umami-mcp
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TDQS
Scored across 66 tools
The main resource groups (websites, users, teams, reports) are clear, but the analytics getter cluster is dense: get_events, get_event_series, get_event_values, get_event_data_events/stats/fields/values, get_session_stats, get_session_data_properties/values, and get_sessions_weekly all overlap easily. An agent is likely to mis-select among these event/session property getters.
Nearly all tools follow a consistent snake_case verb_noun pattern with sensible list/get/create/update/delete semantics. Minor outliers like heartbeat and batch_events slightly break the pattern, but the overall convention is readable and predictable.
66 tools is far beyond the recommended 3-15 range and exceeds the 50+ threshold for an extreme tool count. Many analytics getters are highly granular and overlapping, making the surface feel over-decomposed rather than well-scoped.
The surface is nearly complete for Umami administration and analytics: websites, users, teams, reports, event ingestion, and read-only analytics are all covered with CRUD/lifecycle operations. Minor gaps such as share-link management and self-service team leave are workaround-able but not fully covered.