The Direct Index
Report · San Francisco · scanned 2026-10-14

Mandalay

mandalaysf.com is ready for agents.

Book directly: mandalaysf.com/reservations/ on the business's own site · Order directly: mandalaysf.com/delivery-and-pick-up/ on the business's own site · Menu: mandalaysf.com/menu/

See what an AI agent reads on this site →

A
86.3%

69 of 80 points available

1/5

agent-readiness level, Basic Web Presence

0

things 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.

Findings

Nothing to fix

    Already right

    Builder: wordpress · Front: cloudflare

    Where it stands

    149 of 1,261 in San Francisco

    Top 12% of the sites scanned in this index. Just above: InoVino A, Kitava Kitchen A. Just below: Mandi House A, Manna Korean Cuisine A.

    What the top tenth of the index doesTop 10%This site
    Take bookings or orders on their own domain100%yes
    Publish the menu or price list as HTML94%yes
    Let AI crawlers in (no edge block, no robots.txt block)94%yes
    Structured data with address, phone and hours50%yes
    Have an llms.txt13%yes

    The top tenth is the 127 best-scoring reachable sites of the index at the last refresh.

    Against its peers

    Average scoreA or BThis site
    Sites built with WordPress 35,830 sites57%26%86.3%

    Nearest places in the index

    PlaceDistanceGradeDirect booking or ordering
    Kitchen Istanbul turkish, mediterranean278 mDyes
    Clementina italian282 mByes
    Little Vietnam Cafe / Koja Kitchen vietnamese289 mCno
    Burma Superstar asian300 mAyes
    Palmetto Superfoods smoothie336 mFno
    Oishinbo Sushi sushi340 mCyes
    Good Luck Dim Sum chinese356 mFno
    Giorgio's Pizza pizza379 mByes
    Chapeau! french380 mByes
    B Star asian, burmese, thai, chinese, filipino, korean, indian405 mAyes
    Agent readiness

    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 homepageno how
    sitemap.xmlyes
    AI bot rules in robots.txtyes
    Content Signals in robots.txtno how
    Markdown on Accept: text/markdownno how
    llms.txtyes
    API catalog (RFC 9727)no how
    MCP server cardno how
    A2A agent cardno how
    Agent Skills indexno how
    OAuth or OIDC discoveryno how
    OAuth protected resource metadatano how
    auth.mdno how
    Web Bot Auth key directoryno how
    ARD capability manifestno how
    DNS-AID recordsno how
    WebMCP tools on the pageno how
    JSON-LD for the businessyes
    Assistants

    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.

    Badge

    Show the score

    Owners who score well embed the badge; it links back here and updates with every scan.

    Agent-Direct Score A

    <a href="https://directindex.org/r/mandalaysf.com"><img src="https://directindex.org/badge/mandalaysf.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
    Owners

    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.

    Rescan now Markdown

    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.