SaaS & BusinessMedium

MCP Usage Analytics

A tool-call analytics layer for MCP server owners that shows which tools are called, which clients call them, where errors happen, and which arguments shape demand.

Target market
Indie devs and small teams of 1-10 who operate MCP servers and want product analytics for tool calls, errors, latency, and adoption.

Problem snapshot

What this solves

A founder publishes an MCP server with 12 tools and has no idea which ones users call after setup. GitHub stars do not say whether fetch_customer is useful, whether create_invoice always errors, or whether one client version is sending bad arguments. Standard web analytics do not see tool calls, and uptime checks do not explain product usage. The owner is…

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