Parking Lot Counter

Live

Upload a lot photo to count cars, spot empties, and see outlines.

musemuse-parking-lot-counter.vercel.appOpen

Get it

Connect it to any app that speaks MCP. It has 1 tool: analyze_parking_lot. No sign-in.

Muse app: add this URL as a custom connector.
Claude Code: claude mcp add --transport http parking-lot-counter https://muse-muse.vercel.app/api/mcp/parking-lot-counter
Anything else: add it as a remote server over streamable HTTP.

Each line is what the check ran on, and no more.

This is a model's opinion, not proof.

Nothing here should be taken as tested.

Not checked Whether its answers are true
Not checked ChatGPT: only a person with an account can test it
Not checked Installing the Claude plugin or the Muse gadget pack on a real device
Not checked No Prove it run: nothing it comes with was run for real

A text note asking for a tool that counts cars and empty spots from a lot photo and outlines each car.

Counts are estimates. Cars hidden by trees, shadows, or other cars can be missed.
Empty spots are inferred from visible painted lines and clear pavement. Unmarked or cropped areas are not counted.
Works on one photo up to 4.5 MB via temp upload. No live video or lot maps.

Add it in the Muse app as a custom connector. It exposes 1 action: analyze_parking_lot.

Muse Code made 47 tool calls and 13 edits across 13 files (+853 −27).
npm run verify passed on the first try.
Screenshot judge: pass. Final screen shows 10 parked cars, 52 empty spots, and 62 total spaces.
Built in 6 min for about $0.54 in model calls (est.).
Publishing is off for this run (it's a local run, and a published product couldn't reach this machine's gateway), so the product didn't get its own link. The preview, checks and demo above ran for real.
How it was built: 47 tool calls, 13 edits touching 13 files Read text file `/vercel/app/brief.md`. { <read-skill-result name="meta-sam" status="ok"> <read-skill-result name="meta-reasoning" status="ok"> <read-skill-result name="product-ui" status="ok"> <read-skill-result name="verify" status="ok"> { Read text file `/vercel/app/app/page.tsx`. Read text file `/vercel/app/app/layout.tsx`. Read text file `/vercel/app/lib/meta/parts.ts`. Read text file `/vercel/app/lib/client/resize.ts`. Read text file `/vercel/app/tests/smoke.spec.ts`. Read text file `/vercel/app/components/Footer.tsx`. { {"items":5,"ok":true,"revision":1} { Edited `/vercel/app/app/api/actions/analyze_parking_lot/route.ts` <read-skill-result name="bundled:taste" status="ok"> Edited `/vercel/app/app/api/sample/route.ts`
Imported from a local run. Publishing it to its own link now.