# Boba 7 aka. @Labobatory: Agent-Direct Score D (53.8%)

Site: http://labobatory.com
Report: https://directindex.org/r/labobatory.net
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.)
Boba 7 aka. @Labobatory is hard for agents to use.
An AI assistant can open Boba 7 aka. @Labobatory's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

## Direct links
- Phone: (213) 538-8022
- Address: 518 W 7th St, 90014, Los Angeles

## Nearby, also direct
Places near Boba 7 aka. @Labobatory that take a booking or an order on their own website, with no marketplace in between.
- Bar CDMX (40 m): https://directindex.org/r/barcdmx.la
- sandcouch cafe (70 m): https://directindex.org/r/sandcouchcafe.com
- Cicada Restaurant and Lounge (170 m): https://directindex.org/r/cicadarestaurant.com
- Coastal Cane (190 m): https://directindex.org/r/drinkcoastalcane.com
- Frank Coffee (210 m): https://directindex.org/r/frankcoffee.com

## What to fix first
- **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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.** (+5 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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

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": "Boba 7 aka. @Labobatory",
  "url": "http://labobatory.com",
  "telephone": "(213) 538-8022",
  "address": "518 W 7th St, 90014, Los Angeles",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.046739080443224,
    "longitude": -118.25614929199219
  }
}
</script>
```

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

```
# Boba 7 aka. @Labobatory

> organization in 518 W 7th St, 90014, Los Angeles, Los Angeles cafes and bars. Phone (213) 538-8022.

## About

- Website: http://labobatory.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 (Organization).** address

## Where it stands
Not ranked yet in Los Angeles cafes and bars.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 97% | no |
| Publish the menu or price list as HTML | 90% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 33% | no |
| Have an llms.txt | 17% | no |

Nearest places in the index: Seven Grand Whiskey Bar (D, 39 m, https://directindex.org/r/sevengrandbars.com); Bar CDMX (C, 42 m, https://directindex.org/r/barcdmx.la); Boketto Cold Brews Llc. (C, 63 m, https://directindex.org/r/bokettocoldbrew.com); sandcouch cafe (B, 68 m, https://directindex.org/r/sandcouchcafe.com); Bar Clara (F, 71 m, https://directindex.org/r/hotelperla.com); Dukes Sports Bar (C, 128 m, https://directindex.org/r/laac.com); SORO Coffee (D, 159 m, https://directindex.org/r/sorocoffee.com); Cicada Restaurant and Lounge (A, 170 m, https://directindex.org/r/cicadarestaurant.com); Coastal Cane (B, 191 m, https://directindex.org/r/drinkcoastalcane.com); Frank Coffee (C, 205 m, https://directindex.org/r/frankcoffee.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.


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

## Businesses like Boba 7 aka. @Labobatory in Los Angeles cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles cafes and bars | 295 | 42% | 18% | 53.8% |

The best of the businesses of the same kind in Los Angeles cafes and bars: Cabinet Espresso Bar (A 96.3%, https://directindex.org/r/cabinet-espresso.com); Eat (A 96.3%, https://directindex.org/r/eatnoho.com); Hey Hey (A 96.3%, https://directindex.org/r/heyheydrinks.com); Ireland's 32 (A 95.4%, https://directindex.org/r/irelands32.com); Idle Hour (A 95%, https://directindex.org/r/idlehourbar.com).

With the three fixes above (No booking or ordering link on the website; No menu or price list found; Structured data is incomplete), the score would be about 95.4%. That would be 4th of 295 in Los Angeles cafes and bars, up from not ranked today.

## The direct record
What agents get for Boba 7 aka. @Labobatory, as JSON: https://directindex.org/api/direct/labobatory.net
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: (213) 538-8022

## 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 10 | 25 |
| Actionable | 0 | 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/labobatory.net
- 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

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