MCP server that audits AI-bot visibility. Reports per-bot robots.txt verdicts for 22 AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc.), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. Produces a 0-100 score with explainable deductions. SSRF-guarded (blocks loopback / link-local / cloud IMDS), cost-capped (per-call + daily). MIT, 24 tests, runs on stdio or HTTP.
Server Config
{
"mcpServers": {
"ai-visibility": {
"command": "uv",
"args": [
"--directory",
"/abs/path/to/ai-visibility-mcp",
"run",
"ai-visibility-mcp"
],
"env": {
"PERPLEXITY_API_KEY": "<your-key>",
"OPENROUTER_API_KEY": "<your-key>"
}
}
}
}