Changelog

Changes to the hosted server at https://qqq.ee/mcp, newest first. There is nothing to install, so every client gets a change as soon as it is live.

1.2.0 (2026-11-04)

The tools and their inputs are the same as in 1.1.0. This version adds to what the tools return and changes how one limit is counted. Each change went live on its date below; the version number collects them.

2026-11-04

• Reports made from this date on include chatgptWeb: the same buyer questions asked on chatgpt.com, with the answers that named the company and the answers that cited its website. The counts are reported apart from the API answers and are not added to mentions or citations.
• The text of get_public_report has a matching line.

2026-11-01

• check_ai_visibility: calls from Cloudflare Workers all share one Cloudflare address, so their daily limit of five checks is now counted per calling site instead of being shared by everyone.

2026-10-26

• get_public_report: each question has ownPage, which says whether the company's own page was a source, was found but not used, was not found, or cannot be told.
• get_public_report: cited domains have a kind (own website, media, directory, community, public sector, other), with totals in sources.byKind.
• get_public_report: competitorsYours gives counts when the person running the check named their own competitors. The names are never returned.
• get_public_report: topic gives the buyer phrase the questions were built from and its monthly search volume, for reports that used one.

2026-10-21

• check_ai_visibility: a new informational check says whether the server really answers AI crawlers, beyond what robots.txt allows.
• An older report without counts now shows its date and link instead of "0 of 0".

2026-10-18

• get_public_report: google reports whether Google showed an AI Overview for the field's buyer query, whether the company's website was among its references, and its organic position. With DataForSEO the query is fetched three times, so the result reads "k of 3".
• get_public_report: citations.consultedNotCited counts answers whose search found the website but did not use it.
• get_public_report: mentions.citedNotNamed counts answers that cited the website without naming the company, and each answer has an outcome.

1.1.0 (2026-10-17)

• New tool get_public_report: the latest public report of a domain as data. It fetches nothing and has no daily limit.

1.0.0 (2026-10-17)

• First version in the official MCP Registry as ee.qqq/ai-visibility, with the tools check_ai_visibility and get_tool_info.