# Wahlburgers: Agent-Direct Score B (71.2%)

Site: https://wahlburgers.com/
Report: https://directindex.org/r/wahlburgers.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Wahlburgers is mostly ready for agents.

## Direct links
- Order directly: https://wahlburgersrestaurant.olo.com/ (through olo acting for the business)
- Menu: https://wahlburgers.com/menu

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **robots.txt blocks GPTBot, PerplexityBot, Google-Extended.** (+3.7 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What 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.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Wahlburgers",
  "url": "https://wahlburgers.com/",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3671983,
    "longitude": -71.0163367
  },
  "servesCuisine": [
    "burger",
    "bar and grill"
  ],
  "hasMenu": "https://wahlburgers.com/menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://wahlburgersrestaurant.olo.com/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

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

```
# Wahlburgers

> restaurant (burger, bar and grill) in Boston.

## Book or order directly

- Order: https://wahlburgersrestaurant.olo.com/ (through olo acting for the business)
- Menu: https://wahlburgers.com/menu

## About

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

## Already right
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Restaurant).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through olo on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
333 of 834 in Boston. Top 40% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 98% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | no |
| Structured data with address, phone and hours | 42% | no |
| Have an llms.txt | 18% | no |

Nearest places in the index: Johnny Rockets (B, 148 m, https://directindex.org/r/johnnyrockets.com); Au Bon Pain (D, 488 m, https://directindex.org/r/aubonpain.com); Legal Sea Foods (C, 563 m, https://directindex.org/r/legalseafoods.com); Sal's Pizza (A, 718 m, https://directindex.org/r/sals.com); Sbarro (A, 795 m, https://directindex.org/r/sbarro.com); Friendly's (D, 804 m, https://directindex.org/r/friendlys.com); Santarpio's Pizza (C, 1676 m, https://directindex.org/r/santarpiospizza.com); Hong Kong Harbor (C, 1900 m, https://directindex.org/r/hongkongharborboston.com); Tertulia's Cafe (D, 1948 m, https://directindex.org/r/tertuliasboston.com); La Hacienda Restaurant and Bar (A, 2023 m, https://directindex.org/r/lahaciendaboston.com).

## What assistants answer
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.

Against its peers: Sites using Olo 77% (69% A or B, 48 sites); This site 71.2%.

See what an AI agent reads on this site: https://directindex.org/r/wahlburgers.com/agent-view

## Businesses like Wahlburgers in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Boston | 834 | 53% | 41% | 71.2% |
| Using Olo in Boston | 4 | 69% | 50% | 71.2% |

The best of Using Olo in Boston: Mecha (B 76.9%, https://directindex.org/r/mechanoodlebar.com); Bar'Cino (C 64.6%, https://directindex.org/r/barcino.com); Pressed Cafe (C 64.6%, https://directindex.org/r/pressedcafe.com).

With the two fixes above (Structured data is incomplete; robots.txt blocks GPTBot, PerplexityBot, Google-Extended) the score would be about 87.7%: 88th of 834 in Boston, up from 333rd.

This site appears in 3 cities (3 places on wahlburgers.com). https://directindex.org/brand/wahlburgers.com

## The direct record
What agents get for Wahlburgers, as JSON: https://directindex.org/api/direct/wahlburgers.com
- Book: none on record
- Order: https://wahlburgersrestaurant.olo.com/ (vendor on own site: Olo; found by the scan of 2026-10-14, not yet tested)
- Menu: https://wahlburgers.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: none on record
- Stable links that count: https://directindex.org/go/wahlburgers.com/order, https://directindex.org/go/wahlburgers.com/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- 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, Olo: Not stated. The terms say nothing about automated use, could not be read on the date given, or the vendor has not been researched yet.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 21.3 | 25 |
| Readable | 15 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/wahlburgers.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/wahlburgers.com/deep. 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.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=wahlburgers.com&force=1
