FINDING #7416 · UNIT ID 1024863854
stardustai/dataset-viewer
A sleek dataset viewer built entirely by AI Agent. Supports streaming large files from WebDAV, S3, SSH, Local or Hugging Face.
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
2.53
ACCEL
+0.34
RETENTION
15.0%
PEAK 2026-07-18 · FORK-RETENTION 0.0% · 76 STARS / WINDOW
Author Audience
AUDIENCE
238
FOLLOWERS
25
OWNER ★
941
Engagement Signals
FORKS
61
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 76 / 76 (DIVERSITY 1.00)
Why This Is A Finding
stardustai/dataset-viewer собрал 76 звёзд за окно, тогда как у автора всего 25 подписчиков — эффективная аудитория ≈ 238. Это даёт surprise-индекс 0.00911 (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 12% OF 8395 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8395 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 12%
VELOCITY2.533.83-1.30ABOVE 32%
RETENTION15.0%24.7%-9.7 PPABOVE 29%
FORKS61109-48ABOVE 35%
SURPRISE0.010.01-0.00ABOVE 50%