# QQ Grill Restaurant and Lounge: Agent-Direct Score B (84.6%)

Site: https://www.qqlounge.com/
Report: https://directindex.org/r/qqlounge.com
Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending)
QQ Grill Restaurant and Lounge is mostly ready for agents.

## What to fix first
- **Structured data is incomplete.** Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## 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.
- **Structured data present (Person).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
Rank 499 of 3575 in London (top 14%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 99% | yes |
| Publish the menu or price list as HTML | 86% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 93% | yes |
| Structured data with address, phone and hours | 52% | no |
| Have an llms.txt | 26% | no |

Nearest places in the index: Hackney Garden (B, 108 m, https://directindex.org/r/hackneygarden.co.uk); Natura Pizzeria (D, 345 m, https://directindex.org/r/naturapizzeria.com); Number 90 Bar & Kitchen (C, 646 m, https://directindex.org/r/number90bar.co.uk); Grow, Hackney (F, 670 m, https://directindex.org/r/tumblr.com); Carbobar (C, 691 m, https://directindex.org/r/carbobar.co.uk); Play Ldn (D, 693 m, https://directindex.org/r/playldn.co.uk); Silo (D, 716 m, https://directindex.org/r/silolondon.com); Unlock (B, 725 m, https://directindex.org/r/unlock2021.me); Nostra (B, 786 m, https://directindex.org/r/nostralondon.com); Lanterna (A, 803 m, https://directindex.org/r/lanternafishisland.com).

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 15 | 25 |
| actionable | 15 | 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/qqlounge.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: 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

Methodology: https://directindex.org/methodology · Rescan: https://directindex.org/scan?url=qqlounge.com&force=1