# Mal Pan: Agent-Direct Score B (83.1%)

Site: http://www.eatmalpan.com/
Report: https://directindex.org/r/eatmalpan.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mal Pan is mostly ready for agents.
An AI assistant can open Mal Pan's website. It can read what Mal Pan offers. To book or order, it is sent to OpenTable, a marketplace.

## Direct links
- Order directly: https://www.toasttab.com/mal-pan/rewardsSignup (through toast acting for the business)
- Menu: http://www.eatmalpan.com/menus/
- Phone: +19802986138
- Address: 4625 Piedmont Row Dr # 115-D, 28210, Charlotte
- Its menu mentions: a lunch or set menu

## Nearby, also direct
Places near Mal Pan that take a booking or an order on their own website, with no marketplace in between.
- Bentley's Restaurant (50 m): https://directindex.org/r/bentleysrestaurantnc.com
- Tous Les Jours (50 m): https://directindex.org/r/tljus.com
- Leo's Italian Social (70 m): https://directindex.org/r/leositaliansocial.com
- Peppervine (90 m): https://directindex.org/r/peppervine.com

## What to fix first
- **Booking only through opentable.** (+5 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it.
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes 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.

```
# Mal Pan

> food establishment (mexican) in 4625 Piedmont Row Dr # 115-D, 28210, Charlotte, Charlotte. Phone +19802986138.

## Book or order directly

- Order: https://www.toasttab.com/mal-pan/rewardsSignup (through toast acting for the business)
- Menu: http://www.eatmalpan.com/menus/

## About

- Website: http://www.eatmalpan.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.** 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 (FoodEstablishment).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours.
- **Toast works with agents through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.

## Where it stands
199 of 1139 in Charlotte. Top 17% 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 | 95% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 68% | yes |
| Have an llms.txt | 41% | no |

Nearest places in the index: Bentley's Restaurant (C, 50 m, https://directindex.org/r/bentleysrestaurantnc.com); Tous Les Jours (C, 53 m, https://directindex.org/r/tljus.com); Leo's Italian Social (A, 70 m, https://directindex.org/r/leositaliansocial.com); Del Frisco's Double Eagle Steakhouse (B, 77 m, https://directindex.org/r/delfriscos.com); Peppervine (B, 88 m, https://directindex.org/r/peppervine.com); Milk Cha-Cha (B, 96 m, https://directindex.org/r/milkchachausa.com); The Oceanaire (B, 115 m, https://directindex.org/r/theoceanaire.com); First Watch (C, 193 m, https://directindex.org/r/firstwatch.com); American Roadside Burgers, Inc. (F, 201 m, https://directindex.org/r/americanroadside.com); Ruth's Chris Steak House (D, 225 m, https://directindex.org/r/ruthschrisphg.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 Charlotte and named 92 places. Mal Pan wasn't one of them. See who was named: https://directindex.org/city/charlotte/recommended


Compared with its peers: Sites built with BentoBox 84% (94% A or B, 1285 sites); Sites using OpenTable 65% (38% A or B, 3121 sites); Sites using Toast 72% (57% A or B, 3305 sites); This site 83.1%.

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

## Businesses like Mal Pan in Charlotte

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Charlotte | 1139 | 56% | 37% | 83.1% |
| Sites built with BentoBox in Charlotte | 32 | 85% | 94% | 83.1% |
| Sites using OpenTable in Charlotte | 40 | 75% | 68% | 83.1% |
| Sites built with BentoBox and using OpenTable in Charlotte | 4 | 85% | 100% | 83.1% |

The best of the sites built with BentoBox and using OpenTable in Charlotte: La Capital MX (A 95.4%, https://directindex.org/r/lacapitalmxclt.com); La Belle Helene (B 83.1%, https://directindex.org/r/labellehelenerestaurant.com); Duckworth’s (B 76.9%, https://directindex.org/r/thecellaratduckworths.com).

With the two fixes above (Booking only through opentable; No working HTTPS), the score would be about 95.4%. That would be 43rd of 1,139 in Charlotte, up from 199th.

## The direct record
What agents get for Mal Pan, as JSON: https://directindex.org/api/direct/eatmalpan.com
- Book: none on record
- Order: https://www.toasttab.com/mal-pan/rewardsSignup (vendor on own site: Toast; found by the scan of 2026-10-23, not yet tested)
- Menu: http://www.eatmalpan.com/menus/ (html_page; from the scan)
- Hours: none on record
- Phone: +19802986138
- Stable links that count: https://directindex.org/go/eatmalpan.com/order, https://directindex.org/go/eatmalpan.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 (Toast): yes
- Vendor terms for agents, Toast: Through partners. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/

Found one hop past the home page: menu page /menus/: ordering via bentobox.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 22 | 25 |
| Readable | 22 | 25 |
| Actionable | 10 | 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/eatmalpan.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: 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

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