> ## Documentation Index
> Fetch the complete documentation index at: https://doc.entelligence.ai/llms.txt
> Use this file to discover all available pages before exploring further.
# Agent Insights metrics and data
> Interpret Agent Insights efficiency, adoption, spend, session, context-health, capability, and freshness signals.
Agent Insights metrics are diagnostic signals. Use them to locate cost and workflow friction, then inspect the repositories, projects, sessions, and team context behind the change.
## Agent behavior and context health
* **Compaction** shows context-management pressure.
* **Repeated edits** can indicate rework or an iterative task.
* **Failed retries** can point to ambiguity, missing permissions, tests, or tool failure.
* **Interrupts** may be corrections, deliberate stops, or blocked work.
* **Context pressure and floor drift** help identify sessions carrying too much or stale context.
None of these signals is automatically bad. The task and repository determine what healthy behavior looks like.
## Efficiency
Efficiency summarizes how effectively a session turns context and tool use into progress. It is not a developer-quality score.
When efficiency changes, compare:
1. The same date range and source coverage
2. Repository and task mix
3. Tool and model changes
4. Retries, interruptions, and context pressure
5. Delivery outcome and developer feedback
## Spend
Use spend views to compare members, tokens, sessions, average efficiency, and cost trends. Provider reporting, cached tokens, pricing changes, and incomplete coverage can affect comparisons.
## Activity and adoption
The session activity map can be filtered by repository and tool, then grouped **By Members** or **By Team**. Capability adoption shows how widely workflows such as sub-agents, planning, skills, MCP tools, and task tracking are used.
## Before sharing a number
* Confirm the date range and timezone.
* Check the last sync or provider update.
* Resolve unmapped identities and unattributed spend.
* Note missing agents or repositories.
* Open the underlying view instead of copying a total without context.
## Next step
Use [budgets and outcomes](/agent-insights/budgets-outcomes) to connect spend with work, or review [privacy and governance](/agent-insights/privacy).