sunblaze-ucb/cybergym — GitHub trend

FINDING #6043 · UNIT ID 994930185

sunblaze-ucb/cybergym

CyberGym is a large-scale, high-quality cybersecurity evaluation framework designed to rigorously assess the capabilities of AI agents on real-world vulnerability analysis tasks.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00298

ENGAGEMENT0.36

FRESHNESS1.00

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

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

3% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

2.86

ACCEL

+0.04

RETENTION

66.7%

PEAK 2026-08-23 · FORK-RETENTION 0.0% · 20 STARS / WINDOW

Author Audience

AUDIENCE

920

FOLLOWERS

145

OWNER ★

3,150

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 20 / 20 (DIVERSITY 1.00)

Why This Is A Finding

sunblaze-ucb/cybergym собрал 20 звёзд за окно, тогда как у автора всего 145 подписчиков — эффективная аудитория ≈ 920. Это даёт surprise-индекс 0.00298 (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 38% OF 9771 FINDINGS

#05MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #08zeenie-ai/OpenCompany[ PYTHON ]0.38 #15litaolemo/xtquant_big_convert[ PYTHON ]0.33 #23917Dhj/DeepPaperNote[ PYTHON ]0.27 #24LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.27

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 38%

VELOCITY2.863.71-0.86ABOVE 39%

RETENTION66.7%39.3%+27.3 PPABOVE 86%

FORKS9291+1ABOVE 50%

SURPRISE0.000.01-0.01ABOVE 25%