Crawlie vs Qqq AI Visibility MCP
A side-by-side look at the Crawlie and Qqq AI Visibility MCP MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Q
Qqq AI Visibility MCPMarketing · Remote HTTP/SSEFree MCP server that checks website AI visibility and GEO readiness, including AI crawler access, technical SEO signals, and public brand mentions or citations in ChatGPT, Gemini, and Perplexity.76GreatAuth: no auth requiredVerdict: choose Crawlie for marketing work over a hosted endpoint; choose Qqq AI Visibility MCP for marketing over a hosted endpoint. You can also run both side by side in one mcpServers block.
Which MCP server should you choose?
Choose Crawlie when
- You need dedicated capabilities in the Marketing domain.
- You prefer a remote HTTP/SSE transport.
- You want tools like
crawl_site, audit_url, audit_urls.
QChoose Qqq AI Visibility MCP when
- You need dedicated capabilities in the Marketing domain.
- You prefer a remote HTTP/SSE transport.
- Its auth model fits you: No auth required.
- You want tools like
check_ai_visibility, get_tool_info.
Feature & specification comparison
Rows where the two servers differ are marked.
| Spec | Q Qqq AI Visibility MCP | |
|---|---|---|
| Category | Marketing | Marketing |
| Quality signal | 53/100 · Good | 76/100 · Great |
| Install command | Confirmed | Confirmed |
| Transport | Remote HTTP/SSE | Remote HTTP/SSE |
| Auth | Not declared | No auth required |
| Pricing | Not declared | Free |
| Required env vars | None listed | None listed |
| Verified owner | Community listing | Verified |
| GitHub stars | 114 | 0 |
| Directory activity | 1 views 0 installs 0 upvotes | 1 views 0 installs 0 upvotes |
| Tools | 6 | 2 |
| Full listing | View Crawlie | View Qqq AI Visibility MCP |
Tools & capabilities
Crawlie tools 6
crawl_siteCrawl + audit a whole site (SEO + GEO), returns scores, issues, per-page dataaudit_urlAudit a single pageaudit_urlsAudit an explicit list of pagesexplain_issueWhy a rule matters + how to fix itlist_rulesThe full catalogue of checkslist_reportsRead saved crawl history
Qqq AI Visibility MCP tools 2
check_ai_visibilityFree 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_tool_infoDescribes 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.
Ready-to-paste client configs
Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
Crawlie
{
"mcpServers": {
"crawlie": {
"url": "https://crawlie.app/mcp"
}
}
}
Qqq AI Visibility MCP
{
"mcpServers": {
"qqq-ai-visibility-mcp": {
"command": "npx",
"args": [
"-y",
"qqq-ai-visibility-mcp"
]
}
}
}
Frequently asked questions
Crawlie is categorized under Marketing and uses a remote HTTP/SSE transport. Qqq AI Visibility MCP belongs to Marketing and uses a remote HTTP/SSE transport. Pick Crawlie for marketing work and Qqq AI Visibility MCP for marketing.
Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.
Crawlie has no declared pricing — check the project's own site. Qqq AI Visibility MCP is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.
Yes. MCP clients support multiple servers: add crawlie and qqq-ai-visibility-mcp as separate keys in the same mcpServers object, and your assistant will call tools from either one.
On AllMCPs, Crawlie has a quality signal of 53/100 (Good) with 1 views, 0 installs and 114 GitHub stars. Qqq AI Visibility MCP has 76/100 (Great) with 1 views, 0 installs and 0 GitHub stars.