FINDING #5556 · UNIT ID 1129777368
brianxiadong/auto-paper-digest
auto-paper-digest: An automated pipeline that tracks Hugging Face weekly AI papers, downloads PDFs, imports them into NotebookLM, generates video overviews, and archives everything into a searchable weekly digest.
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 · S10
Growth Telemetry
VELOCITY /D
1.50
ACCEL
+0.17
RETENTION
5.1%
PEAK 2026-07-08 · FORK-RETENTION 0.0% · 45 STARS / WINDOW
Author Audience
AUDIENCE
104
FOLLOWERS
43
OWNER ★
613
Engagement Signals
FORKS
53
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 45 / 45 (DIVERSITY 1.00)
Why This Is A Finding
brianxiadong/auto-paper-digest собрал 45 звёзд за окно, тогда как у автора всего 43 подписчиков — эффективная аудитория ≈ 104. Это даёт surprise-индекс 0.0104 (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 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 12%
VELOCITY1.504.23-2.73ABOVE 0%
RETENTION5.1%29.4%-24.3 PPABOVE 7%
FORKS5392-39ABOVE 35%
SURPRISE0.010.01-0.00ABOVE 46%