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)

Intent — the reason users give per call

Tool leaderboard — calls · ok% · p95

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

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

Error log — failed calls (tool · class · reason when present)

Where it comes from — channels

Daily rhythm — hour of day (UTC · Argentina is UTC−3)

Reliability hotspots — failing calls

Owner takeaways