FINDING #438 · 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
9.11
ACCEL
-0.02
RETENTION
5.0%
PEAK 2026-09-06 · FORK-RETENTION 14.8% · 1,639 STARS / WINDOW
Author Audience
AUDIENCE
15,587
FOLLOWERS
1,766
OWNER ★
60,277
Engagement Signals
FORKS
4,650
ISSUE AUTH
9
PR AUTH
11
UNIQUE STARGAZERS 1,633 / 1,639 (DIVERSITY 1.00)
Why This Is A Finding
K-Dense-AI/scientific-agent-skills собрал 1,639 звёзд за окно, тогда как у автора всего 1,766 подписчиков — эффективная аудитория ≈ 15,587. Это даёт surprise-индекс 0.000583 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 14.8% и 20 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 51% OF 893 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 893 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 51%
VELOCITY9.112.63+6.47ABOVE 89%
RETENTION5.0%5.4%-0.4 PPABOVE 47%
FORKS4,6502,546+2,104ABOVE 66%
SURPRISE0.000.00+0.00ABOVE 55%