Official MCP RegistryListed
Engagemii Citation Watch
Brands ChatGPT names for real buyer questions, updated every 30 minutes, with AI visibility scores.
First seen 2 Oct 2026. Evidence as of 27 Oct 2026.
13
Tools
From an anonymous probe
1
Source listings
Each with its own history
10
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| 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. | Read-only |
| 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. | Read-only |
| 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. | Read-only |
| brand_profile | Full public profile for a scored company: score breakdown, category, geography, detected platform, social profiles, AI-crawler visit counts. Free, no auth. | Read-only |
| 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. | Read-only |
| 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. | Changes data |
| 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. | Read-only |
| data_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. | Changes data |
| 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. | Changes data |
| dataset_sample | 15 random live rows from the Engagemii dataset in exactly the shape a purchased file delivers (same columns, same cleaning). Free, no auth. | Read-only |
| free_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. | Changes data |
| kit_download | 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. | Read-only |
| 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. | Read-only |
Change history
- data_signup: input schema changed (-company_name, -license_accepted, -password)
- data_signup: description changed (+"account, or sign in to an existing one, with just an" +"address. There is no password: we send" +"one-click sign-in")
- server instructions changed (+"Scores, rankings, connections and company data are automated estimates, provided as is and not investment advice. Terms: https://engagemii.com/terms. Data license: https://engagemii.com/aeo/data/license.")
- kit_download: description changed (+"For" +"fix kit bought before October 2026 (paid checkout)," -"After")
- data_records: description changed (+"Any returned record whose score is more than 30 days old is queued for a fresh rescore.")
- data_orders: tool added
- aeo_score: description changed (+"82" -"70")
- kit_checkout: tool removed
- server instructions changed (+"82" +"Every verified key includes 20 free company lookups a month; more at https://engagemii.com/aeo/data/api." -"70")
- aeo_score: description changed (+"and six" +"signals each rated Weak, Fair, Good or Strong," -"sub-scores, seven")
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | com.engagemii/citation-watch | 2 Oct 2026 | 27 Oct 2026 | 1 |