Mandi House
mandihouse.com is ready for agents.
Order directly: www.mandihouse.com/order on the business's own site · Menu: www.mandihouse.com/menu
See what an AI agent reads on this site →
69 of 80 points available
agent-readiness level, Basic Web Presence
thing to fix
Action test, 2026-10-14: partial, a path exists but an agent would struggle. There is a button or a form, but no complete booking or ordering flow an agent can finish on this page.
Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.
What to fix first
- Structured data is incomplete +3 points
Missing: opening hours. How to fix it
No one is listed yet to fix this in San Francisco. 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.
- Structured data present (Restaurant) address, phone
- 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: unknown · Front: cloudflare
What to paste
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on your builder is in the guides.
Structured data (JSON-LD)
One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Restaurant",
"name": "Mandi House",
"url": "https://www.mandihouse.com/",
"telephone": "+13236395904",
"address": {
"@type": "PostalAddress",
"streetAddress": "Valencia Street 680"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 37.7619864,
"longitude": -122.4217976
},
"servesCuisine": [
"yemeni"
],
"hasMenu": "https://www.mandihouse.com/menu",
"potentialAction": [
{
"@type": "OrderAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.mandihouse.com/order",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
}
}
]
}
</script>
150 of 1,142 in San Francisco
Top 13% of the sites scanned in this index. Just above: Kitava Kitchen A, Mandalay A. Just below: Manna Korean Cuisine A, Middle East Café A.
| 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 | 94% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 48% | no |
| Have an llms.txt | 13% | yes |
The top tenth is the 115 best-scoring reachable sites of the index at the last refresh.
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Curry Up Now indian | 49 m | B | no |
| Good Good Culture Club hawaiian, asian, american | 105 m | B | yes |
| Mosto mexican | 114 m | D | no |
| El Burger burger | 116 m | D | no |
| Curio bar_and_grill | 160 m | B | yes |
| Bao chinese | 170 m | D | no |
| YAMO burmese, noodle, curry | 185 m | D | no |
| Prubechu guamanian | 215 m | B | yes |
| Mission Chinese Food chinese | 222 m | C | yes |
| Valencia Pizza & Pasta pizza | 224 m | F | no |
Businesses like Mandi House in San Francisco
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco | 1,142 | 50% | 40% | 86.3% |
The best of Same kind in San Francisco
ABSteak A 100% · La Méditerranée A 100% · Lapisara A 100% · Piatti A 100% · The Pawn Shop A 100%
The climb
With the fix above (Structured data is incomplete) the score would be about 90%: 78th of 1,142 in San Francisco, up from 150th.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
What agents get for Mandi House
The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/mandihouse.com, through the MCP tool direct_record and in the city feed /city/san-francisco/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | www.mandihouse.com/order own site | could not verify: partial (2026-10-14) |
| Menu | www.mandihouse.com/menu html_page | from the scan |
| Hours | none on record | |
| Phone | +13236395904 |
Stable links that count: /go/mandihouse.com/order, /go/mandihouse.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.
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 | not measured |
| ACP discovery document /.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol | not measured |
| 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 | not measured |
Not measured at this scan; the next scan measures it.
The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.
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. Cloudflare's report.
| 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 | yes |
| llms.txt | yes |
| 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 |
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/mandihouse.com"><img src="https://directindex.org/badge/mandihouse.com.svg" alt="Agent-Direct Score A" 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.
Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.