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The Project Session Insights analysis gives a behavioral view of how the agent works in a single project: activity patterns, tool usage, context pressure, and code change trends. IronBee Console — Project Session Insights

Session overview

Hero card with five metrics (sparklines + week-over-week deltas):
MetricDescription
SessionsTotal session count (with billed/shadow note)
Active timeHours of active agent work
User messagesTotal user turns
User interruptionsTimes the user interrupted the agent mid-task
Tool errorsTotal tool call failures

Activity heartbeat

Three cards showing temporal patterns:
  • Messages per day: 30-day honeycomb grid with weekends toggle
  • Hour-of-day usage: polar bar chart of message count by hour (UTC)
  • Standout sessions: highlights the longest session, biggest context peak, most files changed, widest tool usage, and most efficient session

Time & code activity

  • Time split: total wall-clock, active time (with share %), idle time (with share %)
  • Code changes: net line change visualization with added/removed breakdown and percentages

Response time

Bar histogram of response time distribution across buckets: <1s, 1–2s, 2–10s, 10–30s, 30s–1m, 1–2m, 2–5m, 5–15m, >15m.

Context pressure

Line chart of average peak context tokens by conversation length (turn buckets: 1–3, 4–10, 11–25, 26–50, 51–100, 100+). Summary stats: avg peak, max, avg at session end, high-pressure session count.

Models

Donut chart showing session distribution across Claude models used in the project.

Languages

Radar chart of lines changed across the top 8 programming languages.

Adoption signals

Indicators showing whether the project’s sessions are using advanced features: MCP servers, sub-agents, skills, web search, web fetch.

Hot files

Top files by edit frequency. Toggle between list view and treemap (hierarchical codebase map sized by change count). Up to 10 files.

Session types

Sankey diagram from session type to activity category. Shows what kinds of sessions the agent runs and what activities those sessions spend time on.

Activity categories

Horizontal bar chart of assistant turns by activity category (coding, debugging, refactoring, testing, documentation, analysis).

Tool error categories

Horizontal bar chart of tool errors by category (command failed, edit failed, file not found, file too large, user rejected, other).

Tool leaderboards

  • Top tools: name, call count, error count, error %, session count
  • MCP servers / Shell binaries: toggled view of MCP server vs shell binary usage (same columns)
  • Skills: custom slash commands invoked, with call counts
  • Sub-agents: background agents spawned, with call counts

Shell command flow

Sankey diagram of shell binary → subcommand invocations with total invocation count.

Tool metrics

Table of all tools with call count, error rate, and speed metrics.