Pitwall — F1 Data for Claude
PYPI · F1PITWALL
F1 race engineer for Claude — 79 tools for live timing, telemetry, strategy, and 75 years of history
Available components
Last scanned (1 day ago)
Scores higher than 96% of PyPI servers
Category Data and Analytics
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →
Supply Chain Security100
- No malware found by supply-chain analysis.Pass
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs hatchling.build at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 0 of 40 dependencies flagged as unhealthy. View diagnostics → Pass
Provenance & Transparency97
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Cryptographically verified build provenance (signed, bound to darshjoshi/pitwall). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 93 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability80
- AI-judged instruction clarity (excellent).Pass
- Tool/resource definitions use about 2296 tokens (~76/item across 30 items; 30 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
- No destabilizing schema changes in the last 30 days.Pass
Tool Coverage71
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 30 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 31 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 30 Oct 26 0
- Stability: 0.97 → pass security
- 29 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- Stability: pass → 0.97 functional
- 23 Oct 26 0
- Stability: 0.97 → pass security
- 22 Oct 26 0
- Stability: pass → 0.97 functional
- 18 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 17 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 16 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- Stability: 0.97 → pass security
- 15 Oct 26 +15
- Malware scan: unverified → pass ▲ security
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 4 Nov 2026 · Analysed pypi/f1pitwall@1.1.1
Provenance Verified
A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.
| Result | Verified |
|---|---|
| Ecosystem | pypi |
| Reason | Verified |
| Discovered via | Registry attestation endpoint |
| Source repo | darshjoshi/pitwall |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/darshjoshi/pitwall/.github/workflows/publish.yml@refs/tags/v1.1.1 |
| Rekor log index | 2320839101 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:64976d1a9015c5ca09fa49feebddf2acdf80b40bb650cf65c6ebfdd6a3ac3e09 |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | hatchling.build |
Background: Why install scripts are a supply-chain risk →
Dependencies 40 packages
| Packages resolved | 40 |
|---|---|
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
get_championship_standings ~61
Get championship standings from 1950 to present. Args: year: Season year (0 = current) standings_type: 'driver' or 'constructor'
| Name | Type | Req | Description |
|---|---|---|---|
| standings_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_driver_comparison ~118
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 | Type | Req | Description |
|---|---|---|---|
| driver_a | string | yes | – |
| driver_b | string | yes | – |
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_historical_results ~92
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 | Type | Req | Description |
|---|---|---|---|
| driver | string | – | – |
| race | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_lap_times ~133
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 | Type | Req | Description |
|---|---|---|---|
| driver | string | – | – |
| lap_end | integer | – | – |
| lap_start | integer | – | – |
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_best_sectors ~32
Live personal-best sector times and overall best lap per driver, ranked by lap position. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_lap_times ~24
Live last + best lap time per driver. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_mini_sectors ~45
Live mini-sector status per driver: g=green/personal-best, p=purple/overall-best, y=yellow, .=no data. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_pit_activity ~33
Live pit-stop count and real-time in-pit / out-lap flags per driver. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_positions ~24
Live running order with gap-to-leader and interval. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_race_control ~32
Live race control: flags, penalties, track-limit deletions, SC/VSC. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_sector_times ~37
Live sector times + speed trap for one driver (TLA or car number). No auth required.
| Name | Type | Req | Description |
|---|---|---|---|
| driver | string | yes | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_session_clock ~22
Live time remaining in the current session. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_session_status ~43
Live F1 session status: session name, flag/track status, lap count. No auth required. Honest 'no live session' message when nothing is running.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_speed_comparison ~37
Live best speed at each measurement point (I1, I2, FL, ST) for every driver. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_speed_trap ~28
Live speed-trap (ST) ranking across the whole field. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_stint_history ~30
Live full compound sequence and stint lengths for every driver in track-position order. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_time_gaps ~38
Live gap to leader and interval to car ahead per driver, mode-aware (race gap vs quali/practice fastest). No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_track_status_history ~26
Live chronological log of track-status and session-status changes. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_tyres ~28
Live tyre compound, age (laps), and stint number per driver. No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_live_weather ~28
Live track weather (air/track temp, humidity, wind, rain). No auth required.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_pit_stops ~67
Get all pit stops sorted by fastest stop time. Args: year: Season year race: Race name (partial match) session_type: Session type
| Name | Type | Req | Description |
|---|---|---|---|
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_race_control ~101
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 | Type | Req | Description |
|---|---|---|---|
| category | string | – | – |
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_race_info ~91
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 | Type | Req | Description |
|---|---|---|---|
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_speed_traps ~79
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 | Type | Req | Description |
|---|---|---|---|
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_standings ~100
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 | Type | Req | Description |
|---|---|---|---|
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_telemetry ~148
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 | Type | Req | Description |
|---|---|---|---|
| driver | string | yes | – |
| lap | integer | – | – |
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_tyre_strategy ~73
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 | Type | Req | Description |
|---|---|---|---|
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
get_weather ~69
Get weather conditions during a session — temperature, rain, wind, humidity. Args: year: Season year race: Race name (partial match) session_type: Session type
| Name | Type | Req | Description |
|---|---|---|---|
| race | string | – | – |
| session_type | string | – | – |
| year | integer | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
list_races ~44
List all races and sessions for a season with dates and session paths. Args: year: Season year (2018-2026)
| Name | Type | Req | Description |
|---|---|---|---|
| year | integer | yes | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
list_seasons ~20
List all available F1 seasons (2018-present).
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
How do I install the Pitwall — F1 Data for Claude MCP server?
Pitwall — F1 Data for Claude runs locally as a PyPI package, launched with uvx f1pitwall. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · f1pitwall
claude mcp add darshjoshi-pitwall -- uvx f1pitwall
What is the Pitwall — F1 Data for Claude MCP server?
Pitwall — F1 Data for Claude is an MCP server listed in the public MCP registry as io.github.darshjoshi/pitwall. F1 race engineer for Claude, 79 tools for live timing, telemetry, strategy, and 75 years of history. This page covers its PyPI package (f1pitwall).
Is the Pitwall — F1 Data for Claude MCP server safe to use?
Pitwall — F1 Data for Claude scores 93 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 4 November 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the Pitwall — F1 Data for Claude MCP server expose?
Pitwall — F1 Data for Claude exposes 30 tools: list_seasons, list_races, get_race_info, get_standings, get_lap_times, and 25 more. Their descriptions and schemas cost roughly 1,703 tokens of context every time the server is loaded.
Is the Pitwall — F1 Data for Claude MCP server still maintained?
Pitwall — F1 Data for Claude is still listed as active in the MCP registry. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What licence is the Pitwall — F1 Data for Claude MCP server under?
Pitwall — F1 Data for Claude declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.