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Most AI-visibility tools tell you if you're cited. This one tells you which buyer queries you can actually win, where competitors own the citation, and what content to ship next. Open-source CLI, runs on your API keys.

12 starsPython

AI Visibility Monitor – Track if your site gets cited by GPT/Claude

by balance006·Apr 25, 2026·5 points·1 comment

AI Analysis

●●SolidSolve My ProblemNiche Gem

Four local scripts replace $500/seat enterprise AI visibility tools.

Strengths
  • AI-referral cut in GA4 directly measures citation-to-visit conversion, not just citations
  • No SaaS subscription means data stays yours forever with no vendor lock-in
  • Four focused scripts instead of bloated dashboard suite with clear separation
Weaknesses
  • Requires manual setup of Google ADC and Anthropic API credentials before first run
  • No built-in dashboard, just JSON output files you must pipe elsewhere
Target Audience

SEO specialists, small consulting practices, solo operators

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