Mad Lab Coffee
madlab.co is mostly ready for agents.
Listed by Overture Maps.
Ways to reach Mad Lab Coffee directly, with no marketplace in between. Checked 2026-10-23. Through doordash_storefront acting for the business. Report a mistake
6515 W Sunset Blvd, 90028, Los Angeles · (323) 850-4434
Prices: 12 prices on the site, the middle one $25.00
Places near Mad Lab Coffee that take a booking or an order on their own website, with no marketplace in between.
The website's grade
An AI assistant can open Mad Lab Coffee's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through DoorDash Storefront.
47 of 65 points available
agent-readiness level, Basic Web Presence
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.
What the site tells visitors Measured, not scored
These don't change the grade.
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.
How Mad Lab Coffee compares
278 of 1,376 in Los Angeles cafes and bars
Top 20% of the sites scanned in this index. Just above: Lexus Dugout Club B, Library Bar B. Just below: Mariachi Bakery B, Mate Conmigo B.
| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 99% | yes |
| Publish the menu or price list as HTML | 90% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 41% | no |
| Have an llms.txt | 34% | yes |
The top 10% are the 140 highest-scoring reachable sites in the index at the last update.
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with Shopify 7,656 sites | 48% | 26% | 72.3% |
| Sites using DoorDash Storefront 1,133 sites | 68% | 51% | 72.3% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Bar Avoja | 134 m | C | no |
| The Piano Bar | 208 m | F | no |
| seventyonela | 233 m | F | no |
| Luchini Pizzeria & Bar | 264 m | A | yes |
| Blue Boar Pub | 274 m | F | no |
| Los Angeles Browns Backers | 286 m | F | no |
| IO Rooftop | 295 m | F | no |
| The Palm & The Pine | 348 m | F | no |
| Hollywood Hookah Lounge | 358 m | F | yes |
| Star Hookah Lounge | 361 m | D | no |
Businesses like Mad Lab Coffee in Los Angeles cafes and bars
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles cafes and bars | 1,376 | 46% | 22% | 72.3% |
| Sites built with Shopify in Los Angeles cafes and bars | 117 | 49% | 21% | 72.3% |
| Sites using DoorDash Storefront in Los Angeles cafes and bars | 35 | 65% | 49% | 72.3% |
| Sites built with Shopify and using DoorDash Storefront in Los Angeles cafes and bars | 3 | 59% | 33% | 72.3% |
The best of the sites using DoorDash Storefront in Los Angeles cafes and bars
Kalaveras A 90.8% · Handel's Homemade Ice Cream A 89.7% · Yxta Cocina Mexicana A 87.7% · Angelini Alimentari A 86.2% · M Cafe B 84.6%
After the top fixes
With the two fixes above (No menu or price list found; Structured data is incomplete), the score would be about 87.7%. That would be 71st of 1,376 in Los Angeles cafes and bars, up from 278th.
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.
What to fix first
- 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
- Structured data is incomplete +3 points
Missing: opening hours. How to fix it
- The phone number on the site doesn't match the open map data
The site shows 3236564800, but OpenStreetMap or Overture Maps lists (323) 850-4434. 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.
Send the fixes to your web person
No one is listed yet to fix this in Los Angeles cafes and bars. List your agency or yourself. It's free, and every listing is reviewed by hand.
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 (Organization) address, phone
- Ordering through doordash_storefront on your own domain There's no marketplace commission, and the customer stays yours.
Builder: shopify
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 shopify.
Where to paste it on Shopify: Online Store, then the three-dot menu on the theme, then Edit code; paste it in the theme's layout file, inside the head. the official help page.
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": "Organization",
"name": "Mad Lab Coffee",
"url": "https://madlab.co",
"telephone": "(323) 850-4434",
"address": "6515 W Sunset Blvd, 90028, Los Angeles",
"geo": {
"@type": "GeoCoordinates",
"latitude": 34.098252895285924,
"longitude": -118.33167446293773
},
"potentialAction": [
{
"@type": "OrderAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://order.online/business/Mad%20Lab%20Coffee-518848?utm_source=sdk&visitorId=19567a6991816f1f9",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
}
}
]
}
</script>
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.
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.
<a href="https://directindex.org/r/madlab.co"><img src="https://directindex.org/badge/madlab.co.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
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
What agents get for Mad Lab Coffee
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/madlab.co, through the MCP tool direct_record and in the city feed /city/los-angeles-cafes-bars/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | order.online/business/Mad%20Lab%20Coffee-518848?utm_source=s vendor on own site: DoorDash Storefront | found by the scan of 2026-10-23, not yet tested |
| Menu | none on record | |
| Hours | none on record | |
| Phone | (323) 850-4434 |
Stable links that count: /go/madlab.co/order 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.
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 | yes |
| 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 |
| Vendor terms for agents DoorDash Storefront, read | Not stated |
The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. About DoorDash Storefront · all vendors.
Level 1 of 5, Basic Web Presence
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 homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | yes |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | yes |
| llms.txt | yes |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | yes |
| OAuth protected resource metadata | yes |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | yes |
| JSON-LD for the business | yes |