Search / ee.qqq/ai-visibility
protogridR0· no sign-inFree AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?
v1.1.0 · active · repository · website · descriptor JSON · versions
{
"mcpServers": {
"ai-visibility": {
"type": "http",
"url": "https://qqq.ee/mcp"
}
}
}claude mcp add --transport http ai-visibility https://qqq.ee/mcp[mcp_servers.ai-visibility]
url = "https://qqq.ee/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"ai-visibility": {
"type": "remote",
"url": "https://qqq.ee/mcp",
"enabled": true
}
}
}{
"mcpServers": {
"ai-visibility": {
"type": "http",
"url": "https://qqq.ee/mcp"
}
},
"deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-visibility&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vcXFxLmVlL21jcCJ9"
}{
"servers": {
"ai-visibility": {
"type": "http",
"url": "https://qqq.ee/mcp"
}
}
}{
"mcpServers": {
"ai-visibility": {
"httpUrl": "https://qqq.ee/mcp"
}
}
}extensions:
"ai-visibility":
enabled: true
name: "ai-visibility"
type: streamable_http
uri: "https://qqq.ee/mcp"
timeout: 300
protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28protocol.statelessonly applies to 2026-07-28 serversprotocol.transportstreamable HTTPprotocol.list_ttlonly applies to 2026-07-28 serversauth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.descriptionsevery tool has a descriptiontools.description_lengthdescriptions are concisetools.schemasevery tool has an object input schematools.annotations3 of 3 tools declare readOnlyHint or destructiveHinttools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHinttools.token_costabout 759 tokens to load every tooltools.api_dumptools are not a one-to-one API dumpstability.changes, stability.rug_pulltool history recorded for 3 of the 7 days neededdeps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI packageget_public_reportaddedReturns the latest public AI visibility report of a domain from QQQ (qqq.ee), when someone has already run the full check on qqq.ee: report date, market and field, in how many search-grounded ChatGPT, Gemini, Perplexity and Claude answers the company was named, how often its own website was cited, a summary per AI engine, the questions asked, the cited source domains and short answer excerpts, plus the link to the report page. Reads the stored report only: no website is fetched, no AI model is asked and no new report is created. Without a report, says so and links the full check on qqq.ee. Read-only, no limit.
Full history: list_changes · trend: quality JSON.
Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.
+repository +dns-namespace +website +reachable +uptime-100% +updated-3d-ago
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
| remote | auth | reachable | uptime 30d | p50 | protocol | last ok |
|---|---|---|---|---|---|---|
https://qqq.ee/mcp streamable-http | none | yes | 100% | 446 ms | 2025-11-25 | 2026-10-20 |
check_ai_visibilityread-only | Free AI visibility and GEO (generative engine optimization) check for a company website by QQQ (qqq.ee). Checks whether AI crawlers (GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended ...) may read the site, plus robots.txt, sitemap, Organization structured data, indexability and llms.txt, and returns the latest public report of brand mentions and citations in ChatGPT, Gemini and Perplexity answers when the domain has been checked before. The full AI answer check (brand visibility in live AI answers) runs on qqq.ee: the result always includes a prefilled link. Limited to a few checks per day; read-only. |
get_public_reportread-only | Returns the latest public AI visibility report of a domain from QQQ (qqq.ee), when someone has already run the full check on qqq.ee: report date, market and field, in how many search-grounded ChatGPT, Gemini, Perplexity and Claude answers the company was named, how often its own website was cited, a summary per AI engine, the questions asked, the cited source domains and short answer excerpts, plus the link to the report page. Reads the stored report only: no website is fetched, no AI model is asked and no new report is created. Without a report, says so and links the full check on qqq.ee. Read-only, no limit. |
get_tool_inforead-only | Describes the free QQQ AI Visibility Checker (qqq.ee): what it measures (brand mentions and website citations in ChatGPT, Gemini and Perplexity answers, AI crawler access, technical readiness for AI search / GEO), its limits, and the English and Estonian links to the web tool and full reports. No cost, no website is fetched. |
Schemas: list_tools.
{
"name": "ee.qqq/ai-visibility",
"icons": [
{
"src": "https://qqq.ee/qqq-icon-400.png",
"sizes": [
"400x400"
],
"mimeType": "image/png"
}
],
"title": "QQQ AI Visibility Checker",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"remotes": [
{
"url": "https://qqq.ee/mcp",
"type": "streamable-http"
}
],
"version": "1.1.0",
"repository": {
"url": "https://github.com/meelis545/qqq-ai-visibility-mcp",
"source": "github"
},
"websiteUrl": "https://qqq.ee/en/mcp-server/",
"description": "Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?"
}