pyinfra-dev/pyinfra — GitHub trend

FINDING #5406 · UNIT ID 25437858

pyinfra-dev/pyinfra

🔧 pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0017

ENGAGEMENT0.20

FRESHNESS1.36

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

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

1% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

2.40

ACCEL

-0.05

RETENTION

32.0%

PEAK 2026-06-23 · FORK-RETENTION 0.0% · 72 STARS / WINDOW

Author Audience

AUDIENCE

1,370

FOLLOWERS

OWNER ★

6,048

Engagement Signals

FORKS

532

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 72 / 72 (DIVERSITY 1.00)

Why This Is A Finding

pyinfra-dev/pyinfra собрал 72 звёзд за окно, тогда как у автора всего 80 подписчиков — эффективная аудитория ≈ 1,370. Это даёт surprise-индекс 0.0017 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 36% OF 8395 FINDINGS

#08HUANGCHIHHUNGLeo/claude-real-video[ PYTHON ]0.27 #09MDX-Tom/gpt-5.6-instruct[ PYTHON ]0.24 #14Git-creat7/grokRegister-cpa[ PYTHON ]0.22 #15Cjbuilds/Codex-Orchestration[ PYTHON ]0.22 #16Panniantong/Agent-Reach[ PYTHON ]0.22

METRICS IN CONTEXT

MEDIAN ACROSS ALL 8395 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 36%

VELOCITY2.403.83-1.43ABOVE 29%

RETENTION32.0%24.7%+7.3 PPABOVE 65%

FORKS532109+423ABOVE 84%

SURPRISE0.000.01-0.01ABOVE 19%