Jcode
Observed throughTokscale Coding Client Report
Jcode is an open-source coding agent with local usage records supported by Tokscale.
Reality Snapshot
Observed tokens
3.6B+1519.5%
over 30 days
Estimated tracked spend
$7.7K
Invoices may differ
Active developers
6+3
deduplicated over 30 days
Observed messages
15.8K
over 30 days
Most-used model
GPT-5.6 Sol48.5%
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 | 48% | 0% |
| GPT-5.5OpenAI | 733.4M | 20% | 0% |
| Claude Opus 5Anthropic | 688.4M | 19% | 0% |
| Kimi K2.5Moonshotai | 164.6M | 4.6% | 0% |
| GLM 5.2Z Ai | 139.7M | 3.9% | 0% |
| DeepSeek V4 ProDeepseek | 57.7M | 1.6% | 0% |
| Codex Auto ReviewOpenAI | 29.6M | <1% | 0% |
| GPT-5.6 TerraOpenAI | 27.1M | <1% | 0% |
Token composition
Share of observed client tokens
Cache read2.1B60%
Input1.4B40%
Output7.4M<1%
Reasoning00%
Client Economics
GPT-5.6 Sol$4.9K64%
GPT-5.5$2.1K27%
Claude Opus 5$4025.3%
Kimi K2.5$59<1%
GLM 5.2$1171.5%
DeepSeek V4 Pro$2.16<1%
Codex Auto Review$4.45<1%
GPT-5.6 Terra$35<1%
Estimated spend per 1M tracked tokens$2.13
Cache-read share59.6%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
+1519.5%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- OpenAI2.5B
- Anthropic688.4M
- Moonshotai164.6M
- Z Ai139.7M
- Deepseek57.7M
Client details
Canonical clientjcode
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
Jcode is an open-source coding agent with local usage records supported by Tokscale.
Links & sources
TOKSCALE INSIGHT
Jcode recorded 3.6B coding tokens across 6 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample