The Direct Index
Report · Atlanta · scanned 2026-10-16

Love at First Bite

loveatfirstbiteatl.com is mostly ready for agents.

An AI assistant can open the website of Love at First Bite. It can read what Love at First Bite offers. It finds a way to book or order directly on the site.

Listed by OpenStreetMap · Overture Maps.

Book directly: loveatfirstbiteatl.com/-reservations?source=pop_up&spot_id=1 on the business's own site · Menu: loveatfirstbiteatl.com/food-menu?source=header&spot_id=18206

See what an AI agent reads on this site →

82.5%

66 of 80 points available

1/5

agent-readiness level, Basic Web Presence

2

things to fix

Action test, 2026-10-16: partial, a path exists but an agent would struggle. There is a button or a form, but no complete booking or ordering flow an agent can finish on this page.

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

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.

Where it stands

How Love at First Bite compares

Where it stands

91 of 492 in Atlanta

Top 18% of the sites scanned in this index. Just above: Gocha's Breakfast Bar B, Hotto Hotto Ramen & Teppanyaki B. Just below: The Sparrow B, Botánico Cocina & Social Club B.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML98%yes
Let AI crawlers in (no edge block, no robots.txt block)90%yes
Structured data with address, phone and hours52%no
Have an llms.txt16%no

The top tenth is the 50 best-scoring reachable sites of the index at the last refresh.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Hudson & Alphonse sandwich1.4 kmFno
Ruki's Kitchen2.2 kmFyes
Perfect Seasoning caribbean2.3 kmCyes
Hotto Hotto Ramen & Teppanyaki japanese2.3 kmByes
Carrot Dog Vegan Fast Food hot_dog2.7 kmFyes
Mediterranea mediterranean3.0 kmAyes
Halidom Eatery3.0 kmDyes
Talat Market thai3.0 kmFno
Black Coffee ATL - Westside coffee_shop, tea, sandwich, wings, fries, dessert, cake, juice3.5 kmCno
Bullpen Rib House barbecue3.6 kmAyes
Businesses like yours

Businesses like Love at First Bite in Atlanta

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Atlanta49254%39%82.5%

The best of the businesses of the same kind in Atlanta

Bangkok Thai Restaurant A 100% · Fogo de Chão A 100% · Hawkers Asian Street Food A 100% · Ikara A 100% · Nan Thai Fine Dining A 100%

The climb

With the fix above (Structured data is incomplete) the score would be about 86.3%: 51st of 492 in Atlanta, up from 91st.

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

Findings

What to fix first

  1. Structured data is incomplete +3 points

    Missing: opening hours. How to fix it

  2. 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

Send the fixes to your web person

One email, the fixes and the link; nothing stored.

No one is listed yet to fix this in Atlanta. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · contact page /about: nothing new; menu page /food-menu?source=header&spot_id=182062&destination=food_menu&promotion=pasta_day: nothing new; booking page /-reservations?source=pop_up&spot_id=182062&destination=reservations&promotion=reservations: nothing new

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 your builder is in the guides.

Show the code to paste

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": "Restaurant",
  "name": "Love at First Bite",
  "url": "https://loveatfirstbiteatl.com/",
  "telephone": "+1-404-748-1524",
  "email": "info@loveatfirstbiteatl.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Jonesboro Road Southeast 1800"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.7049088,
    "longitude": -84.3777119
  },
  "openingHours": "Mo-We off; Th-Fr 10:00-16:00; Sa-Su 09:00-16:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Thursday",
        "Friday"
      ],
      "opens": "10:00",
      "closes": "16:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "09:00",
      "closes": "16:00"
    }
  ],
  "servesCuisine": [
    "american",
    "regional"
  ],
  "acceptsReservations": "https://loveatfirstbiteatl.com/-reservations?source=pop_up&spot_id=182062&destination=reservations&promotion=reservations",
  "hasMenu": "https://loveatfirstbiteatl.com/food-menu?source=header&spot_id=182062&destination=food_menu&promotion=pasta_day",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://loveatfirstbiteatl.com/-reservations?source=pop_up&spot_id=182062&destination=reservations&promotion=reservations",
        "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.

# Love at First Bite

> restaurant (american, regional) in Jonesboro Road Southeast 1800, Atlanta. Phone +1-404-748-1524.

## Book or order directly

- Book: https://loveatfirstbiteatl.com/-reservations?source=pop_up&spot_id=182062&destination=reservations&promotion=reservations (on the business's own site)
- Menu: https://loveatfirstbiteatl.com/food-menu?source=header&spot_id=182062&destination=food_menu&promotion=pasta_day

## Opening hours

Mo-We off; Th-Fr 10:00-16:00; Sa-Su 09:00-16:00

## About

- Website: https://loveatfirstbiteatl.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
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 · Dispute a check

Keep watching this business: the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant and the places nearby; 5 EUR 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 embed the badge; it links back here and updates with every scan.

Agent-Direct Score B

<a href="https://directindex.org/r/loveatfirstbiteatl.com"><img src="https://directindex.org/badge/loveatfirstbiteatl.com.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Love at First Bite

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/loveatfirstbiteatl.com, through the MCP tool direct_record and in the city feed /city/atlanta/direct.json.

PathLinkStatus
Bookloveatfirstbiteatl.com/-reservations?source=pop_up&spot_id=1 own sitecould not verify: partial (2026-10-16)
Ordernone on record
Menuloveatfirstbiteatl.com/food-menu?source=header&spot_id=18206 html_pagefrom the scan
HoursMo-We off; Th-Fr 10:00-16:00; Sa-Su 09:00-16:00 (closed now)from OpenStreetMap
Phone+1-404-748-1524

Stable links that count: /go/loveatfirstbiteatl.com/book, /go/loveatfirstbiteatl.com/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
Agent readiness

Level 1 of 5, Basic Web Presence

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.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 businessyes