What we got wrong building an MCP server for AI visibility data
I'm Aniketh Shenoy Kota, the product manager for Contentstack Canoe at Contentstack, so I'm not neutral here. Contentstack Canoe asks ChatGPT, Gemini, Perplexity and Claude the questions a brand's buyers ask, then scores how often the brand gets named, which competitors win and which sources the en…
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- 2026-10-31 02:05 · DEV Community — AI
What we got wrong building an MCP server for AI visibility data