# Frost Bistro & Bar: Agent-Direct Score D (53.8%)

Site: https://www.frostbistro.com/
Report: https://directindex.org/r/frostbistro.com
Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Frost Bistro & Bar is hard for agents to use.
An AI assistant can open the website of Frost Bistro & Bar. It can read what Frost Bistro & Bar offers. It finds no link to book or order online, only a phone number.

## Direct links
- Menu: https://frostbistro.com/main-home/#menu
- Phone: %20+49%2030%20240%20414%2020

## What to fix first
- **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **No booking or ordering link on the website.** (+13 points) Only a phone number or WhatsApp, which agents cannot use yet. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Frost Bistro & Bar",
  "url": "https://www.frostbistro.com/",
  "telephone": "%20+49%2030%20240%20414%2020",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Peters Street Southwest 281",
    "postalCode": "30313",
    "addressLocality": "Atlanta"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.7470767,
    "longitude": -84.4025409
  },
  "openingHours": "Tu-Fr 09:00-16:00; Sa,Su 09:00-18:00; Mo off",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "09:00",
      "closes": "16:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "09:00",
      "closes": "18:00"
    }
  ],
  "servesCuisine": [
    "american"
  ],
  "hasMenu": "https://frostbistro.com/main-home/#menu"
}
</script>
```

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

```
# Frost Bistro & Bar

> restaurant (american) in Peters Street Southwest 281 30313 Atlanta, Atlanta. Phone %20+49%2030%20240%20414%2020.

## Book or order directly

- Menu: https://frostbistro.com/main-home/#menu

## Opening hours

Tu-Fr 09:00-16:00; Sa,Su 09:00-18:00; Mo off

## About

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

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Where it stands
297 of 492 in Atlanta. Top 60% of the sites scanned in this index.

| What the top tenth 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 | 98% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 90% | yes |
| Structured data with address, phone and hours | 52% | no |
| Have an llms.txt | 16% | no |

Nearest places with a similar menu: Esco Restaurant and Tapas (D, 179 m, https://directindex.org/r/escorestaurant.com); Match Bar & Oven (A, 275 m, https://directindex.org/r/matchloungeatl.com); Magic City Kitchen (F, 509 m, https://directindex.org/r/magiccitykitchen.menu); Capolinea (C, 1304 m, https://directindex.org/r/capolineaatlanta.com); Glenn's Kitchen (C, 1415 m, https://directindex.org/r/glennskitchenatl.com); Ted's Montana Grill (B, 1685 m, https://directindex.org/r/tedsmontanagrill.com); Sweet Georgia's Juke Joint (C, 1879 m, https://directindex.org/r/sweetgeorgiasjukejoint.com); The Sun Dial Restaurant & View (A, 1885 m, https://directindex.org/r/sundialrestaurant.com); Cafe Momentum (C, 1907 m, https://directindex.org/r/cafemomentum.org); Hard Rock Cafe (A, 2016 m, https://directindex.org/r/hardrock.com).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Against its peers: Sites built with WordPress 59% (31% A or B, 38935 sites); This site 53.8%.

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

## Businesses like Frost Bistro & Bar in Atlanta

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Atlanta | 492 | 54% | 39% | 53.8% |
| Sites built with WordPress in Atlanta | 106 | 70% | 59% | 53.8% |

The best of the sites built with WordPress in Atlanta: Fogo de Chão (A 100%, https://directindex.org/r/fogodechao.com); Hawkers Asian Street Food (A 100%, https://directindex.org/r/eathawkers.com); Park Tavern (A 96.3%, https://directindex.org/r/parktavern.com); Chuck E. Cheese (A 95.4%, https://directindex.org/r/chuckecheese.com); Benihana (A 93.8%, https://directindex.org/r/benihana.com).

With the two fixes above (No structured data for the business; No booking or ordering link on the website) the score would be about 95.4%: 11th of 492 in Atlanta, up from 297th.

## The direct record
What agents get for Frost Bistro & Bar, as JSON: https://directindex.org/api/direct/frostbistro.com
- Book: none on record
- Order: none on record
- Menu: https://frostbistro.com/main-home/#menu (html_page; from the scan)
- Hours: Tu-Fr 09:00-16:00; Sa,Su 09:00-18:00; Mo off (closed now) (from OpenStreetMap)
- Phone: %20+49%2030%20240%20414%2020
- Stable links that count: https://directindex.org/go/frostbistro.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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 2 | 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/frostbistro.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: 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: no

Keep watching this business (https://directindex.org/r/frostbistro.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/frostbistro.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=frostbistro.com&force=1