LABSCO SUMMARY
Goes past the results table into the telemetry.
Standings and calendars are easy to find anywhere; the part that is hard to get elsewhere is the fastest-lap plot — speed, gear and cornering G-forces off FastF1 — turning "who was quicker through sector two" into something with a chart behind it. And because it is hosted over SSE, adding it costs one URL.
What it is
A Formula 1 data server built on Gradio, drawing on the FastF1 library for historical data and the OpenF1 API for recent and live data. It is reachable as a hosted SSE endpoint, and the same app doubles as a web interface you can click through.
What you get
- Driver and constructor championship standings for any season from 1950 to the present
- Session results for practice, qualifying and the race
- Event information for any Grand Prix, including schedule and circuit detail
- The season calendar for a given year
- Fastest-lap plots showing speed, gear changes and cornering G-forces
- Driver and constructor background and statistics
- A direct route to the OpenF1 API for custom requests and raw JSON
Requirements
Nothing to install if you use the hosted endpoint: point an SSE-capable client at https://agents-mcp-hackathon-f1-mcp-server.hf.space/gradio_api/mcp/sse. Claude Desktop needs Node.js and the mcp-remote bridge with --transport sse-only. No account and no key. Version 0.1.0.
Setup effort
Paste a URL — add the endpoint to your client
USE CASES
01
Settling an argument about a past season
Pull the final driver and constructor standings for any year back to 1950.
02
Understanding why one driver was faster
Generate the fastest-lap plot and compare speed and gear changes through the corners.
03
Getting the detail behind a race weekend
Read the event's schedule and circuit information, then the results for each session.
BEFORE YOU INSTALL
What to know first
Requires
A client that can reach a remote MCP server over HTTP
Where it runs
Both documented clients connect to a hosted endpoint.
INSTALLATION
Connect your client
Add the endpoint to your client.
Server setup
ENDPOINT URL
https://agents-mcp-hackathon-f1-mcp-server.hf.space/gradio_api/mcp/sseMCP Clients
Any MCP client — SSE
ANY MCP CLIENT — SSE · JSON
{
"mcpServers": {
"gradio": {
"url": "https://agents-mcp-hackathon-f1-mcp-server.hf.space/gradio_api/mcp/sse"
}
}
}Claude Desktop
CLAUDE DESKTOP · JSON
{
"mcpServers": {
"gradio": {
"command": "npx",
"args": [
"mcp-remote",
"https://agents-mcp-hackathon-f1-mcp-server.hf.space/gradio_api/mcp/sse",
"--transport",
"sse-only"
]
}
}
}