# Lightship Frying Pan: Agent-Direct Score A (90%)

Site: https://www.fryingpan.com/
Report: https://directindex.org/r/fryingpan.com
Scanned: 2026-10-14 (provisional: the assistant citation check pending)
Lightship Frying Pan is ready for agents.

## What to fix first
- **Structured data is incomplete.** Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** 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

## 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 (FoodEstablishment).** address
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking on your own site.** Agents can book without a marketplace in the loop.
- **Ordering through bentobox on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
Rank 1 of 211 in New York tours, attractions and museums (top 1%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 77% | yes |
| Publish the menu or price list as HTML | 14% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 86% | yes |
| Structured data with address, phone and hours | 14% | no |
| Have an llms.txt | 27% | no |

Nearest places in the index: National Academy of Design (F, 526 m, https://directindex.org/r/nationalacademy.org); The High Line (F, 643 m, https://directindex.org/r/thehighline.org); Chelsea Market (F, 1039 m, https://directindex.org/r/chelseamarket.com); Little Island (D, 1128 m, https://directindex.org/r/littleisland.org); Ground Zero Museum Workshop (D, 1230 m, https://directindex.org/r/groundzeromuseumworkshop.org); Circle Line (B, 1354 m, https://directindex.org/r/circleline.com); Whitney Museum of American Art (B, 1387 m, https://directindex.org/r/whitney.org); The Museum at FIT (D, 1411 m, https://directindex.org/r/fitnyc.edu); Museum of Illusions (C, 1486 m, https://directindex.org/r/museumofillusions.us); Intrepid Museum (C, 1607 m, https://directindex.org/r/intrepidmuseum.org).

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 17 | 25 |
| actionable | 30 | 30 |
| cited | 0 | 0 (probes pending) |

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

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