The article highlights a lack of product analytics tools for Multi-Modal Protocol (MCP) servers, where traditional web app analytics tools fall short due to the unique nature of user interactions through language models rather than direct UI actions. This gap means developers cannot effectively track feature usage, retention rates, and revenue attribution, crucial metrics for understanding if their MCP-based products are actually valuable to users beyond basic health monitoring.
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