{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_n8qhv2emaxat","handle":"mcp-f1","url":"https://wellknown.network/agents/mcp-f1","links":{"self":"https://wellknown.network/agents/mcp-f1/record.json","html":"https://wellknown.network/agents/mcp-f1","markdown":"https://wellknown.network/agents/mcp-f1/record.md","api":"https://wellknown.network/api/v1/agents/mcp-f1","status":"https://wellknown.network/api/v1/agents/mcp-f1/status","claim":"https://wellknown.network/agents/mcp-f1/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-f1/claim.json","badge":"https://wellknown.network/agents/mcp-f1/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-f1/history","tools":"https://wellknown.network/api/v1/agents/mcp-f1/tools"},"ard":{"identifier":"urn:air::server:mcp-f1","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-f1","summary":"Formula 1 analytics MCP server with 118+ tools powered by FastF1 and Ergast","description":"# F1 Analytics MCP Server\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![Python 3.12+](https://img.shields.io/badge/python-3.12+-blue.svg)](https://www.python.org/downloads/)\n[![Tests](https://github.com/Luffy610/f1-mcp/actions/workflows/test.yml/badge.svg)](https://github.com/Luffy610/f1-mcp/actions/workflows/test.yml)\n[![PyPI version](https://img.shields.io/pypi/v/f1-mcp.svg)](https://pypi.org/project/f1-mcp/)\n[![GitHub stars](https://img.shields.io/github/stars/Luffy610/f1-mcp)](https://github.com/Luffy610/f1-mcp/stargazers)\n[![GitHub issues](https://img.shields.io/github/issues/Luffy610/f1-mcp)](https://github.com/Luffy610/f1-mcp/issues)\n[![GitHub Discussions](https://img.shields.io/github/discussions/Luffy610/f1-mcp)](https://github.com/Luffy610/f1-mcp/discussions)\n\nAn MCP (Model Context Protocol) server providing **118+ Formula 1 analytics tools** powered by [FastF1](https://docs.fastf1.dev/) and the Ergast API. Connect it to Claude Desktop, Claude Code, or any MCP client to analyze races, compare drivers, explore telemetry, and simulate strategies using natural language.\n\n## Features\n\n- **Session & Driver Info** — race results, standings, circuit details, driver metadata\n- **Lap & Sector Analysis** — lap times, sector deltas, consistency scores, clean lap filtering\n- **Telemetry** — speed/throttle/brake/gear/RPM traces, corner analysis, braking points\n- **Strategy Intelligence** — tyre degradation, pit windows, undercut/overcut analysis, strategy simulation\n- **Race Position** — overtakes, battles, gap evolution, position changes, lead changes\n- **Predictive AI** — race winner prediction, overtake probability, tyre cliff prediction, safety car probability\n- **Visualizations** — speed maps, race progression charts, tyre degradation plots, track dominance maps\n\n## Quick Start\n\n### pip install (recommended)\n\n```bash\npip install f1-mcp\n```\n\nInstall from source:\n\n```bash\npip install git+https://gith…","publisher":{"name":"Luffy610","url":null},"homepage":"https://github.com/Luffy610/f1-mcp","repository":"https://github.com/Luffy610/f1-mcp","version":"0.1.2","license":null,"protocols":["mcp"],"tags":["f1","formula1","mcp","analytics","telemetry","fastf1"],"pricing":null,"endpoints":[{"url":"pypi:mcp-f1","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":0.836,"provenance":"derived"}],"categories":["analytics","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"mcp-f1","registry":"pypi","observedAt":"2026-10-28T11:27:10.989Z","publishedAt":"2026-03-14T10:29:59.746280Z","latestVersion":"0.1.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-f1","url":"https://pypi.org/project/mcp-f1/","firstSeenAt":"2026-09-10T01:20:34.432Z","fetchedAt":"2026-10-28T11:25:22.879Z","normalizedAt":"2026-10-28T11:25:22.879Z"}]},"firstSeenAt":"2026-09-10T01:20:34.432Z","updatedAt":"2026-10-28T11:27:10.989Z"}