# La Boulangerie de San Francisco: Agent-Direct Score B (72.3%)

Site: https://www.laboulangeriesf.com/
Report: https://directindex.org/r/laboulangeriesf.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.)
La Boulangerie de San Francisco is mostly ready for agents.

## Direct links
- Order directly: https://www.toasttab.com/laboulangerie-pine/giftcards (through toast acting for the business)
- Menu: https://www.laboulangeriesf.com/s/LBSF-2024-Menu-Web.pdf

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. 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

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": "La Boulangerie de San Francisco",
  "url": "https://www.laboulangeriesf.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "24th Street 3898",
    "addressLocality": "San Francisco"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7516682,
    "longitude": -122.4295255
  },
  "servesCuisine": [
    "french"
  ],
  "hasMenu": "https://www.laboulangeriesf.com/s/LBSF-2024-Menu-Web.pdf",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.toasttab.com/laboulangerie-pine/giftcards",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# La Boulangerie de San Francisco

> cafe or coffee shop (french) in 24th Street 3898 San Francisco, San Francisco cafes and bars.

## Book or order directly

- Order: https://www.toasttab.com/laboulangerie-pine/giftcards (through toast acting for the business)
- Menu: https://www.laboulangeriesf.com/s/LBSF-2024-Menu-Web.pdf

## About

- Website: https://www.laboulangeriesf.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 (LocalBusiness).** but without address, phone or hours
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
108 of 516 in San Francisco cafes and bars. Top 21% 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 | 81% | no |
| 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 | 13% | no |

Nearest places in the index: Vive La Tarte (B, 266 m, https://directindex.org/r/vivelatarte.com); Noe Cafe (B, 354 m, https://directindex.org/r/noecafe.com); Ap's Cafe (B, 436 m, https://directindex.org/r/apscafesf.com); Neighbor's Corner (C, 920 m, https://directindex.org/r/linktr.ee); Evil Eye (C, 1021 m, https://directindex.org/r/evileyesf.com); Mothership (B, 1049 m, https://directindex.org/r/mothershipbar.com); El Rio (F, 1050 m, https://directindex.org/r/elriosf.com); Grand Coffee Too (F, 1055 m, https://directindex.org/r/grandcoffeesf.com); Cervecería de MateVeza (D, 1059 m, https://directindex.org/r/woodsbeer.com); Rock Bar (D, 1067 m, https://directindex.org/r/rockbarsf.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 Squarespace 64% (46% A or B, 6916 sites); Sites using Toast 74% (62% A or B, 1749 sites); This site 72.3%.

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

Read by AI agents 1 times this month.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 12 | 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/laboulangeriesf.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

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