# Muse Coffee Studio: Agent-Direct Score A (87.7%)

Site: http://www.musecoffeestudio.com/
Report: https://directindex.org/r/musecoffeestudio.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Muse Coffee Studio is ready for agents.
An AI assistant can open Muse Coffee Studio's website. It can read what Muse Coffee Studio offers. It finds a way to book or order directly, through Square.

## Direct links
- Order directly: https://muse-coffee-studio.square.site/ (through square acting for the business)
- Menu: https://www.musecoffeestudio.com/menu
- Phone: +13122852072
- Address: 747 S Western Ave, 60612, Chicago
- Prices: 6 prices on the site, the middle one $5.75

## Nearby, also direct
Places near Muse Coffee Studio that take a booking or an order on their own website, with no marketplace in between.
- Smoothie King (750 m): https://directindex.org/r/smoothieking.com
- Auntie Anne's | Cinnabon | Carvel (780 m): https://directindex.org/r/auntieannes.com
- University Of Illinois Hospital Cafeteria And Coffee Shop (1.3 km): https://directindex.org/r/uillinois.edu
- Crown Royal Whisky Bar (1.4 km): https://directindex.org/r/unitedcenter.com
- Park Tavern (1.6 km): https://directindex.org/r/parktavernchicago.com

## What to fix first
- **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)
- **6 prices on the landing page, the middle one $5.75.** In Chicago, the middle price of comparable sites that show prices is $13.38.

## Fix kit: What to paste

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

```
# Muse Coffee Studio

> cafe or coffee shop in 747 S Western Ave, 60612, Chicago, Chicago cafes and bars. Phone +13122852072.

## Book or order directly

- Order: https://muse-coffee-studio.square.site/ (through square acting for the business)
- Menu: https://www.musecoffeestudio.com/menu

## About

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

## 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.
- **Structured data found (CafeOrCoffeeShop).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
93 of 1567 in Chicago cafes and bars. Top 6% 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 | 97% | yes |
| Publish the menu or price list as HTML | 97% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 42% | yes |
| Have an llms.txt | 32% | no |

Nearest places in the index: Cafe Frida (F, 34 m, https://directindex.org/r/cafefrida.com); West End (F, 682 m, https://directindex.org/r/westendchicago.com); Smoothie King (B, 747 m, https://directindex.org/r/smoothieking.com); Buffalo Wild Wings (F, 756 m, https://directindex.org/r/buffalowildwings.com); Auntie Anne's | Cinnabon | Carvel (A, 781 m, https://directindex.org/r/auntieannes.com); Wood Street Cafe (F, 1189 m, https://directindex.org/r/woodstreetcafe.online); University Of Illinois Hospital Cafeteria And Coffee Shop (C, 1303 m, https://directindex.org/r/uillinois.edu); Crown Royal Whisky Bar (B, 1374 m, https://directindex.org/r/unitedcenter.com); Mycha (rush) (C, 1375 m, https://directindex.org/r/mychachicago.com); Park Tavern (B, 1576 m, https://directindex.org/r/parktavernchicago.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 12 everyday questions about Chicago cafes and bars and named 60 places. Muse Coffee Studio wasn't one of them. See who was named: https://directindex.org/city/chicago-cafes-bars/recommended


Compared with its peers: Sites built with Squarespace 61% (42% A or B, 29454 sites); Sites using Square 65% (42% A or B, 4353 sites); This site 87.7%.

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

## Businesses like Muse Coffee Studio in Chicago cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Chicago cafes and bars | 1567 | 48% | 26% | 87.7% |
| Sites built with Squarespace in Chicago cafes and bars | 242 | 67% | 40% | 87.7% |
| Sites using Square in Chicago cafes and bars | 33 | 71% | 48% | 87.7% |
| Sites built with Squarespace and using Square in Chicago cafes and bars | 11 | 75% | 64% | 87.7% |

The best of the sites built with Squarespace and using Square in Chicago cafes and bars: Athena Board Game Cafe (A 92.3%, https://directindex.org/r/athenabgc.com); Bunker (B 84.6%, https://directindex.org/r/bunkerchicago.com); Tiny Lounge (B 84.6%, https://directindex.org/r/tinylounge.com); Green Tomato Cafe (B 80%, https://directindex.org/r/greentomatocafe.org); Begyle Brewing (B 78.5%, https://directindex.org/r/begylebrewing.com).

## The direct record
What agents get for Muse Coffee Studio, as JSON: https://directindex.org/api/direct/musecoffeestudio.com
- Book: none on record
- Order: https://muse-coffee-studio.square.site/ (vendor on own site: Square; found by the scan of 2026-10-23, not yet tested)
- Menu: https://www.musecoffeestudio.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: +13122852072
- Stable links that count: https://directindex.org/go/musecoffeestudio.com/order, https://directindex.org/go/musecoffeestudio.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): 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): yes
- Vendor terms for agents, Square: Yes. Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 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/musecoffeestudio.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

Keep watching this business (https://directindex.org/r/musecoffeestudio.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/musecoffeestudio.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=musecoffeestudio.com&force=1