La Boulangerie
frenchcafemenu.com is mostly ready for agents.
Listed by Overture Maps.
Ways to reach La Boulangerie directly, with no marketplace in between. Checked 2026-10-24. Report a mistake
50 S Rosalind Ave, 32801, Orlando · 4072864557
Prices: 29 prices on the site, the middle one $9.50
Places near La Boulangerie that take a booking or an order on their own website, with no marketplace in between.
- Nic & Luc100 m
- Jimmy Hula's180 m · taco
- Scholars Restaurant & Bar180 m · bar and grill
- Nuri's Pizza190 m · pizza
- Taco Kat200 m · taco
The website's grade
An AI assistant can open La Boulangerie'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.
46 of 65 points available
agent-readiness level, Not Ready
things to fix
Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.
What the site tells visitors Measured, not scored
These don't change the grade.
In Orlando, the middle price of comparable sites that show prices is $12.50.
Every city compared →What assistants answer
Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.
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 Orlando and named 62 places. La Boulangerie wasn't one of them. See who was named →
How La Boulangerie compares
190 of 592 in Orlando
Top 32% of the sites scanned in this index. Just above: I Love NY Pizza B, Inti B. Just below: Meson Sandwiches B, Pizzeria Valdiano B.
| 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 | 97% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 90% | yes |
| Structured data with address, phone and hours | 48% | yes |
| Have an llms.txt | 40% | no |
The top 10% are the 60 highest-scoring reachable sites in the index at the last update.
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites using Slice 557 sites | 69% | 87% | 70.8% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Nic & Luc | 102 m | B | yes |
| Jimmy Hula's taco | 175 m | A | yes |
| Scholars Restaurant & Bar bar_and_grill | 178 m | B | yes |
| Papi Smash'd Burger | 182 m | D | no |
| Nuri's Pizza pizza | 188 m | D | yes |
| Taco Kat taco | 199 m | C | yes |
| Napasorn Thai Restaurant | 207 m | C | no |
| Le Gourmet Break | 211 m | F | no |
| I love Orlando Cafe american | 216 m | D | yes |
| Shakai | 222 m | C | yes |
Businesses like La Boulangerie in Orlando
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Orlando | 592 | 54% | 33% | 70.8% |
| Sites using Slice in Orlando | 3 | 71% | 100% | 70.8% |
The best of the businesses of the same kind in Orlando
Cornerstone Pizza A 100% · Earl Enterprises A 100% · F&D Cantina A 100% · Kalalou Signature A 100% · Kingdom BBQ & GRILL A 100%
After the top fixes
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 592 in Orlando.
Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.
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. How to fix it About this vendor
- 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. How to fix it
- 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. How to fix it
Send the fixes to your web person
No one is listed yet to fix this in Orlando. List your agency or yourself. It's free, and every listing is reviewed by hand.
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 (Restaurant) address, phone, opening hours
Builder: unknown
What to paste
Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.
Show the code to paste
llms.txt
Save as /llms.txt at the root of the site. Guide.
# La Boulangerie > restaurant (french) in 50 S Rosalind Ave, 32801, Orlando, Orlando. Phone 4072864557. ## About - Website: https://frenchcafemenu.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Own this business?
If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.
Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid 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 put the badge on their site. It links back here and updates with every scan.
<a href="https://directindex.org/r/frenchcafemenu.com"><img src="https://directindex.org/badge/frenchcafemenu.com.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
What agents get, and what the site publishes
The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.
Show the details
What agents get for La Boulangerie
No direct path on record: the scan of 2026-10-24 found no booking or ordering link on frenchcafemenu.com or on a vendor's site. The same record is served as JSON at /api/direct/frenchcafemenu.com, through the MCP tool direct_record and in the city feed /city/orlando/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | none on record | |
| Menu | none on record | |
| Hours | none on record | |
| Phone | 4072864557 |
Owners: claim the business below to correct this record; the claim email carries the link.
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 |
| Vendor terms for agents Slice, read | 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. About Slice · all vendors.
Level 0 of 5, Not Ready
These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.
| Link headers on the homepage | no how |
| sitemap.xml | no how |
| AI bot rules in robots.txt | no how |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |