If you need a On-Device & Edge tool right now, our caveat-laden pick is AlexsJones/llmfit (velocity score 1.2/10). Score 1.2/10 — momentum has cooled. Look elsewhere unless you've already integrated. Other tools worth a look: . Rankings update daily — see the full top 10 below.
AlexsJones/llmfit. Beam ranks On-Device & Edge tools at 1.2/10 velocity. Score 1.2/10 — momentum has cooled. Look elsewhere unless you've already integrated.
Right now AlexsJones/llmfit is the only On-Device & Edge tool beam tracks at a meaningful velocity. Check back as the dataset grows.
Beam fuses five orthogonal signals into a single velocity score: code activity, package adoption, research citation, sentiment, and production signals. The score multiplies across signals, so any one signal collapsing pulls the whole score down — that's how beam catches stars-up-commits-down decay. Full methodology at /about/methodology.
See the live status check at /tools/71/status for the direct-answer verdict, last-commit timestamp, and 90-day velocity chart. Beam refreshes daily.
