# QQQ AI Visibility Checker (remote · qqq.ee)

Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?

- Trust score: 74/100 (medium)
- Change this week: +4
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-10-25

## Components

- remote · `qqq.ee`: 74/100 (this document), [markdown](https://verifymcp.io/servers/ee-qqq-ai-visibility/qqq.md), [page](https://verifymcp.io/servers/ee-qqq-ai-visibility/qqq)

## Channel facts

- Endpoint: `https://qqq.ee/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.1.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-10-25.

- **Endpoint Security**: 74/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 68/100
  - AI-judged instruction clarity (excellent).
  - Context-footprint check failed: tool/resource definitions use about 620 tokens (~206/item across 3 items; 3 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 3 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 4 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the QQQ AI Visibility Checker MCP server?

QQQ AI Visibility Checker is a hosted endpoint at https://qqq.ee/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http ee-qqq-ai-visibility 'https://qqq.ee/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "ee-qqq-ai-visibility": {
      "url": "https://qqq.ee/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "ee-qqq-ai-visibility": {
      "type": "http",
      "url": "https://qqq.ee/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.ee-qqq-ai-visibility]
url = "https://qqq.ee/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ee-qqq-ai-visibility": {
      "type": "remote",
      "url": "https://qqq.ee/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add ee-qqq-ai-visibility --url 'https://qqq.ee/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  ee-qqq-ai-visibility:
    url: "https://qqq.ee/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "ee-qqq-ai-visibility": {
      "Transport": "http",
      "Url": "https://qqq.ee/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add ee-qqq-ai-visibility -t streamable-http -u 'https://qqq.ee/mcp'
```

### Other

```json
{
  "mcpServers": {
    "ee-qqq-ai-visibility": {
      "type": "http",
      "url": "https://qqq.ee/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-10-25 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-23 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-21 (score 72, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 13. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-19 (score 71, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-18 (score 70, 0)

- [functional improvement] Stability: unverified → 0.03

### 2026-10-17 (score 70)

First indexed and scored.

## MCP tools (3)

### `check_ai_visibility` (~211 tokens)

Check AI visibility of a website

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.

Input parameters:

- `domain` (string, required): Public website domain or URL, for example example.com or https://www.example.com/. IP addresses and private hosts are refused.
- `language` (string): Language of the answer and of the qqq.ee links: en (English, default) or et (Estonian).

### `get_public_report` (~201 tokens)

Get the public AI visibility report of a domain

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.

Input parameters:

- `domain` (string, required): Website domain or URL, for example example.com or https://www.example.com/.
- `language` (string): Language of the answer and of the qqq.ee links: en (English, default) or et (Estonian).

### `get_tool_info` (~111 tokens)

About the QQQ AI Visibility Checker

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.

Input parameters:

- `language` (string): Language of the answer and of the qqq.ee links: en (English, default) or et (Estonian).

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/ee-qqq-ai-visibility/qqq#diagnostics

## Score history

- 2026-10-25: 74
- 2026-10-24: 73
- 2026-10-23: 73
- 2026-10-22: 72
- 2026-10-21: 72
- 2026-10-20: 71
- 2026-10-19: 71
- 2026-10-18: 70
- 2026-10-17: 70

## Common questions

### What is the QQQ AI Visibility Checker MCP server?

QQQ AI Visibility Checker is an MCP server listed in the public MCP registry as ee.qqq/ai-visibility. Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it? This page covers its hosted endpoint (https://qqq.ee/mcp).

### Is the QQQ AI Visibility Checker MCP server safe to use?

QQQ AI Visibility Checker scores 74 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the QQQ AI Visibility Checker MCP server expose?

QQQ AI Visibility Checker exposes 3 tools: check_ai_visibility, get_public_report, get_tool_info. Their descriptions and schemas cost roughly 523 tokens of context every time the server is loaded.

### Does the QQQ AI Visibility Checker MCP server require authentication?

No. We connected to QQQ AI Visibility Checker without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the QQQ AI Visibility Checker MCP server still maintained?

QQQ AI Visibility Checker is still listed as active in the MCP registry. We last reached this channel on 25 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://qqq.ee/mcp
- Repository: https://github.com/meelis545/qqq-ai-visibility-mcp
- Website: https://qqq.ee/en/mcp-server/
- Changelog RSS feed: https://verifymcp.io/servers/ee-qqq-ai-visibility/qqq.xml
- Changelog JSON feed: https://verifymcp.io/servers/ee-qqq-ai-visibility/qqq.json
- HTML version of this page: https://verifymcp.io/servers/ee-qqq-ai-visibility/qqq