FINDING #4104 · UNIT ID 1079456184
K-Dense-AI/scientific-agent-skills
Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 250,000+ scientists worldwide. 177 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
2% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
123.57
ACCEL
+7.39
RETENTION
96.9%
PEAK 2026-10-11 · FORK-RETENTION 14.5% · 865 STARS / WINDOW
Author Audience
AUDIENCE
14,697
FOLLOWERS
1,722
OWNER ★
56,304
Engagement Signals
FORKS
4,373
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 865 / 865 (DIVERSITY 1.00)
Why This Is A Finding
K-Dense-AI/scientific-agent-skills собрал 865 звёзд за окно, тогда как у автора всего 1,722 подписчиков — эффективная аудитория ≈ 14,697. Это даёт surprise-индекс 0.00839 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 14.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 58% OF 9747 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9747 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 58%
VELOCITY123.573.57+120.00ABOVE 98%
RETENTION96.9%33.3%+63.5 PPABOVE 99%
FORKS4,373104+4,269ABOVE 98%
SURPRISE0.010.01-0.00ABOVE 49%