FINDING #3681 · UNIT ID 1168281163
LeonChaoX/qinyan-academic-skills
A curated, multilingual library of 182 installable AI agent skills for end-to-end academic research—spanning literature discovery, scientific writing, grant development, bioinformatics, drug discovery, clinical research, machine learning, and data analysis.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
3.00
ACCEL
0.00
RETENTION
62.5%
PEAK 2026-10-16 · FORK-RETENTION 0.0% · 9 STARS / WINDOW
Author Audience
AUDIENCE
110
FOLLOWERS
13
OWNER ★
969
Engagement Signals
FORKS
87
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 9 / 9 (DIVERSITY 1.00)
Why This Is A Finding
LeonChaoX/qinyan-academic-skills собрал 9 звёзд за окно, тогда как у автора всего 13 подписчиков — эффективная аудитория ≈ 110. Это даёт surprise-индекс 0.0201 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 11% OF 4131 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 4131 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY3.006.00-3.00ABOVE 10%
RETENTION62.5%25.0%+37.5 PPABOVE 81%
FORKS87279-192ABOVE 31%
SURPRISE0.020.01+0.01ABOVE 70%