# Le Fou Frog: Agent-Direct Score B (83.1%)

Site: https://www.lefoufrog.com/
Report: https://directindex.org/r/lefoufrog.com
Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Le Fou Frog is mostly ready for agents.
An AI assistant can open Le Fou Frog's website. It can read what Le Fou Frog offers. It finds a way to book or order directly, through SpotOn.

## Direct links
- Book directly: https://reserve.spoton.com/restaurant/31387/Le-Fou-Frog (through spoton acting for the business)
- Menu: https://www.lefoufrog.com/menus
- Phone: +1-816-474-6060
- Address: 400 East 5th Street, Kansas City, MO 64106
- Hours, from OpenStreetMap · Overture Maps: Mon closed; Tue–Thu 17:00–21:00; Fri–Sat 17:00–22:00; Sun 17:00–21:00

## Nearby, also direct
Places near Le Fou Frog that take a booking or an order on their own website, with no marketplace in between.
- Nguyen Pho+Grill (140 m): https://directindex.org/r/nguyenphokc.com
- Sushi Nami River Market (180 m): https://directindex.org/r/sushinamicitymarket.com
- Enzo (250 m): https://directindex.org/r/enzokcmo.com
- Kansas City Taco Company (260 m): https://directindex.org/r/kctacocompany.com
- Blue Nile Cafe (270 m): https://directindex.org/r/bluenilekc.com

## What to fix first
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Le Fou Frog",
  "url": "https://www.lefoufrog.com/",
  "telephone": "+1-816-474-6060",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "400 East 5th Street",
    "postalCode": "64106",
    "addressLocality": "Kansas City",
    "addressRegion": "MO"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 39.1091596,
    "longitude": -94.5791377
  },
  "openingHours": "Tu-Th 17:00-21:00; Fr-Sa 17:00-22:00; Su 17:00-21:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday"
      ],
      "opens": "17:00",
      "closes": "21:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Friday",
        "Saturday"
      ],
      "opens": "17:00",
      "closes": "22:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "17:00",
      "closes": "21:00"
    }
  ],
  "servesCuisine": [
    "french"
  ],
  "acceptsReservations": "https://reserve.spoton.com/restaurant/31387/Le-Fou-Frog",
  "hasMenu": "https://www.lefoufrog.com/menus",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://reserve.spoton.com/restaurant/31387/Le-Fou-Frog",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Restaurant).** address, phone
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking through spoton on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
150 of 684 in Kansas City. Top 22% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 91% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 99% | yes |
| Structured data with address, phone and hours | 66% | no |
| Have an llms.txt | 36% | yes |

Nearest places in the index: Nguyen Pho+Grill (A, 140 m, https://directindex.org/r/nguyenphokc.com); City Diner (C, 175 m, https://directindex.org/r/citydinerkcmo.com); Twenty 20 Restaurant (D, 175 m, https://directindex.org/r/twenty20kc.net); Sushi Nami River Market (A, 184 m, https://directindex.org/r/sushinamicitymarket.com); Pammy Sue's Salsa (D, 192 m, https://directindex.org/r/pammysuesalsa.com); Brown & Loe (C, 210 m, https://directindex.org/r/brownandloe.com); Enzo (B, 248 m, https://directindex.org/r/enzokcmo.com); Kansas City Taco Company (A, 259 m, https://directindex.org/r/kctacocompany.com); Phikul Thai Bistro (F, 271 m, https://directindex.org/r/phikulthaibistro.com); Blue Nile Cafe (C, 272 m, https://directindex.org/r/bluenilekc.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 22 everyday questions about Kansas City and named 89 places. Le Fou Frog wasn't one of them. See who was named: https://directindex.org/city/kansas-city/recommended


Compared with its peers: Sites built with Wix 53% (31% A or B, 58197 sites); Sites using SpotOn 78% (69% A or B, 2949 sites); This site 83.1%.

See what an AI agent reads on this site: https://directindex.org/r/lefoufrog.com/agent-view

## Businesses like Le Fou Frog in Kansas City

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Kansas City | 684 | 62% | 45% | 83.1% |
| Sites built with Wix in Kansas City | 31 | 72% | 55% | 83.1% |
| Sites using SpotOn in Kansas City | 50 | 76% | 68% | 83.1% |
| Sites built with Wix and using SpotOn in Kansas City | 1 | 83% | 100% | 83.1% |

The best of the sites using SpotOn in Kansas City: Portia's Cafe (A 100%, https://directindex.org/r/portiascafe.com); Anejo Modern Mexican Cuisine Zona Rosa (A 95.4%, https://directindex.org/r/anejomoderncuisine.com); Grand Street Cafe (A 95.4%, https://directindex.org/r/grandstreetkc.com); J&K Ethiopian Restaurant LLC (A 95.4%, https://directindex.org/r/jandkethio.com); Mexico Lindo KC (A 95.4%, https://directindex.org/r/mexicolindokcmo.com).

With the fix above (Structured data is incomplete), the score would be about 87.7%. That would be 98th of 684 in Kansas City, up from 150th.

## The direct record
What agents get for Le Fou Frog, as JSON: https://directindex.org/api/direct/lefoufrog.com
- Book: https://reserve.spoton.com/restaurant/31387/Le-Fou-Frog (vendor on own site: SpotOn; found by the scan of 2026-11-13, not yet tested)
- Order: none on record
- Menu: https://www.lefoufrog.com/menus (html_page; from the scan)
- Hours: Tu-Th 17:00-21:00; Fr-Sa 17:00-22:00; Su 17:00-21:00 (closed now) (from OpenStreetMap)
- Phone: +1-816-474-6060
- Stable links that count: https://directindex.org/go/lefoufrog.com/book, https://directindex.org/go/lefoufrog.com/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): no
- Vendor terms for agents, SpotOn: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 19 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/lefoufrog.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: yes
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/lefoufrog.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/lefoufrog.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lefoufrog.com&force=1