The current MCP Server Analytics dashboard provides a solid baseline, but one of our customers feels that there are several gaps that limit its usefulness for admins managing real-world deployments. They would like to request the following improvements:

Break down MCP usage by user role (Owner, Admin, Editor, etc.) and distinguish Reader vs Team Member activity separately, so admins can understand who is driving usage and plan enablement accordingly.

Add a geographic and timezone distribution view to help global teams correlate failure spikes or usage patterns with specific regions.

Surface which articles and categories are being accessed through MCP tools — not just which tools are called — to identify content gaps and validate whether AI assistants are reaching the right information.

For multi-project accounts, introduce a workspace-level filter or cross-project summary so admins can compare MCP activity without switching between projects.

Extend export beyond PNG chart images to full CSV downloads across call logs, tool usage, and user activity, enabling use in external reporting and BI tools.

Add a "Compare to previous period" toggle so adoption trends can be tracked week-over-week or month-over-month directly within the dashboard.

Surface token consumption per user and per client alongside call volume so admins can proactively manage plan limits before failures occur.