# Mama Mia Pizza & Wings: Agent-Direct Score B (70.8%)

Site: https://www.mamamiapizzaofatlanta.com/?utm_source=organic_bing&utm_medium=bing_pw
Report: https://directindex.org/r/mamamiapizzaofatlanta.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mama Mia Pizza & Wings is mostly ready for agents.
An AI assistant can open Mama Mia Pizza & Wings's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to Slice, a marketplace.

## Direct links
- Phone: 4042219296
- Address: 78 Broad St NW, 30303, Atlanta
- Prices: 78 prices on the site, the middle one $13.49

## Nearby, also direct
Places near Mama Mia Pizza & Wings that take a booking or an order on their own website, with no marketplace in between.
- NaanStop (40 m): https://directindex.org/r/naanstop.com
- Rosa's Pizza (50 m): https://directindex.org/r/rosaspizza.net
- Stir House Atlanta (60 m): https://directindex.org/r/stirhouse.com
- Taqueria on Broad (70 m): https://directindex.org/r/taqueriaonbroad.com

## What to fix first
- **Ordering only through slice.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **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. Guide: https://directindex.org/guides/llms-txt-for-a-business

## What the site tells visitors (Measured, not scored)
- **78 prices on the landing page, the middle one $13.49.** In Atlanta, the middle price of comparable sites that show prices is $13.00.

## Fix kit: What to paste

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

```
# Mama Mia Pizza & Wings

> restaurant (chicken wings) in 78 Broad St NW, 30303, Atlanta, Atlanta. Phone 4042219296.

## About

- Website: https://www.mamamiapizzaofatlanta.com/?utm_source=organic_bing&utm_medium=bing_pw
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Restaurant).** address, phone, opening hours

## Where it stands
499 of 1350 in Atlanta. Top 37% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 100% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 69% | yes |
| Have an llms.txt | 50% | no |

Nearest places in the index: Pepper's Hot Dogs (F, 22 m, https://directindex.org/r/peppershotdogs.com); NaanStop (A, 43 m, https://directindex.org/r/naanstop.com); Fiesta Fresh (D, 48 m, https://directindex.org/r/fiestafreshgrill.com); Rosa's Pizza (A, 52 m, https://directindex.org/r/rosaspizza.net); Yatai Hand Roll Bar (F, 52 m, https://directindex.org/r/theyatai.com); Bt Burger (F, 57 m, https://directindex.org/r/btburgeratl.com); Stir House Atlanta (A, 61 m, https://directindex.org/r/stirhouse.com); Zephyr Southern Brasserie (F, 65 m, https://directindex.org/r/zephyratlanta.com); Taqueria on Broad (A, 68 m, https://directindex.org/r/taqueriaonbroad.com); Best Cajun Asian (F, 83 m, https://directindex.org/r/runinout.com).

## What assistants answer
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.

The assistants were asked 22 everyday questions about Atlanta and named 121 places. Mama Mia Pizza & Wings wasn't one of them. See who was named: https://directindex.org/city/atlanta/recommended


Compared with its peers: Sites using Slice 69% (87% A or B, 566 sites); This site 70.8%.

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

## Businesses like Mama Mia Pizza & Wings in Atlanta

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Atlanta | 1350 | 55% | 38% | 70.8% |
| Sites using Slice in Atlanta | 4 | 71% | 100% | 70.8% |

The best of the sites using Slice in Atlanta: Goodfella's Pizza And Wings (B 70.8%, https://directindex.org/r/goodfellasatlanta.com); Mama Niki's Pizza (B 70.8%, https://directindex.org/r/mamasidspizza.com); Tittos Pizza (B 70.8%, https://directindex.org/r/tittospizza.com).

With the two fixes above (Ordering only through slice; No menu or price list found), the score would be about 100%, which would be first of 1,350 in Atlanta.

## The direct record
What agents get for Mama Mia Pizza & Wings, as JSON: https://directindex.org/api/direct/mamamiapizzaofatlanta.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: 4042219296

## 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): 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, Slice: 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.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 18 | 25 |
| Actionable | 3 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/mamamiapizzaofatlanta.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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

Keep watching this business (https://directindex.org/r/mamamiapizzaofatlanta.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/mamamiapizzaofatlanta.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=mamamiapizzaofatlanta.com&force=1