FINDING #2694 · 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 · S10
Growth Telemetry
VELOCITY /D
8.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-07-15 · FORK-RETENTION 0.0% · 8 STARS / WINDOW
Author Audience
AUDIENCE
118
FOLLOWERS
11
OWNER ★
1,065
Engagement Signals
FORKS
115
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 8 / 8 (DIVERSITY 1.00)
Why This Is A Finding
lishix520/academic-paper-skills собрал 8 звёзд за окно, тогда как у автора всего 11 подписчиков — эффективная аудитория ≈ 118. Это даёт surprise-индекс 0.0508 (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 3194 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 3194 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 16%
VELOCITY8.0010.00-2.00ABOVE 35%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS115176-61ABOVE 40%
SURPRISE0.050.02+0.03ABOVE 78%