XBuilderLAB/cheat-on-content — GitHub trend

FINDING #1214 · UNIT ID 1229729956

XBuilderLAB/cheat-on-content

You're reading this. The skill predicted it. A workflow that turns every post into a calibrated experiment—score, blind-predict, retro, evolve. The future doesn't reward effort, it rewards those who see the pattern first. 1M followers in a month — not luck, system.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0239

ENGAGEMENT0.20

FRESHNESS1.36

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

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

24% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

45.70

ACCEL

-1.27

RETENTION

31.1%

PEAK 2026-06-23 · FORK-RETENTION 0.0% · 1,371 STARS / WINDOW

Author Audience

AUDIENCE

1,874

FOLLOWERS

291

OWNER ★

6,458

Engagement Signals

FORKS

820

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 1,371 / 1,371 (DIVERSITY 1.00)

Why This Is A Finding

XBuilderLAB/cheat-on-content собрал 1,371 звёзд за окно, тогда как у автора всего 291 подписчиков — эффективная аудитория ≈ 1,874. Это даёт surprise-индекс 0.0239 (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 81% 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

SCORE0.010.00+0.01ABOVE 81%

VELOCITY45.704.23+41.47ABOVE 94%

RETENTION31.1%29.4%+1.6 PPABOVE 53%

FORKS82092+728ABOVE 91%

SURPRISE0.020.01+0.01ABOVE 70%