# Black Lab Cafe: Agent-Direct Score F (35.4%)

Site: https://www.blacklabcafe.com/
Report: https://directindex.org/r/blacklabcafe.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.)
Black Lab Cafe is largely invisible to agents.

## Direct links
- Phone: +16463434089

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). 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 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
- **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
- **Almost no text without JavaScript.** (+2 points) Crawlers that do not run scripts see an empty page. Render the menu, hours and address as plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript

## 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": "Black Lab Cafe",
  "url": "https://www.blacklabcafe.com/",
  "telephone": "+16463434089",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Amsterdam Avenue 420",
    "postalCode": "10024",
    "addressLocality": "New York"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7839974,
    "longitude": -73.9779504
  },
  "openingHours": "Mo-Th 09:00-17:00, Fr-Sa 09:00-21:00, Su 09:00-20:00",
  "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.

## Where it stands
1042 of 1625 in New York cafes and bars. Top 64% 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 | 98% | no |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 99% | yes |
| Structured data with address, phone and hours | 23% | no |
| Have an llms.txt | 10% | yes |

Nearest places with a similar menu: Fellini Coffee (D, 413 m, https://directindex.org/r/fellinicoffee.com); The Crossbar (C, 493 m, https://directindex.org/r/crossbar.nyc); Columbus Café & Co (B, 612 m, https://directindex.org/r/columbuscafenewyork.com); Fillup Coffee (F, 995 m, https://directindex.org/r/fillup.coffee); PlantShed New York Flowers (D, 1231 m, https://directindex.org/r/plantshed.com); green lane coffee (C, 1272 m, https://directindex.org/r/greenlane.coffee); Picky Barista (D, 1793 m, https://directindex.org/r/pickybarista.com); Le Cafe Coffee (B, 1907 m, https://directindex.org/r/lecafecoffee.com); White Noise Coffee Co. (C, 1937 m, https://directindex.org/r/whitenoisecoffee.com); Champignon Café (B, 2071 m, https://directindex.org/r/champignoncafe.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.

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

## Businesses like Black Lab Cafe in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York cafes and bars | 1625 | 45% | 28% | 35.4% |

The best of Same kind in New York cafes and bars: Analogue (A 100%, https://directindex.org/r/analoguenyc.com); Sandwell (A 100%, https://directindex.org/r/getsandwell.com); Nurse Bettie (A 96.3%, https://directindex.org/r/nursebettie.com); Someday (A 96.3%, https://directindex.org/r/somedaybarnyc.com); The Broken Shaker (A 96.3%, https://directindex.org/r/brokenshaker.com).

With the three fixes above (No structured data for the business; No booking or ordering path at all; No menu or price list found) the score would be about 92.3%: 17th of 1,625 in New York cafes and bars, up from 1042nd.

## The direct record
What agents get for Black Lab Cafe, as JSON: https://directindex.org/api/direct/blacklabcafe.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: Mo-Th 09:00-17:00, Fr-Sa 09:00-21:00, Su 09:00-20:00 (from OpenStreetMap)
- Phone: +16463434089

## 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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 23 | 25 |
| Readable | 0 | 25 |
| Actionable | 0 | 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/blacklabcafe.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: no

Deep report: https://directindex.org/r/blacklabcafe.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=blacklabcafe.com&force=1