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Preferly

Checks whether AI assistants can read, cite and recommend a website

Reads a public site's robots.txt, homepage, llms.txt and schema.org data. Muse can report which AI crawlers are blocked, whether business details like hours and prices are readable, what structured data is missing, and what AI models say about the business.

Try asking Muse: "Check whether AI assistants mention my bakery when people ask for recommendations in my city."

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Working now?
Working
Worked last 7 days
n/a
How to get it
Extra setup
Account
No account needed
Price
Not stated
Works in

Source: Found in the official MCP Registry (ai.preferly/preferly) · First listed November 14, 2026

Last 24 hours

Each bar is one check, every 15 minutes. Green means it answered. Last checked 49 min ago.

New to Muse?Muse is Meta's AI assistant. Preferly is an app you add to it, and once it is on, you can ask Muse to do this for you: checks whether ai assistants can read, cite and recommend a website. It takes about two minutes and you can turn it off any time.

Is it safe to connect?

What Muse can see: It does not ask you to sign in, so it cannot see your accounts. It only sees what Muse sends it from your request.

Before it acts: Read what Muse plans to do before you approve it, and remove the app from Muse when you stop using it.

musedirectory.ai is not part of Meta. More about how Muse handles your information

How to add it to Muse

Not in Muse's Connectors list yet, but Muse can still use it. Copy the request below and paste it into Muse. Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.

Open Muse
https://www.preferly.ai/mcp

Not in Muse's Connectors list yet. Muse can still use it: its page gives you a request to paste into Muse.

Also use it in ChatGPT or Claude

Preferly is a remote MCP server, so any assistant that can add a custom connector by link can use it. Same link, same tools.

Add it to ChatGPT
  1. 1

    Open ChatGPT settings

    In ChatGPT, open Settings, then Connectors (called Apps & Connectors on some accounts).

  2. 2

    Turn on developer mode

    Under Advanced settings, switch on Developer mode. That is what lets you add a connector by link.

  3. 3

    Create the connector

    Choose Create, give it a name, paste the link as the MCP server URL, and save. If it needs a sign-in, ChatGPT asks for it here.

  4. 4

    Use it in a chat

    Start a chat, open the tools menu, pick the connector, and ask. ChatGPT asks before it runs a tool the first time.

Custom connectors need a paid ChatGPT plan, and on Team, Enterprise and Edu accounts only an admin can add them. Our "Working" label means the server answered us; it cannot tell whether your plan lets you add it. All connectors that work in ChatGPT

Add it to Claude
  1. 1

    Open Claude settings

    In Claude, open Settings, then Connectors.

  2. 2

    Add a custom connector

    Choose Add custom connector, give it a name, and paste the link.

  3. 3

    Connect and use it

    If it needs a sign-in, Claude sends you to it. Then turn the connector on in a chat from the tools menu and ask.

Custom connectors are available on paid Claude plans; on Team and Enterprise accounts an admin may need to add them. Our "Working" label means the server answered us; it cannot tell whether your plan lets you add it. All connectors that work in Claude

https://www.preferly.ai/mcp

What people ask Muse to do

Everything Muse can do

Technical details: safety screening, tools, response time and recent checks

Response time at the last check: 764ms. Worked in n/a of checks over 30 days.

Screening · November 14, 2026

Screened, no issues found

MCP handshake
Pass
Answered in 215ms
Domain against threat feeds (Cloudflare security DNS)
Pass
www.preferly.ai not flagged
Published packages against the OSV malicious-package database
n/a
No npm or PyPI package published
Hidden instructions or invisible characters in tool text
Pass
6 tools read, nothing found
Inputs asking for passwords, card numbers or seed phrases
Pass
None found
Domain and redirects
Pass
No redirects off the domain
AI review of purpose and tool behavior
Pass
read-only fetches of public pages; third-party AI model queries in one tool

Screening looks for known threats and hidden instructions at the time of the check, and runs again weekly and whenever the tool list changes. It cannot see the server's code, so only connect what you need and review what Muse asks to do. How screening works.

Tools · 6

check_ai_crawler_accessUse this when the user wants to know whether AI crawlers and AI tools can access a specific website. It reads the site's robots.txt and reports, for 13 AI crawlers (including GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, PerplexityBot and Google-Extended), whether each is allow
check_llms_txtUse this when the user asks whether a website has an llms.txt file or whether it's set up correctly. It fetches /llms.txt and reports whether it was found, its size and title, and every place it doesn't follow the llmstxt.org format (missing H1, no summary line, links that aren't
check_business_schemaUse this when the user asks whether a website's structured data (schema.org JSON-LD) describes the business correctly. It reads the homepage's JSON-LD and reports the business type it found (Organization, LocalBusiness or a subtype), which business fields are present, missing or
check_business_infoUse this when the user asks whether AI tools can read a business's details from its website. It reports whether the business name, phone number, email, address, opening hours and prices are readable as text in the page, only appear after scripts run, or weren't found, on the home
generate_ai_robots_txtUse this when the user wants robots.txt lines that control which AI crawlers may read their website. By default it lets AI search and assistant crawlers in (so the site can appear in AI answers) and keeps AI training crawlers out; either can be switched. Optional paths are kept p
quick_ai_visibility_checkUse this when the user asks what AI assistants say about a specific business, or whether AI tools mention or recommend it. Given the business's public website, it reads the site (robots.txt, the homepage and up to 2 contact, booking or pricing pages), writes 3 typical customer qu

Link

https://www.preferly.ai/mcp

Questions about Preferly in Muse

How do I connect Preferly to Muse?

Not in Muse's Connectors list yet, but Muse can still use it. Paste this into Muse: "Use Preferly to help me. It is a free service with an MCP server at https://www.preferly.ai/mcp. It does not need an API key. Ask me before you share anything with it." Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.

Is Preferly working right now?

At the last check (November 14, 2026, 15:36 UTC) the endpoint was working, answering in 764ms. It is checked every 15 minutes.

Is Preferly safe to connect to Muse?

It was screened on November 14, 2026 with the result "screened, no issues found". Screening checks the domain against threat feeds and reads the tools for hidden instructions and requests for passwords or card numbers. It cannot see the server's code, so grant only the access you need.

What can Preferly do in Muse?

It exposes 6 tools, including check_ai_crawler_access, check_llms_txt, check_business_schema, check_business_info. For example, you could ask Muse: "Check whether AI assistants mention my bakery when people ask for recommendations in my city."

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This listing was added from public sources (Found in the official MCP Registry (ai.preferly/preferly)). If you build Preferly, claim it to correct the details and get your badge.

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<a href="https://musedirectory.ai/connector/preferly"><img src="https://musedirectory.ai/badge/preferly.svg" alt="Preferly on musedirectory.ai" width="236" height="40"></a>

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