AI Observability: Claude Code - Organization
The AI Observability: Claude Code - Organization dashboard shows how Claude Code is used across an organization.
It shows which members use Claude Code and which seats are assigned to them, how widely skills and MCP servers are used, the outcomes of that work, and its costs.
Useful for: development managers, Claude subscription administrators, and financial analysts.
Data sources: gen_ai_metrics*, gen_ai_events*, and the claude_code_members lookup.
Main Sections
1. Members and Seats
Shows the organization's members and their activity:
- daily active members compared with the number of assigned seats
- a member table with names, email addresses, roles, seat types, sessions, requests, and costs for the period
2. Adoption, Skills, and MCP Servers
Shows how many members use Claude Code and which extensions they use:
- total members and members active during the period, the last seven days, and the last day
- the DAU-to-MAU ratio for the command-line client (CLI) and desktop application (Desktop)
- skills: cost per use and the numbers of members, sessions, and uses
- MCP servers by transport type: numbers of connections, sessions, and members
3. Outcomes and Spending
Shows the outcomes of using Claude Code, their costs, and the distribution of spending across members:
- created PRs, commits, sessions, file operations, and MCP server calls
- spending for the period and month to date, plus average daily spending over the last seven days
- projected monthly spending based on the last seven days and spending per member
- spending by model for the period and by model family per day
- spending concentration: each member's spending rank and amount, share of organizational spending, and cumulative share
Links to Other Dashboards
| Panel | Destination |
|---|---|
Members table | AI Observability: Claude Code - Member |