The Direct Index
Report · Philadelphia · scanned 2026-10-16

Le Mandingue African Restaurant

lemandingue.com is hard for agents to use.

Listed by OpenStreetMap · Overture Maps.

OrderMenuCallWebsite

Ways to reach Le Mandingue African Restaurant directly, with no marketplace in between. Checked 2026-10-16. On the business's own site. Report a mistake

Hours, from OpenStreetMap · Overture Maps: Mon–Sun 11:00–23:00

Woodland Avenue 6620 19142 Philadelphia · +1 215-726-0543

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.

Owners

The website's grade

AI assistants can't open Le Mandingue African Restaurant's website, so they go by what other sites say about it.

52.3%

34 of 65 points available

–

agent-readiness level

2

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

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.

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

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 →

Where it stands

How Le Mandingue African Restaurant compares

Where it stands

1,933 of 2,075 in Philadelphia

Top 93% of the sites scanned in this index. Just above: Las Margaritas F, Lazaro's Pizzeria & Grill F. Just below: Lilly's Ferry F, Lin Garden F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML84%yes
Let AI crawlers in (no block at the server or in robots.txt)86%no
Structured data with address, phone and hours67%no
Have an llms.txt26%no

The top 10% are the 210 highest-scoring reachable sites in the index at the last update.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Sahara Restaurant african155 mCno
King Of Wings377 mAyes
Chef Reeky’s Cafe and Juice Bar494 mCyes
Woodland Village Restaurant pizza558 mDno
Nick's Pizzeria633 mBno
Jam-Rock jamaican667 mAyes
Cameron's Seafood seafood671 mDyes
Liberia Waterside Mkt Llc #2702 mFno
China King chinese757 mBno
Hot Spot Pizza pizza785 mFno
Businesses like yours

Businesses like Le Mandingue African Restaurant in Philadelphia

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Philadelphia2,07550%31%52.3%

The best of the businesses of the same kind in Philadelphia

Asadero Los Tios A 100% · Asian Garden A 100% · Asian Palace A 100% · Avenue Steaks & Pizza A 100% · BBQ Town A 100%

After the top fixes

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 57th of 2,075 in Philadelphia, up from 1933rd.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. 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. How to fix it

  2. Structured data is incomplete +3 points

    Missing: opening hours. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Philadelphia. List your agency or yourself. It's free, and every listing is reviewed by hand.

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.

Builder: unknown · A plain fetch got challenge:attention required; a real browser got the page, so the scan continues on the rendered page.

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.

Show the code 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. Guide.

<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>
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

· Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score D

<a href="https://directindex.org/r/lemandingue.com"><img src="https://directindex.org/badge/lemandingue.com.svg" alt="Agent-Direct Score D" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Le Mandingue African Restaurant

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/lemandingue.com, through the MCP tool direct_record and in the city feed /city/philadelphia/direct.json.

PathLinkStatus
Booknone on record
Orderlemandingue.com/location/le-mandingue-african-restaurant-279 own sitefound by the scan of 2026-10-16, not yet tested
Menulemandingue.com/location/le-mandingue-african-restaurant-279 html_pagefrom the scan
Hours11:00-23:00 (closed now)from OpenStreetMap
Phone+1 215-726-0543

Stable links that count: /go/lemandingue.com/order, /go/lemandingue.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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.

Agent readiness

Not measured

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

JSON-LD for the businessyes