# Chambers: Agent-Direct Score B (75.4%)

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

## What to fix first
- **Structured data is incomplete.** Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant
- **Booking only through opentable.** Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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 (LocalBusiness).** address, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Where it stands
Rank 309 of 1246 in San Francisco (top 25%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 94% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 12% | no |

Nearest places with a similar menu: Brenda's French Soul Food (C, 85 m, https://directindex.org/r/frenchsoulfood.com); Sam's American Eatery (A, 569 m, https://directindex.org/r/samssf.com); Taylor Street Coffee Shop (A, 641 m, https://directindex.org/r/taylorcafesf.com); Absinthe Brasserie & Bar (C, 803 m, https://directindex.org/r/absinthe.com); The Melt (B, 832 m, https://directindex.org/r/themelt.com); Aliment (A, 1029 m, https://directindex.org/r/alimentsf.com); The Cheesecake Factory (A, 1033 m, https://directindex.org/r/thecheesecakefactory.com); The Big Four (B, 1055 m, https://directindex.org/r/thehuntingtonhotel.com); The Harlequin (B, 1158 m, https://directindex.org/r/harlequinsf.com); Minnie Bell's Soul Movement (B, 1292 m, https://directindex.org/r/minniebellssoul.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 | 21 | 25 |
| actionable | 3 | 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/chambers-sf.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=chambers-sf.com&force=1