# Mangrove: Agent-Direct Score A (87.7%)

Site: https://mangrovekitchensf.com/
Report: https://directindex.org/r/mangrovekitchensf.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Mangrove is ready for agents.

## Direct links
- Order directly: https://order.toasttab.com/online/mangrove-kitchen (through toast acting for the business)
- Menu: https://www.mangrovekitchensf.com/menus
- Phone: +1-415-552-6881

## What to fix first
- **No llms.txt.** (no points, still worth doing) 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

## Fix kit: What to paste

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

```
# Mangrove

> restaurant (thai) in Divisadero Street 312 94117 San Francisco, San Francisco. Phone +1-415-552-6881.

## Book or order directly

- Order: https://order.toasttab.com/online/mangrove-kitchen (through toast acting for the business)
- Menu: https://www.mangrovekitchensf.com/menus

## About

- Website: https://mangrovekitchensf.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.** There is no robots.txt, which allows everything.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Restaurant).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
124 of 1261 in San Francisco. Top 10% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| 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% | yes |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: BANGKOK STREET Thai Street Food (B, 1720 m, https://directindex.org/r/bangkokstreetsf.com); Lers Ros Thai (D, 2180 m, https://directindex.org/r/lersros.com); House of Thai (A, 2242 m, https://directindex.org/r/houseofthaisf.com); Thai Curry (A, 2268 m, https://directindex.org/r/thaicurrysf.com); Aroi Thai (F, 2307 m, https://directindex.org/r/aroisf.com); What the Cluck (A, 2321 m, https://directindex.org/r/whatthecluckus.com); Ben Thai Cafe (C, 2356 m, https://directindex.org/r/benthaicafe.com); B Star (A, 2386 m, https://directindex.org/r/bstarbar.com); Lapisara (A, 2692 m, https://directindex.org/r/lapisaraeatery.com); Inle Burmese Cuisine (B, 2780 m, https://directindex.org/r/inleburmesecuisine.com).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Against its peers: Sites built with Wix 58% (33% A or B, 3163 sites); Sites using Toast 74% (62% A or B, 1749 sites); This site 87.7%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/mangrovekitchensf.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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

Deep report: https://directindex.org/r/mangrovekitchensf.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=mangrovekitchensf.com&force=1