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

FINDING #5596 · 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

SURPRISE0.00824

ENGAGEMENT0.20

FRESHNESS1.43

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

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

26% OF STARS IN ARCHIVE

[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:

S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS

S10 · S10

Growth Telemetry

VELOCITY /D

3.87

ACCEL

+0.01

RETENTION

66.7%

PEAK 2026-06-26 · FORK-RETENTION 0.0% · 116 STARS / WINDOW

Author Audience

AUDIENCE

429

FOLLOWERS

248

OWNER ★

1,829

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 116 / 116 (DIVERSITY 1.00)

Why This Is A Finding

evelyyyyynnnnn/5.0-Ai-Engineering-Toolkit собрал 116 звёзд за окно, тогда как у автора всего 248 подписчиков — эффективная аудитория ≈ 429. Это даёт surprise-индекс 0.00824 (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 11% OF 6295 FINDINGS

#01shy3130/tickflow-stock-panel[ PYTHON ]0.46 #06Panniantong/Agent-Reach[ PYTHON ]0.29 #10sums001/Windows-Copilot-API[ PYTHON ]0.27 #12HUANGCHIHHUNGLeo/claude-real-video[ PYTHON ]0.24 #14realiti4/claude-swap[ PYTHON ]0.21

METRICS IN CONTEXT

MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 11%

VELOCITY3.874.23-0.37ABOVE 46%

RETENTION66.7%29.4%+37.3 PPABOVE 97%

FORKS7692-16ABOVE 45%

SURPRISE0.010.01-0.00ABOVE 41%