FINDING #484 · 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)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
9.22
ACCEL
-0.03
RETENTION
4.7%
PEAK 2026-09-06 · FORK-RETENTION 10.9% · 1,660 STARS / WINDOW
Author Audience
AUDIENCE
14,705
FOLLOWERS
1,722
OWNER ★
56,304
Engagement Signals
FORKS
4,373
ISSUE AUTH
9
PR AUTH
12
UNIQUE STARGAZERS 1,653 / 1,660 (DIVERSITY 1.00)
Why This Is A Finding
K-Dense-AI/scientific-agent-skills собрал 1,660 звёзд за окно, тогда как у автора всего 1,722 подписчиков — эффективная аудитория ≈ 14,705. Это даёт surprise-индекс 0.000625 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 10.9% и 21 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 51% OF 997 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 997 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 51%
VELOCITY9.222.66+6.57ABOVE 89%
RETENTION4.7%5.6%-0.9 PPABOVE 43%
FORKS4,3732,332+2,041ABOVE 67%
SURPRISE0.000.00+0.00ABOVE 56%