FINDING #876 · UNIT ID 1284608906
solider-shuwen/shuttleslide
Python toolkit for PowerPoint ↔ HTML, built for AI. Round-trip fidelity preserves formatting across every edit loop — ideal for RAG ingestion, LLM agents, and AI-assisted slide editing.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
50% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
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
9.00
ACCEL
-0.50
RETENTION
0.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 63 STARS / WINDOW
Author Audience
AUDIENCE
26
FOLLOWERS
12
OWNER ★
137
Engagement Signals
FORKS
7
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 63 / 63 (DIVERSITY 1.00)
Why This Is A Finding
solider-shuwen/shuttleslide собрал 63 звёзд за окно, тогда как у автора всего 12 подписчиков — эффективная аудитория ≈ 26. Это даёт surprise-индекс 0.14 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 22% OF 1120 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1120 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.01-0.00ABOVE 22%
VELOCITY9.0013.86-4.86ABOVE 34%
RETENTION0.0%36.8%-36.8 PPABOVE 0%
FORKS750-43ABOVE 16%
SURPRISE0.140.04+0.09ABOVE 76%