FINDING #5003 · UNIT ID 1207614462
Cellium-Project/Cellium-Agent
运行时自扩展工具AI Self-Evolving AI Agent Framework | Decision-Loop Driven Microkernel Architecture with Hot-Pluggable Components & Triple-Layer Memory | Agent Infinite Evolution Engine that Learns from Failures
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
95% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
1.89
ACCEL
+0.02
RETENTION
15.0%
PEAK 2026-06-07 · FORK-RETENTION 0.0% · 170 STARS / WINDOW
Author Audience
AUDIENCE
44
FOLLOWERS
3
OWNER ★
190
Engagement Signals
FORKS
5
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 170 / 170 (DIVERSITY 1.00)
Why This Is A Finding
Cellium-Project/Cellium-Agent собрал 170 звёзд за окно, тогда как у автора всего 3 подписчиков — эффективная аудитория ≈ 44. Это даёт surprise-индекс 0.0225 (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 22% 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 22%
VELOCITY1.893.99-2.11ABOVE 14%
RETENTION15.0%17.1%-2.1 PPABOVE 45%
FORKS590-84ABOVE 2%
SURPRISE0.020.01+0.01ABOVE 69%