evelyyyyynnnnn/5.0-Ai-Engineering-Toolkit — GitHub trend

FINDING #2143 · 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.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00532

ENGAGEMENT0.20

FRESHNESS1.45

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

99% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

2.51

ACCEL

+0.03

RETENTION

48.9%

PEAK 2026-04-25 · FORK-RETENTION 0.0% · 451 STARS / WINDOW

Author Audience

AUDIENCE

431

FOLLOWERS

248

OWNER ★

1,829

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 451 / 451 (DIVERSITY 1.00)

Why This Is A Finding

evelyyyyynnnnn/5.0-Ai-Engineering-Toolkit собрал 451 звёзд за окно, тогда как у автора всего 248 подписчиков — эффективная аудитория ≈ 431. Это даёт surprise-индекс 0.00532 (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 64% OF 5944 FINDINGS

#14adminlove520/AI-Account-Toolkit[ PYTHON ]0.0687 #29liaohch3/claude-tap[ PYTHON ]0.0532 #30Thysrael/Horizon[ PYTHON ]0.0521 #39dreamzero0/dreamzero[ PYTHON ]0.0478 #40hero8152/Infinite-Canvas[ PYTHON ]0.0471

METRICS IN CONTEXT

MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00+0.00ABOVE 64%

VELOCITY2.513.29-0.79ABOVE 35%

RETENTION48.9%11.3%+37.6 PPABOVE 97%

FORKS7699-23ABOVE 42%

SURPRISE0.010.01-0.01ABOVE 35%