FINDING #4035 · UNIT ID 1127499996
lishix520/academic-paper-skills
Systematic framework for planning and writing academic papers using Claude Code. Includes strategist (planning) and composer (writing) skills with quality checkpoints.
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
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · S10
Growth Telemetry
VELOCITY /D
8.33
ACCEL
-0.50
RETENTION
88.9%
PEAK 2026-07-13 · FORK-RETENTION 0.0% · 25 STARS / WINDOW
Author Audience
AUDIENCE
118
FOLLOWERS
11
OWNER ★
1,065
Engagement Signals
FORKS
115
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 25 / 25 (DIVERSITY 1.00)
Why This Is A Finding
lishix520/academic-paper-skills собрал 25 звёзд за окно, тогда как у автора всего 11 подписчиков — эффективная аудитория ≈ 118. Это даёт surprise-индекс 0.0529 (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 20% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 20%
VELOCITY8.336.67+1.67ABOVE 57%
RETENTION88.9%46.5%+42.4 PPABOVE 92%
FORKS115116-1ABOVE 49%
SURPRISE0.050.01+0.04ABOVE 83%