FINDING #5016 · UNIT ID 1210218287
techjarves/USB-Uncensored-LLM
The ultimate zero-install, portable local AI environment. Run high-quality, uncensored LLMs (Gemma, Qwen, NemoMix) directly from any USB drive or SSD. Fully air-gapped, cross-platform (Win/Mac/Linux), and privacy-first with persistent chat history.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
Growth Telemetry
VELOCITY /D
10.51
ACCEL
+0.12
RETENTION
8.2%
PEAK 2026-04-20 · FORK-RETENTION 0.0% · 1,892 STARS / WINDOW
Author Audience
AUDIENCE
1,961
FOLLOWERS
1,059
OWNER ★
9,022
Engagement Signals
FORKS
423
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,892 / 1,892 (DIVERSITY 1.00)
Why This Is A Finding
techjarves/USB-Uncensored-LLM собрал 1,892 звёзд за окно, тогда как у автора всего 1,059 подписчиков — эффективная аудитория ≈ 1,961. Это даёт surprise-индекс 0.00525 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 16% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 16%
VELOCITY10.513.29+7.22ABOVE 83%
RETENTION8.2%11.3%-3.2 PPABOVE 38%
FORKS42399+324ABOVE 85%
SURPRISE0.010.01-0.01ABOVE 35%