FINDING #6177 · 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)
2% 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
1.57
ACCEL
+0.61
RETENTION
0.0%
PEAK 2026-07-15 · FORK-RETENTION 0.0% · 11 STARS / WINDOW
Author Audience
AUDIENCE
104
FOLLOWERS
43
OWNER ★
613
Engagement Signals
FORKS
53
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 11 / 11 (DIVERSITY 1.00)
Why This Is A Finding
brianxiadong/auto-paper-digest собрал 11 звёзд за окно, тогда как у автора всего 43 подписчиков — эффективная аудитория ≈ 104. Это даёт surprise-индекс 0.0109 (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 10% OF 6892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 10%
VELOCITY1.574.14-2.57ABOVE 6%
RETENTION0.0%40.6%-40.6 PPABOVE 0%
FORKS5389-36ABOVE 36%
SURPRISE0.010.01-0.00ABOVE 50%