See what your AI agents do, and what they cost you.

Tokenbase turns the session logs your agents already write to disk into spend and usage by team.

curl -fsSL https://tokenbasehq.com/install.sh | sh
Spend · last 14 days
$9.0k
Claude Code
60%
Codex CLI
31%
Copilot CLI
9%
CursorVisibility, not spend
Usage · last 14 days
Sessions1,284
Active teams6
Top modelClaude Opus 4.8

Tokenbar for macOS

Your agents, from the quietest place on the screen.

Hover the top edge for a compact status island. Click once for active sessions, provider limits, and the local tools around the work.

SessionsUsageServersRoutesFast ActionsWorkspaces

macOS 14+ · Apple silicon and Intel · signed and notarized

01

There when you reach for it.

Auto-hide leaves a small top-edge handle. Hover reveals status after 250 ms; clicking keeps the full island open.

02

Every session, with its next decision.

Working and recent agents share one view. Attention requests, todos, tools, and bounded transcript detail stay attached to the session that produced them.

03

Limits without another dashboard.

See provider windows, reset times, pace, projected exhaustion, and estimated local cost without leaving the island.

04

The local development map.

Open, copy, or safely stop servers owned by your user. Jump to project instructions, manifests, agent config, skills, plugins, and logs.

05

Repeatable work, one click away.

Save explicit shell actions, launch terminal workspaces, sort sessions on the Agent Board, and pin the detail you need as a widget.

Local boundary

Your agent context stays on your Mac.

Tokenbar reads supported local data during ordinary monitoring. It does not turn transcript content into a second telemetry stream.

  • Provider credentials stay in their existing local stores.
  • Prompts, transcript detail, tool calls, and diffs are not uploaded by Tokenbar.
  • Linking a seat only adds read-only organization context from Tokenbase.

Built for the Mac you already develop on. No Tokenbase account is required.

Your team runs AI coding agents all day, and almost none of how they work is visible.

The usage data already sits on every developer's machine, scattered across agents. Tokenbase pulls it together and turns it into comparable cost, activity, and workflow signals that show where to investigate.

Compare every agent on the same basis.

One view across every coding agent your teams run, rolled up by team, never down to a person.

Spend · 14 days$9.0k
Claude CodeCodex CLICopilot CLICursor

Every coding agent in one view

Claude Code, Codex, Copilot, and Cursor, normalized to one format so the spend actually compares.

Spend by team · 14 days
TeamSessionsSpend
Platform412$3.1k
Web318$2.4k
Mobile247$1.9k
Data203$1.6k

See spend by team, ready for chargeback

Every dollar rolls up to the team that ran it. Cohorts too small to stay anonymous stay hidden.

Cost per sessionFacts
Median, all agents$0.31
$0.27 Copilot, lowest measured cost$0.42 Claude Code, most used
Cursor, billed on its serversn/a

Compare agents on one cost basis

Cost per session for each agent, with unavailable costs shown as n/a instead of forced into the comparison.

Plan usage · Codexpro plan
Session window92%
Weekly window41%

3 sessions cut off by the plan this week

Know when the plan is the bottleneck

Measured from the agents' own rate-limit telemetry: how hard each plan window is being used, and the sessions your subscription cut off mid-work.

Spend by hour · today$212

An overnight run lands on the hours it worked, not the day it started.

Spend booked to the hour it happened

Every number is read from the agents' own logs and attributed to the time the tokens actually flowed. Verified adapter by adapter against the tools' own source.

Metadata only · default
  • Your source code
  • Prompts and completions
  • File contents

Never leaves the machine.

Clears security review on day one

Built from usage metadata alone. Source, prompts, and file contents never leave the machine.

Find the workflow signals worth investigating

Tokenbase surfaces measurable usage patterns, starting with prompt cache reuse, and gives each team a concrete place to look next.

Workflow signalFacts
Prompt caching31% reuse
Below the 80%+ seen in heavy-use patterns. Check whether caching fits this workload.
Investigate next
SubagentsDynamic workflowsProgrammatic tool callsContext compaction

Token counts answer “how much,” not “was it worth it.”

So Tokenbase marks every number as one of two things, and never dresses up a guess as a fact.

Facts. Tokens, models, sessions, and tool calls, straight from the logs. Cost is computed from them.

Estimates. Retries, abandoned sessions, likely task type, inferred from the data, and always labeled as such.

Collected on the machine. Analyzed in the cloud.

A small collector reads the logs on each machine. Run the analysis in the cloud, your own VPC, or fully on-device, your call.

read-only
~/.claude/…/session.jsonl{"type":"assistant", "model":"claude-opus-4-8"}{"usage":{"output_tokens":1842}}tail · 3 agents on disk
01Collect

Reads the logs your agents already write. Read-only.

Normalize
Claude Codeoutput_tokens
Codex CLItotal_tokens
Copilot CLIcompletion
One schematokens_out
02Organize

Every agent mapped to one format, so the numbers compare.

Spend by team · 14 days
Platform
$3.1k
Web
$2.4k
Mobile
$1.9k

2 small teams hidden · cohort under 5

03Show by team

Rolls up to team totals. Small teams stay hidden.

All of this from metadata alone.

Every insight is built from usage metadata, never your code or prompts. By default that is all that leaves the machine. Pick the setup that fits your security review.

SetupWhat leaves the machine
SaaS · metadata-onlyStructured metadata only
SaaS · redacted textRedacted excerpts, opt-in
VPC / on-premConfigurable
Local-only pilotNothing

What never leaves the machine

  • Your source code
  • Prompts and completions
  • File contents

Pricing

Priced on the spend you track, not the people you track.

Free for individual developers and any team up to three. Past that, one flat price for the AI spend you put under management. Adding a teammate, tool, or session never costs more.

Free
Up to 3 people
$0
  • Every agent and tool
  • Full measured history
  • Tokenbar menubar app
  • Unlimited connections
Start free
Team
Most popular
Up to $5,000/mo tracked spend
$99/mo
  • Everything in Free
  • No per-seat pricing
  • Team and org rollups
  • Plan-limit and seats-vs-usage insights
Start free
Scale
Up to $25,000/mo tracked spend
$299/mo
  • Everything in Team
  • Priority support
Start free
Business
Up to $100,000/mo tracked spend
$799/mo
  • Everything in Scale
  • Dedicated support
Start free

Enterprise

Above $100,000/mo tracked spend

On-prem collector fleet, custom terms.

Contact us

Prices in USD, billed monthly; annual billing saves about two months. Spend bands are soft: cross one and we prompt an upgrade, never cut off your data.

See where the spend goes, and know where to investigate.

Every AI coding agent your team runs, in one view. Start with a metadata-only pilot.