# Cegep Marie-Victorin: Agent-Direct Score B (84.6%)

Site: http://www.collegemv.qc.ca
Report: https://directindex.org/r/cegepmv.ca
Scanned: 2026-10-19 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Cegep Marie-Victorin is mostly ready for agents.
An AI assistant can open Cegep Marie-Victorin's website. It can read what Cegep Marie-Victorin offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://cegepmv.ca/a-propos/actualites/evenements/hema-quebec-prise-de-rendez-vous-2 (on the business's own site)
- Menu: https://cegepmv.ca/programmes/cours-complementaires
- Phone: +15142783535

## What to fix first
- Languages: French, English

## What the site tells visitors (Measured, not scored)
- **The footer says © 2023.** Visitors and assistants may read that year as the last time anyone looked after the site. In Montreal, 76% of comparable sites that show a year say 2025 or later.

- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Cegep Marie-Victorin",
  "url": "http://www.collegemv.qc.ca",
  "telephone": "+15142783535",
  "address": "767 Rue Bélanger, H2S 1G7, Montréal",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 45.538876,
    "longitude": -73.610539
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://cegepmv.ca/a-propos/actualites/evenements/hema-quebec-prise-de-rendez-vous-2",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Cegep Marie-Victorin

> organization in 767 Rue Bélanger, H2S 1G7, Montréal, Montreal cafes and bars. Phone +15142783535.

## Book or order directly

- Book: https://cegepmv.ca/a-propos/actualites/evenements/hema-quebec-prise-de-rendez-vous-2 (on the business's own site)
- Menu: https://cegepmv.ca/programmes/cours-complementaires

## About

- Website: http://www.collegemv.qc.ca
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## 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 (Organization).** no address, phone or hours in it
- **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.

## Where it stands
46 of 779 in Montreal cafes and bars. Top 6% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 96% | yes |
| Publish the menu or price list as HTML | 88% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 31% | no |
| Have an llms.txt | 26% | no |

Nearest places in the index: One Punch Mickey's (D, 71 m, https://directindex.org/r/onepunchmickeys.com); Bar de nos aïeux (F, 115 m, https://directindex.org/r/edan.io); La Cale (F, 165 m, https://directindex.org/r/la-cale.com); Lana (C, 262 m, https://directindex.org/r/lanacafe.com); Mellön Brasserie (F, 280 m, https://directindex.org/r/mellonbrasserie.ca); Café Bistro El Mundo (F, 304 m, https://directindex.org/r/elmundoparc.com); Yïsst (C, 341 m, https://directindex.org/r/yisst.com); Santa Barbara (F, 341 m, https://directindex.org/r/santabarbaramtl.ca); One Babo, Thé aux perles (C, 369 m, https://directindex.org/r/onebabo.com); Koujina Café (F, 377 m, https://directindex.org/r/koujinacafe.com).

## What assistants answer
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.


See what an AI agent reads on this site: https://directindex.org/r/cegepmv.ca/agent-view

## Businesses like Cegep Marie-Victorin in Montreal cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Montreal cafes and bars | 779 | 48% | 22% | 84.6% |

The best of the businesses of the same kind in Montreal cafes and bars: Chez Greenberg (A 100%, https://directindex.org/r/chezgreenberg.com); Chez José (A 100%, https://directindex.org/r/chezjosecafe.com); Euro Cafe (A 100%, https://directindex.org/r/eurocafeclaremont.com); L'Entrepôt (A 100%, https://directindex.org/r/warehousegroup.ca); Saint Sacrement (A 100%, https://directindex.org/r/saint-sacrement.com).

With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 6th of 779 in Montreal cafes and bars, up from 46th.

## The direct record
What agents get for Cegep Marie-Victorin, as JSON: https://directindex.org/api/direct/cegepmv.ca
- Book: https://cegepmv.ca/a-propos/actualites/evenements/hema-quebec-prise-de-rendez-vous-2 (own site; found by the scan of 2026-10-19, not yet tested)
- Order: none on record
- Menu: https://cegepmv.ca/programmes/cours-complementaires (html_page; from the scan)
- Hours: none on record
- Phone: +15142783535
- Stable links that count: https://directindex.org/go/cegepmv.ca/book, https://directindex.org/go/cegepmv.ca/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 15 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/cegepmv.ca
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/cegepmv.ca/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/cegepmv.ca/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=cegepmv.ca&force=1
