Cc Mirror/zaicc
Observed throughTokscale Coding Client Report
Cc Mirror/zaicc is an observed coding client in aggregated Tokscale telemetry.
Reality Snapshot
Observed tokens
25.4M-88.9%
over 30 days
Estimated tracked spend
$8.10
Invoices may differ
Active developers
1+0
deduplicated over 30 days
Observed messages
352
over 30 days
Most-used model
GLM 5.258.9%
of observed tokens
Observed Usage
Observed tokensDaily active developers
Models used
Observed 30-day client usage by model
| Model | Tokens | Share | Change |
|---|---|---|---|
| GLM 5.2Z Ai | 15M | 59% | 0% |
| GLM 4.7Z Ai | 10.4M | 41% | 0% |
| OtherObserved model | 0 | 0% | 0% |
Token composition
Share of observed client tokens
Cache read23.2M91%
Input1.9M7.3%
Output318.3K1.3%
Reasoning00%
Client Economics
GLM 5.2$6.6282%
GLM 4.7$1.4818%
Other$0.000%
Estimated spend per 1M tracked tokens$0.32
Cache-read share92.6%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
-88.9%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- Z Ai25.4M
- Observed model0
Client details
Canonical clientcc-mirror/zaicc
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
Cc Mirror/zaicc is an observed coding client in aggregated Tokscale telemetry.
Links & sources
TOKSCALE INSIGHT
Cc Mirror/zaicc recorded 25.4M coding tokens across 1 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample