# Mr. T Cafe: Agent-Direct Score B (81.3%)

Site: https://mrtcafesf.com/
Report: https://directindex.org/r/mrtcafesf.com
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Mr. T Cafe is mostly ready for agents.

## Direct links
- Order directly: https://mrtcafesf.com/order/ (on the business's own site)
- Phone: +1-415-769-5681

## What to fix first
- **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
- **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

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

```
# Mr. T Cafe

> cafe or coffee shop (bubble tea, tea) in 94112, San Francisco cafes and bars. Phone +1-415-769-5681.

## Book or order directly

- Order: https://mrtcafesf.com/order/ (on the business's own site)

## Opening hours

Su-Th 12:00-17:00; Fr-Sa 12:00-18:30

## About

- Website: https://mrtcafesf.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.
- **Structured data present (Restaurant).** address, phone, opening hours
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
45 of 478 in San Francisco cafes and bars. Top 9% 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% | yes |
| Publish the menu or price list as HTML | 79% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 23% | yes |
| Have an llms.txt | 15% | no |

Nearest places in the index: Excelsior Coffee (A, 391 m, https://directindex.org/r/xlcrsf.com); Nameless Tea & Coffee (F, 891 m, https://directindex.org/r/namelessteasf.com); The Halfway Club (B, 997 m, https://directindex.org/r/halfwayclub.com); Bello Coffee & Tea (F, 1180 m, https://directindex.org/r/bello.coffee); Glen Park Cafe (B, 1266 m, https://directindex.org/r/glenparkcafe.com); St. Mary's Pub (C, 1674 m, https://directindex.org/r/stmaryspub.com); Tea Rex (F, 2348 m, https://directindex.org/r/tearexsf.com); Holy Water (C, 2349 m, https://directindex.org/r/holywatersf.com); Rock Bar (D, 2605 m, https://directindex.org/r/rockbarsf.com); The Knockout (B, 2799 m, https://directindex.org/r/theknockoutsf.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/mrtcafesf.com/agent-view

Read by AI agents 6 times this month (ClaudeBot 6).

## Businesses like Mr. T Cafe in San Francisco cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco cafes and bars | 478 | 47% | 25% | 81.3% |

The best of Same kind in San Francisco cafes and bars: Left Door (A 100%, https://directindex.org/r/leftdoor.com); Bluestone Lane (A 96.3%, https://directindex.org/r/bluestonelane.com); Boudin (A 96.3%, https://directindex.org/r/boudinbakery.com); Hi-Lo Club (A 93.8%, https://directindex.org/r/hilosf.com); Owl Tree (A 93.8%, https://directindex.org/r/owltreesf.com).

With the fix above (No menu or price list found) the score would be about 90%: 9th of 478 in San Francisco cafes and bars, up from 45th.

## The direct record
What agents get for Mr. T Cafe, as JSON: https://directindex.org/api/direct/mrtcafesf.com
- Book: none on record
- Order: https://mrtcafesf.com/order/ (own site; could not verify: partial (2026-10-14))
- Menu: none on record
- Hours: Su-Th 12:00-17:00; Fr-Sa 12:00-18:30 (closed now) (from OpenStreetMap)
- Phone: +1-415-769-5681
- Stable links that count: https://directindex.org/go/mrtcafesf.com/order

## 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 | 25 | 25 |
| Readable | 18 | 25 |
| Actionable | 22 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

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

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