FINDING #5264 · 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
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
21.01
ACCEL
-0.45
RETENTION
8.2%
PEAK 2026-04-20 · FORK-RETENTION 0.0% · 1,891 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 1,891 / 1,891 (DIVERSITY 1.00)
Why This Is A Finding
techjarves/USB-Uncensored-LLM собрал 1,891 звёзд за окно, тогда как у автора всего 1,059 подписчиков — эффективная аудитория ≈ 1,961. Это даёт surprise-индекс 0.0105 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 17% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 17%
VELOCITY21.013.99+17.02ABOVE 90%
RETENTION8.2%17.1%-8.9 PPABOVE 24%
FORKS42390+334ABOVE 85%
SURPRISE0.010.01-0.00ABOVE 46%