How to track Claude Code usage and cost across your team

Your options at a glance

Claude's analytics dashboard, on Team and Enterprise

Admins and owners find it at claude.ai/analytics/claude-code. It counts daily active users and sessions, the lines of code people accepted and how often they accept Claude's edits. With the Claude GitHub app installed and GitHub analytics turned on by an owner, it adds contribution metrics: merged pull requests and lines shipped with Claude Code, matched against Claude Code sessions, and a leaderboard of the top ten contributors, exportable for everyone. Contribution metrics appear within a day of turning them on and update daily; they are in beta and not available with Zero Data Retention.

Seats are a fixed price, so the dashboard has no dollars for what people use inside them. The spend report in the organization's analytics lists tokens and estimated spend per person and model for usage credits, and on Enterprise the Enterprise Analytics API returns per-person usage and cost to your own systems.

The Claude Console, for API organizations

When people sign in to Claude Code with a Console account, their usage goes to a workspace called Claude Code, created for it. The dashboard at platform.claude.com/claude-code, open to the Developer, Billing, Admin and Owner roles, shows accepted lines, the accept rate, daily active users and sessions, daily spend, and a table of each member's spend and lines this month. The Claude Code Analytics API returns the same daily numbers per person with an Admin API key. Its spend is an estimate; the billing page has the invoice.

OpenTelemetry, for tokens and cost per person

Claude Code can send its own metrics and events to any OpenTelemetry collector: sessions, tokens, cost, lines changed, commits, pull requests and active time, by person, whichever way they pay, including Amazon Bedrock and Google Cloud, which the dashboards above do not see. It is the only option Anthropic describes as streaming per-person tokens and cost in near real time. What it does not give you is the dashboard: the numbers land in Datadog, Grafana or whatever you run, and the charts, the people and the prices are yours to build.

• Set up Claude Code's OpenTelemetry

What none of them show

• Codex. OpenAI's tools have their own console, so a team on both has two places to look and two ways of counting.
• Personal accounts used for work. A developer's own Pro or Max is not in the company's organization, so its admin dashboards never see it.
• Limits. How close each person's account is to its 5-hour and weekly limits, who keeps running out, and when it comes back.
• Money your way. Spend by team, project and cost center, seats at the rates you actually pay, budgets, forecasts and chargeback, and Cursor and GitHub Copilot beside Claude.

Claude Code and Codex in one place

Tokaware puts all of it on one console: every Claude Code and Codex session as it runs, with its person, project and computer; tokens, prompts and lines by person, project and model; every account's limits; and spend from seats and from what Anthropic, OpenAI, Cursor and GitHub bill. The numbers come from a desktop app on each computer, from Claude Code's and Codex's own OpenTelemetry on Business, and from the providers' admin APIs, which bring in the last 30 days with nothing to install.

Computers share numbers only unless the organization's policy and each developer allow more. It is free for up to 3 people, $5 a person a month on Team, and new teams get 14 days of Business without a card.

• See the example console
• What computers share
• What Claude Code costs a team