# Lee's Sandwiches: Agent-Direct Score C (64.6%)

Site: https://leesandwiches.com/
Report: https://directindex.org/r/leesandwiches.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.)
Lee's Sandwiches is partly visible to agents.

## Direct links
- Order directly: https://leesandwiches.olo.com/ (through olo acting for the business)
- Menu: https://leesandwiches.com/menu/

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). 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 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

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": "FastFoodRestaurant",
  "name": "Lee's Sandwiches",
  "url": "https://leesandwiches.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Larkin Street 625",
    "addressLocality": "San Francisco"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7836664,
    "longitude": -122.4177655
  },
  "servesCuisine": [
    "vietnamese",
    "sandwich"
  ],
  "hasMenu": "https://leesandwiches.com/menu/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://leesandwiches.olo.com/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Lee's Sandwiches

> fast food restaurant (vietnamese, sandwich) in Larkin Street 625 San Francisco, San Francisco.

## Book or order directly

- Order: https://leesandwiches.olo.com/ (through olo acting for the business)
- Menu: https://leesandwiches.com/menu/

## About

- Website: https://leesandwiches.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.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through olo on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
521 of 1142 in San Francisco. Top 46% 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 | 100% | yes |
| Publish the menu or price list as HTML | 94% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 48% | no |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: Turtle Tower (B, 36 m, https://directindex.org/r/turtletowersf.com); Salty's (A, 278 m, https://directindex.org/r/saltysf.com); heist (F, 620 m, https://directindex.org/r/heistsf.com); Deli Board (D, 1160 m, https://directindex.org/r/deliboardsf.com); Hot Sauce and Panko (C, 1206 m, https://directindex.org/r/hotsauceandpanko.com); West Coast Sourdough (B, 1265 m, https://directindex.org/r/wcsourdough.com); Bun Mee (C, 1411 m, https://directindex.org/r/bunmee.co); The Sentinel (B, 1531 m, https://directindex.org/r/thesentinelsf.com); The Bird (A, 1605 m, https://directindex.org/r/thebirdsf.com); Estela's Fresh Sandwiches (C, 1712 m, https://directindex.org/r/orderestelasfreshsandwiches.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.

Against its peers: Sites built with WordPress 58% (28% A or B, 36794 sites); Sites using Olo 77% (69% A or B, 48 sites); This site 64.6%.

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

Read by AI agents 2 times this month (ClaudeBot 2).

## Businesses like Lee's Sandwiches in San Francisco

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco | 1142 | 50% | 40% | 64.6% |
| Built with WordPress in San Francisco | 177 | 69% | 55% | 64.6% |
| Using Olo in San Francisco | 3 | 79% | 67% | 64.6% |
| Built with WordPress and using Olo in San Francisco | 2 | 72% | 50% | 64.6% |

The best of Built with WordPress in San Francisco: ABSteak (A 100%, https://directindex.org/r/absteaksf.com); Z & Y Restaurant (A 100%, https://directindex.org/r/zandyrestaurant.com); Benihana (A 93.8%, https://directindex.org/r/benihana.com); Crepes on Cole (A 92.3%, https://directindex.org/r/crepesoncole.com); Roka Akor (A 92.3%, https://directindex.org/r/rokaakor.com).

With the fix above (No structured data for the business) the score would be about 87.7%: 113th of 1,142 in San Francisco, up from 521st.

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

## The direct record
What agents get for Lee's Sandwiches, as JSON: https://directindex.org/api/direct/leesandwiches.com
- Book: none on record
- Order: https://leesandwiches.olo.com/ (vendor on own site: Olo; found by the scan of 2026-10-14, not yet tested)
- Menu: https://leesandwiches.com/menu/ (html_page; from the scan)
- Hours: none on record
- Phone: none on record
- Stable links that count: https://directindex.org/go/leesandwiches.com/order, https://directindex.org/go/leesandwiches.com/menu

## 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
- Vendor terms for agents, Olo: Not stated. The terms say nothing about automated use, could not be read on the date given, or the vendor has not been researched yet.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 25 |
| Actionable | 10 | 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/leesandwiches.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: no

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