# L’s Caffe: Agent-Direct Score B (72.3%)

Site: http://ls-caffe.com/
Report: https://directindex.org/r/onlineorder.site
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.)
L’s Caffe is mostly ready for agents.

## Direct links
- Order directly: https://lscaffe.onlineorder.site/account/order-history (on the business's own site)
- Menu: https://lscaffe.onlineorder.site/store/14759/L's%20Caffe/3A0F4121-0340-4625-8812-F8B3824B128A/Brunch%20Menu

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). 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": "CafeOrCoffeeShop",
  "name": "L’s Caffe",
  "url": "http://ls-caffe.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "24th Street 2871"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7526783,
    "longitude": -122.4096086
  },
  "openingHours": "Mo-Fr 06:00-15:30; Sa-Su 06:30-15:30",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "06:00",
      "closes": "15:30"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "06:30",
      "closes": "15:30"
    }
  ],
  "hasMenu": "https://lscaffe.onlineorder.site/store/14759/L&#x27;s%20Caffe/3A0F4121-0340-4625-8812-F8B3824B128A/Brunch%20Menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://lscaffe.onlineorder.site/account/order-history",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# L’s Caffe

> cafe or coffee shop in 24th Street 2871, San Francisco cafes and bars.

## Book or order directly

- Order: https://lscaffe.onlineorder.site/account/order-history (on the business's own site)
- Menu: https://lscaffe.onlineorder.site/store/14759/L&#x27;s%20Caffe/3A0F4121-0340-4625-8812-F8B3824B128A/Brunch%20Menu

## Opening hours

Mo-Fr 06:00-15:30; Sa-Su 06:30-15:30

## About

- Website: http://ls-caffe.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 on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
110 of 478 in San Francisco cafes and bars. Top 23% 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% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 23% | no |
| Have an llms.txt | 15% | no |

Nearest places in the index: Pops (D, 115 m, https://directindex.org/r/popssf.com); Dynamo Donut & Coffee (F, 176 m, https://directindex.org/r/dynamodonut.com); Hop Oast (B, 471 m, https://directindex.org/r/hopoast.com); CoffeeShop (C, 534 m, https://directindex.org/r/coffeeshopsf.com); El Chato (C, 538 m, https://directindex.org/r/elchatosf.com); Asiento (C, 561 m, https://directindex.org/r/asientosf.com); The Little Spot Cafe (D, 609 m, https://directindex.org/r/littlespotcafe.com); Buddy (C, 728 m, https://directindex.org/r/buddythebar.com); Trick Dog (B, 741 m, https://directindex.org/r/trickdogbar.com); True Laurel (C, 776 m, https://directindex.org/r/truelaurelsf.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/onlineorder.site/agent-view

Read by AI agents 8 times this month.

## Businesses like L’s Caffe 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% | 72.3% |

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 structured data for the business) the score would be about 95.4%: 4th of 478 in San Francisco cafes and bars, up from 110th.

## The direct record
What agents get for L’s Caffe, as JSON: https://directindex.org/api/direct/onlineorder.site
- Book: none on record
- Order: https://lscaffe.onlineorder.site/account/order-history (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: https://lscaffe.onlineorder.site/store/14759/L&#x27;s%20Caffe/3A0F4121-0340-4625-8812-F8B3824B128A/Brunch%20Menu (html_page; from the scan)
- Hours: Mo-Fr 06:00-15:30; Sa-Su 06:30-15:30 (closed now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/onlineorder.site/order, https://directindex.org/go/onlineorder.site/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

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 25 |
| Actionable | 15 | 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/onlineorder.site
- 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/onlineorder.site/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=onlineorder.site&force=1