FINDING #7988 · UNIT ID 1310109196
NulightJens/humanizer-stack
Two-pass pipeline for removing AI writing tells from outward-facing text: a surface pass plus a structural pass grounded in the StoryScope study. Packaged as Claude Code Skills. Free community: skool.com/jens-ai-community-1306
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
11% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
5.43
ACCEL
+1.07
RETENTION
54.2%
PEAK 2026-10-08 · FORK-RETENTION 0.0% · 38 STARS / WINDOW
Author Audience
AUDIENCE
118
FOLLOWERS
62
OWNER ★
563
Engagement Signals
FORKS
28
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 38 / 38 (DIVERSITY 1.00)
Why This Is A Finding
NulightJens/humanizer-stack собрал 38 звёзд за окно, тогда как у автора всего 62 подписчиков — эффективная аудитория ≈ 118. Это даёт surprise-индекс 0.0343 (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 18% OF 9757 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9757 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY5.433.57+1.86ABOVE 63%
RETENTION54.2%40.0%+14.2 PPABOVE 74%
FORKS28112-84ABOVE 22%
SURPRISE0.030.01+0.03ABOVE 83%