# Reflexion Lounge: Agent-Direct Score D (44.6%)

Site: https://reflexionlounge.co.uk
Report: https://directindex.org/r/reflexionlounge.co.uk
Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending)
Reflexion Lounge is hard for agents to use.

## Direct links
- Menu: https://reflexionlounge.co.uk/wp-content/uploads/2026/04/Black-and-Gold-Classy-Elegant-Restaurant-Menu-3.pdf
- Phone: +44 161 873 8243

## What to fix first, by points
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **No booking or ordering path at all.** (+15 points) Agents have nothing to act on. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## Fix kit: what to paste

Structured data, one block in the page head:

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "BarOrPub",
  "name": "Reflexion Lounge",
  "url": "https://reflexionlounge.co.uk",
  "telephone": "+44 161 873 8243",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "The Quays 252",
    "postalCode": "M50 3SD",
    "addressLocality": "Salford",
    "addressCountry": "GB"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 53.4741877,
    "longitude": -2.2876515
  },
  "openingHours": "Mo-Su 11:00-02:30",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "11:00",
      "closes": "02:30"
    }
  ],
  "servesCuisine": [
    "american"
  ],
  "hasMenu": "https://reflexionlounge.co.uk/wp-content/uploads/2026/04/Black-and-Gold-Classy-Elegant-Restaurant-Menu-3.pdf"
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.

## Since the previous scan (2026-10-14, D)
- Fixed: nothing
- New: nothing

## Where it stands
Rank 113 of 235 in Manchester cafes and bars (top 48%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 96% | no |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 83% | yes |
| Structured data with address, phone and hours | 33% | no |
| Have an llms.txt | 21% | yes |

Nearest places in the index: The Matchstick Man (C, 550 m, https://directindex.org/r/hungryhorse.co.uk); Seven Bro7hers Media City (A, 626 m, https://directindex.org/r/sevenbro7hers.com); The Tatton (F, 821 m, https://directindex.org/r/thetatton.co.uk); Mattina (F, 845 m, https://directindex.org/r/mattina.club); Moose (C, 883 m, https://directindex.org/r/moosecoffee.co); Bee Orchid Pomona (B, 911 m, https://directindex.org/r/beeorchidbars.com); Salford Museum and Art Gallery Cafe (D, 1622 m, https://directindex.org/r/salfordmuseum.com); Food On Third (C, 1735 m, https://directindex.org/r/foodonthird.com); The Wharf (C, 2046 m, https://directindex.org/r/brunningandprice.co.uk); Dukes 92 (B, 2151 m, https://directindex.org/r/dukes92.com).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked and claimed businesses in each city index.

Score history: 2026-10-14 45%, 2026-10-14 45%.

Against its peers: Sites built with WordPress average 57% (26% A or B, 35830 sites); this site 44.6%.

What an AI agent reads on this site: https://directindex.org/r/reflexionlounge.co.uk/agent-view

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 4 | 25 |
| actionable | 0 | 15 (action_test pending) |
| cited | 0 | 0 (probes pending) |

## Agent readiness (Cloudflare criteria)
Level 1 of 5: Basic Web Presence. Cloudflare's report: https://isitagentready.com/reflexionlounge.co.uk
- 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: no

Methodology: https://directindex.org/methodology · Rescan: https://directindex.org/scan?url=reflexionlounge.co.uk&force=1