The Direct Index
Report · Seattle cafes and bars · scanned 2026-10-24

Yellow Butterfly Coffee Shop

yellowbutterfly.coffee is partly visible to agents.

Listed by Overture Maps.

BookMenuCallWebsite

Ways to reach Yellow Butterfly Coffee Shop directly, with no marketplace in between. Checked 2026-10-24. Through spoton acting for the business. Report a mistake

614 1st Ave, 98104, Seattle · +12067733579

Nearby, also direct

Places near Yellow Butterfly Coffee Shop 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 Yellow Butterfly Coffee Shop's website. It can read what Yellow Butterfly Coffee Shop offers. It finds a way to book or order directly, through SpotOn.

66.2%

43 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

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.

Where it stands

How Yellow Butterfly Coffee Shop compares

Where it stands

345 of 1,060 in Seattle cafes and bars

Top 33% of the sites scanned in this index. Just above: Tous les Jours C, Upwell Wine & Coffee C. Just below: Yuu Tea Cafe C, Zoka Coffee - South Lake Union C.

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 HTML97%yes
Let AI crawlers in (no block at the server or in robots.txt)96%yes
Structured data with address, phone and hours28%no
Have an llms.txt26%no

The top 10% are the 108 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites using SpotOn 2,171 sites78%68%66.2%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Doc Mayard's Public House3 mDno
Cocoa Banana22 mCyes
Sake Nomi54 mFno
Bad Bishop59 mCyes
Caffé D'Arte coffee_shop102 mCno
Café Paloma mediterranean114 mFyes
Dead Line137 mCyes
Damn the Weather142 mDno
Caffe Vita coffee_shop145 mCyes
The Meyer153 mFno
Businesses like yours

Businesses like Yellow Butterfly Coffee Shop in Seattle cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Seattle cafes and bars1,06049%26%66.2%
Sites using SpotOn in Seattle cafes and bars3780%70%66.2%

The best of the sites using SpotOn in Seattle cafes and bars

Capitol Cider A 95.4% · Imperial Lounge A 95.4% · Roam A 95.4% · Souvanny's A 95.4% · Halcyon Brewing Company A 93.8%

After the top fixes

With the two fixes above (No structured data for the business; Ordering through an unrecognised third party), the score would be about 95.4%. That would be 14th of 1,060 in Seattle cafes and bars, up from 345th.

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 +14 points

    Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. Ordering through an unrecognised third party +5 points

    Check that the provider keeps your business as the seller of record. How to fix it

  3. 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 Seattle 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.
  • Menu or price list is an HTML page Agents can read the items and prices.
  • Booking through spoton on your own domain There's no marketplace commission, and the customer stays yours.

Builder: unknown · menu page /seattle-pioneer-square-yellow-butterfly-coffee-food-menu: nothing new

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": "Yellow Butterfly Coffee Shop",
  "url": "https://yellowbutterfly.coffee/",
  "telephone": "+12067733579",
  "address": "614 1st Ave, 98104, Seattle",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 47.60236525156252,
    "longitude": -122.33362196816351
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://tmt.spotapps.co/private-parties?spot_id=100716&source=header&destination=private_parties&promotion=private_parties",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>

llms.txt

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

# Yellow Butterfly Coffee Shop

> local business in 614 1st Ave, 98104, Seattle, Seattle cafes and bars. Phone +12067733579.

## Book or order directly

- Book: https://tmt.spotapps.co/private-parties?spot_id=100716&source=header&destination=private_parties&promotion=private_parties (through spoton acting for the business)
- Menu: https://yellowbutterfly.coffee/seattle-pioneer-square-yellow-butterfly-coffee-food-menu

## About

- Website: https://yellowbutterfly.coffee/
- 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 C

<a href="https://directindex.org/r/yellowbutterfly.coffee"><img src="https://directindex.org/badge/yellowbutterfly.coffee.svg" alt="Agent-Direct Score C" 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 Yellow Butterfly Coffee Shop

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/yellowbutterfly.coffee, through the MCP tool direct_record and in the city feed /city/seattle-cafes-bars/direct.json.

PathLinkStatus
Booktmt.spotapps.co/private-parties?spot_id=100716&source=header vendor on own site: SpotOnfound by the scan of 2026-10-24, not yet tested
Ordernone on record
Menuyellowbutterfly.coffee/seattle-pioneer-square-yellow-butterf html_pagefrom the scan
Hoursnone on record
Phone+12067733579

Stable links that count: /go/yellowbutterfly.coffee/book, /go/yellowbutterfly.coffee/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
Vendor terms for agents
SpotOn, 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 SpotOn · all vendors.

Agent readiness

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 homepageno how
sitemap.xmlyes
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