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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Browser & web scraping

Engagemii AI Visibility Data

AI visibility of 82M+ companies: scores, AI crawler reads, full records. Free 500 and 1M datasets.

Checks passed
11 / 22

3 failed · 8 not measured

Median response
335 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
13

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Outdated check

Last connection measurement is over 24 hours old. Current availability is unknown.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
410
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 335 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-03-26, serverInfo.name engagemii.

  • Pass
    Lists tools

    tools/list returned 13 tools.

  • Fail
    Current protocol

    Negotiated 2025-03-26. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 335 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 335 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    19 of 29 parameters have a description (66%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-11-10T17:21:42.829936Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Engagemii AI Visibility Data

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http engagemii-ai-visibility-data https://api.engagemii.com/api/mcp

Capabilities

Tools 13

aeo_audit

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 concrete recommendations. Differs from aeo_score, which returns the stored score from the index; that score updates when Engagemii next reads the site. Free, no auth, up to 5 live audits per hour.

Discovered
aeo_score

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.txt audit verdict. Drawn from the Engagemii Index of more than 82 million companies. Free, no auth.

Discovered
ai_readstream

Which AI engines are reading the business web right now. Server-side, IP-verified crawler logs across one of the largest networks of business pages online. Returns per-engine reads over the last ten minutes, the last 24 hours and all time, plus a daily series. Free, no auth. Answers questions such as which AI crawler is most active, how two engines compare, and whether AI reading is rising.

Discovered
brand_profile

Full public profile for a scored company: score breakdown, category, geography, detected platform, social profiles, AI-crawler visit counts. Free, no auth.

Discovered
citation_watch

What ChatGPT is recommending right now. Every 30 minutes Engagemii puts a real, non-branded buyer question to ChatGPT with live web search and records which brands it names, alongside each brand's standing AI visibility score (computed before the question was asked). Returns the last 48 hours. Free, no auth. Answers questions such as which brands AI recommends in a category, and whether an AI visibility score relates to being recommended.

Discovered
connect_tracker

Set up free Engagemii AI-crawler monitoring for a site, entirely from here. It provisions the owner's free account and tracker key and returns a small install snippet (Node/Express, Next.js, PHP, or Cloudflare Worker) with the key already in it. Once the snippet for the site's stack is installed, AI-bot visits start reporting, and the owner sees them per bot and per day at the dashboard link. Requires the owner's email. Terms of the free service: Engagemii licenses the AI-crawler activity data the tracker collects, in aggregated form and, unless the owner opts out in portal settings, identified by their domain. The tracker records bot visits only, never human visitors.

Discovered
data_orders

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 older than 30 days (state, how many rows were stale, how many are rescored so far, when the refreshed file was ready), and a download link for each ready file. The same as GET https://api.engagemii.com/api/v1/data/orders. Requires an Engagemii data API key.

Discovered
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 here; they are filled in data files that buy the add-on and in the free Databricks Marketplace sample, where we hold the data). Metered: every record returned uses one unit of the account's purchased API quota. Returns 25 records by default and at most 100 per call. Larger pulls are available through the REST API at https://api.engagemii.com/api/v1/data/records with the same key. Any returned record whose score is more than 30 days old is queued for a fresh rescore. Requires an Engagemii data API key.

Discovered
data_signup

Create a free Engagemii data account, or sign in to an existing one, with just an email address. There is no password: we send a one-click sign-in link (valid 30 days) to the address. When the user clicks it they are signed in and the address is verified, which activates the account's API key (edk_...). The key is then shown at https://engagemii.com/aeo/data/portal/api and unlocks search_companies and data_records. Use the email address the user gives you.

Discovered
dataset_sample

Sample rows from the Engagemii dataset in exactly the 113 columns of a purchased file, in the same order: the first 15 rows of the free sample (500 US companies, all 113 columns, the same sample as on Databricks Marketplace); the full file downloads as Excel or CSV at engagemii.com/aeo/data after a work email. Always the same rows. Free, no auth.

Discovered
free_kit

Request the FREE Customized Fix Kit for a domain. There is one kit and it is the free Customized Fix Kit: ready-to-install fix files written from your own site, plus a PDF audit. Flow: pass the owner's email; Engagemii emails a verification link; after the owner clicks it the kit is built and the download link is emailed automatically. Kits are queued, so delivery is by email rather than in-chat. One kit per domain; repeat requests resend the stored kit.

Discovered
kit_download

For a fix kit bought before October 2026 (paid checkout), receive every Customized Fix Kit file plus the badge embed as plain text. Requires the Stripe session id (cs_...) from the checkout success URL.

Discovered
search_companies

Query the scored dataset with filters (industries, states, score range, scope us|all). Returns up to 100 light rows. Requires an Engagemii data API key.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected335 ms13