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CLUSTER LLM-LOCAL-TOKEN · 8 ENTRIES · EARLIEST ENTRY 2026-09-15

Local LLM usage monitoring apps

These are desktop apps that act as local proxies to track token throughput, cache hit rate, latency, usage, and costs across multiple LLM providers, displaying live statistics and history charts. The cluster's dated history is too thin to read a shape from--only one dated entry exists before the index start, so it predates the index or its members are undated. On traction, ai-resource-radar leads with 5 stars, followed by dsh-usage-dashboard-plus with 3 stars,and llm-monitor with ​0 stars.

Entry timeline

ENTRY TIMELINE

AUG 2026: 2SEP 2026: 3OCT 2026: 3
AUG 2026OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 1 ai-built · 1 hand-coded · 6 unlabelled

Operator · 3 hobby · 1 commercial · 4 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 8 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01llmgateway22★1 mo—commercialUnified LLM API gateway with multi-provider support, billing, and admin console for commercial use.
  2. 02Lumen1★11 days—hobbyDesktop app that unifies multiple LLM providers behind a local gateway, routes requests by model alias, and tracks token usage and costs.
  3. 03llm-api-manager0★9 days—Local tool for managing LLM API provider keys, automatically fetching model lists, and testing connection and inference speed.
  4. 04llamacpp-stats-dashboard0★28 days—hand-codedhobbyMeasurement proxy that captures token throughput, cache hit rate, and latency from local LLM engines and displays live statistics and history charts.
  5. 05light-tokenmeter0★11 days—Service that monitors LLM token consumption per project, user, and model to show who uses the most.
  6. 06multi-provider-llm-gateway0★6 dayslivehobbyWeb app that unifies streaming responses from multiple LLM providers and shows live token, latency, and cost telemetry.
  7. 07llm-monitor0★25 days—Desktop app that tracks token usage and costs from any LLM client by acting as a local proxy and reporting live metrics.
  8. 08LLM Token Estimator0★unknownliveai-builtTool that estimates LLM API costs by counting tokens across providers like OpenAI and Anthropic.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.