FINDING #2815 · 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)
1% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
13.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-10-18 · FORK-RETENTION 0.0% · 13 STARS / WINDOW
Author Audience
AUDIENCE
142
FOLLOWERS
19
OWNER ★
1,232
Engagement Signals
FORKS
126
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 13 / 13 (DIVERSITY 1.00)
Why This Is A Finding
Gabberflast/academic-pptx-skill собрал 13 звёзд за окно, тогда как у автора всего 19 подписчиков — эффективная аудитория ≈ 142. Это даёт surprise-индекс 0.0714 (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 18% OF 3436 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 3436 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY13.0010.00+3.00ABOVE 59%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS126365-238ABOVE 32%
SURPRISE0.070.01+0.06ABOVE 82%