Score8.5
Popularity136.0
Risklow
TierGold
Score breakdown
Usefulness8.9
Novelty9.1
Momentum10.0
Maturity9.1
Open-source/build7.4
Evidence7.2
Workflow potential9.2
Setup ease6.5
Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.
Why it matters
Useful for any AI practitioner running a local-AI rig (one or more boxes with a GPU, a Pi for orchestration, maybe a Windows VM) who is tired of ssh-ing into 4 hosts and reading `nvidia-smi` to find out which GPU is throttled and which one is idle — the dashboard pulls `nvidia-smi` throttle reasons (power-cap, thermal, HW slowdown), memory bandwidth, clocks, p-state, and per-container GPU holders
Who should use it
Who should skip it
Skip if the source link, docs, or setup requirements do not match your workflow.
Risk explanation
Risk label needs manual review.