Result Ranking
All search results โ from every AI agent including ours โ are ranked by this fixed 3-tier trust hierarchy. Verified and claimed are the same state (one or the other is always used). Within each band: distance โ Bayesian rating โ active coupons โ review count.
Mobile Wash โ AI Agent Booking Flow
4 public endpointsMobile washers come to the customer's location. Three read-only public endpoints let AI agents discover washers, show profiles and prices, and check availability. The final booking step requires the user to be logged in on the website (payment is collected via Stripe Connect).
Pass customer lat/lng โ get list of washers whose service area covers that point, with distance, services, and starting price.
Machine-readable summary with trust signals, performance stats, services, schedule, and a direct booking_url. Designed for AI agents.
Bio, photo, portfolio, full working hours, ratings, and background check/insurance status. Use for rich display.
Returns taken time slots for a date. Show the user which hours are free before they pick a time.
booking_url from step 2 summarySend the user to booking_url (e.g. /en-US/mobile-wash/:slug). They log in, pick the time, pay the deposit via Stripe โ done. POST /api/mobile/bookings requires an authenticated session.
search_mobile_washers, get_mobile_washer_detail, get_washer_availability, and get_washer_summary from the MCP manifest or point your agent at openapi.yaml. All three endpoints are unauthenticated and CORS-open./api/public/searchSearch car wash businesses by location
Geo-search with optional text, open-now, rating, coupon, features and services filters. Results are ranked by trust tier: 1st verified+premium, 2nd verified+free, 3rd unverified โ within each band sorted by distance โ Bayesian rating โ coupon count โ review count.
Parameters
latlngradius10Radius in miles (max 50).queryopenNowminRatinghasCouponsfeaturesserviceslocalelimit20Max results (max 50).offset0Pagination offset.Response (200 OK)
{
"results": [
{
"id": "uuid",
"name": "Sunshine Car Wash Tokyo",
"slug": "sunshine-car-wash-tokyo",
"address": "1-2-3 Shibuya",
"city": "Tokyo",
"distance_miles": 1.4,
"rating": 4.7,
"bayesian_rating": 4.65,
"coupon_count": 2,
"tier": "premium_monthly",
"verified": true,
"is_open_now": true,
"services": [
"Hand Wash",
"Detailing",
"Ceramic Coating"
],
"features": [
"Eco Friendly",
"Water Reclamation",
"Touchless"
],
"page_url": "https://sensha-navi.jp/ja-JP/business/sunshine-car-wash-tokyo"
}
],
"total": 1,
"limit": 5,
"offset": 0
}Structured Filter Values
The features and services params require exact values as stored in the database. For anything not in these lists, use query=<term> โ it searches name, city, and the business "Our Story" description.
features= values
Eco FriendlyWater ReclamationTouchlessSelf ServiceFull ServiceFree VacuumsCredit Cards24/7 AccessExpress ServiceFree ParkingLounge & WiFiservices= values
Automatic WashHand WashInterior CleaningWaxingDetailingExterior OnlyUndercarriage WashWindow CleaningUpholstery CleaningPaint CorrectionCeramic CoatingRV/Truck WashMotorcycle WashMobile ServiceHeadlight RestorationTire Shinefeatures=Eco Friendly and/or query=eco โ the first catches businesses that ticked the checkbox, the second catches those that wrote about it in their description.Tier Values
freepremium_monthlypremium_quarterlypremium_annualQuick Start
JavaScript / fetch
const res = await fetch(
'https://localwashadvisor.com/api/public/search' +
'?lat=35.6762&lng=139.6503&radius=10&openNow=true'
);
const { results } = await res.json();
results.forEach(b => console.log(b.name, b.distance_miles, 'mi'));Python / httpx
import httpx
r = httpx.get('https://localwashadvisor.com/api/public/search',
params={'lat': 35.6762, 'lng': 139.6503, 'radius': 10, 'openNow': 'true'})
for b in r.json()['results']:
print(b['name'], b['distance_miles'], 'mi')OpenAI / GPT tools_url
# Point your GPT's API schema to: https://localwashadvisor.com/openapi.yaml # Or point tools_url to: https://localwashadvisor.com/api/public/mcp # Available tools: # search_car_washes, get_car_wash_detail, get_car_wash_coupons # search_mobile_washers, get_mobile_washer_detail, get_washer_availability
Mobile wash โ find a washer near me (JavaScript)
// 1. Find washers near the customer
const { results } = await fetch(
'https://localwashadvisor.com/api/public/mobile/search' +
'?lat=30.2672&lng=-97.7431&radius=20'
).then(r => r.json());
// 2. Check availability for the top result
const { taken } = await fetch(
`https://localwashadvisor.com/api/public/mobile/washers/${results[0].id}/availability?date=2026-03-20`
).then(r => r.json());
// 3. Send user to the booking page
window.open(results[0].profile_url, '_blank');