FINDING #8072 · 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)
1% 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 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
3.33
ACCEL
+1.50
RETENTION
0.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 10 STARS / WINDOW
Author Audience
AUDIENCE
138
FOLLOWERS
14
OWNER ★
1,238
Engagement Signals
FORKS
133
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 10 / 10 (DIVERSITY 1.00)
Why This Is A Finding
lishix520/academic-paper-skills собрал 10 звёзд за окно, тогда как у автора всего 14 подписчиков — эффективная аудитория ≈ 138. Это даёт surprise-индекс 0.0188 (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 16% OF 9558 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9558 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 16%
VELOCITY3.335.67-2.33ABOVE 18%
RETENTION0.0%42.9%-42.9 PPABOVE 0%
FORKS133333-200ABOVE 33%
SURPRISE0.020.00+0.01ABOVE 74%