FINDING #520 · UNIT ID 932348189
drmingler/smart-llm-loader
smart-llm-loader is a lightweight yet powerful Python package that transforms any document into LLM-ready chunks. Spend less time on preprocessing headaches and more time building what matters. From RAG systems to chatbots to document Q&A, SmartLLMLoader handles the heavy lifting so you can focus on creating exceptional AI applications.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
14% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
7.57
ACCEL
+5.68
RETENTION
0.0%
PEAK 2026-08-04 · FORK-RETENTION 0.0% · 53 STARS / WINDOW
Author Audience
AUDIENCE
234
FOLLOWERS
29
OWNER ★
2,051
Engagement Signals
FORKS
49
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 53 / 53 (DIVERSITY 1.00)
Why This Is A Finding
drmingler/smart-llm-loader собрал 53 звёзд за окно, тогда как у автора всего 29 подписчиков — эффективная аудитория ≈ 234. Это даёт surprise-индекс 0.0276 (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 95% OF 9754 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9754 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.030.00+0.03ABOVE 95%
VELOCITY7.573.43+4.14ABOVE 74%
RETENTION0.0%37.5%-37.5 PPABOVE 0%
FORKS49131-82ABOVE 28%
SURPRISE0.030.01+0.02ABOVE 83%