# Panther Coffee: Agent-Direct Score D (50.8%)

Site: https://www.panthercoffee.com/
Report: https://directindex.org/r/panthercoffee.com
Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending)
Panther Coffee is hard for agents to use.

## Direct links
- Phone: +1-305-677-3952

## What to fix first, by points
- **No booking or ordering path at all.** (+15 points) Agents have nothing to act on. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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, one block in the page head:

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Panther Coffee",
  "url": "https://www.panthercoffee.com/",
  "telephone": "+1-305-677-3952",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Northwest 2nd Avenue 2390",
    "postalCode": "33127",
    "addressLocality": "Miami"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.799897,
    "longitude": -80.1992545
  },
  "openingHours": "Su 08:00-21:00; Mo-Sa 07:00-21:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "08:00",
      "closes": "21:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "07:00",
      "closes": "21:00"
    }
  ],
  "servesCuisine": [
    "coffee shop"
  ]
}
</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

## Where it stands
Rank 30 of 63 in Miami cafes and bars (top 48%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 90% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 90% | yes |
| Structured data with address, phone and hours | 40% | no |
| Have an llms.txt | 40% | yes |

Nearest places with a similar menu: Vice City Bean (B, 1062 m, https://directindex.org/r/vicecitybean.com); Rutina Coffee (F, 1165 m, https://directindex.org/r/rutina.coffee); Macondo Coffee Roasters (B, 2619 m, https://directindex.org/r/macondocoffee.com); Segafredo (C, 2785 m, https://directindex.org/r/segafredo.it); Starbucks (F, 3122 m, https://directindex.org/r/starbucks.com).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked and claimed businesses in each city index.

Against its peers: Sites built with Shopify average 61% (36% A or B, 1336 sites); this site 50.8%.

What an AI agent reads on this site: https://directindex.org/r/panthercoffee.com/agent-view

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 8 | 25 |
| actionable | 0 | 15 (action_test pending) |
| cited | 0 | 0 (probes pending) |

## Agent readiness (Cloudflare criteria)
Level 1 of 5: Basic Web Presence. Cloudflare's report: https://isitagentready.com/panthercoffee.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

Methodology: https://directindex.org/methodology · Rescan: https://directindex.org/scan?url=panthercoffee.com&force=1