FINDING #5564 · 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.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
56% 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
3.32
ACCEL
+0.01
RETENTION
20.5%
PEAK 2026-07-01 · FORK-RETENTION 0.0% · 299 STARS / WINDOW
Author Audience
AUDIENCE
580
FOLLOWERS
87
OWNER ★
2,029
Engagement Signals
FORKS
64
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 299 / 299 (DIVERSITY 1.00)
Why This Is A Finding
sunblaze-ucb/cybergym собрал 299 звёзд за окно, тогда как у автора всего 87 подписчиков — эффективная аудитория ≈ 580. Это даёт surprise-индекс 0.00536 (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 13% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 13%
VELOCITY3.323.99-0.67ABOVE 43%
RETENTION20.5%17.1%+3.4 PPABOVE 57%
FORKS6490-25ABOVE 40%
SURPRISE0.010.01-0.01ABOVE 32%