The Direct Index
Report · Chicago · scanned 2026-10-23

Tatum's Lemonade Stand

cold-lemonade.com is largely invisible to agents.

Listed by Overture Maps.

CallWebsite

Ways to reach Tatum's Lemonade Stand directly, with no marketplace in between. Checked 2026-10-23. Report a mistake

1002 W Waveland Ave, 60613-4306, Chicago · +17734910792

Nearby, also direct

Places near Tatum's Lemonade Stand that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open Tatum's Lemonade Stand's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

30.8%

20 of 65 points available

0/5

agent-readiness level, Not Ready

6

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 →

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 12 everyday questions about Chicago and named 31 places. Tatum's Lemonade Stand wasn't one of them. See who was named →

Where it stands

How Tatum's Lemonade Stand compares

Where it stands

2,823 of 3,640 in Chicago

Top 78% of the sites scanned in this index. Just above: Tank Sushi F, Tata's Pizza F. Just below: Taurus Express F, Taurus Flavors Hoagy Supreme Steak Supreme F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML94%no
Let AI crawlers in (no block at the server or in robots.txt)94%yes
Structured data with address, phone and hours58%no
Have an llms.txt29%no

The top 10% are the 370 highest-scoring reachable sites in the index at the last update.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Maddon's Post273 mFno
Hattie B's Hot Chicken chicken279 mAyes
Pizza Rustica pizza309 mDyes
La Mexicana Grill mexican310 mAyes
Smoke Daddy BBQ barbecue314 mAyes
Big G's Pizza pizza315 mCyes
Mordecai american321 mAyes
Yak-Zies american322 mAyes
PR Italian Bistro italian327 mByes
Alma at Hotel Zachary breakfast_and_brunch340 mBno
Businesses like yours

Businesses like Tatum's Lemonade Stand in Chicago

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Chicago3,64052%35%30.8%

The best of the businesses of the same kind in Chicago

Ali's Nihari & BBQ A 100% · Amarit A 100% · Andie's A 100% · Angelo's Stuffed Pizza A 100% · Aztlán Mexican Grill A 100%

After the top fixes

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 87.7%. That would be 363rd of 3,640 in Chicago, up from 2823rd.

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. No structured data for the business +15 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. How to fix it

  2. No booking or ordering link on the website +15 points

    There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. How to fix it

  3. 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. How to fix it

  4. No working HTTPS +3 points

    The page is only served over plain http. Browsers and agents rank it lower or refuse it.

  5. Almost no text without JavaScript +2 points

    Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. How to fix it

  6. 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. 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 Chicago. 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.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.

Builder: unknown

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": "LocalBusiness",
  "name": "Tatum's Lemonade Stand",
  "url": "http://cold-lemonade.com/",
  "telephone": "+17734910792",
  "address": "1002 W Waveland Ave, 60613-4306, Chicago",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 41.950091141912,
    "longitude": -87.654740810394
  }
}
</script>

llms.txt

Save as /llms.txt at the root of the site. Guide.

# Tatum's Lemonade Stand

> local business in 1002 W Waveland Ave, 60613-4306, Chicago, Chicago. Phone +17734910792.

## About

- Website: http://cold-lemonade.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
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 F

<a href="https://directindex.org/r/cold-lemonade.com"><img src="https://directindex.org/badge/cold-lemonade.com.svg" alt="Agent-Direct Score F" 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 Tatum's Lemonade Stand

No direct path on record: the scan of 2026-10-23 found no booking or ordering link on cold-lemonade.com or on a vendor's site. The same record is served as JSON at /api/direct/cold-lemonade.com, through the MCP tool direct_record and in the city feed /city/chicago/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+17734910792

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
Agent readiness

Level 0 of 5, Not Ready

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.

Link headers on the homepageno how
sitemap.xmlno how
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno