FINDING #8007 · 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)
8% 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
3.20
ACCEL
+0.01
RETENTION
41.7%
PEAK 2026-08-24 · FORK-RETENTION 18.2% · 96 STARS / WINDOW
Author Audience
AUDIENCE
139
FOLLOWERS
15
OWNER ★
1,240
Engagement Signals
FORKS
133
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 96 / 96 (DIVERSITY 1.00)
Why This Is A Finding
lishix520/academic-paper-skills собрал 96 звёзд за окно, тогда как у автора всего 15 подписчиков — эффективная аудитория ≈ 139. Это даёт surprise-индекс 0.0179 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 18.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 17% OF 9593 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9593 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 17%
VELOCITY3.203.63-0.43ABOVE 44%
RETENTION41.7%25.0%+16.7 PPABOVE 80%
FORKS133117+16ABOVE 53%
SURPRISE0.020.01+0.01ABOVE 69%