# Le Mandingue African Restaurant: Agent-Direct Score D (52.3%)

Site: https://lemandingue.com
Report: https://directindex.org/r/lemandingue.com
Scanned: 2026-10-16 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Le Mandingue African Restaurant is hard for agents to use.
AI assistants can't open Le Mandingue African Restaurant's website, so they go by what other sites say about it.

## Direct links
- Order directly: https://lemandingue.com/location/le-mandingue-african-restaurant-27988720 (on the business's own site)
- Menu: https://lemandingue.com/location/le-mandingue-african-restaurant-27988720
- Phone: +1 215-726-0543
- Address: Woodland Avenue 6620 19142 Philadelphia
- Hours, from OpenStreetMap · Overture Maps: Mon–Sun 11:00–23:00

## Nearby, also direct
Places near Le Mandingue African Restaurant that take a booking or an order on their own website, with no marketplace in between.
- King Of Wings (380 m): https://directindex.org/r/kingofwingsla.com
- Chef Reeky’s Cafe and Juice Bar (490 m): https://directindex.org/r/chefreekyscafe.com
- Jam-Rock (670 m): https://directindex.org/r/jamrockhalal.com
- Cameron's Seafood (670 m): https://directindex.org/r/cameronsseafood.com

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (challenge:attention required). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Le Mandingue African Restaurant",
  "url": "https://lemandingue.com",
  "telephone": "+1 215-726-0543",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Woodland Avenue 6620",
    "postalCode": "19142",
    "addressLocality": "Philadelphia"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 39.9240297,
    "longitude": -75.2361364
  },
  "openingHours": "11:00-23:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "11:00",
      "closes": "23:00"
    }
  ],
  "hasMenu": "https://lemandingue.com/location/le-mandingue-african-restaurant-27988720",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://lemandingue.com/location/le-mandingue-african-restaurant-27988720",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Structured data found (Restaurant).** address, phone
- **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.

## Since the scan of 2026-10-16 (F then)
- Fixed: The site couldn't be read at all
- New: The site turned away every visitor that wasn't a browser; Structured data was incomplete

## Where it stands
2018 of 2162 in Philadelphia. Top 93% 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 | 85% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 86% | no |
| Structured data with address, phone and hours | 67% | no |
| Have an llms.txt | 26% | no |

Nearest places in the index: Sahara Restaurant (C, 155 m, https://directindex.org/r/ordersahararestaurant.com); King Of Wings (A, 377 m, https://directindex.org/r/kingofwingsla.com); Chef Reeky’s Cafe and Juice Bar (C, 494 m, https://directindex.org/r/chefreekyscafe.com); Woodland Village Restaurant (D, 558 m, https://directindex.org/r/woodlandvillage.net); Nick's Pizzeria (B, 633 m, https://directindex.org/r/nickspizzanj.com); Jam-Rock (A, 667 m, https://directindex.org/r/jamrockhalal.com); Cameron's Seafood (D, 671 m, https://directindex.org/r/cameronsseafood.com); Liberia Waterside Mkt Llc #2 (F, 702 m, https://directindex.org/r/weebly.com); China King (B, 757 m, https://directindex.org/r/chinaking70st.com); Hot Spot Pizza (F, 785 m, https://directindex.org/r/hotspotpizza.net).

## 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 22 everyday questions about Philadelphia and named 105 places. Le Mandingue African Restaurant wasn't one of them. See who was named: https://directindex.org/city/philadelphia/recommended


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

## Businesses like Le Mandingue African Restaurant in Philadelphia

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Philadelphia | 2162 | 50% | 32% | 52.3% |

The best of the businesses of the same kind in Philadelphia: Asadero Los Tios (A 100%, https://directindex.org/r/asaderolostios.online); Asian Garden (A 100%, https://directindex.org/r/asiangardenme.com); Asian Palace (A 100%, https://directindex.org/r/asianpalacepa.com); Avenue Steaks & Pizza (A 100%, https://directindex.org/r/avenuesteaks.com); BBQ Town (A 100%, https://directindex.org/r/bbqtownphilly.com).

With the two fixes above (The site turns away every visitor that isn't a browser, AI agents included; Structured data is incomplete), the score would be about 95.4%. That would be 58th of 2,162 in Philadelphia, up from 2018th.

## The direct record
What agents get for Le Mandingue African Restaurant, as JSON: https://directindex.org/api/direct/lemandingue.com
- Book: none on record
- Order: https://lemandingue.com/location/le-mandingue-african-restaurant-27988720 (own site; found by the scan of 2026-10-16, not yet tested)
- Menu: https://lemandingue.com/location/le-mandingue-african-restaurant-27988720 (html_page; from the scan)
- Hours: 11:00-23:00 (open now) (from OpenStreetMap)
- Phone: +1 215-726-0543
- Stable links that count: https://directindex.org/go/lemandingue.com/order, https://directindex.org/go/lemandingue.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

Only a real browser got this page (a plain fetch got challenge:attention required); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 19 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

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