
- First observedplot_gear_shifts
- First observedplot_multi_telemetry_comparison
- First observedplot_telemetry_comparison
- First observedteam_head_to_head

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

C2.7/5.0

Scored 2026-09-28 00:55 across 77 tools

Disambiguation2/5

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.

Naming Consistency4/5

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.

Tool Count1/5

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.

Completeness4/5

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.

Maintenance

ActivitySlowing

ResponsivenessNo recent community issues

Resources

Related MCP Connectors

Race Calendar F1A
app.racecalendar
Anonymous read-only Formula 1 tools, resources, prompts, completion, and interactive dashboard.
Sports Open Data
152
https://racecalendar.app/mcp
Openf1A
io.github.pipeworx-io
OpenF1 MCP — real-time & historical Formula 1 data.
Sports Open Data
482
https://gateway.pipeworx.io/openf1/mcp
F1Laps
com.f1laps
Read-only F1 game laps, telemetry, setups, leaderboard benchmarks, and progress.
Games & Gamification Sports
1
https://www.f1laps.com/mcp
Kerbside F1A
racing.kerbside
Free Formula 1 stats: standings, title maths, teammate battles and records, each linked to source.
Sports Open Data
101
https://kerbside.racing/api/mcp

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