FINDING #3806 · UNIT ID 1169612059
Gabberflast/academic-pptx-skill
A Claude Skill for creating academic presentations (conference talks, seminar slides, thesis defenses, grant briefings). Enforces action titles, structured argument, exhibit discipline, citation standards, and communication-first design. Works alongside Anthropic's built-in PPTX skill.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
59% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
4.52
ACCEL
+0.01
RETENTION
34.1%
PEAK 2026-05-19 · FORK-RETENTION 0.0% · 407 STARS / WINDOW
Author Audience
AUDIENCE
80
FOLLOWERS
11
OWNER ★
687
Engagement Signals
FORKS
85
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 407 / 407 (DIVERSITY 1.00)
Why This Is A Finding
Gabberflast/academic-pptx-skill собрал 407 звёзд за окно, тогда как у автора всего 11 подписчиков — эффективная аудитория ≈ 80. Это даёт surprise-индекс 0.0378 (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 40% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 40%
VELOCITY4.523.99+0.53ABOVE 55%
RETENTION34.1%17.1%+17.0 PPABOVE 83%
FORKS8590-4ABOVE 48%
SURPRISE0.040.01+0.03ABOVE 86%