FINDING #7857 · 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)
11% 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
3.03
ACCEL
+0.11
RETENTION
39.1%
PEAK 2026-08-06 · FORK-RETENTION 50.0% · 91 STARS / WINDOW
Author Audience
AUDIENCE
97
FOLLOWERS
14
OWNER ★
833
Engagement Signals
FORKS
97
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 91 / 91 (DIVERSITY 1.00)
Why This Is A Finding
Gabberflast/academic-pptx-skill собрал 91 звёзд за окно, тогда как у автора всего 14 подписчиков — эффективная аудитория ≈ 97. Это даёт surprise-индекс 0.0221 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 50.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 18% OF 9595 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9595 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY3.033.67-0.63ABOVE 41%
RETENTION39.1%24.6%+14.5 PPABOVE 78%
FORKS97115-18ABOVE 46%
SURPRISE0.020.01+0.01ABOVE 74%