Mambos Cafe
mamboscafela.com is mostly ready for agents.
48 of 65 points available
agent-readiness level, Basic Web Presence
things to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
What to fix first
- No structured data for the business
Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type) with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations for a restaurant. It is the one block every assistant reads first. How to fix it
- No llms.txt
Optional today, cheap to add: a short text file describing the business for language models. How to fix it
No one is listed yet to fix this in Los Angeles. List your agency or yourself: free, reviewed by hand.
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.
- Menu or price list is an HTML page Agents can read items and prices directly.
- Ordering on your own site Agents can order without a marketplace in the loop.
Builder: wordpress · Front: cloudflare
423 of 1,650 in Los Angeles
Top 26% of the sites scanned in this index. Just above: Leonor's Vegetarian Mexican Restaurant B, MOD Pizza B. Just below: Masa of Echo Park B, Melrose Cafe B.
| 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 | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes |
| Structured data with address, phone and hours | 48% | no |
| Have an llms.txt | 20% | no |
The top tenth is the 167 best-scoring reachable sites of the index at the last refresh.
Nearest places with a similar menu
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Inkwell Tavern american, salad, sandwich | 1.5 km | A | yes |
| Via Selfie Kitchen pizza, sandwich, pasta, italian, seafood, salad, american | 1.5 km | B | yes |
| Sub King sandwich | 2.0 km | F | no |
| Philly's Best sandwich | 2.1 km | C | yes |
| Sotta kebab, dessert, mediterranean, sandwich, salad | 2.2 km | A | yes |
| The Carving Board sandwich | 2.3 km | A | yes |
| Açaí Jungle sandwich | 2.3 km | C | yes |
| Giamela's Submarine Sandwiches sandwich | 2.4 km | B | yes |
| Ike's Love and Sandwiches sandwich | 2.5 km | A | yes |
| World Empanadas spanish | 2.6 km | B | yes |
Level 1 of 5, Basic Web Presence
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to.
| Link headers on the homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | yes |
| 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 | no |
What assistants answer
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
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.
Show the score
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/mamboscafela.com"><img src="https://directindex.org/badge/mamboscafela.com.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
Own this business?
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.