FINDING #5844 · UNIT ID 1255217938
huangruiteng/loopx
Lightweight loop engineering state kernel for long-running AI agent teams. Agent-loop agnostic across Codex, Claude Code, and other coding agents, with durable goals, quota-aware auto-wake, executable todos, evidence logs, and verifiable handoffs.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
94% 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
3.43
ACCEL
-0.02
RETENTION
37.0%
PEAK 2026-06-25 · FORK-RETENTION 0.0% · 103 STARS / WINDOW
Author Audience
AUDIENCE
1,072
FOLLOWERS
648
OWNER ★
4,239
Engagement Signals
FORKS
13
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 103 / 103 (DIVERSITY 1.00)
Why This Is A Finding
huangruiteng/loopx собрал 103 звёзд за окно, тогда как у автора всего 648 подписчиков — эффективная аудитория ≈ 1,072. Это даёт surprise-индекс 0.00309 (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 7% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 7%
VELOCITY3.434.23-0.80ABOVE 42%
RETENTION37.0%29.4%+7.6 PPABOVE 65%
FORKS1392-79ABOVE 10%
SURPRISE0.000.01-0.01ABOVE 24%