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ai-visibility-mcp

Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider, etc), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. 0-100 score with explainable deductions; parallel competitor compare. SSRF-guarded, per-call and daily LLM spend caps. MIT, 24 tests, stdio + HTTP.

Python Local macOSWindowsLinux
★ 1 stars Last pushed 2026-05-23 License: MIT

Topics: Marketing

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See the repository for installation instructions: https://github.com/bestaiinsider/ai-visibility-mcp

Related servers

Listed in punkpeye/awesome-mcp-servers (MIT)