MCP.Market

Rush SR Lap Analyzer MCP server

online · 100% uptime
by rush.sr·sr.rush/lap-analyzer·v0.2.0
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Analyze AiM RaceStudio lap data: lap times, compare laps, time loss, compare two sessions.

A91/100grade A
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Safety scan
A91/100

full report

Adoption
Growing

0 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

Rush SR Lap Analyzer tools (4)

write = sends, deletes, buys or posts
  • analyze_sessionFree

    Use this when you want to analyze my AiM data, see lap times, the best lap and consistency. Upload an AiM RaceStudio CSV export or paste its CSV text. Do not use for comparing two specific laps or finding one lap's slowest sectors.

  • compare_lapsFree

    Use this when asking compare my laps or why am I slow in turn 3: compare braking points, corner minimum speeds and time delta for two lap numbers. Upload an AiM RaceStudio CSV export or paste its CSV text. Do not use for a full session overview.

  • compare_sessionsFree

    Use this when comparing two drivers, two cars or two sessions on the same track: each session's best valid lap, the time delta, the sectors where one gains or loses time, braking points, corner minimum speeds and top speed. Upload two AiM RaceStudio CSV exports or paste both as CSV text. Do not use for comparing two laps from one session or for a single-session overview.

  • find_time_lossFree

    Use this when asking where am I losing time: rank the five distance sectors where one lap loses most against the best valid lap. Upload an AiM RaceStudio CSV export or paste its CSV text. Do not use for corner speeds or braking point comparison.

Public scan report

scanner v0.1.10 · 2026-10-01 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 622ms20/20
  • Tool poisoning4 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 0 days ago15/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10
Overall 91/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Rush SR Lap Analyzer compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
91/100
higher than 85% of 48,255 servers
Tools
4
the typical server has 7
Tools that change things
0%
typical: 0%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
521 ms
faster than 28% of 30,031 servers

What its tools let an agent do: 4 read

Install Rush SR Lap Analyzer in Claude Code, Cursor or VS Code

claude mcp add --transport http lap-analyzer https://laps.mcp.rush.sr/mcp
Add to Cursor

What the publisher says

From the Rush SR Lap Analyzer repository's README, as published. We do not edit it. Read it on GitHub

llm-plugins

Remote MCP servers and a Claude plugin for Rush SR owners and anyone who analyzes AiM data. Built by Rush Auto Works.

They work in Claude and in ChatGPT: ask a question about your Rush SR, or give it an AiM RaceStudio lap export or an .xrk log and ask who was faster and where.

Use it

Add either URL as a custom connector in Claude (Customize, Connectors) or in ChatGPT developer mode (Settings, Security and login, Developer mode, then ChatGPT Plugins). No sign-in is needed.

For .xrk files in Claude, zip the plugin/ folder and upload it under Customize, Plugins, Add, Upload plugin. Attach an .xrk file and ask "analyze my laps". The skill converts it with libxrk and runs the same analysis engine as the lap server.

AiM .xrk ─▶ convert.py (libxrk) ─▶ RaceStudio-style CSV ─▶ engine.mjs (node) ─▶ lap analysis

What it does with your data

The servers analyze a CSV in memory and store nothing. They are retrieval and arithmetic only and make no calls to a language model. The plugin README lists everything the skill runs and sends.

Develop

Each server is its own package.

cd servers/laps          # or servers/maintenance
npm ci
npm run typecheck
npm test                 # boots wrangler dev and runs the E2E suite
npm run build:skill      # laps only: regenerates plugin/skills/rush-sr-laps/scripts/engine.mjs

The converter tests need numpy and run with python3 -m unittest discover -s tests. CI fails if engine.mjs drifts from the source.

Design notes are in docs/: platform findings, and a plan with a failure matrix for each server and for the skill.

License

MIT, see plugin/LICENSE and LICENSE.

Nothing above is checked by us. What we check is on the safety report.

Rush SR Lap Analyzer: common questions

Is Rush SR Lap Analyzer MCP server safe?
Yes, by our scan: it is graded A (91/100). Read the Rush SR Lap Analyzer safety report
How do I install Rush SR Lap Analyzer?
It runs remotely at laps.mcp.rush.sr. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Rush SR Lap Analyzer need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Rush SR Lap Analyzer maintained?
The last commit was 34 days ago (2026-10-01). The latest release is v0.2.0.
Is Rush SR Lap Analyzer up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
How does Rush SR Lap Analyzer compare with other MCP servers?
safety score 91/100 (higher than 85% of 48,255 servers); tools 4 (the typical server has 7); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.