
Google Search MCP: Give Your AI Agent Live SERP Data
Wire a Google Search MCP server into Claude or Cursor and your agent can pull live, structured SERP data (organic results, AI Overviews, and People Also Ask) in one tool call.
Notes on SEO monitoring, AI SEO performance, and how to keep tabs on your brand.

Wire a Google Search MCP server into Claude or Cursor and your agent can pull live, structured SERP data (organic results, AI Overviews, and People Also Ask) in one tool call.
Enterprise rank tracking, costed honestly: real per-SERP-call math at 10K, 100K and 1M keywords a day, white-label margins, and the architecture to run it.

We tested 7 Gemini scrapers against Google's anti-bot layer, grounded-sources parsing, and citation extraction to find the best Gemini scraper for 2026.

Ask an AI assistant the same local question from California and from New York and you can get two completely different sets of recommended businesses. We measured how much AI answers change by US state across ChatGPT, Copilot, Gemini, Perplexity, and Google AI Mode.

The best GEO agencies for AI search visibility in 2026, compared. What each generative engine optimization agency does, who it fits, and how to choose one.

Ads in ChatGPT are served in `result.ads[]`, but the interface shows at most one. We worked out which served ad renders across 3M+ responses: the exposure rate, re-emitted ads, and the later-slot selection rule.

AI engines cite a source on 91% of 'best X' answers but only 81% of definitions. That 10-point swing is driven by query intent, not subject. Across eight verticals citation presence stays in a tight 82–88% band. If you want to be cited, the shape of the question you answer matters more than the industry you're in.

AI engines ship no dashboards, so you query them yourself. A developer's guide to tracking AI search visibility: brand mentions, citations, and share of voice.

Enhanced due diligence is the deeper file you build on higher-risk customers, and perpetual KYC is the promise to keep that file current. But continuous monitoring only works if something trips the trigger. Much of that signal lives on the open web, not in a registry feed. This guide maps the components and shows where cloro fits.