# Osha Express: Agent-Direct Score B (78.5%)

Site: http://www.oshathai.com/osha-express
Report: https://directindex.org/r/oshathai.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Osha Express is mostly ready for agents.
An AI assistant can open Osha Express's website. It can read what Osha Express offers. It finds a way to book or order directly, through Toast.

## Direct links
- Order directly: https://www.toasttab.com/local/order/osha-thai-express-1-market-st-21b/r-81917161-bd91-442b-8dc3-2150a39dd606 (through toast acting for the business)
- Menu: https://oshathai.com/osha-express/menu/
- Phone: 914-309-7030
- Address: San Francisco
- Its menu mentions: vegetarian dishes
- Step-free access (OpenStreetMap)

## Nearby, also direct
Places near Osha Express that take a booking or an order on their own website, with no marketplace in between.
- Osha Thai Montgomery (750 m): https://directindex.org/r/oshathaimontgomery.com
- Rooster and Rice (980 m): https://directindex.org/r/roosterandrice.com
- Koh Samui & The Monkey (1.5 km): https://directindex.org/r/kohsamuiandthemonkey.com
- The Thonglor (1.6 km): https://directindex.org/r/thonglorsf.com
- Khun Mae Thai Noodles (1.8 km): https://directindex.org/r/khunmaesf.com

## What to fix first
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FastFoodRestaurant",
  "name": "Osha Express",
  "url": "http://www.oshathai.com/osha-express",
  "telephone": "914-309-7030",
  "address": {
    "@type": "PostalAddress",
    "addressLocality": "San Francisco"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7936327,
    "longitude": -122.3942341
  },
  "servesCuisine": [
    "thai"
  ],
  "hasMenu": "https://oshathai.com/osha-express/menu/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.toasttab.com/local/order/osha-thai-express-1-market-st-21b/r-81917161-bd91-442b-8dc3-2150a39dd606",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours.
- **Toast works with agents through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.

## Where it stands
466 of 2392 in San Francisco. Top 19% of the sites scanned in this index.

| What the top 10% 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 | 89% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 55% | no |
| Have an llms.txt | 25% | yes |

Nearest places with a similar menu: Tycoon Kitchen (F, 669 m, https://directindex.org/r/tycoonkitchen.com); Osha Thai Montgomery (C, 745 m, https://directindex.org/r/oshathaimontgomery.com); hed verythai (D, 884 m, https://directindex.org/r/sanfrancisco-hotels.net); Rooster and Rice (A, 980 m, https://directindex.org/r/roosterandrice.com); Koh Samui & The Monkey (C, 1546 m, https://directindex.org/r/kohsamuiandthemonkey.com); The Thonglor (B, 1583 m, https://directindex.org/r/thonglorsf.com); Kin Khao (C, 1631 m, https://directindex.org/r/kinkhao.com); The Old Siam (F, 1648 m, https://directindex.org/r/eatingoutwell.com); Khun Mae Thai Noodles (A, 1750 m, https://directindex.org/r/khunmaesf.com); Lapisara (A, 1793 m, https://directindex.org/r/lapisaraeatery.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 22 everyday questions about San Francisco and named 113 places. Osha Express wasn't one of them. See who was named: https://directindex.org/city/san-francisco/recommended


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); Sites using Toast 73% (62% A or B, 6097 sites); This site 78.5%.

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

## Businesses like Osha Express in San Francisco

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in San Francisco | 2392 | 49% | 32% | 78.5% |
| Sites built with WordPress in San Francisco | 399 | 61% | 36% | 78.5% |
| Sites using Toast in San Francisco | 215 | 75% | 66% | 78.5% |
| Sites built with WordPress and using Toast in San Francisco | 43 | 72% | 63% | 78.5% |

The best of the sites built with WordPress and using Toast in San Francisco: Sawaan Thai Kitchen (A 95.4%, https://directindex.org/r/sawaansf.com); Novy (A 90.8%, https://directindex.org/r/novysf.com); Smokin D’s BBQ SF (A 90.3%, https://directindex.org/r/smokindsbbqsf.com); Two Sons Sandwiches (A 87.2%, https://directindex.org/r/twosonssandwiches.com); Cultivar San Francisco (A 86.2%, https://directindex.org/r/cultivarwine.com).

With the fix above (Structured data is incomplete), the score would be about 87.7%. That would be 218th of 2,392 in San Francisco, up from 466th.

## The direct record
What agents get for Osha Express, as JSON: https://directindex.org/api/direct/oshathai.com
- Book: none on record
- Order: https://www.toasttab.com/local/order/osha-thai-express-1-market-st-21b/r-81917161-bd91-442b-8dc3-2150a39dd606 (vendor on own site: Toast; found by the scan of 2026-10-24, not yet tested)
- Menu: https://oshathai.com/osha-express/menu/ (html_page; from the scan)
- Hours: none on record
- Phone: 914-309-7030
- Stable links that count: https://directindex.org/go/oshathai.com/order, https://directindex.org/go/oshathai.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): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Toast): yes
- Vendor terms for agents, Toast: Through partners. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 16 | 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/oshathai.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: yes
- 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

Keep watching this business (https://directindex.org/r/oshathai.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/oshathai.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=oshathai.com&force=1