QAmcp

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Directory / Engagemii AI Visibility Data

Engagemii AI Visibility Data

Q: Is Engagemii AI Visibility Data MCP server safe?

QAmcp's test on 8 Nov 2026: None of the hidden-instruction wordings we know were found in its 13 tool descriptions. Its error messages showed no secrets or internal details. 9 of its 13 tools are labeled read-only; the others may change or send things. Overall it scored 70/100 on 8 Nov 2026. A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

by engagemii.com · https://api.engagemii.com/api/mcp

AI visibility data on 82M+ companies: scores, AI naming, AI crawler reads and full company records.

13 tools✓ no account neededPricing: not listed

Visit website

70 /100

FAIL

11 of 11 checks · 8 Nov 2026

Test it now for current results

At a glance

Runs where: On their server. What you send to it goes to them.
What you need: Nothing: it answered without a login
Tools: 13 tools
Its own safety labels: 9 read-only, 4 labeled as changing things
Memory it takes: About 2,700 tokens of your AI's memory, just for its tool descriptions
Largest answer: About 6.8 KB in our test
Speed: Average answer in our test: 68 ms

Tokens are an estimate: the characters in its tool names, descriptions and inputs, divided by 4. The exact number depends on your AI model. Safety labels are what the server says about itself. From our latest test, 8 Nov 2026.

Is Engagemii AI Visibility Data MCP server safe?

None of the hidden-instruction wordings we know were found in its 13 tool descriptions.
Its error messages showed no secrets or internal details.
9 of its 13 tools are labeled read-only; the others may change or send things.
Overall it scored 70/100 on 8 Nov 2026.

A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

What this test does not check

Its source code and packages.
What a tool quietly does behind the scenes, such as writing a file or calling another service.
Instructions hidden inside live tool answers. We only look for those in tool descriptions.
Hidden instructions worded in a way our list doesn't know yet.
Tools that could change something. Those are read, never run.

What QAmcp can and can't see · How to tell if an MCP server is safe · Hidden instructions · Prompt injection

Known security advisories

It lists no public code, so there is nothing to look up in GitHub Security Advisories or OSV.dev. QAmcp tests how a server behaves. It does not scan source code.

What it can do

13 tools, in the server's own words.

aeo_scoreread-only

Get the Engagemii AEO score (0-10) for any company domain, with the six on-page and six off-page signals each rated Weak, Fair, Good or Strong, and the llms.tx…

aeo_auditread-only

Run a LIVE AEO audit of a site right now: fresh fetch of the homepage, robots.txt, sitemap, llms.txt, and about page, scored on the six on-page categories with…

brand_profileread-only

Full public profile for a scored company: score breakdown, category, geography, detected platform, social profiles, AI-crawler visit counts.

dataset_sampleread-only

15 random live rows from the Engagemii dataset with exactly the 113 columns of a purchased file, in the same order, with the same cleaning.

citation_watchread-only

What ChatGPT is recommending right now.

ai_readstreamread-only

Which AI engines are reading the business web right now.

free_kit

Request the FREE Customized Fix Kit for a domain.

connect_tracker

Set up free Engagemii AI-crawler monitoring for a site, entirely from here.

search_companiesread-only

Query the scored dataset with filters (industries, states, score range, scope us|all).

data_signup

Create a free Engagemii data account, or sign in to an existing one, with just an email address.

data_records

Pull full licensed records from the Engagemii dataset (the same 113 columns as a purchased file, in the same order, fingerprinted; add-on cells are empty, fill…

data_ordersread-only

List the data orders on the account behind an Engagemii data API key: order number, records, date, status (preparing, ready or pending), the refresh of scores …

kit_downloadread-only

For a fix kit bought before October 2026 (paid checkout), receive all eight Customized Fix Kit files plus the badge embed as plain text.

Test results

Safe mode: only tools labeled read-only were run. How the test works

✕
Tools work with good inputs
1 failed
- ✕dataset_sample: No answer within the time limit
- –free_kit: Not run: labeled as changing data
- –connect_tracker: Not run: labeled as changing data
- –data_signup: Not run: labeled as changing data
- –data_records: Not run: labeled as changing data
- and 8 more
fail
!
Ready for the newest MCP version
1 warning
- !Uses an older MCP version (2025-03-26). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
note
!
Every tool is described
4 warnings
- !brand_profile: Inputs with no description: domain
- !search_companies: Inputs with no description: states, scoreMin, scoreMax
- !data_records: Inputs with no description: industries, states, scoreMin, scoreMax, scope
- !kit_download: Inputs with no description: session_id
note
!
Bad inputs give a clean error
4 warnings
- !brand_profile: Accepted missing required input "domain" without complaining
- !brand_profile: Accepted wrong type for "domain" without complaining
- !citation_watch: Accepted wrong type for "category" without complaining
- !ai_readstream: Accepted wrong type for "days" without complaining
- and 8 more
note
!
Follows MCP best practices (not scored yet)
1 tip (not scored)
- !3 tools answer with structured data but don't declare its shape (outputSchema): brand_profile, citation_watch, ai_readstream. If those answers change shape, nothing can catch it; with a schema, every answer is checked.
note
✓
ConnectsConnected in 313 ms
pass
✓
Lists its toolsFound 13 tools
pass
✓
Tools are labeled safe or dangerousEvery tool has a safety label
pass
✓
No known hidden instructionsNone of the hidden-instruction wordings we know were found in tool descriptions. New wordings can get past this check.
pass
✓
Fast enough
All good
- ✓Connecting took 313 ms
- ✓Listing tools took 37 ms
- ✓Average tool answer: 68 ms
- ✓citation_watch: Slowest tool: citation_watch (235 ms)
pass
✓
No secrets leakedChecked 14 error messages: no secrets or internal details
pass
–
Tools work togetherNo tool's answer could be fed into another tool, so there were no chains to test (not counted either way)
not tested

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://api.engagemii.com/api/mcp

Show this score on GitHub

Free for every server in the directory. Paste this into your README: the badge shows the score from our latest test.

[![QAmcp score](https://qamcp.dev/s/com-engagemii-citation-watch.svg)](https://qamcp.dev/s/com-engagemii-citation-watch.html)

Score over time

8 Nov 202670

One test so far. New tests will show here.

Reviews

Coming soon: reviews from people who use Engagemii AI Visibility Data, signed in with GitHub, one per person. Reviews never change the score.

Is this your server? Get an alert the moment it breaks.

QAmcp Monitor tests it every hour and emails you when it goes down, the score drops, a tool changes or a secret leaks. Free for 1 server, no card.

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