Engagemii Citation Watch

com.engagemiiPublished by engagemii.comOfficial publisherv1.0.0Updated Oct 24, 2026

Brands ChatGPT names for real buyer questions, updated every 30 minutes, with AI visibility scores.

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

Engagemii Citation Watch exposes AI-visibility data: which brands ChatGPT names for buyer questions, AEO scores, crawler logs and a company dataset.

What you can do
  • Read AI visibility: see which brands ChatGPT names for real buyer questions over the last 48 hours, with standing visibility scores.
  • Score and audit sites: get a stored AEO score for a domain, or run a live audit of homepage, robots.txt, sitemap, llms.txt and about page with recommendations.
  • Inspect companies: pull a public brand profile with score breakdown, category, geography, platform, socials and AI-crawler visit counts.
  • Query the dataset: search scored companies by industry, state and score range, sample random rows, and pull full licensed records.
  • Manage data accounts and orders: sign up for a data account, list orders and download purchased fix kits.
  • Set up monitoring: provision a…
When to use it
Useful when you want to check or improve how a brand shows up in AI answers, compare a domain's AEO signals, or explore Engagemii's company dataset before buying records.
Requirements
Remote streamable HTTP endpoint; no auth for the free tools. search_companies, data_records and data_orders need an Engagemii data API key, obtained by signing up with an email and password and confirming the emailed link. kit_download needs a Stripe session id from a past checkout.
Before you install
data_signup asks for an email and a password of the user's choosing. data_records is metered: each record consumes purchased API quota, so calls can spend money. connect_tracker provisions an account and returns an install snippet containing a tracker key. kit_download requires a Stripe checkout session id. Queries and domains are sent to Engagemii's servers.

Installation

In SourceWeft

  1. Open Engagemii Citation Watch in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.engagemii%2Fcitation-watch/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "engagemii-citation-watch": {
      "type": "http",
      "url": "https://api.engagemii.com/api/mcp"
    }
  }
}

Tools

13

aeo_score

Get a company's AI visibility 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.

Parametersdomainrequired

aeo_audit

Run a live AI visibility 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.

Parametersdomainrequired

brand_profile

Get a company's public profile

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

Parametersdomainrequired

dataset_sample

Get a sample of the dataset

15 random live rows from the Engagemii dataset in exactly the shape a purchased file delivers (same columns, same cleaning). Free, no auth.

Takes no parameters.

citation_watch

See which brands AI is recommending

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.

Parameterslimitcategory

ai_readstream

See which AI engines are reading company pages

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.

Parametersdays

free_kit

Request the free fix kit

Request the FREE Customized Fix Kit for a domain. There is one kit and it is free: eight fix files written from the site's ACTUAL content (Organization and FAQ JSON-LD, meta description, llms.txt, robots patch, Wikidata guide, Google Business checklist, README) plus a full 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.

Parametersemailrequireddomainrequiredowner_confirmedrequired

connect_tracker

Set up AI crawler monitoring

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.

Parametersemailrequireddomainrequiredplatform

search_companies

Search the company dataset

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.

Parameterslimitscopestatesapi_keyscoreMaxscoreMinindustries

data_signup

Create a data account

Create a free Engagemii data account. We email a verification link to the address; the account's API key (edk_...) stays inactive until the user clicks it, then the key appears in the portal and unlocks search_companies and data_records. Requires the user's email, a password of their choosing (8+ characters), their company name, and the user's acceptance of the data license at https://engagemii.com/aeo/data/license.

Parametersemailrequiredpasswordrequiredcompany_namerequiredlicense_acceptedrequired

data_records

Pull licensed company records

Pull full licensed records from the Engagemii dataset (all columns, fingerprinted, the same shape a purchased file delivers). 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.

Parameterslimitscopestatesapi_keyscoreMaxscoreMinindustries

data_orders

List data orders and download links

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.

Parametersapi_key

kit_download

Download a purchased fix kit

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

Parameterssession_idrequired

Version history

1
  1. v1.0.0LatestSep 23, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.