FINDING #3485 · UNIT ID 1144694071
yilewang/llm-for-zotero
An open-sourced research agent system deeply rooted in your Zotero library.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
68% 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
17.48
ACCEL
-0.14
RETENTION
34.1%
PEAK 2026-05-11 · FORK-RETENTION 0.0% · 1,573 STARS / WINDOW
Author Audience
AUDIENCE
297
FOLLOWERS
59
OWNER ★
2,376
Engagement Signals
FORKS
114
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,573 / 1,573 (DIVERSITY 1.00)
Why This Is A Finding
yilewang/llm-for-zotero собрал 1,573 звёзд за окно, тогда как у автора всего 59 подписчиков — эффективная аудитория ≈ 297. Это даёт surprise-индекс 0.0519 (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 45% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 45%
VELOCITY17.483.99+13.48ABOVE 87%
RETENTION34.1%17.1%+17.0 PPABOVE 83%
FORKS11490+25ABOVE 56%
SURPRISE0.050.01+0.04ABOVE 94%