# Latin Fresh: Agent-Direct Score A (100%)

Site: https://www.latinfreshgroup.com
Report: https://directindex.org/r/latinfreshgroup.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Latin Fresh is ready for agents.
An AI assistant can open Latin Fresh's website. It can read what Latin Fresh offers. It finds a way to book or order directly on the site.

## Direct links
- Order directly: https://www.latinfreshgroup.com/popmenu-order (on the business's own site)
- Menu: https://www.latinfreshgroup.com/popmenu-order
- Phone: (470) 861-7786
- Address: 1197 Peachtree St NE Suite 150, 30361, Atlanta

## Nearby, also direct
Places near Latin Fresh that take a booking or an order on their own website, with no marketplace in between.
- Cafe Kulture (180 m): https://directindex.org/r/cafekulture.co
- Arepa Mia (260 m): https://directindex.org/r/arepamiaatlanta.com

## What to fix first
- Nothing to fix.

## 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 (Restaurant).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
26 of 1350 in Atlanta. Top 2% 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% | yes |
| Publish the menu or price list as HTML | 100% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 69% | yes |
| Have an llms.txt | 50% | yes |

Nearest places in the index: Auburn Angel (B, 64 m, https://directindex.org/r/auburnangel.com); Black Lion Cafe (F, 121 m, https://directindex.org/r/downtownatlantainc.com); 224 Cafe (D, 131 m, https://directindex.org/r/hhufo.com); Cafe Kulture (B, 181 m, https://directindex.org/r/cafekulture.co); Sweet Auburn Seafood (F, 230 m, https://directindex.org/r/seafoodrestaurantatlantaga.com); Bone Lick BBQ (F, 243 m, https://directindex.org/r/bonelickbarbecue.com); Good Food Truck (C, 245 m, https://directindex.org/r/goodfoodtruckatl.com); Fin & Feathers (F, 260 m, https://directindex.org/r/finandfeathersatl.com); Arepa Mia (A, 262 m, https://directindex.org/r/arepamiaatlanta.com); Curly's fried chicken (F, 275 m, https://directindex.org/r/municipalmarketatl.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 Atlanta and named 83 places. Latin Fresh wasn't one of them. See who was named: https://directindex.org/city/atlanta/recommended


Compared with its peers: Sites built with Popmenu 75% (66% A or B, 649 sites); This site 100%.

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

## Businesses like Latin Fresh in Atlanta

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Atlanta | 1350 | 55% | 38% | 100% |
| Sites built with Popmenu in Atlanta | 52 | 89% | 87% | 100% |

The best of the sites built with Popmenu in Atlanta: Alma Cocina (A 100%, https://directindex.org/r/alma-atlanta.com); Blackceasers International BBQ (A 100%, https://directindex.org/r/bcintbbq.com); Breakfast At Barney's (A 100%, https://directindex.org/r/breakfastatbarneys.com); Ecco Midtown (A 100%, https://directindex.org/r/ecco-atlanta.com); Ela (A 100%, https://directindex.org/r/ela-atlanta.com).

## The direct record
What agents get for Latin Fresh, as JSON: https://directindex.org/api/direct/latinfreshgroup.com
- Book: none on record
- Order: https://www.latinfreshgroup.com/popmenu-order (own site; found by the scan of 2026-10-22, not yet tested)
- Menu: https://www.latinfreshgroup.com/popmenu-order (html_page; from the scan)
- Hours: none on record
- Phone: (470) 861-7786
- Stable links that count: https://directindex.org/go/latinfreshgroup.com/order, https://directindex.org/go/latinfreshgroup.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 /popmenu-order: almost no text without JavaScript.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 25 | 25 |
| Actionable | 15 | 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/latinfreshgroup.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- Content Signals in robots.txt: yes
- 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: yes

Keep watching this business (https://directindex.org/r/latinfreshgroup.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/latinfreshgroup.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=latinfreshgroup.com&force=1