# Bullpen Rib House: Agent-Direct Score A (86.3%)

Site: https://killerribs.com/
Report: https://directindex.org/r/bullpenbbq.com
Scanned: 2026-10-16 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Bullpen Rib House is ready for agents.
An AI assistant can open the website of Bullpen Rib House. What Bullpen Rib House offers is in a PDF or an image, which assistants read poorly. It finds a way to book or order directly on the site.

## Direct links
- Order directly: https://www.bullpenbbq.com/catering (on the business's own site)
- Menu: https://www.bullpenbbq.com/_files/ugd/47e73a_8ce81c984c114aaa8d7beb74bcd0de08.pdf
- Phone: +1-404-577-5774

## What to fix first
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Restaurant).** address, phone, opening hours
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
52 of 492 in Atlanta. Top 11% 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% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 90% | yes |
| Structured data with address, phone and hours | 52% | yes |
| Have an llms.txt | 16% | yes |

Nearest places in the index: Heritage Supper Club (D, 563 m, https://directindex.org/r/heritagesupperclub.com); Little Bear (B, 583 m, https://directindex.org/r/littlebearatl.com); Talat Market (F, 762 m, https://directindex.org/r/talatmarketatl.com); Perfect Seasoning (C, 1344 m, https://directindex.org/r/perfectseasoningllc.com); Ruki's Kitchen (F, 1359 m, https://directindex.org/r/rukiskitchen.com); Mediterranea (A, 1387 m, https://directindex.org/r/mediterraneaatl.com); Magic City Kitchen (F, 1590 m, https://directindex.org/r/magiccitykitchen.menu); American Deli (B, 1651 m, https://directindex.org/r/americandeli.com); Hotto Hotto Ramen & Teppanyaki (B, 1658 m, https://directindex.org/r/hottohotto.com); Esco Restaurant and Tapas (D, 1679 m, https://directindex.org/r/escorestaurant.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 built with Wix 51% (26% A or B, 5296 sites); This site 86.3%.

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

## Businesses like Bullpen Rib House in Atlanta

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Atlanta | 492 | 54% | 39% | 86.3% |
| Sites built with Wix in Atlanta | 26 | 44% | 19% | 86.3% |

The best of the sites built with Wix in Atlanta: Mediterranea (A 96.3%, https://directindex.org/r/mediterraneaatl.com); TENSAN Ramen (B 78.5%, https://directindex.org/r/tensanatlanta.com); Home Bar (B 72.3%, https://directindex.org/r/homebaratl.com); Wagaya (B 72.3%, https://directindex.org/r/wagayaatlanta.com); Nagomiya (C 56.9%, https://directindex.org/r/nagomiyaatlanta.com).

With the fix above (Menu or price list is a PDF) the score would be about 90%: 28th of 492 in Atlanta, up from 52nd.

## The direct record
What agents get for Bullpen Rib House, as JSON: https://directindex.org/api/direct/bullpenbbq.com
- Book: none on record
- Order: https://www.bullpenbbq.com/catering (own site; could not verify: partial (2026-10-16))
- Menu: https://www.bullpenbbq.com/_files/ugd/47e73a_8ce81c984c114aaa8d7beb74bcd0de08.pdf (pdf; from the scan)
- Hours: Mo-Th 11:00-22:00; Fr-Sa 11:00-23:00; Su 12:00-21:00 (closed now) (from OpenStreetMap)
- Phone: +1-404-577-5774
- Stable links that count: https://directindex.org/go/bullpenbbq.com/order, https://directindex.org/go/bullpenbbq.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): 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

Found one hop past the home page: booking page /catering: ordering via toast.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 25 |
| Actionable | 22 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/bullpenbbq.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: yes
- 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

Keep watching this business (https://directindex.org/r/bullpenbbq.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/bullpenbbq.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=bullpenbbq.com&force=1