# Thai Pepper Restaurant: Agent-Direct Score C (69.2%)

Site: https://sunvalleychinesefood.com/
Report: https://directindex.org/r/sunvalleychinesefood.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Thai Pepper Restaurant is partly visible to agents.
An AI assistant can open Thai Pepper Restaurant's website. What Thai Pepper Restaurant offers is on another site. To book or order, it is sent to Seamless, a marketplace.

## Direct links
- Phone: +17472858922
- Address: 8714 Sunland Blvd, 91352, Sun Valley

## Nearby, also direct
Places near Thai Pepper Restaurant that take a booking or an order on their own website, with no marketplace in between.
- RJM Mexican Grill (1.1 km): https://directindex.org/r/rjmmexicangrill.com
- Sushi Dragon (1.3 km): https://directindex.org/r/sushidragon.net
- El Caporal (1.3 km): https://directindex.org/r/elcaporalmexicanfood.com
- The Beignet Truck (1.8 km): https://directindex.org/r/thebeignettruck.com

## What to fix first
- **Ordering only through seamless.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **Menu or price list is on another site.** (+5 points) The link goes to thaipeppersunland.com, so that site gets the credit and the visits. Guide: https://directindex.org/guides/menu-pdf-ai
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

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

```
# Thai Pepper Restaurant

> local business (thai) in 8714 Sunland Blvd, 91352, Sun Valley, Los Angeles. Phone +17472858922.

## Book or order directly

- Menu: https://thaipeppersunland.com/menu

## About

- Website: https://sunvalleychinesefood.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 main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (LocalBusiness).** address, phone, opening hours

## Where it stands
1371 of 4350 in Los Angeles. Top 32% 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% | no |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes |
| Structured data with address, phone and hours | 59% | yes |
| Have an llms.txt | 37% | no |

Nearest places in the index: Casa Nuova (B, 52 m, https://directindex.org/r/casanuovasunvalley.com); Carnitas Michoacan (D, 86 m, https://directindex.org/r/carnitasmichoacanla.com); El Compadre Restaurant (F, 461 m, https://directindex.org/r/granddentalct.com); Sandra Restaurant (F, 1037 m, https://directindex.org/r/sandras-restaurant.com); RJM Mexican Grill (A, 1092 m, https://directindex.org/r/rjmmexicangrill.com); Sushi Dragon (C, 1274 m, https://directindex.org/r/sushidragon.net); El Caporal (D, 1341 m, https://directindex.org/r/elcaporalmexicanfood.com); The Beignet Truck (A, 1777 m, https://directindex.org/r/thebeignettruck.com); Go Fusion N Grill (D, 1784 m, https://directindex.org/r/gotruckscatering.com); Chompchompft (D, 1784 m, https://directindex.org/r/chompchompft.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 12 everyday questions about Los Angeles and named 95 places. Thai Pepper Restaurant wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended


Compared with its peers: Sites using Seamless 63% (35% A or B, 40 sites); This site 69.2%.

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

## Businesses like Thai Pepper Restaurant in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 69.2% |
| Sites using Seamless in Los Angeles | 1 | 69% | 0% | 69.2% |

The best of the businesses of the same kind in Los Angeles: A Votre Sante (A 100%, https://directindex.org/r/avotresantela.com); ADRIANS TACOS (A 100%, https://directindex.org/r/adrianstacos.online); Aki Shabu (A 100%, https://directindex.org/r/akishabu.com); Alessandro's Pizza (A 100%, https://directindex.org/r/alessandropizzaitalian.com); Amalia's (A 100%, https://directindex.org/r/amaliasrestaurant.com).

With the two fixes above (Ordering only through seamless; Menu or price list is on another site), the score would be about 95.4%. That would be 115th of 4,350 in Los Angeles, up from 1371st.

## The direct record
What agents get for Thai Pepper Restaurant, as JSON: https://directindex.org/api/direct/sunvalleychinesefood.com
- Book: none on record
- Order: none on record
- Menu: https://thaipeppersunland.com/menu (external; from the scan)
- Hours: none on record
- Phone: +17472858922
- Stable links that count: https://directindex.org/go/sunvalleychinesefood.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 (Square, Toast, or a vendor whose terms allow agents): no
- Vendor terms for agents, Seamless: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 17 | 25 |
| Actionable | 3 | 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/sunvalleychinesefood.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

Keep watching this business (https://directindex.org/r/sunvalleychinesefood.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/sunvalleychinesefood.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=sunvalleychinesefood.com&force=1