programasweights/programasweights-python — GitHub trend

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FINDING #5186 · UNIT ID 1195419835

programasweights/programasweights-python

Python SDK for ProgramAsWeights — compile natural language specs into neural programs that run locally

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0245

ENGAGEMENT0.20

FRESHNESS1.34

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

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

55% 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

Growth Telemetry

VELOCITY /D

3.57

ACCEL

+0.24

RETENTION

18.7%

PEAK 2026-07-06 · FORK-RETENTION 0.0% · 107 STARS / WINDOW

Author Audience

AUDIENCE

105

FOLLOWERS

OWNER ★

217

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 107 / 107 (DIVERSITY 1.00)

Why This Is A Finding

programasweights/programasweights-python собрал 107 звёзд за окно, тогда как у автора всего 31 подписчиков — эффективная аудитория ≈ 105. Это даёт surprise-индекс 0.0245 (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 18% 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 18%

VELOCITY3.574.23-0.67ABOVE 43%

RETENTION18.7%29.4%-10.7 PPABOVE 28%

FORKS2692-66ABOVE 20%

SURPRISE0.020.01+0.01ABOVE 70%