Jcode
Observed throughTokscale Coding Client Report
Jcode is an open-source coding agent with local usage records supported by Tokscale.
Reality Snapshot
Observed tokens
2.9B+1280.3%
over 30 days
Estimated tracked spend
$7.3K
Invoices may differ
Active developers
5+2
deduplicated over 30 days
Observed messages
14.2K
over 30 days
Most-used model
Gpt 5 6 Sol59.8%
of observed tokens
Observed Usage
Observed tokensDaily active developers
Models used
Observed 30-day client usage by model
| Model | Tokens | Share | Change |
|---|---|---|---|
| Gpt 5 6 SolOpenAI | 1.7B | 60% | 0% |
| Gpt 5 5OpenAI | 733.4M | 25% | 0% |
| Kimi K2 5Moonshotai | 164.6M | 5.7% | 0% |
| Glm 5 2Z Ai | 139.3M | 4.8% | 0% |
| Deepseek V4 ProDeepseek | 57.7M | 2% | 0% |
| Codex Auto ReviewOpenAI | 29.6M | 1% | 0% |
| Gpt 5 6 TerraOpenAI | 27.1M | <1% | 0% |
| Deepseek V4 Flash FreeDeepseek | 10.8M | <1% | 0% |
Token composition
Share of observed client tokens
Cache read1.5B50%
Input1.4B50%
Output6.3M<1%
Reasoning00%
Client Economics
Gpt 5 6 Sol$4.9K68%
Gpt 5 5$2.1K29%
Kimi K2 5$59<1%
Glm 5 2$1171.6%
Deepseek V4 Pro$2.16<1%
Codex Auto Review$4.45<1%
Gpt 5 6 Terra$35<1%
Deepseek V4 Flash Free$0.000%
Estimated spend per 1M tracked tokens$2.49
Cache-read share50.3%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
+1280.3%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- OpenAI2.5B
- Moonshotai164.6M
- Z Ai139.3M
- Deepseek68.5M
Client details
Canonical clientjcode
TelemetryAggregated Tokscale submissions
Current window2026-06-30 to 2026-07-29
Comparison window2026-05-31 to 2026-06-29
SpendEstimated; invoices may differ
About this client
Jcode is an open-source coding agent with local usage records supported by Tokscale.
Links & sources
TOKSCALE INSIGHT
Jcode recorded 2.9B coding tokens across 5 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample