MCP Usage — how operators use the tools

Adoption — daily calls, active users & success rate

Calls Active users Success rate click a day to pin exact numbers

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How they use it — build / read / analyze / learn

Build (mutations) Read (list / get) Analyze (insights / search) Learn (playbook / doctrine)

Power users — per account (+ Haiku read on pains & usage)

Tool leaderboard — calls · ok% · p95

Intent — the reason users give per call

Sessions — back-and-forth per operator (pick an operator · grouped by ≤30min gaps)

Operator

Error log — failed calls (tool · class · args attempted — the gateway logs no error body yet)

Reliability hotspots — failing calls