# OH! Bagel: Agent-Direct Score B (75.4%)

Site: https://ohbagelcafe.com
Report: https://directindex.org/r/ohbagelcafe.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.)
OH! Bagel is mostly ready for agents.

## Direct links
- Phone: +17187872100

## What to fix first
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **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.

```
# OH! Bagel

> cafe or coffee shop in Coney Island Avenue 1755 11230, New York cafes and bars. Phone +17187872100.

## About

- Website: https://ohbagelcafe.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

## Where it stands
332 of 1625 in New York cafes and bars. Top 20% 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 | 24% | yes |
| Have an llms.txt | 11% | no |

Nearest places in the index: Safir Bakery & Cafe (D, 785 m, https://directindex.org/r/safirbakery.com); Vivi's Bubble Tea (D, 1737 m, https://directindex.org/r/vivibubbletea.com); Cafe Lounge (F, 1990 m, https://directindex.org/r/cafeloungenyc.com); Mouette (D, 2181 m, https://directindex.org/r/mouettenyc.com); Milk and Honey (A, 2227 m, https://directindex.org/r/milkandhoneycafeny.com); Rusty Nail Brooklyn (D, 2307 m, https://directindex.org/r/rustynailbrooklyn.com); Pronto Cafe (B, 2399 m, https://directindex.org/r/cloveronline.com); Urgut Osh Markazi (D, 2609 m, https://directindex.org/r/urgutplovcenter.com); DB (D, 2755 m, https://directindex.org/r/draftbarnny.com); Bad Therapy (C, 2800 m, https://directindex.org/r/badtherapybar.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/ohbagelcafe.com/agent-view

## Businesses like OH! Bagel in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York cafes and bars | 1625 | 46% | 29% | 75.4% |

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); The Winslow (A 100%, https://directindex.org/r/thewinslownyc.com); Nurse Bettie (A 96.3%, https://directindex.org/r/nursebettie.com); Someday (A 96.3%, https://directindex.org/r/somedaybarnyc.com).

With the two fixes above (Ordering through an unrecognised third party; No menu or price list found) the score would be about 100%: first of 1,625 in New York cafes and bars.

## The direct record
What agents get for OH! Bagel, as JSON: https://directindex.org/api/direct/ohbagelcafe.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +17187872100

## 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 | 6 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/ohbagelcafe.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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/ohbagelcafe.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=ohbagelcafe.com&force=1