The Direct Index
Report · Oxford cafes and bars · scanned 2026-10-24

The Missing Bean Roastery Café

themissingbean.co.uk is ready for agents.

Listed by OpenStreetMap.

BookMenuCallWebsite

Ways to reach The Missing Bean Roastery Café directly, with no marketplace in between. Checked 2026-10-24. On the business's own site. Report a mistake

Hours, from OpenStreetMap: Mon–Fri 08:00–16:00 · Sat–Sun 09:00–16:00

Magdalen Road 66-72 OX4 1RE Oxford · +44 1865 492828

Its menu mentions: vegan options, vegetarian dishes, allergens · Outdoor seating (OpenStreetMap)

Prices: 5 prices on the site, the middle one £11.80

Nearby, also direct

Places near The Missing Bean Roastery Café that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open The Missing Bean Roastery Café's website. It can read what The Missing Bean Roastery Café offers. It finds a way to book or order directly on the site.

95.4%

62 of 65 points available

1/5

agent-readiness level, Basic Web Presence

0

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.

See what an AI agent reads on this site →

What the site tells visitors Measured, not scored

These don't change the grade.

5 prices on the landing page, the middle one £11.80.

Every city compared →
Named by assistants

Named by Gemini for "A quiet cafe near the centre where I can sit with my laptop this morning" and "Coffee and a good cake this afternoon. Where should I go?" in Oxford cafes and bars, October 2026

Each assistant was asked the way people ask, with web search on, for up to three places in Oxford cafes and bars and a link to each one's own site. This business was named in 2 answers, by 1 of the 2 assistants asked.

QuestionNamed byAsked
A quiet cafe near the centre where I can sit with my laptop this morning.Gemini with a link to this site2026-10-22
Coffee and a good cake this afternoon. Where should I go?Gemini with a link to this site2026-10-22

Every place named in Oxford cafes and bars, question by question.

Show it

The badge shows how many of the assistants asked named this business, and the month. It updates after every round.

Named by 1 of 2 assistants, Direct Index

<a href="https://directindex.org/r/themissingbean.co.uk"><img src="https://directindex.org/badge/named/themissingbean.co.uk.svg" alt="Named by 1 of 2 assistants, Direct Index" width="300" height="40"></a>
Assistants

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.

Recommended when people ask:
“A quiet cafe near the centre where I can sit with my laptop this morning.” (Gemini, with a link to this site)
“Coffee and a good cake this afternoon. Where should I go?” (Gemini, with a link to this site)

Where it stands

How The Missing Bean Roastery Café compares

Where it stands

7 of 174 in Oxford cafes and bars

Top 4% of the sites scanned in this index. Just above: The Head of the River A, The Marsh Harrier A. Just below: The Red Lion A, The Rickety Press A.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML89%yes
Let AI crawlers in (no block at the server or in robots.txt)100%yes
Structured data with address, phone and hours72%yes
Have an llms.txt50%yes

The top 10% are the 18 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with Shopify 13,001 sites47%23%95.4%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Green Routes coffee_shop117 mFno
Chaiiwala coffee_shop535 mFno
Love Coffee Co. coffee_shop605 mFno
Clifftop Cafe coffee_shop700 mFno
Mostro Coffee coffee_shop761 mFno
Peloton Espresso coffee_shop855 mFno
Queen's Lane Coffee House coffee_shop1.6 kmDno
The Coffee Hole coffee_shop1.9 kmFno
Caffè Nero coffee_shop1.9 kmFno
Black Sheep Coffee coffee_shop1.9 kmCyes
Businesses like yours

Businesses like The Missing Bean Roastery Café in Oxford cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Oxford cafes and bars17458%34%95.4%
Sites built with Shopify in Oxford cafes and bars1470%43%95.4%

The best of the sites built with Shopify in Oxford cafes and bars

The Rickety Press A 95.4% · The Up In Arms A 95.4% · Thirsty Meeples A 90.8% · Gulp Fiction B 84.6% · Art Café B 72.3%

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.

Findings

Nothing to fix

    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.
    • Booking on your own site Agents can book without going through a marketplace.

    Builder: shopify · contact page /pages/about-us: nothing new; menu page /pages/menu: nothing new; booking page /collections/event-tickets: nothing new

    Owners

    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.

    · Markdown · Dispute a check

    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.

    Agent-Direct Score A

    <a href="https://directindex.org/r/themissingbean.co.uk"><img src="https://directindex.org/badge/themissingbean.co.uk.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
    For developers and agents

    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
    The direct record

    What agents get for The Missing Bean Roastery Café

    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/themissingbean.co.uk, through the MCP tool direct_record and in the city feed /city/oxford-cafes-bars/direct.json.

    PathLinkStatus
    Bookwww.themissingbean.co.uk/collections/event-tickets own sitefound by the scan of 2026-10-24, not yet tested
    Ordernone on record
    Menuwww.themissingbean.co.uk/pages/menu html_pagefrom the scan
    HoursMo-Fr 08:00-16:00; Sa-Su 09:00-16:00 (closed now)from OpenStreetMap
    Phone+44 1865 492828

    Stable links that count: /go/themissingbean.co.uk/book, /go/themissingbean.co.uk/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.

    Transactable

    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
    yes
    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
    Agent readiness

    Level 1 of 5, Basic Web Presence

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