# Pearl Lemon Boba: Agent-Direct Score B (75.4%)

Site: https://pearllemonboba.com
Report: https://directindex.org/r/pearllemonboba.com
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Pearl Lemon Boba is mostly ready for agents.
An AI assistant can open Pearl Lemon Boba's website. It can read what Pearl Lemon Boba offers. It finds a phone number, but no link to book or order online.

## Direct links
- Menu: https://pearllemonboba.com/boba-menu/
- Phone: 07984 813268
- Address: Unit 4, Building Number 250 North End Road, SW6 1NJ, London
- Its menu mentions: vegan options, vegetarian dishes
- WhatsApp: a link on the site

## Nearby, also direct
Places near Pearl Lemon Boba that take a booking or an order on their own website, with no marketplace in between.
- Lola's Cupcakes (20 m): https://directindex.org/r/lolas.co.uk
- The Crown and Anchor (60 m): https://directindex.org/r/crownandanchorchiswick.com
- Bat & Ball Covent Garden (90 m): https://directindex.org/r/thebatandball.com
- Baudry Greene (90 m): https://directindex.org/r/baudrygreene.co.uk
- BLOODSPORTS by MEATliquor (100 m): https://directindex.org/r/bloodsports.co

## What to fix first
- **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. 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. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **The phone number on the site doesn't match the open map data.** The site shows +16502784421, but OpenStreetMap or Overture Maps lists 07984 813268. 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.

## 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
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
993 of 5693 in London cafes and bars. Top 17% 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 | 93% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 49% | yes |
| Have an llms.txt | 22% | yes |

Nearest places in the index: Lola's Cupcakes (C, 23 m, https://directindex.org/r/lolas.co.uk); JENKI Matcha Covent Garden (F, 51 m, https://directindex.org/r/jenki.co.uk); The Crown and Anchor (B, 57 m, https://directindex.org/r/crownandanchorchiswick.com); Bat & Ball Covent Garden (B, 88 m, https://directindex.org/r/thebatandball.com); FILTRD (C, 89 m, https://directindex.org/r/filtrdcafe.com); Baudry Greene (B, 94 m, https://directindex.org/r/baudrygreene.co.uk); The Cross Keys (F, 96 m, https://directindex.org/r/crosskeyscoventgarden.com); Neal Street Espresso (D, 96 m, https://directindex.org/r/nealstreetespresso.com); BLOODSPORTS by MEATliquor (A, 97 m, https://directindex.org/r/bloodsports.co); Guinness Open Gate Brewery London (C, 99 m, https://directindex.org/r/guinness.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 London cafes and bars and named 83 places. Pearl Lemon Boba wasn't one of them. See who was named: https://directindex.org/city/london-cafes-bars/recommended


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

## Businesses like Pearl Lemon Boba in London cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in London cafes and bars | 5693 | 50% | 30% | 75.4% |

The best of the businesses of the same kind in London cafes and bars: And Then (A 100%, https://directindex.org/r/andthentooting.com); Artistcafelondon (A 100%, https://directindex.org/r/artistcafelondon.co.uk); Bar 8 (A 100%, https://directindex.org/r/bar8.co.uk); Bar Américain (A 100%, https://directindex.org/r/brasseriezedel.com); Bar Soho (A 100%, https://directindex.org/r/barsoho.co.uk).

With the fix above (No booking or ordering link on the website), the score would be about 95.4%. That would be 52nd of 5,693 in London cafes and bars, up from 993rd.

## The direct record
What agents get for Pearl Lemon Boba, as JSON: https://directindex.org/api/direct/pearllemonboba.com
- Book: none on record
- Order: none on record
- Menu: https://pearllemonboba.com/boba-menu/ (html_page; from the scan)
- Hours: none on record
- Phone: 07984 813268
- Stable links that count: https://directindex.org/go/pearllemonboba.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

Found one hop past the home page: menu page /boba-menu/: ordering link (own domain).

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 25 |
| Actionable | 2 | 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/pearllemonboba.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: yes
- 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/pearllemonboba.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/pearllemonboba.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=pearllemonboba.com&force=1