FINDING #4377 · UNIT ID 1184313747
ZhixiangLuo/10xProductivity
Personal AI assistant for work inside corporate constraints, built on coding agents and the tools, sessions, and permissions you already have.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
56% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
2.90
ACCEL
-0.01
RETENTION
12.5%
PEAK 2026-06-16 · FORK-RETENTION 0.0% · 261 STARS / WINDOW
Author Audience
AUDIENCE
74
FOLLOWERS
27
OWNER ★
472
Engagement Signals
FORKS
55
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 261 / 261 (DIVERSITY 1.00)
Why This Is A Finding
ZhixiangLuo/10xProductivity собрал 261 звёзд за окно, тогда как у автора всего 27 подписчиков — эффективная аудитория ≈ 74. Это даёт surprise-индекс 0.0254 (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 31% 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 31%
VELOCITY2.903.99-1.09ABOVE 37%
RETENTION12.5%17.1%-4.7 PPABOVE 38%
FORKS5590-34ABOVE 35%
SURPRISE0.030.01+0.01ABOVE 73%