FINDING #4975 · 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)
16% 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
5.67
ACCEL
+0.03
RETENTION
51.7%
PEAK 2026-06-23 · FORK-RETENTION 0.0% · 170 STARS / WINDOW
Author Audience
AUDIENCE
118
FOLLOWERS
11
OWNER ★
1,065
Engagement Signals
FORKS
115
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 170 / 170 (DIVERSITY 1.00)
Why This Is A Finding
lishix520/academic-paper-skills собрал 170 звёзд за окно, тогда как у автора всего 11 подписчиков — эффективная аудитория ≈ 118. Это даёт surprise-индекс 0.036 (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 21% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 21%
VELOCITY5.674.23+1.43ABOVE 60%
RETENTION51.7%29.4%+22.2 PPABOVE 87%
FORKS11592+23ABOVE 56%
SURPRISE0.040.01+0.02ABOVE 80%