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

FINDING #4612 · 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

SURPRISE0.00852

ENGAGEMENT0.20

FRESHNESS1.00

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

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

3% 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

4.00

ACCEL

+1.00

RETENTION

66.7%

PEAK 2026-07-14 · FORK-RETENTION 0.0% · 12 STARS / WINDOW

Author Audience

AUDIENCE

429

FOLLOWERS

248

OWNER ★

1,829

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 12 / 12 (DIVERSITY 1.00)

Why This Is A Finding

evelyyyyynnnnn/5.0-Ai-Engineering-Toolkit собрал 12 звёзд за окно, тогда как у автора всего 248 подписчиков — эффективная аудитория ≈ 429. Это даёт surprise-индекс 0.00852 (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 8% OF 5024 FINDINGS

#02Git-creat7/grokRegister-cpa[ PYTHON ]0.72 #09vinhhien112/Three.js-Object-Sculptor-Codex-Plugin[ PYTHON ]0.51 #10domanski-ai/headroom[ PYTHON ]0.50 #12William-Lu-stack/LuxyAI[ PYTHON ]0.46 #15fqscfqj/Y2A-Auto[ PYTHON ]0.37

METRICS IN CONTEXT

MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 8%

VELOCITY4.006.67-2.67ABOVE 26%

RETENTION66.7%46.5%+20.2 PPABOVE 71%

FORKS76116-40ABOVE 39%

SURPRISE0.010.01-0.01ABOVE 37%