# Calumet Bakery: Agent-Direct Score F (10.8%)

Site: http://www.calumetbakery.com/
Report: https://directindex.org/r/calumetbakery.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.)
Calumet Bakery is largely invisible to agents.
AI assistants can't open Calumet Bakery's website, so they go by what other sites say about it.

## Direct links
- Phone: 7737213747
- Address: 2510 E 106th St, 60617, Chicago

## Nearby, also direct
Places near Calumet Bakery that take a booking or an order on their own website, with no marketplace in between.
- L & G (440 m): https://directindex.org/r/lgrestaurants.com
- Heinie's Shrimp House (480 m): https://directindex.org/r/hienieschicken.com
- Los Tres Amigos Mexican Grill (760 m): https://directindex.org/r/lostresamigosonline.com
- Harold's Chicken Shack #69 (1.3 km): https://directindex.org/r/haroldschicken69.com
- Stony Island Drive THRU (2.6 km): https://directindex.org/r/stonydrivethru.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:checking your browser). 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
- **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **The phone number on the site doesn't match the open map data.** The site shows 708-895-3700, but OpenStreetMap or Overture Maps lists 7737213747. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## 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": "LocalBusiness",
  "name": "Calumet Bakery",
  "url": "http://www.calumetbakery.com/",
  "telephone": "7737213747",
  "address": "2510 E 106th St, 60617, Chicago",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 41.703057,
    "longitude": -87.562687
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.

## Where it stands
3085 of 3626 in Chicago. Top 85% 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% | no |
| Publish the menu or price list as HTML | 93% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 94% | no |
| Structured data with address, phone and hours | 58% | no |
| Have an llms.txt | 29% | no |

Nearest places in the index: Taco Mex (B, 314 m, https://directindex.org/r/mrtacomexil.com); L & G (A, 443 m, https://directindex.org/r/lgrestaurants.com); Heinie's Shrimp House (B, 479 m, https://directindex.org/r/hienieschicken.com); Los Tres Amigos Mexican Grill (D, 760 m, https://directindex.org/r/lostresamigosonline.com); Harold's Chicken Shack #69 (C, 1260 m, https://directindex.org/r/haroldschicken69.com); Tacos Nietos (C, 2272 m, https://directindex.org/r/food96.com); Stony Island Drive THRU (B, 2605 m, https://directindex.org/r/stonydrivethru.com); Route 66 Pizza (F, 2608 m, https://directindex.org/r/pdqonlineordering.com); Calumet Fisheries (D, 2673 m, https://directindex.org/r/calumetfisheries.com); G Spot (F, 2814 m, https://directindex.org/r/headbands.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 Chicago and named 57 places. Calumet Bakery wasn't one of them. See who was named: https://directindex.org/city/chicago/recommended


Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 10.8%.

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

## Businesses like Calumet Bakery in Chicago

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Chicago | 3626 | 52% | 35% | 10.8% |
| Sites built with WordPress in Chicago | 703 | 64% | 39% | 10.8% |

The best of the sites built with WordPress in Chicago: Barstool Bites (A 100%, https://directindex.org/r/seasideonthepier.com); Lotus Cafe & Banh Mi Sandwiches (A 100%, https://directindex.org/r/lotusbanhmi.com); Matilda Restaurant (A 100%, https://directindex.org/r/matildachicago.com); Omakase Box (A 100%, https://directindex.org/r/omaboxchi.com); Pizzeria Portofino (A 100%, https://directindex.org/r/pizzeriaportofino.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No structured data for the business; Ordering through an unrecognised third party), the score would be about 84.6%. That would be 519th of 3,626 in Chicago, up from 3085th.

## The direct record
What agents get for Calumet Bakery, as JSON: https://directindex.org/api/direct/calumetbakery.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: 7737213747

## 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:checking your browser); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 1 | 25 |
| Actionable | 6 | 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: no

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