CLUSTER DASHBOARD-HOSTED-SELF-2 · 12 ENTRIES · EARLIEST ENTRY 2026-08-19

AI usage and quota dashboards

This cluster focuses on dashboards that monitor AI tool and API usage, quotas, and spending, often self-hosted on devices like Raspberry Pi with integrations for web, mobile, and home automation. The dated history is too thin to discern a trend, with only a single pre-index entry. Traction is led by perch (5 stars), followed by tokenpulse (4 stars) and iauso (1 star).

Entry timeline

ENTRY TIMELINE

FEB 2026: 1JUL 2026: 1AUG 2026: 3SEP 2026: 6OCT 2026: 1
FEB 2026OCT 2026

Members by activity

Activity signals, not revenue.

Build origin · 1 hand-coded · 11 unlabelled

Operator · 6 hobby · 1 indie · 1 open source · 4 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 12 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01tokendashboard-frontend9★29 days—Company-wide web dashboard that monitors AI token consumption, estimated expenses, and CO2 emissions across multiple providers, offering overview and per-provider breakdowns.
  2. 02dsh-deepseek-usage9★1 mo—API usage monitor that displays current balance, spending, request count, and per-model token usage for a provider.
  3. 03tokenpanel8★1 mo—hand-codedopen sourceOpen-source self-hosted AI reseller panel that manages API keys, prepaid balances, usage limits, model pricing, and profit analytics.
  4. 04openrator1★7 days—hobbyAndroid dashboard that displays OpenRouter credit spend and endpoint analytics, controls provider policies, and manages API keys.
  5. 05openusage1★28 daysliveSelf-hosted dashboard that monitors usage, quotas, balances, and spend across AI providers and API accounts.
  6. 06tokenpulse5★1 mo—hobbySelf-hosted dashboard that tracks AI API spending and quotas across providers on a Raspberry Pi, with a touchscreen and Home Assistant integration.
  7. 07ai-credit-watch0★23 days—hobbySelf-hosted dashboard that shows remaining credits and spend across AI providers from user-supplied API keys.
  8. 08GeminiUsageDashboard0★27 days—hobbyWeb dashboard that lets developers track estimated API usage costs, with password-protected access and a remote data source for monitoring.
  9. 09ai-usage-monitor0★18 days—hobbySelf-hosted monitor that tracks AI subscription quotas and token usage across providers and shows remaining allowances in the Mac menu bar, Android home screen, and notifications.
  10. 10OpenRouterCostMonitoring1★1 mo—Self-hosted analytics dashboard that monitors token usage and spending from AI API provider webhook events.
  11. 1194AiUsageDashboard-Public0★1 mo—indieSelf-hosted dashboard that tracks AI assistant token usage and quotas, syncing data from a local desktop companion to a mobile-friendly web app.
  12. 12sub-tracker0★8 mostale—hobbyLocal dashboard that tracks usage, credits, and billing across multiple AI subscription services in one place.