Other
Observed throughTokscale Model Report
Other model details and observed coding usage from Tokscale.
Reality Snapshot
Observed tokens
2.9B-19.3%
over 30 days
Estimated tracked spend
$1.9K
Invoices may differ
Active developers
543-251
this month
30-day momentum
-19.3%
Compared with the prior 30-day window
Most-used client
Droid45%
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
69%cache read
Cache read2B69%
Input882.3M30%
Output25.4M<1%
Reasoning2M<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.
Token Economics
Estimated spend profile
Droid$1.3K70.16%
Pi$47525.17%
Claude Code$713.78%
Hermes Agent$2.620.14%
Kimi$0.000%
Codex CLI$0.080%
Cursor$0.000%
OpenCode$140.73%
Observed cost signals
Estimated spend per 1M tracked tokens$0.64
Cache-read share69%
Estimated cache savingsNot available
Typical workloadcontext-heavy
Estimated tracked spend calculated from Tokscale model and provider pricing data. Actual invoices may differ.
Model Momentum
-19.3%30-day growthRank: Observed model
Compared with the prior non-overlapping window
Fastest-growing client: Droid
Official Model Details
Tokscale Insight
Other recorded 2.9B coding tokens across 543 developers during the latest 30-day Tokscale window.
Observed confidenceHigh







