# Lite Bite: Agent-Direct Score F (27.7%)

Site: http://litebitefoods.com/
Report: https://directindex.org/r/lbf.co.in
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.)
Lite Bite is largely invisible to agents.
AI assistants can't open Lite Bite's website, so they go by what other sites say about it.

## Direct links
- Phone: +13109283032
- Address: 964 S Grand Ave, 90015-1422, Los Angeles

## Nearby, also direct
Places near Lite Bite that take a booking or an order on their own website, with no marketplace in between.
- New Moon Cafe (710 m): https://directindex.org/r/newmoonrestaurants.com
- Kar Son (2 km): https://directindex.org/r/karsondining.com
- Green Bamboo (2 km): https://directindex.org/r/bamboo-gardens.com

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+15 points) A plain fetch was refused (TimeoutError: The operation was aborted due to timeout). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Booking through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User.** (no points, but worth doing) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **The phone number on the site doesn't match the open map data.** The site shows +91-124-4956350, but OpenStreetMap or Overture Maps lists +13109283032. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## 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": "Organization",
  "name": "Lite Bite",
  "url": "http://litebitefoods.com/",
  "telephone": "+13109283032",
  "address": "964 S Grand Ave, 90015-1422, Los Angeles",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.04305,
    "longitude": -118.26002
  }
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

## Already right
- **Structured data found (Organization).** address, phone

## Where it stands
3551 of 4545 in Los Angeles. Top 78% 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) | 98% | no |
| Structured data with address, phone and hours | 59% | no |
| Have an llms.txt | 38% | no |

Nearest places with a similar menu: Uncle John's Cafe (F, 398 m, https://directindex.org/r/unclejohnsdtla.com); Triple 8 China Bar & Grill (F, 578 m, https://directindex.org/r/triple8restaurant.com); Peking Tavern (F, 585 m, https://directindex.org/r/pekingtavern.com); New Moon Cafe (B, 707 m, https://directindex.org/r/newmoonrestaurants.com); ABC Chinese Fast Food (F, 778 m, https://directindex.org/r/abc-chinese-fast-food.com); Paul's Kitchen (F, 1149 m, https://directindex.org/r/paulskitchenla.com); Kar Son (A, 1987 m, https://directindex.org/r/karsondining.com); Green Bamboo (C, 2006 m, https://directindex.org/r/bamboo-gardens.com); Golden Crane Express (C, 2071 m, https://directindex.org/r/mobile-webview1.com); L.A. Kitchen (F, 2146 m, https://directindex.org/r/lakitchen.org).

## 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. Lite Bite wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended


Compared with its peers: Sites built with Webflow 56% (22% A or B, 9011 sites); This site 27.7%.

See what an AI agent reads on this site: https://directindex.org/r/lbf.co.in/agent-view

## Businesses like Lite Bite in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles | 4545 | 50% | 32% | 27.7% |
| Sites built with Webflow in Los Angeles | 89 | 60% | 37% | 27.7% |

The best of the sites built with Webflow in Los Angeles: Los Tres Cochinitos (A 100%, https://directindex.org/r/lostrescochinitos.com); Berlin's (A 95.4%, https://directindex.org/r/eatberlins.com); Sweetfin Poké (A 95.4%, https://directindex.org/r/sweetfin.com); Market Venice (A 92.3%, https://directindex.org/r/marketvenice.com); Saint & Second (A 92.3%, https://directindex.org/r/saintandsecond.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; Booking through an unrecognised third party; Ordering through an unrecognised third party), the score would be about 78.5%. That would be 851st of 4,545 in Los Angeles, up from 3551st.

## The direct record
What agents get for Lite Bite, as JSON: https://directindex.org/api/direct/lbf.co.in
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +13109283032

## 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

Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 12 | 25 |
| Actionable | 6 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/lbf.co.in/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/lbf.co.in/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=lbf.co.in&force=1