# Thunder Road Cafe: Agent-Direct Score B (73.8%)

Site: https://www.petrolcoffee.com/
Report: https://directindex.org/r/petrolcoffee.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Thunder Road Cafe is mostly ready for agents.

## Direct links
- Order directly: https://www.petrolcoffee.com/collections/coffee (on the business's own site)
- Phone: +1 323 366 2507

## What to fix first
- **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 menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "CafeOrCoffeeShop",
  "name": "Thunder Road Cafe",
  "url": "https://www.petrolcoffee.com/",
  "telephone": "+1 323 366 2507",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Santa Monica Boulevard 7253",
    "postalCode": "90046",
    "addressLocality": "West Hollywood"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.0908547,
    "longitude": -118.3480364
  },
  "openingHours": "Mo-Su 07:00-19:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "07:00",
      "closes": "19:00"
    }
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.petrolcoffee.com/collections/coffee",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## 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.
- **Structured data present (Organization).** but without address, phone or hours
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
82 of 530 in Los Angeles cafes and bars. Top 15% 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 | 96% | yes |
| Publish the menu or price list as HTML | 92% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes |
| Structured data with address, phone and hours | 26% | no |
| Have an llms.txt | 17% | yes |

Nearest places in the index: Fika Fika Coffee & Creamery (D, 796 m, https://directindex.org/r/fikafikacoffee.com); La Creme Cafe (D, 860 m, https://directindex.org/r/lacremecafela.com); Farm Cup Coffee (B, 941 m, https://directindex.org/r/farmcupcoffee.com); Javista Coffee (B, 1283 m, https://directindex.org/r/javistacoffee.com); Mixue (F, 1331 m, https://directindex.org/r/mxbc.net); Crumbs & Whiskers (D, 1542 m, https://directindex.org/r/crumbsandwhiskers.com); Sassafras Saloon (B, 1972 m, https://directindex.org/r/sassafrassaloon.com); Blue Boar Pub (F, 1975 m, https://directindex.org/r/blueboarpub.com); The Woods WeHo (D, 1986 m, https://directindex.org/r/thewoodsweho.com); Scum and Villainy Cantina (D, 2128 m, https://directindex.org/r/scumandvillainycantina.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 Shopify 61% (36% A or B, 1336 sites); This site 73.8%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 15 | 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/petrolcoffee.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: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/petrolcoffee.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=petrolcoffee.com&force=1