FINDING #5350 · UNIT ID 1185487641
evelyyyyynnnnn/5.0-Ai-Engineering-Toolkit
Engineering toolkit for building scalable AI systems, including model training pipelines, LLM optimization utilities, and data engineering tools.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
78% 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
S10 · S10
Growth Telemetry
VELOCITY /D
3.91
ACCEL
+0.00
RETENTION
48.9%
PEAK 2026-04-25 · FORK-RETENTION 0.0% · 352 STARS / WINDOW
Author Audience
AUDIENCE
431
FOLLOWERS
248
OWNER ★
1,829
Engagement Signals
FORKS
76
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 352 / 352 (DIVERSITY 1.00)
Why This Is A Finding
evelyyyyynnnnn/5.0-Ai-Engineering-Toolkit собрал 352 звёзд за окно, тогда как у автора всего 248 подписчиков — эффективная аудитория ≈ 431. Это даёт surprise-индекс 0.00831 (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 16% 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 16%
VELOCITY3.913.99-0.08ABOVE 49%
RETENTION48.9%17.1%+31.8 PPABOVE 95%
FORKS7690-13ABOVE 45%
SURPRISE0.010.01-0.00ABOVE 41%