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When you have dozens of users and hundreds of tool calls flowing through your MCP server, you need a way to see the big picture. MCPcat’s Dashboard gives you real-time KPIs, usage trends, and tool-level analytics so you can understand adoption and performance at a glance.
dashboard

KPI Cards

The top of the dashboard shows four key metrics, each with a trend comparison to the previous period:
MetricDescription
Active UsersUnique identified users with at least one session
Active SessionsTotal sessions with at least one event
Avg Session LengthMean duration across all active sessions
New UsersUsers seen for the first time in the selected period

Activity Chart

An overlaid area chart showing users and sessions over time. Use this to spot adoption trends, weekly patterns, and the impact of releases or announcements on usage.

Users by Client

A donut chart showing how your users are distributed across AI clients — Claude Desktop, Cursor, Windsurf, and others. This helps you understand which clients to prioritize when testing and optimizing your tools.

Most Used Tools

A horizontal bar chart ranking your top 7 tools by call volume. Each bar is split into success and error segments, so you can immediately see which tools are failing most often.

Tool Latency

A line chart showing tool response time percentiles (p50, p95, p99) over time. Use this to catch performance regressions early and understand the latency experience for your typical and worst-case users.

Agent Goals

If your project has enough data for Agent Goals, the dashboard includes two additional charts:
  • Goal Distribution: A donut chart showing the top 10 user intents across all sessions
  • Goal Success Rate: A stacked bar chart showing how often each goal is accomplished vs failed, with color-coded progress bars

Recent Sessions

A widget showing the 5 most recent sessions with activity. Each entry shows the user, timestamp, and session activity level. Click any session to jump directly into Session Replay.

Filter Controls

Use the controls at the top of the dashboard to narrow your view:
FilterOptions
Date RangeLast 7 days, last month, last 3 months
GranularityDaily, weekly
Actor Trait FiltersFilter by user properties set via the identify callback