# Mr Black Café - Cafeteria Vila Olimpia: Agent-Direct Score D (50.8%)

Site: http://www.mrblackcafe.com.br/
Report: https://directindex.org/r/mrblackcafe.com.br
Scanned: 2026-10-19 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mr Black Café - Cafeteria Vila Olimpia is hard for agents to use.
An AI assistant can open Mr Black Café - Cafeteria Vila Olimpia'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
- Phone: +551138499834

## What to fix first

## What the site tells visitors (Measured, not scored)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In São Paulo, 7.2% of comparable sites declare one.

- **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
- **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

## 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": "Organization",
  "name": "Mr Black Café - Cafeteria Vila Olimpia",
  "url": "http://www.mrblackcafe.com.br/",
  "telephone": "+551138499834",
  "address": "R. Olimpíadas, 360 - LUC 405, 04551-000, São Paulo",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -23.59520286,
    "longitude": -46.68688556
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
283 of 823 in São Paulo cafes and bars. Top 34% 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 | 87% | no |
| Publish the menu or price list as HTML | 63% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 14% | no |
| Have an llms.txt | 39% | yes |

Nearest places in the index: Pandaréu (F, 44 m, https://directindex.org/r/pandareu.com.br); Bubble Mix Tea (F, 47 m, https://directindex.org/r/bubblemixtea.com); Eu Tu Eles Bar (F, 134 m, https://directindex.org/r/eutuelesbar.com.br); Bar Santa Júlia (D, 217 m, https://directindex.org/r/barsantajulia.com.br); Seu Clemente (D, 268 m, https://directindex.org/r/barseuclemente.com.br); Seo Gomes (F, 300 m, https://directindex.org/r/seogomes.com.br); The Box (F, 345 m, https://directindex.org/r/theboxlounge.com.br); Illustre Gastropub (F, 369 m, https://directindex.org/r/espacosvilaolimpia.com.br); JJ Bar (D, 411 m, https://directindex.org/r/jjbarebarista.com.br); Garota da Vila (C, 425 m, https://directindex.org/r/garotadavila.com.br).

## 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.


Compared with its peers: Sites built with WordPress 58% (30% A or B, 68857 sites); This site 50.8%.

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

## Businesses like Mr Black Café - Cafeteria Vila Olimpia in São Paulo cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in São Paulo cafes and bars | 823 | 42% | 10% | 50.8% |
| Sites built with WordPress in São Paulo cafes and bars | 234 | 50% | 12% | 50.8% |

The best of the sites built with WordPress in São Paulo cafes and bars: Ja-pa's (A 86.2%, https://directindex.org/r/i9menu.com.br); Seen - Restaurant & Bar (B 84.6%, https://directindex.org/r/seensp.com); Bar Astor (B 83.8%, https://directindex.org/r/barastor.com.br); Bar Original (B 83.8%, https://directindex.org/r/baroriginal.com.br); Pirajá (B 83.8%, https://directindex.org/r/piraja.com.br).

With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 4th of 823 in São Paulo cafes and bars, up from 283rd.

This site appears in 2 cities (2 places on mrblackcafe.com.br). https://directindex.org/brand/mrblackcafe.com.br

## The direct record
What agents get for Mr Black Café - Cafeteria Vila Olimpia, as JSON: https://directindex.org/api/direct/mrblackcafe.com.br
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +551138499834

## 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 | 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/mrblackcafe.com.br
- 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: 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: 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/mrblackcafe.com.br/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/mrblackcafe.com.br/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=mrblackcafe.com.br&force=1