FINDING #4793 · UNIT ID 1124479538
benchflow-ai/skillsbench
SkillsBench evaluates how well skills work and how effective agents are at using them.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
85% 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
7.16
ACCEL
-0.02
RETENTION
13.5%
PEAK 2026-02-14 · FORK-RETENTION 0.0% · 1,288 STARS / WINDOW
Author Audience
AUDIENCE
777
FOLLOWERS
120
OWNER ★
2,686
Engagement Signals
FORKS
333
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,288 / 1,288 (DIVERSITY 1.00)
Why This Is A Finding
benchflow-ai/skillsbench собрал 1,288 звёзд за окно, тогда как у автора всего 120 подписчиков — эффективная аудитория ≈ 777. Это даёт surprise-индекс 0.00876 (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 19% 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 19%
VELOCITY7.163.29+3.86ABOVE 75%
RETENTION13.5%11.3%+2.1 PPABOVE 57%
FORKS33399+234ABOVE 81%
SURPRISE0.010.01-0.00ABOVE 46%