# Buzzard Beach: Agent-Direct Score F (23.8%)

Site: https://westportkcmo.com/business/buzzard-beach/
Report: https://directindex.org/r/westportkcmo.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.)
Buzzard Beach is largely invisible to agents.
Some AI assistants are turned away by Buzzard Beach's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

## Direct links
- Address: 4110 Pennsylvania Avenue, Kansas City, MO 64111
- Hours, from OpenStreetMap · Overture Maps: Mo-We 17:00-27:00; Th-Sa 15:00-27:00; Su 17:00-27:00

## Nearby, also direct
Places near Buzzard Beach that take a booking or an order on their own website, with no marketplace in between.
- Dark Horse Tavern (30 m): https://directindex.org/r/thedarkhorsetavern.com
- Gocha2 Westport (60 m): https://directindex.org/r/gocha2tmbeverage.com
- Beer Kitchen No. 1 (80 m): https://directindex.org/r/beerkitchenkc.com

## What to fix first
- **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **The server turns AI crawlers away at the door.** (+10 points) Requests as GPTBot (http_403), ClaudeBot (http_403), PerplexityBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **robots.txt blocks GPTBot, ClaudeBot, Google-Extended, ChatGPT-User, Claude-User, Perplexity-User.** (+7.5 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## 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": "BarOrPub",
  "name": "Buzzard Beach",
  "url": "https://westportkcmo.com/business/buzzard-beach/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "4110 Pennsylvania Avenue",
    "postalCode": "64111",
    "addressLocality": "Kansas City",
    "addressRegion": "MO"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 39.0521459,
    "longitude": -94.5915007
  },
  "openingHours": "Mo-We 17:00-27:00; Th-Sa 15:00-27:00; Su 17:00-27:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday"
      ],
      "opens": "17:00",
      "closes": "27:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "15:00",
      "closes": "27:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "17:00",
      "closes": "27:00"
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Buzzard Beach

> bar or pub in 4110 Pennsylvania Avenue, Kansas City, MO 64111, Kansas City cafes and bars.

## Opening hours

Mo-We 17:00-27:00; Th-Sa 15:00-27:00; Su 17:00-27:00

## About

- Website: https://westportkcmo.com/business/buzzard-beach/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
226 of 257 in Kansas City cafes and bars. Top 88% 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% | no |
| Publish the menu or price list as HTML | 89% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | no |
| Structured data with address, phone and hours | 44% | no |
| Have an llms.txt | 30% | no |

Nearest places in the index: Ernie Biggs Chicago Style Dueling Piano Bar (F, 26 m, https://directindex.org/r/erniebiggs.com); Country Bar (F, 26 m, https://directindex.org/r/johnnykaws.com); Dark Horse Tavern (B, 31 m, https://directindex.org/r/thedarkhorsetavern.com); Westport Bar & Rec (F, 32 m, https://directindex.org/r/barreckc.com); Firefly Lounge (F, 36 m, https://directindex.org/r/fireflykc.com); Tea Drops (F, 56 m, https://directindex.org/r/teadrops.us); Doughnut Lounge (C, 59 m, https://directindex.org/r/doughnutlounge.com); Gocha2 Westport (A, 61 m, https://directindex.org/r/gocha2tmbeverage.com); Beer Kitchen No. 1 (B, 76 m, https://directindex.org/r/beerkitchenkc.com); Q Kansas City (F, 82 m, https://directindex.org/r/westportbars.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 12 everyday questions about Kansas City cafes and bars and named 55 places. Buzzard Beach wasn't one of them. See who was named: https://directindex.org/city/kansas-city-cafes-bars/recommended


Compared with its peers: Sites built with WordPress 55% (24% A or B, 259325 sites); This site 23.8%.

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

## Businesses like Buzzard Beach in Kansas City cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Kansas City cafes and bars | 257 | 53% | 32% | 23.8% |
| Sites built with WordPress in Kansas City cafes and bars | 44 | 58% | 30% | 23.8% |

The best of the sites built with WordPress in Kansas City cafes and bars: Elly's Brunch & Cafe KC (A 90%, https://directindex.org/r/ellysrestaurants.com); Twin Peaks (A 86.3%, https://directindex.org/r/twinpeaksrestaurant.com); Kon Tiki (B 81.5%, https://directindex.org/r/kontikiroom.com); Tropical Smoothie Cafe (B 81.3%, https://directindex.org/r/tropicalsmoothiecafe.com); The Rochester (B 76.3%, https://directindex.org/r/rochesterkc.com).

With the three fixes above (No booking or ordering link on the website; The server turns AI crawlers away at the door; robots.txt blocks GPTBot, ClaudeBot, Google-Extended, ChatGPT-User, Claude-User, Perplexity-User), the score would be about 73.8%. That would be 59th of 257 in Kansas City cafes and bars, up from 226th.

## The direct record
What agents get for Buzzard Beach, as JSON: https://directindex.org/api/direct/westportkcmo.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: Mo-We 17:00-27:00; Th-Sa 15:00-27:00; Su 17:00-27:00 (from OpenStreetMap)
- Phone: none on record

## 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 7.5 | 25 |
| Readable | 8 | 25 |
| Actionable | 0 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 2 of 5, Bot-Aware. Cloudflare's report: https://isitagentready.com/westportkcmo.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: yes
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- 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/westportkcmo.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/westportkcmo.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=westportkcmo.com&force=1