The Direct Index
Report · Los Angeles cafes and bars · scanned 2026-10-14

Nice Coffee

nicecoffeeroasters.com is partly visible to agents.

Order directly: order.toasttab.com/egiftcards/nicecoffee through toast acting for the business

See what an AI agent reads on this site →

C
55.8%

36.3 of 65 points available

0/5

agent-readiness level, Not Ready

4

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. Structured data is incomplete +7 points

    Missing: address, telephone, opening hours. How to fix it

  2. No menu or price list found +7 points

    Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. How to fix it

  3. The server turns AI crawlers away at the door +6.7 points

    Live fetches as ClaudeBot (cloudflare_challenge), PerplexityBot (cloudflare_challenge) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. How to fix it

  4. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

No one is listed yet to fix this in Los Angeles cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: shopify · Front: cloudflare · Cloudflare in front; AI crawlers blocked at the edge

Fix kit

What to paste

Filled from the business's own record and this scan. Check every line before it goes live; where it goes on shopify is in the guides.

Structured data (JSON-LD)

One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Nice Coffee",
  "url": "https://www.nicecoffee.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "South Flower Street 515",
    "postalCode": "90071",
    "addressLocality": "Los Angeles"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.0509035,
    "longitude": -118.2572389
  },
  "openingHours": "Mo-Fr 07:00-16:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "07:00",
      "closes": "16:00"
    }
  ],
  "servesCuisine": [
    "coffee shop",
    "pastry"
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://order.toasttab.com/egiftcards/nicecoffee",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Nice Coffee

> cafe or coffee shop (coffee shop, pastry) in South Flower Street 515 90071 Los Angeles, Los Angeles cafes and bars.

## Book or order directly

- Order: https://order.toasttab.com/egiftcards/nicecoffee (through toast acting for the business)

## Opening hours

Mo-Fr 07:00-16:00

## About

- Website: https://www.nicecoffee.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Where it stands

181 of 484 in Los Angeles cafes and bars

Top 37% of the sites scanned in this index. Just above: Cat Cafe C, El Segundo Brewing Company C. Just below: Ashland Hill C, Bluey's C.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain96%yes
Publish the menu or price list as HTML92%no
Let AI crawlers in (no edge block, no robots.txt block)98%no
Structured data with address, phone and hours31%no
Have an llms.txt18%no

The top tenth is the 49 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with Shopify 1,345 sites58%37%55.8%
Sites using Toast 1,884 sites74%63%55.8%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
85°C Bakery Cafe coffee_shop, chinese252 mFno
Marie's Coffee & Deli coffee_shop, sandwich273 mFno
Pitchoun french, breakfast, cake, coffee_shop395 mCyes
Velo Coffee coffee_shop402 mByes
Corner Bakery coffee_shop526 mByes
Yuko Kitchen bubble_tea, coffee_shop, japanese, noodles, tea912 mAyes
Virtu Coffee coffee_shop1.3 kmFno
Cognoscenti Coffee Roastery coffee_shop, coffee1.8 kmCno
endorffeine coffee_shop2.0 kmFno
Matcha Ren coffee_shop, tea2.3 kmDno
Businesses like yours

Businesses like Nice Coffee in Los Angeles cafes and bars

GroupSitesAvg scoreA or BThis site
Same kind in Los Angeles cafes and bars48439%21%55.8%
Built with Shopify in Los Angeles cafes and bars2245%18%55.8%
Using Toast in Los Angeles cafes and bars3770%51%55.8%
Built with Shopify and using Toast in Los Angeles cafes and bars461%25%55.8%

The best of Built with Shopify and using Toast in Los Angeles cafes and bars

Menotti's Coffee Stop B 76.9% · Gumtree Cafe C 56.9% · Canyon Coffee D 53.8%

The climb

With the three fixes above (Structured data is incomplete; No menu or price list found; The server turns AI crawlers away at the door) the score would be about 87.7%: 16th of 484 in Los Angeles cafes and bars, up from 181st.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for Nice 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/nicecoffeeroasters.com, through the MCP tool direct_record and in the city feed /city/los-angeles-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Orderorder.toasttab.com/egiftcards/nicecoffee vendor on own site: Toastfound by the scan of 2026-10-14, not yet tested
Menunone on record
HoursMo-Fr 07:00-16:00 (closed now)from OpenStreetMap
Phonenone on record

Stable links that count: /go/nicecoffeeroasters.com/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.

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
not measured
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
not measured
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
not measured
Vendor terms for agents
Toast, read 2026-10-15
Partners only

Not measured at this scan; the next scan measures it.

Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Source. About Toast · all vendors.

The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.

Agent readiness

Level 0 of 5, Not Ready

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of 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 pageyes
JSON-LD for the businessyes
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score C

<a href="https://directindex.org/r/nicecoffeeroasters.com"><img src="https://directindex.org/badge/nicecoffeeroasters.com.svg" alt="Agent-Direct Score C" width="236" height="40"></a>
Owners

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

Rescan now Markdown

Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.