Devin Desktop
Observed throughTokscale Coding Client Report
This Devin identity represents usage collected from the desktop application's ACP event records.
Reality Snapshot
Observed tokens
814.2K-44.4%
over 30 days
Estimated tracked spend
$0.00
Invoices may differ
Active developers
1+0
deduplicated over 30 days
Observed messages
5
over 30 days
Most-used model
devin100%
of observed tokens
Observed Usage
Observed tokensDaily active developers
Models used
Observed 30-day client usage by model
| Model | Tokens | Share | Change |
|---|---|---|---|
| devinObserved model | 814.2K | 100% | 0% |
Token composition
Share of observed client tokens
Cache read480K59%
Output328.6K40%
Input5.7K<1%
Reasoning00%
Client Economics
devin$0.000%
Estimated spend per 1M tracked tokens$0.00
Cache-read share98.8%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
-44.4%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- Observed model814.2K
Client details
Canonical clientdevin-desktop
TelemetryAggregated Tokscale submissions
Current window2026-07-12 to 2026-08-10
Comparison window2026-06-12 to 2026-07-11
SpendEstimated; invoices may differ
About this client
This Devin identity represents usage collected from the desktop application's ACP event records.
Links & sources
TOKSCALE INSIGHT
Devin Desktop recorded 814.2K coding tokens across 1 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample