dsh-usage-stats

What it solves

• Unified view of balances and subscription quotas across multiple LLM providers, eliminating the need to switch between dashboards.
• Token-usage analytics including today, month, cumulative, cache hit rate, calendar heatmap, and drill-down by date/provider/model.
• Background refresh every five minutes for all configured accounts and local token aggregation, independent of panel visibility.
• Credentials are resolved server-side and sent only to validated provider endpoints; the browser requests only the currently selected provider, reducing exposure of sensitive data.

Who it’s for

• Developers and teams using the DeepSeek Harness Web GUI to manage multiple LLM provider accounts.
• Heavy users who need continuous tracking of token consumption, cache hit rates, and subscription quotas.
• Users who want to extend account and usage visualization without modifying the DSH core.