Claude Opus 4 7
Observed throughTokscale Model Report
Claude Opus 4 7 model details and observed coding usage from Tokscale.
Reality Snapshot
Observed tokens
17.9B-82.5%
over 30 days
Estimated tracked spend
$16.1K
Invoices may differ
Active developers
124-197
this month
30-day momentum
-82.5%
Compared with the prior 30-day window
Most-used client
Claude Code59%
of observed tokens
Observed Usage
Tokens observedDaily active developers
How developers use it
Usage by coding client
Sharevs 30 daysToken composition
Share of observed tokens
94%cache read
Cache read16.8B94%
Input968.6M5.4%
Output72.4M<1%
Reasoning2.3K0%
Cache-heavy workloadMost observed tokens reuse cached context across requests.
Token Economics
Estimated spend profile
Claude Code$10.2K63.48%
OpenCode$5.4K33.65%
Gajae-Code$4312.67%
Pi$200.12%
OpenClaw$3.690.02%
MiMo Code$2.200.01%
Kilo$4.790.03%
Kiro$0.780%
Observed cost signals
Estimated spend per 1M tracked tokens$0.90
Cache-read share94.2%
Estimated cache savingsNot available
Typical workloadcontext-heavy
Estimated tracked spend calculated from Tokscale model and provider pricing data. Actual invoices may differ.
Model Momentum
-82.5%30-day growthRank: Observed model
Compared with the prior non-overlapping window
Fastest-growing client: Claude Code
Official Model Details
ProviderAnthropic
Tokscale Insight
Claude Opus 4 7 recorded 17.9B coding tokens across 124 developers during the latest 30-day Tokscale window.
Observed confidenceHigh



